Add files using upload-large-folder tool

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0136a27a42f63a21/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:20:14.199452+00:00",
+  "ended_at": "2026-05-19T16:20:18.915389+00:00",
+  "elapsed_ms": 4715.91,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 69061,
+    "bytes_utf8": 69061,
+    "lines": 2148,
+    "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_f/n18/artifacts/v2q_n18_0136a27a42f63a21/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:20:19.920712+00:00",
+  "ended_at": "2026-05-19T16:20:24.424584+00:00",
+  "elapsed_ms": 4503.83,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 69061,
+    "bytes_utf8": 69061,
+    "lines": 2148,
+    "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_f/n18/artifacts/v2q_n18_0136a27a42f63a21/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,2148 @@
+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: n18
+- dataset_name: Aps Failure At Scania Trucks
+- table_name: n18
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 170 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 76000
+- important_fields:
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000.
+- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000.
+- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000.
+- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000.
+- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000.
+- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000.
+- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000.
+- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001.
+- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002.
+- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003.
+- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004.
+- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005.
+- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006.
+- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007.
+- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008.
+- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009.
+- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000.
+- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000.
+- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000.
+- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000.
+- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000.
+- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0.
+- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000.
+- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000.
+- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000.
+- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000.
+- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000.
+- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000.
+- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000.
+- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000.
+- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000.
+- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000.
+- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000.
+- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001.
+- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002.
+- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003.
+- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004.
+- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005.
+- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006.
+- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007.
+- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008.
+- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009.
+- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000.
+- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001.
+- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002.
+- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003.
+- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004.
+- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005.
+- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006.
+- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007.
+- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008.
+- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009.
+- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000.
+- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001.
+- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002.
+- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003.
+- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004.
+- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005.
+- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006.
+- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007.
+- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008.
+- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009.
+- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000.
+- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000.
+- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000.
+- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000.
+- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000.
+- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000.
+- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000.
+- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000.
+- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000.
+- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000.
+- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000.
+- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000.
+- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000.
+- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000.
+- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000.
+- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000.
+- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000.
+- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000.
+- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000.
+- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000.
+- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000.
+- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000.
+- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000.
+- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000.
+- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000.
+- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000.
+- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000.
+- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000.
+- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000.
+- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000.
+- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000.
+- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000.
+- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000.
+- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000.
+- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000.
+- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000.
+- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000.
+- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000.
+- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001.
+- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002.
+- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003.
+- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004.
+- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005.
+- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006.
+- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007.
+- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008.
+- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009.
+- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000.
+- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000.
+- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000.
+- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000.
+- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000.
+- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001.
+- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002.
+- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003.
+- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004.
+- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005.
+- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006.
+- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007.
+- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008.
+- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009.
+- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000.
+- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000.
+- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000.
+- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000.
+- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000.
+- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000.
+- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000.
+- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000.
+- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000.
+- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000.
+- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000.
+- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000.
+- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000.
+- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000.
+- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000.
+- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000.
+- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000.
+- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000.
+- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000.
+- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000.
+- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000.
+- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000.
+- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000.
+- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000.
+- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000.
+- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000.
+- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000.
+- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000.
+- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000.
+- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000.
+- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000.
+- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000.
+- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000.
+- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00.
+- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000.
+- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000.
+- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001.
+- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002.
+- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003.
+- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004.
+- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005.
+- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006.
+- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007.
+- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008.
+- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009.
+- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000.
+- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000.
+- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']]
+- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000']
+- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks
+
+SQLite schema snapshot:
+{
+  "table_name": "n18",
+  "quoted_table_name": "\"n18\"",
+  "row_count": 76000,
+  "columns": [
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aa_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ab_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ac_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ad_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ae_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "af_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ah_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ai_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ak_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "al_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "am_0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "an_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ao_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ap_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ar_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "as_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "at_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "au_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "av_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ax_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "be_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bi_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bo_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "br_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "by_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ca_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ce_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ch_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ci_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ck_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "co_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ct_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "da_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "db_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "de_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "df_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "di_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "do_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ds_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "du_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ea_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ec_00",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ed_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ef_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "class": "neg",
+      "aa_000": "76698",
+      "ab_000": "",
+      "ac_000": "2130706438",
+      "ad_000": "280",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "37250",
+      "ag_005": "1432864",
+      "ag_006": "3664156",
+      "ag_007": "1007684",
+      "ag_008": "25896",
+      "ag_009": "0",
+      "ah_000": "2551696",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "4933296",
+      "ao_000": "3655166",
+      "ap_000": "1766008",
+      "aq_000": "1132040",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1012",
+      "ax_000": "268",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "469014",
+      "ay_006": "4239660",
+      "ay_007": "703300",
+      "ay_008": "755876",
+      "ay_009": "0",
+      "az_000": "5374",
+      "az_001": "2108",
+      "az_002": "4114",
+      "az_003": "12348",
+      "az_004": "615248",
+      "az_005": "5526276",
+      "az_006": "2378",
+      "az_007": "4",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "2328746",
+      "ba_001": "1022304",
+      "ba_002": "415432",
+      "ba_003": "287230",
+      "ba_004": "310246",
+      "ba_005": "681504",
+      "ba_006": "1118814",
+      "ba_007": "3574",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "6700214",
+      "bc_000": "0",
+      "bd_000": "10",
+      "be_000": "108",
+      "bf_000": "50",
+      "bg_000": "2551696",
+      "bh_000": "97518",
+      "bi_000": "947550",
+      "bj_000": "799478",
+      "bk_000": "330760",
+      "bl_000": "353400",
+      "bm_000": "299160",
+      "bn_000": "305200",
+      "bo_000": "283680",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "178540",
+      "bt_000": "76698.08",
+      "bu_000": "6700214",
+      "bv_000": "6700214",
+      "bx_000": "6599892",
+      "by_000": "43566",
+      "bz_000": "68656",
+      "ca_000": "54064",
+      "cb_000": "638360",
+      "cc_000": "6167850",
+      "cd_000": "1209600",
+      "ce_000": "246244",
+      "cf_000": "2",
+      "cg_000": "96",
+      "ch_000": "0",
+      "ci_000": "5245752",
+      "cj_000": "0",
+      "ck_000": "916567.68",
+      "cl_000": "6",
+      "cm_000": "1924",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "118196",
+      "cn_004": "1309472",
+      "cn_005": "3247182",
+      "cn_006": "1381362",
+      "cn_007": "98822",
+      "cn_008": "11208",
+      "cn_009": "1608",
+      "co_000": "220",
+      "cp_000": "240",
+      "cq_000": "6700214",
+      "cr_000": "",
+      "cs_000": "10476",
+      "cs_001": "1226",
+      "cs_002": "267998",
+      "cs_003": "521832",
+      "cs_004": "428776",
+      "cs_005": "4015854",
+      "cs_006": "895240",
+      "cs_007": "26330",
+      "cs_008": "118",
+      "cs_009": "0",
+      "ct_000": "532",
+      "cu_000": "734",
+      "cv_000": "4122704",
+      "cx_000": "51288",
+      "cy_000": "0",
+      "cz_000": "532572",
+      "da_000": "0",
+      "db_000": "18",
+      "dc_000": "5330690",
+      "dd_000": "4732",
+      "de_000": "1126",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "62282",
+      "do_000": "85908",
+      "dp_000": "32790",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "202710",
+      "dt_000": "37928",
+      "du_000": "14745580",
+      "dv_000": "1876644",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "2801180",
+      "ec_00": "2445.8",
+      "ed_000": "2712",
+      "ee_000": "965866",
+      "ee_001": "1706908",
+      "ee_002": "1240520",
+      "ee_003": "493384",
+      "ee_004": "721044",
+      "ee_005": "469792",
+      "ee_006": "339156",
+      "ee_007": "157956",
+      "ee_008": "73224",
+      "ee_009": "0",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "33058",
+      "ab_000": "",
+      "ac_000": "0",
+      "ad_000": "",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "18254",
+      "ag_005": "653294",
+      "ag_006": "1720800",
+      "ag_007": "516724",
+      "ag_008": "31642",
+      "ag_009": "0",
+      "ah_000": "1393352",
+      "ai_000": "0",
+      "aj_000": "68",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2560898",
+      "ao_000": "2127150",
+      "ap_000": "1084598",
+      "aq_000": "338544",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "0",
+      "ax_000": "0",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "71510",
+      "ay_006": "772720",
+      "ay_007": "1996924",
+      "ay_008": "99560",
+      "ay_009": "0",
+      "az_000": "7336",
+      "az_001": "7808",
+      "az_002": "13776",
+      "az_003": "13086",
+      "az_004": "1010074",
+      "az_005": "1873902",
+      "az_006": "14726",
+      "az_007": "6",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1378576",
+      "ba_001": "447166",
+      "ba_002": "199512",
+      "ba_003": "154298",
+      "ba_004": "137280",
+      "ba_005": "138668",
+      "ba_006": "165908",
+      "ba_007": "229652",
+      "ba_008": "87082",
+      "ba_009": "4708",
+      "bb_000": "3646660",
+      "bc_000": "86",
+      "bd_000": "454",
+      "be_000": "364",
+      "bf_000": "350",
+      "bg_000": "1393352",
+      "bh_000": "49028",
+      "bi_000": "688314",
+      "bj_000": "392208",
+      "bk_000": "341420",
+      "bl_000": "359780",
+      "bm_000": "366560",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "6700",
+      "bt_000": "33057.51",
+      "bu_000": "3646660",
+      "bv_000": "3646660",
+      "bx_000": "3582034",
+      "by_000": "17733.0",
+      "bz_000": "260120",
+      "ca_000": "115626",
+      "cb_000": "6900",
+      "cc_000": "2942850",
+      "cd_000": "1209600",
+      "ce_000": "0",
+      "cf_000": "",
+      "cg_000": "",
+      "ch_000": "",
+      "ci_000": "2291079.36",
+      "cj_000": "0",
+      "ck_000": "643536.96",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "38",
+      "cn_003": "98644",
+      "cn_004": "1179502",
+      "cn_005": "1286736",
+      "cn_006": "336388",
+      "cn_007": "36294",
+      "cn_008": "5192",
+      "cn_009": "56",
+      "co_000": "",
+      "cp_000": "0",
+      "cq_000": "3646660",
+      "cr_000": "",
+      "cs_000": "6160",
+      "cs_001": "796",
+      "cs_002": "164860",
+      "cs_003": "350066",
+      "cs_004": "272956",
+      "cs_005": "1837600",
+      "cs_006": "301242",
+      "cs_007": "9148",
+      "cs_008": "22",
+      "cs_009": "0",
+      "ct_000": "",
+      "cu_000": "",
+      "cv_000": "",
+      "cx_000": "",
+      "cy_000": "",
+      "cz_000": "",
+      "da_000": "",
+      "db_000": "",
+      "dc_000": "",
+      "dd_000": "3312",
+      "de_000": "522",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "33736",
+      "do_000": "36946",
+      "dp_000": "5936",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "103330",
+      "dt_000": "16254",
+      "du_000": "4510080",
+      "dv_000": "868538",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "3477820",
+      "ec_00": "2211.76",
+      "ed_000": "2334",
+      "ee_000": "664504",
+      "ee_001": "824154",
+      "ee_002": "421400",
+      "ee_003": "178064",
+      "ee_004": "293306",
+      "ee_005": "245416",
+      "ee_006": "133654",
+      "ee_007": "81140",
+      "ee_008": "97576",
+      "ee_009": "1500",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "41040",
+      "ab_000": "",
+      "ac_000": "228",
+      "ad_000": "100",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "1648",
+      "ag_005": "370592",
+      "ag_006": "1883374",
+      "ag_007": "292936",
+      "ag_008": "12016",
+      "ag_009": "0",
+      "ah_000": "1234132",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2371990",
+      "ao_000": "2173634",
+      "ap_000": "300796",
+      "aq_000": "153698",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "358",
+      "ax_000": "110",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "870456",
+      "ay_007": "239798",
+      "ay_008": "1450312",
+      "ay_009": "0",
+      "az_000": "1620",
+      "az_001": "1156",
+      "az_002": "1228",
+      "az_003": "34250",
+      "az_004": "1811606",
+      "az_005": "710672",
+      "az_006": "34",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "790690",
+      "ba_001": "672026",
+      "ba_002": "332340",
+      "ba_003": "254892",
+      "ba_004": "189596",
+      "ba_005": "135758",
+      "ba_006": "103552",
+      "ba_007": "81666",
+      "ba_008": "46",
+      "ba_009": "0",
+      "bb_000": "2673338",
+      "bc_000": "128",
+      "bd_000": "202",
+      "be_000": "576",
+      "bf_000": "4",
+      "bg_000": "1234132",
+      "bh_000": "28804",
+      "bi_000": "160176",
+      "bj_000": "139730",
+      "bk_000": "137160",
+      "bl_000": "130640",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "28000",
+      "bt_000": "41040.08",
+      "bu_000": "2673338",
+      "bv_000": "2673338",
+      "bx_000": "2678534",
+      "by_000": "15439.0",
+      "bz_000": "7466",
+      "ca_000": "22436",
+      "cb_000": "248240",
+      "cc_000": "2560566",
+      "cd_000": "1209600",
+      "ce_000": "63328",
+      "cf_000": "0",
+      "cg_000": "124",
+      "ch_000": "0",
+      "ci_000": "2322692.16",
+      "cj_000": "0",
+      "ck_000": "236099.52",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "33276",
+      "cn_004": "1215280",
+      "cn_005": "1102798",
+      "cn_006": "196502",
+      "cn_007": "10260",
+      "cn_008": "2422",
+      "cn_009": "28",
+      "co_000": "0",
+      "cp_000": "6",
+      "cq_000": "2673338",
+      "cr_000": "",
+      "cs_000": "3584",
+      "cs_001": "500",
+      "cs_002": "56362",
+      "cs_003": "149726",
+      "cs_004": "100326",
+      "cs_005": "1744838",
+      "cs_006": "488302",
+      "cs_007": "16682",
+      "cs_008": "246",
+      "cs_009": "0",
+      "ct_000": "230",
+      "cu_000": "292",
+      "cv_000": "2180528",
+      "cx_000": "29188",
+      "cy_000": "22",
+      "cz_000": "20346",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2341048",
+      "dd_000": "1494",
+      "de_000": "152",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "13876",
+      "do_000": "38182",
+      "dp_000": "8138",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "65772",
+      "dt_000": "10534",
+      "du_000": "300240",
+      "dv_000": "48028",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "1040120",
+      "ec_00": "1018.64",
+      "ed_000": "1020",
+      "ee_000": "262032",
+      "ee_001": "453378",
+      "ee_002": "277378",
+      "ee_003": "159812",
+      "ee_004": "423992",
+      "ee_005": "409564",
+      "ee_006": "320746",
+      "ee_007": "158022",
+      "ee_008": "95128",
+      "ee_009": "514",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "12",
+      "ab_000": "0",
+      "ac_000": "70",
+      "ad_000": "66",
+      "ae_000": "0",
+      "af_000": "10",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "318",
+      "ag_004": "2212",
+      "ag_005": "3232",
+      "ag_006": "1872",
+      "ag_007": "0",
+      "ag_008": "0",
+      "ag_009": "0",
+      "ah_000": "2668",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "642",
+      "am_0": "3894",
+      "an_000": "10184",
+      "ao_000": "7554",
+      "ap_000": "10764",
+      "aq_000": "1014",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "60",
+      "ax_000": "6",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "0",
+      "ay_007": "2038",
+      "ay_008": "5596",
+      "ay_009": "0",
+      "az_000": "64",
+      "az_001": "6",
+      "az_002": "6",
+      "az_003": "914",
+      "az_004": "76",
+      "az_005": "2478",
+      "az_006": "2398",
+      "az_007": "1692",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "6176",
+      "ba_001": "340",
+      "ba_002": "304",
+      "ba_003": "102",
+      "ba_004": "74",
+      "ba_005": "406",
+      "ba_006": "216",
+      "ba_007": "16",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "21614",
+      "bc_000": "2",
+      "bd_000": "12",
+      "be_000": "0",
+      "bf_000": "0",
+      "bg_000": "2668",
+      "bh_000": "184",
+      "bi_000": "7632",
+      "bj_000": "3090",
+      "bk_000": "",
+      "bl_000": "",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "10580",
+      "bt_000": "12.69",
+      "bu_000": "21614",
+      "bv_000": "21614",
+      "bx_000": "21772",
+      "by_000": "32",
+      "bz_000": "50",
+      "ca_000": "1994",
+      "cb_000": "21400",
+      "cc_000": "7710",
+      "cd_000": "1209600",
+      "ce_000": "302",
+      "cf_000": "2",
+      "cg_000": "6",
+      "ch_000": "0",
+      "ci_000": "2135.04",
+      "cj_000": "0",
+      "ck_000": "4525.44",
+      "cl_000": "2",
+      "cm_000": "16",
+      "cn_000": "0",
+      "cn_001": "52",
+      "cn_002": "2544",
+      "cn_003": "1894",
+      "cn_004": "2170",
+      "cn_005": "822",
+      "cn_006": "152",
+      "cn_007": "0",
+      "cn_008": "0",
+      "cn_009": "0",
+      "co_000": "2",
+      "cp_000": "2",
+      "cq_000": "21614",
+      "cr_000": "0",
+      "cs_000": "1032",
+      "cs_001": "6",
+      "cs_002": "24",
+      "cs_003": "656",
+      "cs_004": "692",
+      "cs_005": "4836",
+      "cs_006": "388",
+      "cs_007": "0",
+      "cs_008": "0",
+      "cs_009": "0",
+      "ct_000": "138",
+      "cu_000": "8",
+      "cv_000": "1666",
+      "cx_000": "72",
+      "cy_000": "0",
+      "cz_000": "12",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2578",
+      "dd_000": "76",
+      "de_000": "62",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "232",
+      "do_000": "0",
+      "dp_000": "0",
+      "dq_000": "2014",
+      "dr_000": "370",
+      "ds_000": "48",
+      "dt_000": "18",
+      "du_000": "15740",
+      "dv_000": "1822",
+      "dx_000": "20174",
+      "dy_000": "44",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "0",
+      "ec_00": "1.08",
+      "ed_000": "54",
+      "ee_000": "5670",
+      "ee_001": "1566",
+      "ee_002": "240",
+      "ee_003": "46",
+      "ee_004": "58",
+      "ee_005": "44",
+      "ee_006": "10",
+      "ee_007": "0",
+      "ee_008": "0",
+      "ee_009": "0",
+      "ef_000": "4",
+      "eg_000": "32"
+    },
+    {
+      "class": "neg",
+      "aa_000": "60874",
+      "ab_000": "",
+      "ac_000": "1368",
+      "ad_000": "458",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "43752",
+      "ag_005": "1966618",
+      "ag_006": "1800340",
+      "ag_007": "131646",
+      "ag_008": "4588",
+      "ag_009": "0",
+      "ah_000": "1974038",
+      "ai_000": "0",
+      "aj_000": "226",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "3230626",
+      "ao_000": "2618878",
+      "ap_000": "1058136",
+      "aq_000": "551022",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1788",
+      "ax_000": "642",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "42124",
+      "ay_005": "372236",
+      "ay_006": "2128914",
+      "ay_007": "819596",
+      "ay_008": "584074",
+      "ay_009": "0",
+      "az_000": "1644",
+      "az_001": "362",
+      "az_002": "562",
+      "az_003": "842",
+      "az_004": "30194",
+      "az_005": "3911734",
+      "az_006": "1606",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1348578",
+      "ba_001": "1035668",
+      "ba_002": "338762",
+      "ba_003": "236540",
+      "ba_004": "182278",
+      "ba_005": "151778",
+      "ba_006": "163248",
+      "ba_007": "470800",
+      "ba_008": "19292",
+      "ba_009": "0",
+      "bb_000": "4289260",
+      "bc_000": "448",
+      "bd_000": "556",
+      "be_000": "642",
+      "bf_000": "2",
+      "bg_000": "1974038",
+      "bh_000": "86454",
+      "bi_000": "653692",
+      "bj_000": "399410",
+      "bk_000": "306780",
+      "bl_000": "282560",
+      "bm_000": "274180",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "189000",
+      "bt_000": "60874.03",
+      "bu_000": "4289260",
+      "bv_000": "4289260",
+      "bx_000": "4283332",
+      "by_000": "24793.0",
+      "bz_000": "17052",
+      "ca_000": "61844",
+      "cb_000": "654700",
+      "cc_000": "3946944",
+      "cd_000": "1209600",
+      "ce_000": "135720",
+      "cf_000": "0",
+      "cg_000": "152",
+      "ch_000": "0",
+      "ci_000": "3565684.8",
+      "cj_000": "0",
+      "ck_000": "379111.68",
+      "cl_000": "0",
+      "cm_000": "746",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "356",
+      "cn_003": "378910",
+      "cn_004": "2497104",
+      "cn_005": "993000",
+      "cn_006": "64230",
+      "cn_007": "10482",
+      "cn_008": "2776",
+      "cn_009": "86",
+      "co_000": "202",
+      "cp_000": "212",
+      "cq_000": "4289260",
+      "cr_000": "",
+      "cs_000": "3942",
+      "cs_001": "520",
+      "cs_002": "80950",
+      "cs_003": "227322",
+      "cs_004": "186242",
+      "cs_005": "2288268",
+      "cs_006": "1137268",
+      "cs_007": "22228",
+      "cs_008": "204",
+      "cs_009": "0",
+      "ct_000": "1716",
+      "cu_000": "1664",
+      "cv_000": "3440288",
+      "cx_000": "215826",
+      "cy_000": "0",
+      "cz_000": "4262",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "3590004",
+      "dd_000": "2026",
+      "de_000": "444",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "44946",
+      "do_000": "62648",
+      "dp_000": "11506",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "149474",
+      "dt_000": "35154",
+      "du_000": "457040",
+      "dv_000": "80482",
+      "dx_000": "98334",
+      "dy_000": "27588",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "21173050",
+      "ec_00": "1116.06",
+      "ed_000": "1176",
+      "ee_000": "404740",
+      "ee_001": "904230",
+      "ee_002": "622012",
+      "ee_003": "229790",
+      "ee_004": "405298",
+      "ee_005": "347188",
+      "ee_006": "286954",
+      "ee_007": "311560",
+      "ee_008": "433954",
+      "ee_009": "1218",
+      "ef_000": "0",
+      "eg_000": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n18",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=ae_000, measure_col=bx_000.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "ae_000",
+    "measure_col": "bx_000",
+    "top_k": 19,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2988707.76,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0136a27a42f63a21/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,2148 @@
+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: n18
+- dataset_name: Aps Failure At Scania Trucks
+- table_name: n18
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 170 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 76000
+- important_fields:
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000.
+- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000.
+- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000.
+- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000.
+- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000.
+- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000.
+- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000.
+- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001.
+- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002.
+- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003.
+- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004.
+- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005.
+- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006.
+- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007.
+- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008.
+- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009.
+- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000.
+- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000.
+- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000.
+- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000.
+- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000.
+- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0.
+- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000.
+- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000.
+- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000.
+- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000.
+- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000.
+- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000.
+- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000.
+- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000.
+- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000.
+- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000.
+- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000.
+- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001.
+- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002.
+- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003.
+- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004.
+- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005.
+- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006.
+- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007.
+- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008.
+- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009.
+- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000.
+- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001.
+- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002.
+- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003.
+- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004.
+- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005.
+- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006.
+- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007.
+- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008.
+- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009.
+- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000.
+- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001.
+- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002.
+- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003.
+- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004.
+- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005.
+- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006.
+- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007.
+- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008.
+- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009.
+- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000.
+- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000.
+- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000.
+- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000.
+- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000.
+- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000.
+- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000.
+- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000.
+- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000.
+- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000.
+- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000.
+- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000.
+- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000.
+- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000.
+- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000.
+- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000.
+- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000.
+- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000.
+- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000.
+- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000.
+- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000.
+- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000.
+- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000.
+- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000.
+- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000.
+- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000.
+- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000.
+- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000.
+- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000.
+- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000.
+- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000.
+- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000.
+- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000.
+- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000.
+- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000.
+- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000.
+- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000.
+- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000.
+- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001.
+- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002.
+- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003.
+- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004.
+- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005.
+- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006.
+- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007.
+- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008.
+- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009.
+- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000.
+- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000.
+- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000.
+- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000.
+- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000.
+- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001.
+- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002.
+- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003.
+- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004.
+- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005.
+- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006.
+- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007.
+- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008.
+- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009.
+- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000.
+- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000.
+- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000.
+- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000.
+- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000.
+- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000.
+- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000.
+- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000.
+- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000.
+- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000.
+- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000.
+- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000.
+- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000.
+- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000.
+- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000.
+- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000.
+- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000.
+- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000.
+- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000.
+- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000.
+- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000.
+- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000.
+- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000.
+- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000.
+- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000.
+- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000.
+- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000.
+- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000.
+- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000.
+- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000.
+- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000.
+- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000.
+- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000.
+- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00.
+- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000.
+- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000.
+- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001.
+- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002.
+- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003.
+- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004.
+- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005.
+- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006.
+- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007.
+- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008.
+- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009.
+- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000.
+- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000.
+- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']]
+- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000']
+- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks
+
+SQLite schema snapshot:
+{
+  "table_name": "n18",
+  "quoted_table_name": "\"n18\"",
+  "row_count": 76000,
+  "columns": [
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aa_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ab_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ac_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ad_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ae_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "af_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ah_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ai_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ak_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "al_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "am_0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "an_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ao_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ap_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ar_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "as_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "at_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "au_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "av_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ax_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "be_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bi_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bo_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "br_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "by_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ca_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ce_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ch_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ci_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ck_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "co_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ct_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "da_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "db_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "de_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "df_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "di_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "do_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ds_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "du_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ea_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ec_00",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ed_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ef_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "class": "neg",
+      "aa_000": "76698",
+      "ab_000": "",
+      "ac_000": "2130706438",
+      "ad_000": "280",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "37250",
+      "ag_005": "1432864",
+      "ag_006": "3664156",
+      "ag_007": "1007684",
+      "ag_008": "25896",
+      "ag_009": "0",
+      "ah_000": "2551696",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "4933296",
+      "ao_000": "3655166",
+      "ap_000": "1766008",
+      "aq_000": "1132040",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1012",
+      "ax_000": "268",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "469014",
+      "ay_006": "4239660",
+      "ay_007": "703300",
+      "ay_008": "755876",
+      "ay_009": "0",
+      "az_000": "5374",
+      "az_001": "2108",
+      "az_002": "4114",
+      "az_003": "12348",
+      "az_004": "615248",
+      "az_005": "5526276",
+      "az_006": "2378",
+      "az_007": "4",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "2328746",
+      "ba_001": "1022304",
+      "ba_002": "415432",
+      "ba_003": "287230",
+      "ba_004": "310246",
+      "ba_005": "681504",
+      "ba_006": "1118814",
+      "ba_007": "3574",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "6700214",
+      "bc_000": "0",
+      "bd_000": "10",
+      "be_000": "108",
+      "bf_000": "50",
+      "bg_000": "2551696",
+      "bh_000": "97518",
+      "bi_000": "947550",
+      "bj_000": "799478",
+      "bk_000": "330760",
+      "bl_000": "353400",
+      "bm_000": "299160",
+      "bn_000": "305200",
+      "bo_000": "283680",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "178540",
+      "bt_000": "76698.08",
+      "bu_000": "6700214",
+      "bv_000": "6700214",
+      "bx_000": "6599892",
+      "by_000": "43566",
+      "bz_000": "68656",
+      "ca_000": "54064",
+      "cb_000": "638360",
+      "cc_000": "6167850",
+      "cd_000": "1209600",
+      "ce_000": "246244",
+      "cf_000": "2",
+      "cg_000": "96",
+      "ch_000": "0",
+      "ci_000": "5245752",
+      "cj_000": "0",
+      "ck_000": "916567.68",
+      "cl_000": "6",
+      "cm_000": "1924",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "118196",
+      "cn_004": "1309472",
+      "cn_005": "3247182",
+      "cn_006": "1381362",
+      "cn_007": "98822",
+      "cn_008": "11208",
+      "cn_009": "1608",
+      "co_000": "220",
+      "cp_000": "240",
+      "cq_000": "6700214",
+      "cr_000": "",
+      "cs_000": "10476",
+      "cs_001": "1226",
+      "cs_002": "267998",
+      "cs_003": "521832",
+      "cs_004": "428776",
+      "cs_005": "4015854",
+      "cs_006": "895240",
+      "cs_007": "26330",
+      "cs_008": "118",
+      "cs_009": "0",
+      "ct_000": "532",
+      "cu_000": "734",
+      "cv_000": "4122704",
+      "cx_000": "51288",
+      "cy_000": "0",
+      "cz_000": "532572",
+      "da_000": "0",
+      "db_000": "18",
+      "dc_000": "5330690",
+      "dd_000": "4732",
+      "de_000": "1126",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "62282",
+      "do_000": "85908",
+      "dp_000": "32790",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "202710",
+      "dt_000": "37928",
+      "du_000": "14745580",
+      "dv_000": "1876644",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "2801180",
+      "ec_00": "2445.8",
+      "ed_000": "2712",
+      "ee_000": "965866",
+      "ee_001": "1706908",
+      "ee_002": "1240520",
+      "ee_003": "493384",
+      "ee_004": "721044",
+      "ee_005": "469792",
+      "ee_006": "339156",
+      "ee_007": "157956",
+      "ee_008": "73224",
+      "ee_009": "0",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "33058",
+      "ab_000": "",
+      "ac_000": "0",
+      "ad_000": "",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "18254",
+      "ag_005": "653294",
+      "ag_006": "1720800",
+      "ag_007": "516724",
+      "ag_008": "31642",
+      "ag_009": "0",
+      "ah_000": "1393352",
+      "ai_000": "0",
+      "aj_000": "68",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2560898",
+      "ao_000": "2127150",
+      "ap_000": "1084598",
+      "aq_000": "338544",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "0",
+      "ax_000": "0",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "71510",
+      "ay_006": "772720",
+      "ay_007": "1996924",
+      "ay_008": "99560",
+      "ay_009": "0",
+      "az_000": "7336",
+      "az_001": "7808",
+      "az_002": "13776",
+      "az_003": "13086",
+      "az_004": "1010074",
+      "az_005": "1873902",
+      "az_006": "14726",
+      "az_007": "6",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1378576",
+      "ba_001": "447166",
+      "ba_002": "199512",
+      "ba_003": "154298",
+      "ba_004": "137280",
+      "ba_005": "138668",
+      "ba_006": "165908",
+      "ba_007": "229652",
+      "ba_008": "87082",
+      "ba_009": "4708",
+      "bb_000": "3646660",
+      "bc_000": "86",
+      "bd_000": "454",
+      "be_000": "364",
+      "bf_000": "350",
+      "bg_000": "1393352",
+      "bh_000": "49028",
+      "bi_000": "688314",
+      "bj_000": "392208",
+      "bk_000": "341420",
+      "bl_000": "359780",
+      "bm_000": "366560",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "6700",
+      "bt_000": "33057.51",
+      "bu_000": "3646660",
+      "bv_000": "3646660",
+      "bx_000": "3582034",
+      "by_000": "17733.0",
+      "bz_000": "260120",
+      "ca_000": "115626",
+      "cb_000": "6900",
+      "cc_000": "2942850",
+      "cd_000": "1209600",
+      "ce_000": "0",
+      "cf_000": "",
+      "cg_000": "",
+      "ch_000": "",
+      "ci_000": "2291079.36",
+      "cj_000": "0",
+      "ck_000": "643536.96",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "38",
+      "cn_003": "98644",
+      "cn_004": "1179502",
+      "cn_005": "1286736",
+      "cn_006": "336388",
+      "cn_007": "36294",
+      "cn_008": "5192",
+      "cn_009": "56",
+      "co_000": "",
+      "cp_000": "0",
+      "cq_000": "3646660",
+      "cr_000": "",
+      "cs_000": "6160",
+      "cs_001": "796",
+      "cs_002": "164860",
+      "cs_003": "350066",
+      "cs_004": "272956",
+      "cs_005": "1837600",
+      "cs_006": "301242",
+      "cs_007": "9148",
+      "cs_008": "22",
+      "cs_009": "0",
+      "ct_000": "",
+      "cu_000": "",
+      "cv_000": "",
+      "cx_000": "",
+      "cy_000": "",
+      "cz_000": "",
+      "da_000": "",
+      "db_000": "",
+      "dc_000": "",
+      "dd_000": "3312",
+      "de_000": "522",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "33736",
+      "do_000": "36946",
+      "dp_000": "5936",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "103330",
+      "dt_000": "16254",
+      "du_000": "4510080",
+      "dv_000": "868538",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "3477820",
+      "ec_00": "2211.76",
+      "ed_000": "2334",
+      "ee_000": "664504",
+      "ee_001": "824154",
+      "ee_002": "421400",
+      "ee_003": "178064",
+      "ee_004": "293306",
+      "ee_005": "245416",
+      "ee_006": "133654",
+      "ee_007": "81140",
+      "ee_008": "97576",
+      "ee_009": "1500",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "41040",
+      "ab_000": "",
+      "ac_000": "228",
+      "ad_000": "100",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "1648",
+      "ag_005": "370592",
+      "ag_006": "1883374",
+      "ag_007": "292936",
+      "ag_008": "12016",
+      "ag_009": "0",
+      "ah_000": "1234132",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2371990",
+      "ao_000": "2173634",
+      "ap_000": "300796",
+      "aq_000": "153698",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "358",
+      "ax_000": "110",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "870456",
+      "ay_007": "239798",
+      "ay_008": "1450312",
+      "ay_009": "0",
+      "az_000": "1620",
+      "az_001": "1156",
+      "az_002": "1228",
+      "az_003": "34250",
+      "az_004": "1811606",
+      "az_005": "710672",
+      "az_006": "34",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "790690",
+      "ba_001": "672026",
+      "ba_002": "332340",
+      "ba_003": "254892",
+      "ba_004": "189596",
+      "ba_005": "135758",
+      "ba_006": "103552",
+      "ba_007": "81666",
+      "ba_008": "46",
+      "ba_009": "0",
+      "bb_000": "2673338",
+      "bc_000": "128",
+      "bd_000": "202",
+      "be_000": "576",
+      "bf_000": "4",
+      "bg_000": "1234132",
+      "bh_000": "28804",
+      "bi_000": "160176",
+      "bj_000": "139730",
+      "bk_000": "137160",
+      "bl_000": "130640",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "28000",
+      "bt_000": "41040.08",
+      "bu_000": "2673338",
+      "bv_000": "2673338",
+      "bx_000": "2678534",
+      "by_000": "15439.0",
+      "bz_000": "7466",
+      "ca_000": "22436",
+      "cb_000": "248240",
+      "cc_000": "2560566",
+      "cd_000": "1209600",
+      "ce_000": "63328",
+      "cf_000": "0",
+      "cg_000": "124",
+      "ch_000": "0",
+      "ci_000": "2322692.16",
+      "cj_000": "0",
+      "ck_000": "236099.52",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "33276",
+      "cn_004": "1215280",
+      "cn_005": "1102798",
+      "cn_006": "196502",
+      "cn_007": "10260",
+      "cn_008": "2422",
+      "cn_009": "28",
+      "co_000": "0",
+      "cp_000": "6",
+      "cq_000": "2673338",
+      "cr_000": "",
+      "cs_000": "3584",
+      "cs_001": "500",
+      "cs_002": "56362",
+      "cs_003": "149726",
+      "cs_004": "100326",
+      "cs_005": "1744838",
+      "cs_006": "488302",
+      "cs_007": "16682",
+      "cs_008": "246",
+      "cs_009": "0",
+      "ct_000": "230",
+      "cu_000": "292",
+      "cv_000": "2180528",
+      "cx_000": "29188",
+      "cy_000": "22",
+      "cz_000": "20346",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2341048",
+      "dd_000": "1494",
+      "de_000": "152",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "13876",
+      "do_000": "38182",
+      "dp_000": "8138",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "65772",
+      "dt_000": "10534",
+      "du_000": "300240",
+      "dv_000": "48028",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "1040120",
+      "ec_00": "1018.64",
+      "ed_000": "1020",
+      "ee_000": "262032",
+      "ee_001": "453378",
+      "ee_002": "277378",
+      "ee_003": "159812",
+      "ee_004": "423992",
+      "ee_005": "409564",
+      "ee_006": "320746",
+      "ee_007": "158022",
+      "ee_008": "95128",
+      "ee_009": "514",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "12",
+      "ab_000": "0",
+      "ac_000": "70",
+      "ad_000": "66",
+      "ae_000": "0",
+      "af_000": "10",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "318",
+      "ag_004": "2212",
+      "ag_005": "3232",
+      "ag_006": "1872",
+      "ag_007": "0",
+      "ag_008": "0",
+      "ag_009": "0",
+      "ah_000": "2668",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "642",
+      "am_0": "3894",
+      "an_000": "10184",
+      "ao_000": "7554",
+      "ap_000": "10764",
+      "aq_000": "1014",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "60",
+      "ax_000": "6",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "0",
+      "ay_007": "2038",
+      "ay_008": "5596",
+      "ay_009": "0",
+      "az_000": "64",
+      "az_001": "6",
+      "az_002": "6",
+      "az_003": "914",
+      "az_004": "76",
+      "az_005": "2478",
+      "az_006": "2398",
+      "az_007": "1692",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "6176",
+      "ba_001": "340",
+      "ba_002": "304",
+      "ba_003": "102",
+      "ba_004": "74",
+      "ba_005": "406",
+      "ba_006": "216",
+      "ba_007": "16",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "21614",
+      "bc_000": "2",
+      "bd_000": "12",
+      "be_000": "0",
+      "bf_000": "0",
+      "bg_000": "2668",
+      "bh_000": "184",
+      "bi_000": "7632",
+      "bj_000": "3090",
+      "bk_000": "",
+      "bl_000": "",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "10580",
+      "bt_000": "12.69",
+      "bu_000": "21614",
+      "bv_000": "21614",
+      "bx_000": "21772",
+      "by_000": "32",
+      "bz_000": "50",
+      "ca_000": "1994",
+      "cb_000": "21400",
+      "cc_000": "7710",
+      "cd_000": "1209600",
+      "ce_000": "302",
+      "cf_000": "2",
+      "cg_000": "6",
+      "ch_000": "0",
+      "ci_000": "2135.04",
+      "cj_000": "0",
+      "ck_000": "4525.44",
+      "cl_000": "2",
+      "cm_000": "16",
+      "cn_000": "0",
+      "cn_001": "52",
+      "cn_002": "2544",
+      "cn_003": "1894",
+      "cn_004": "2170",
+      "cn_005": "822",
+      "cn_006": "152",
+      "cn_007": "0",
+      "cn_008": "0",
+      "cn_009": "0",
+      "co_000": "2",
+      "cp_000": "2",
+      "cq_000": "21614",
+      "cr_000": "0",
+      "cs_000": "1032",
+      "cs_001": "6",
+      "cs_002": "24",
+      "cs_003": "656",
+      "cs_004": "692",
+      "cs_005": "4836",
+      "cs_006": "388",
+      "cs_007": "0",
+      "cs_008": "0",
+      "cs_009": "0",
+      "ct_000": "138",
+      "cu_000": "8",
+      "cv_000": "1666",
+      "cx_000": "72",
+      "cy_000": "0",
+      "cz_000": "12",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2578",
+      "dd_000": "76",
+      "de_000": "62",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "232",
+      "do_000": "0",
+      "dp_000": "0",
+      "dq_000": "2014",
+      "dr_000": "370",
+      "ds_000": "48",
+      "dt_000": "18",
+      "du_000": "15740",
+      "dv_000": "1822",
+      "dx_000": "20174",
+      "dy_000": "44",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "0",
+      "ec_00": "1.08",
+      "ed_000": "54",
+      "ee_000": "5670",
+      "ee_001": "1566",
+      "ee_002": "240",
+      "ee_003": "46",
+      "ee_004": "58",
+      "ee_005": "44",
+      "ee_006": "10",
+      "ee_007": "0",
+      "ee_008": "0",
+      "ee_009": "0",
+      "ef_000": "4",
+      "eg_000": "32"
+    },
+    {
+      "class": "neg",
+      "aa_000": "60874",
+      "ab_000": "",
+      "ac_000": "1368",
+      "ad_000": "458",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "43752",
+      "ag_005": "1966618",
+      "ag_006": "1800340",
+      "ag_007": "131646",
+      "ag_008": "4588",
+      "ag_009": "0",
+      "ah_000": "1974038",
+      "ai_000": "0",
+      "aj_000": "226",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "3230626",
+      "ao_000": "2618878",
+      "ap_000": "1058136",
+      "aq_000": "551022",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1788",
+      "ax_000": "642",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "42124",
+      "ay_005": "372236",
+      "ay_006": "2128914",
+      "ay_007": "819596",
+      "ay_008": "584074",
+      "ay_009": "0",
+      "az_000": "1644",
+      "az_001": "362",
+      "az_002": "562",
+      "az_003": "842",
+      "az_004": "30194",
+      "az_005": "3911734",
+      "az_006": "1606",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1348578",
+      "ba_001": "1035668",
+      "ba_002": "338762",
+      "ba_003": "236540",
+      "ba_004": "182278",
+      "ba_005": "151778",
+      "ba_006": "163248",
+      "ba_007": "470800",
+      "ba_008": "19292",
+      "ba_009": "0",
+      "bb_000": "4289260",
+      "bc_000": "448",
+      "bd_000": "556",
+      "be_000": "642",
+      "bf_000": "2",
+      "bg_000": "1974038",
+      "bh_000": "86454",
+      "bi_000": "653692",
+      "bj_000": "399410",
+      "bk_000": "306780",
+      "bl_000": "282560",
+      "bm_000": "274180",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "189000",
+      "bt_000": "60874.03",
+      "bu_000": "4289260",
+      "bv_000": "4289260",
+      "bx_000": "4283332",
+      "by_000": "24793.0",
+      "bz_000": "17052",
+      "ca_000": "61844",
+      "cb_000": "654700",
+      "cc_000": "3946944",
+      "cd_000": "1209600",
+      "ce_000": "135720",
+      "cf_000": "0",
+      "cg_000": "152",
+      "ch_000": "0",
+      "ci_000": "3565684.8",
+      "cj_000": "0",
+      "ck_000": "379111.68",
+      "cl_000": "0",
+      "cm_000": "746",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "356",
+      "cn_003": "378910",
+      "cn_004": "2497104",
+      "cn_005": "993000",
+      "cn_006": "64230",
+      "cn_007": "10482",
+      "cn_008": "2776",
+      "cn_009": "86",
+      "co_000": "202",
+      "cp_000": "212",
+      "cq_000": "4289260",
+      "cr_000": "",
+      "cs_000": "3942",
+      "cs_001": "520",
+      "cs_002": "80950",
+      "cs_003": "227322",
+      "cs_004": "186242",
+      "cs_005": "2288268",
+      "cs_006": "1137268",
+      "cs_007": "22228",
+      "cs_008": "204",
+      "cs_009": "0",
+      "ct_000": "1716",
+      "cu_000": "1664",
+      "cv_000": "3440288",
+      "cx_000": "215826",
+      "cy_000": "0",
+      "cz_000": "4262",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "3590004",
+      "dd_000": "2026",
+      "de_000": "444",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "44946",
+      "do_000": "62648",
+      "dp_000": "11506",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "149474",
+      "dt_000": "35154",
+      "du_000": "457040",
+      "dv_000": "80482",
+      "dx_000": "98334",
+      "dy_000": "27588",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "21173050",
+      "ec_00": "1116.06",
+      "ed_000": "1176",
+      "ee_000": "404740",
+      "ee_001": "904230",
+      "ee_002": "622012",
+      "ee_003": "229790",
+      "ee_004": "405298",
+      "ee_005": "347188",
+      "ee_006": "286954",
+      "ee_007": "311560",
+      "ee_008": "433954",
+      "ee_009": "1218",
+      "ef_000": "0",
+      "eg_000": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n18",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=ae_000, measure_col=bx_000.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "ae_000",
+    "measure_col": "bx_000",
+    "top_k": 19,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2988707.76,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0136a27a42f63a21/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4109-afff-7ca3-9050-929dc445f4b8"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_0136a27a42f63a21/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4109-afff-7ca3-9050-929dc445f4b8"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_0136a27a42f63a21/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4109-c65d-72e1-af84-e204917fbaf5"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_0136a27a42f63a21/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4109-c65d-72e1-af84-e204917fbaf5"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/run_manifest.json

@@ -0,0 +1,69 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "n18",
+  "started_at": "2026-05-19T16:09:39.941963+00:00",
+  "ended_at": "2026-05-19T16:09:46.923430+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_n18_021cd12dc21a8a1b",
+    "problem_id": "v2p_n18_5d2a7a4bf15b3b3e",
+    "dataset_id": "n18",
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "internal_profile_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "variant_semantic_role": "collapsed_target_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ae_000, measure_col=ac_000.",
+    "bindings": {
+      "group_col": "ae_000",
+      "measure_col": "ac_000",
+      "top_k": 17,
+      "top_n": 6,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 815.92,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "notes": [
+      "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast",
+      "template_selection_mode=rule",
+      "problem_index_within_template=3",
+      "sql_variant_index=2/2",
+      "binding_index=2"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 1,
+    "problem_index_within_template": 3,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "error": "AI CLI command failed with exit code 1: "
+}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/trace.jsonl

@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:09:43.161282+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3187.95, "started_at": "2026-05-19T16:09:39.972232+00:00", "ended_at": "2026-05-19T16:09:43.160210+00:00", "prompt_metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4100-02a0-71e2-9de7-ad3ba2006042\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:09:46.923347+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2758.98, "started_at": "2026-05-19T16:09:44.163493+00:00", "ended_at": "2026-05-19T16:09:46.922509+00:00", "prompt_metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4100-12eb-74d0-8898-aab89f79dd32\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_03128dfd9060bc78/final_answer.txt

@@ -0,0 +1 @@
+{"row_count": null, "preview_rows": [{"ch_000": "0", "total_rows": 57145, "missing_rows": 0, "missing_rate": 0.0}, {"ch_000": "", "total_rows": 18842, "missing_rows": 0, "missing_rate": 0.0}, {"ch_000": "2", "total_rows": 13, "missing_rows": 0, "missing_rate": 0.0}]}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_03128dfd9060bc78/generated_sql.sql

@@ -0,0 +1,21 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: n18
+-- family_id: missingness_structure
+-- canonical_subitem_id: co_missingness_pattern_consistency
+-- intended_facet_id: missing_target_interaction
+-- variant_semantic_role: missing_target_interaction
+-- template_id: tpl_missing_target_interaction
+-- query_record_id: v2q_n18_03128dfd9060bc78
+-- problem_id: v2p_n18_257fb4690e7ba619
+-- realization_mode: deterministic
+-- source_kind: deterministic
+SELECT
+    "ch_000",
+    COUNT(*) AS total_rows,
+    SUM(CASE WHEN "cs_000" IS NULL THEN 1 ELSE 0 END) AS missing_rows,
+    AVG(CASE WHEN "cs_000" IS NULL THEN 1.0 ELSE 0.0 END) AS missing_rate
+FROM "n18"
+GROUP BY "ch_000"
+ORDER BY missing_rate DESC, total_rows DESC;

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_03128dfd9060bc78/query_results.jsonl

@@ -0,0 +1 @@
+{"node_name": "v2_template", "tool_name": "sqlite_query", "query": "-- sql_source_version: v2\n-- sql_source_label: v2_current\n-- sql_source_run_id: v2_cli_20260502_081223_f\n-- sql_source_dataset_id: n18\n-- family_id: missingness_structure\n-- canonical_subitem_id: co_missingness_pattern_consistency\n-- intended_facet_id: missing_target_interaction\n-- variant_semantic_role: missing_target_interaction\n-- template_id: tpl_missing_target_interaction\n-- query_record_id: v2q_n18_03128dfd9060bc78\n-- problem_id: v2p_n18_257fb4690e7ba619\n-- realization_mode: deterministic\n-- source_kind: deterministic\nSELECT\n    \"ch_000\",\n    COUNT(*) AS total_rows,\n    SUM(CASE WHEN \"cs_000\" IS NULL THEN 1 ELSE 0 END) AS missing_rows,\n    AVG(CASE WHEN \"cs_000\" IS NULL THEN 1.0 ELSE 0.0 END) AS missing_rate\nFROM \"n18\"\nGROUP BY \"ch_000\"\nORDER BY missing_rate DESC, total_rows DESC;", "result": "{\"query\": \"-- sql_source_version: v2\\n-- sql_source_label: v2_current\\n-- sql_source_run_id: v2_cli_20260502_081223_f\\n-- sql_source_dataset_id: n18\\n-- family_id: missingness_structure\\n-- canonical_subitem_id: co_missingness_pattern_consistency\\n-- intended_facet_id: missing_target_interaction\\n-- variant_semantic_role: missing_target_interaction\\n-- template_id: tpl_missing_target_interaction\\n-- query_record_id: v2q_n18_03128dfd9060bc78\\n-- problem_id: v2p_n18_257fb4690e7ba619\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nSELECT\\n    \\\"ch_000\\\",\\n    COUNT(*) AS total_rows,\\n    SUM(CASE WHEN \\\"cs_000\\\" IS NULL THEN 1 ELSE 0 END) AS missing_rows,\\n    AVG(CASE WHEN \\\"cs_000\\\" IS NULL THEN 1.0 ELSE 0.0 END) AS missing_rate\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ch_000\\\"\\nORDER BY missing_rate DESC, total_rows DESC;\", \"columns\": [\"ch_000\", \"total_rows\", \"missing_rows\", \"missing_rate\"], \"rows\": [{\"ch_000\": \"0\", \"total_rows\": 57145, \"missing_rows\": 0, \"missing_rate\": 0.0}, {\"ch_000\": \"\", \"total_rows\": 18842, \"missing_rows\": 0, \"missing_rate\": 0.0}, {\"ch_000\": \"2\", \"total_rows\": 13, \"missing_rows\": 0, \"missing_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 73.46}"}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_03128dfd9060bc78/run_manifest.json

@@ -0,0 +1,59 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "n18",
+  "started_at": "2026-05-19T16:34:16.556549+00:00",
+  "ended_at": "2026-05-19T16:34:16.631431+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_n18_03128dfd9060bc78",
+    "problem_id": "v2p_n18_257fb4690e7ba619",
+    "dataset_id": "n18",
+    "template_id": "tpl_missing_target_interaction",
+    "template_name": "Missingness-Target Interaction",
+    "family_id": "missingness_structure",
+    "canonical_subitem_id": "co_missingness_pattern_consistency",
+    "intended_facet_id": "missing_target_interaction",
+    "variant_semantic_role": "missing_target_interaction",
+    "subitem_assignment_source": "template_fixed",
+    "source_kind": "deterministic",
+    "realization_mode": "deterministic",
+    "gate_priority": "deterministic",
+    "extended_family": false,
+    "question": "Use template Missingness-Target Interaction to probe co_missingness_pattern_consistency with semantic role missing_target_interaction. Focus on target_col=ch_000, missing_col=cs_000.",
+    "bindings": {
+      "missing_col": "cs_000",
+      "target_col": "ch_000"
+    },
+    "binding_roles": [
+      "missing_col",
+      "target_col"
+    ],
+    "coverage_target_min": "enumerate_all_applicable",
+    "runtime_sql_skeleton": "SELECT\n    {target_col},\n    COUNT(*) AS total_rows,\n    SUM(CASE WHEN {missing_col} IS NULL THEN 1 ELSE 0 END) AS missing_rows,\n    AVG(CASE WHEN {missing_col} IS NULL THEN 1.0 ELSE 0.0 END) AS missing_rate\nFROM {table}\nGROUP BY {target_col}\nORDER BY missing_rate DESC, total_rows DESC;",
+    "notes": [
+      "default_facets=missing_rate_by_subgroup,missing_target_interaction",
+      "template_selection_mode=deterministic",
+      "problem_index_within_template=9",
+      "sql_variant_index=1/1"
+    ],
+    "template_selection_mode": "deterministic",
+    "selected_template_rank": 0,
+    "problem_index_within_template": 9,
+    "sql_variant_index": 1,
+    "sql_variant_total": 1
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/n18/sql/v2q_n18_03128dfd9060bc78.sql",
+  "usage_summary": {
+    "engine": "template",
+    "input_tokens": 0,
+    "cached_input_tokens": 0,
+    "output_tokens": 0,
+    "total_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "none"
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_03128dfd9060bc78/usage_summary.json

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

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/run_manifest.json

@@ -0,0 +1,67 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "n18",
+  "started_at": "2026-05-19T16:30:39.792168+00:00",
+  "ended_at": "2026-05-19T16:30:47.686637+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_n18_043696e3f6575fd5",
+    "problem_id": "v2p_n18_cc1e022c0c1b808e",
+    "dataset_id": "n18",
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_set_consistency",
+    "intended_facet_id": "low_support_extremes",
+    "variant_semantic_role": "rare_extreme_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=aj_000.",
+    "bindings": {
+      "group_col": "aj_000",
+      "top_k": 14,
+      "top_n": 3,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 7796.0,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=low_support_extremes",
+      "template_selection_mode=rule",
+      "problem_index_within_template=5",
+      "sql_variant_index=1/2",
+      "binding_index=124"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 11,
+    "problem_index_within_template": 5,
+    "sql_variant_index": 1,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "error": "AI CLI command failed with exit code 1: "
+}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/trace.jsonl

@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:30:43.161207+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3320.89, "started_at": "2026-05-19T16:30:39.839186+00:00", "ended_at": "2026-05-19T16:30:43.160128+00:00", "prompt_metrics": {"chars": 68493, "bytes_utf8": 68493, "lines": 2146, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4113-3c4c-7550-9b2a-3f9a681d07a6\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:30:47.686536+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3521.63, "started_at": "2026-05-19T16:30:44.163717+00:00", "ended_at": "2026-05-19T16:30:47.685393+00:00", "prompt_metrics": {"chars": 68493, "bytes_utf8": 68493, "lines": 2146, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4113-4d5b-7141-b798-89d8f6af2331\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:21:15.803529+00:00",
+  "ended_at": "2026-05-19T16:21:18.874240+00:00",
+  "elapsed_ms": 3070.67,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 69056,
+    "bytes_utf8": 69056,
+    "lines": 2148,
+    "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_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,2148 @@
+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: n18
+- dataset_name: Aps Failure At Scania Trucks
+- table_name: n18
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 170 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 76000
+- important_fields:
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000.
+- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000.
+- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000.
+- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000.
+- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000.
+- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000.
+- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000.
+- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001.
+- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002.
+- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003.
+- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004.
+- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005.
+- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006.
+- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007.
+- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008.
+- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009.
+- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000.
+- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000.
+- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000.
+- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000.
+- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000.
+- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0.
+- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000.
+- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000.
+- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000.
+- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000.
+- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000.
+- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000.
+- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000.
+- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000.
+- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000.
+- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000.
+- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000.
+- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001.
+- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002.
+- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003.
+- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004.
+- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005.
+- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006.
+- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007.
+- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008.
+- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009.
+- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000.
+- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001.
+- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002.
+- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003.
+- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004.
+- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005.
+- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006.
+- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007.
+- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008.
+- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009.
+- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000.
+- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001.
+- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002.
+- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003.
+- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004.
+- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005.
+- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006.
+- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007.
+- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008.
+- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009.
+- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000.
+- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000.
+- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000.
+- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000.
+- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000.
+- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000.
+- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000.
+- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000.
+- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000.
+- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000.
+- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000.
+- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000.
+- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000.
+- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000.
+- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000.
+- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000.
+- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000.
+- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000.
+- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000.
+- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000.
+- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000.
+- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000.
+- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000.
+- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000.
+- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000.
+- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000.
+- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000.
+- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000.
+- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000.
+- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000.
+- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000.
+- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000.
+- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000.
+- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000.
+- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000.
+- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000.
+- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000.
+- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000.
+- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001.
+- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002.
+- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003.
+- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004.
+- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005.
+- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006.
+- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007.
+- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008.
+- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009.
+- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000.
+- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000.
+- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000.
+- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000.
+- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000.
+- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001.
+- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002.
+- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003.
+- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004.
+- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005.
+- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006.
+- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007.
+- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008.
+- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009.
+- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000.
+- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000.
+- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000.
+- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000.
+- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000.
+- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000.
+- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000.
+- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000.
+- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000.
+- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000.
+- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000.
+- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000.
+- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000.
+- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000.
+- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000.
+- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000.
+- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000.
+- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000.
+- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000.
+- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000.
+- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000.
+- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000.
+- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000.
+- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000.
+- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000.
+- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000.
+- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000.
+- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000.
+- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000.
+- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000.
+- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000.
+- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000.
+- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000.
+- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00.
+- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000.
+- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000.
+- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001.
+- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002.
+- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003.
+- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004.
+- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005.
+- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006.
+- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007.
+- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008.
+- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009.
+- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000.
+- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000.
+- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']]
+- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000']
+- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks
+
+SQLite schema snapshot:
+{
+  "table_name": "n18",
+  "quoted_table_name": "\"n18\"",
+  "row_count": 76000,
+  "columns": [
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aa_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ab_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ac_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ad_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ae_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "af_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ah_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ai_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ak_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "al_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "am_0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "an_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ao_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ap_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ar_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "as_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "at_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "au_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "av_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ax_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "be_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bi_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bo_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "br_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "by_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ca_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ce_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ch_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ci_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ck_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "co_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ct_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "da_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "db_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "de_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "df_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "di_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "do_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ds_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "du_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ea_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ec_00",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ed_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ef_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "class": "neg",
+      "aa_000": "76698",
+      "ab_000": "",
+      "ac_000": "2130706438",
+      "ad_000": "280",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "37250",
+      "ag_005": "1432864",
+      "ag_006": "3664156",
+      "ag_007": "1007684",
+      "ag_008": "25896",
+      "ag_009": "0",
+      "ah_000": "2551696",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "4933296",
+      "ao_000": "3655166",
+      "ap_000": "1766008",
+      "aq_000": "1132040",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1012",
+      "ax_000": "268",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "469014",
+      "ay_006": "4239660",
+      "ay_007": "703300",
+      "ay_008": "755876",
+      "ay_009": "0",
+      "az_000": "5374",
+      "az_001": "2108",
+      "az_002": "4114",
+      "az_003": "12348",
+      "az_004": "615248",
+      "az_005": "5526276",
+      "az_006": "2378",
+      "az_007": "4",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "2328746",
+      "ba_001": "1022304",
+      "ba_002": "415432",
+      "ba_003": "287230",
+      "ba_004": "310246",
+      "ba_005": "681504",
+      "ba_006": "1118814",
+      "ba_007": "3574",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "6700214",
+      "bc_000": "0",
+      "bd_000": "10",
+      "be_000": "108",
+      "bf_000": "50",
+      "bg_000": "2551696",
+      "bh_000": "97518",
+      "bi_000": "947550",
+      "bj_000": "799478",
+      "bk_000": "330760",
+      "bl_000": "353400",
+      "bm_000": "299160",
+      "bn_000": "305200",
+      "bo_000": "283680",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "178540",
+      "bt_000": "76698.08",
+      "bu_000": "6700214",
+      "bv_000": "6700214",
+      "bx_000": "6599892",
+      "by_000": "43566",
+      "bz_000": "68656",
+      "ca_000": "54064",
+      "cb_000": "638360",
+      "cc_000": "6167850",
+      "cd_000": "1209600",
+      "ce_000": "246244",
+      "cf_000": "2",
+      "cg_000": "96",
+      "ch_000": "0",
+      "ci_000": "5245752",
+      "cj_000": "0",
+      "ck_000": "916567.68",
+      "cl_000": "6",
+      "cm_000": "1924",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "118196",
+      "cn_004": "1309472",
+      "cn_005": "3247182",
+      "cn_006": "1381362",
+      "cn_007": "98822",
+      "cn_008": "11208",
+      "cn_009": "1608",
+      "co_000": "220",
+      "cp_000": "240",
+      "cq_000": "6700214",
+      "cr_000": "",
+      "cs_000": "10476",
+      "cs_001": "1226",
+      "cs_002": "267998",
+      "cs_003": "521832",
+      "cs_004": "428776",
+      "cs_005": "4015854",
+      "cs_006": "895240",
+      "cs_007": "26330",
+      "cs_008": "118",
+      "cs_009": "0",
+      "ct_000": "532",
+      "cu_000": "734",
+      "cv_000": "4122704",
+      "cx_000": "51288",
+      "cy_000": "0",
+      "cz_000": "532572",
+      "da_000": "0",
+      "db_000": "18",
+      "dc_000": "5330690",
+      "dd_000": "4732",
+      "de_000": "1126",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "62282",
+      "do_000": "85908",
+      "dp_000": "32790",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "202710",
+      "dt_000": "37928",
+      "du_000": "14745580",
+      "dv_000": "1876644",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "2801180",
+      "ec_00": "2445.8",
+      "ed_000": "2712",
+      "ee_000": "965866",
+      "ee_001": "1706908",
+      "ee_002": "1240520",
+      "ee_003": "493384",
+      "ee_004": "721044",
+      "ee_005": "469792",
+      "ee_006": "339156",
+      "ee_007": "157956",
+      "ee_008": "73224",
+      "ee_009": "0",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "33058",
+      "ab_000": "",
+      "ac_000": "0",
+      "ad_000": "",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "18254",
+      "ag_005": "653294",
+      "ag_006": "1720800",
+      "ag_007": "516724",
+      "ag_008": "31642",
+      "ag_009": "0",
+      "ah_000": "1393352",
+      "ai_000": "0",
+      "aj_000": "68",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2560898",
+      "ao_000": "2127150",
+      "ap_000": "1084598",
+      "aq_000": "338544",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "0",
+      "ax_000": "0",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "71510",
+      "ay_006": "772720",
+      "ay_007": "1996924",
+      "ay_008": "99560",
+      "ay_009": "0",
+      "az_000": "7336",
+      "az_001": "7808",
+      "az_002": "13776",
+      "az_003": "13086",
+      "az_004": "1010074",
+      "az_005": "1873902",
+      "az_006": "14726",
+      "az_007": "6",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1378576",
+      "ba_001": "447166",
+      "ba_002": "199512",
+      "ba_003": "154298",
+      "ba_004": "137280",
+      "ba_005": "138668",
+      "ba_006": "165908",
+      "ba_007": "229652",
+      "ba_008": "87082",
+      "ba_009": "4708",
+      "bb_000": "3646660",
+      "bc_000": "86",
+      "bd_000": "454",
+      "be_000": "364",
+      "bf_000": "350",
+      "bg_000": "1393352",
+      "bh_000": "49028",
+      "bi_000": "688314",
+      "bj_000": "392208",
+      "bk_000": "341420",
+      "bl_000": "359780",
+      "bm_000": "366560",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "6700",
+      "bt_000": "33057.51",
+      "bu_000": "3646660",
+      "bv_000": "3646660",
+      "bx_000": "3582034",
+      "by_000": "17733.0",
+      "bz_000": "260120",
+      "ca_000": "115626",
+      "cb_000": "6900",
+      "cc_000": "2942850",
+      "cd_000": "1209600",
+      "ce_000": "0",
+      "cf_000": "",
+      "cg_000": "",
+      "ch_000": "",
+      "ci_000": "2291079.36",
+      "cj_000": "0",
+      "ck_000": "643536.96",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "38",
+      "cn_003": "98644",
+      "cn_004": "1179502",
+      "cn_005": "1286736",
+      "cn_006": "336388",
+      "cn_007": "36294",
+      "cn_008": "5192",
+      "cn_009": "56",
+      "co_000": "",
+      "cp_000": "0",
+      "cq_000": "3646660",
+      "cr_000": "",
+      "cs_000": "6160",
+      "cs_001": "796",
+      "cs_002": "164860",
+      "cs_003": "350066",
+      "cs_004": "272956",
+      "cs_005": "1837600",
+      "cs_006": "301242",
+      "cs_007": "9148",
+      "cs_008": "22",
+      "cs_009": "0",
+      "ct_000": "",
+      "cu_000": "",
+      "cv_000": "",
+      "cx_000": "",
+      "cy_000": "",
+      "cz_000": "",
+      "da_000": "",
+      "db_000": "",
+      "dc_000": "",
+      "dd_000": "3312",
+      "de_000": "522",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "33736",
+      "do_000": "36946",
+      "dp_000": "5936",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "103330",
+      "dt_000": "16254",
+      "du_000": "4510080",
+      "dv_000": "868538",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "3477820",
+      "ec_00": "2211.76",
+      "ed_000": "2334",
+      "ee_000": "664504",
+      "ee_001": "824154",
+      "ee_002": "421400",
+      "ee_003": "178064",
+      "ee_004": "293306",
+      "ee_005": "245416",
+      "ee_006": "133654",
+      "ee_007": "81140",
+      "ee_008": "97576",
+      "ee_009": "1500",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "41040",
+      "ab_000": "",
+      "ac_000": "228",
+      "ad_000": "100",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "1648",
+      "ag_005": "370592",
+      "ag_006": "1883374",
+      "ag_007": "292936",
+      "ag_008": "12016",
+      "ag_009": "0",
+      "ah_000": "1234132",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2371990",
+      "ao_000": "2173634",
+      "ap_000": "300796",
+      "aq_000": "153698",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "358",
+      "ax_000": "110",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "870456",
+      "ay_007": "239798",
+      "ay_008": "1450312",
+      "ay_009": "0",
+      "az_000": "1620",
+      "az_001": "1156",
+      "az_002": "1228",
+      "az_003": "34250",
+      "az_004": "1811606",
+      "az_005": "710672",
+      "az_006": "34",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "790690",
+      "ba_001": "672026",
+      "ba_002": "332340",
+      "ba_003": "254892",
+      "ba_004": "189596",
+      "ba_005": "135758",
+      "ba_006": "103552",
+      "ba_007": "81666",
+      "ba_008": "46",
+      "ba_009": "0",
+      "bb_000": "2673338",
+      "bc_000": "128",
+      "bd_000": "202",
+      "be_000": "576",
+      "bf_000": "4",
+      "bg_000": "1234132",
+      "bh_000": "28804",
+      "bi_000": "160176",
+      "bj_000": "139730",
+      "bk_000": "137160",
+      "bl_000": "130640",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "28000",
+      "bt_000": "41040.08",
+      "bu_000": "2673338",
+      "bv_000": "2673338",
+      "bx_000": "2678534",
+      "by_000": "15439.0",
+      "bz_000": "7466",
+      "ca_000": "22436",
+      "cb_000": "248240",
+      "cc_000": "2560566",
+      "cd_000": "1209600",
+      "ce_000": "63328",
+      "cf_000": "0",
+      "cg_000": "124",
+      "ch_000": "0",
+      "ci_000": "2322692.16",
+      "cj_000": "0",
+      "ck_000": "236099.52",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "33276",
+      "cn_004": "1215280",
+      "cn_005": "1102798",
+      "cn_006": "196502",
+      "cn_007": "10260",
+      "cn_008": "2422",
+      "cn_009": "28",
+      "co_000": "0",
+      "cp_000": "6",
+      "cq_000": "2673338",
+      "cr_000": "",
+      "cs_000": "3584",
+      "cs_001": "500",
+      "cs_002": "56362",
+      "cs_003": "149726",
+      "cs_004": "100326",
+      "cs_005": "1744838",
+      "cs_006": "488302",
+      "cs_007": "16682",
+      "cs_008": "246",
+      "cs_009": "0",
+      "ct_000": "230",
+      "cu_000": "292",
+      "cv_000": "2180528",
+      "cx_000": "29188",
+      "cy_000": "22",
+      "cz_000": "20346",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2341048",
+      "dd_000": "1494",
+      "de_000": "152",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "13876",
+      "do_000": "38182",
+      "dp_000": "8138",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "65772",
+      "dt_000": "10534",
+      "du_000": "300240",
+      "dv_000": "48028",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "1040120",
+      "ec_00": "1018.64",
+      "ed_000": "1020",
+      "ee_000": "262032",
+      "ee_001": "453378",
+      "ee_002": "277378",
+      "ee_003": "159812",
+      "ee_004": "423992",
+      "ee_005": "409564",
+      "ee_006": "320746",
+      "ee_007": "158022",
+      "ee_008": "95128",
+      "ee_009": "514",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "12",
+      "ab_000": "0",
+      "ac_000": "70",
+      "ad_000": "66",
+      "ae_000": "0",
+      "af_000": "10",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "318",
+      "ag_004": "2212",
+      "ag_005": "3232",
+      "ag_006": "1872",
+      "ag_007": "0",
+      "ag_008": "0",
+      "ag_009": "0",
+      "ah_000": "2668",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "642",
+      "am_0": "3894",
+      "an_000": "10184",
+      "ao_000": "7554",
+      "ap_000": "10764",
+      "aq_000": "1014",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "60",
+      "ax_000": "6",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "0",
+      "ay_007": "2038",
+      "ay_008": "5596",
+      "ay_009": "0",
+      "az_000": "64",
+      "az_001": "6",
+      "az_002": "6",
+      "az_003": "914",
+      "az_004": "76",
+      "az_005": "2478",
+      "az_006": "2398",
+      "az_007": "1692",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "6176",
+      "ba_001": "340",
+      "ba_002": "304",
+      "ba_003": "102",
+      "ba_004": "74",
+      "ba_005": "406",
+      "ba_006": "216",
+      "ba_007": "16",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "21614",
+      "bc_000": "2",
+      "bd_000": "12",
+      "be_000": "0",
+      "bf_000": "0",
+      "bg_000": "2668",
+      "bh_000": "184",
+      "bi_000": "7632",
+      "bj_000": "3090",
+      "bk_000": "",
+      "bl_000": "",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "10580",
+      "bt_000": "12.69",
+      "bu_000": "21614",
+      "bv_000": "21614",
+      "bx_000": "21772",
+      "by_000": "32",
+      "bz_000": "50",
+      "ca_000": "1994",
+      "cb_000": "21400",
+      "cc_000": "7710",
+      "cd_000": "1209600",
+      "ce_000": "302",
+      "cf_000": "2",
+      "cg_000": "6",
+      "ch_000": "0",
+      "ci_000": "2135.04",
+      "cj_000": "0",
+      "ck_000": "4525.44",
+      "cl_000": "2",
+      "cm_000": "16",
+      "cn_000": "0",
+      "cn_001": "52",
+      "cn_002": "2544",
+      "cn_003": "1894",
+      "cn_004": "2170",
+      "cn_005": "822",
+      "cn_006": "152",
+      "cn_007": "0",
+      "cn_008": "0",
+      "cn_009": "0",
+      "co_000": "2",
+      "cp_000": "2",
+      "cq_000": "21614",
+      "cr_000": "0",
+      "cs_000": "1032",
+      "cs_001": "6",
+      "cs_002": "24",
+      "cs_003": "656",
+      "cs_004": "692",
+      "cs_005": "4836",
+      "cs_006": "388",
+      "cs_007": "0",
+      "cs_008": "0",
+      "cs_009": "0",
+      "ct_000": "138",
+      "cu_000": "8",
+      "cv_000": "1666",
+      "cx_000": "72",
+      "cy_000": "0",
+      "cz_000": "12",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2578",
+      "dd_000": "76",
+      "de_000": "62",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "232",
+      "do_000": "0",
+      "dp_000": "0",
+      "dq_000": "2014",
+      "dr_000": "370",
+      "ds_000": "48",
+      "dt_000": "18",
+      "du_000": "15740",
+      "dv_000": "1822",
+      "dx_000": "20174",
+      "dy_000": "44",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "0",
+      "ec_00": "1.08",
+      "ed_000": "54",
+      "ee_000": "5670",
+      "ee_001": "1566",
+      "ee_002": "240",
+      "ee_003": "46",
+      "ee_004": "58",
+      "ee_005": "44",
+      "ee_006": "10",
+      "ee_007": "0",
+      "ee_008": "0",
+      "ee_009": "0",
+      "ef_000": "4",
+      "eg_000": "32"
+    },
+    {
+      "class": "neg",
+      "aa_000": "60874",
+      "ab_000": "",
+      "ac_000": "1368",
+      "ad_000": "458",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "43752",
+      "ag_005": "1966618",
+      "ag_006": "1800340",
+      "ag_007": "131646",
+      "ag_008": "4588",
+      "ag_009": "0",
+      "ah_000": "1974038",
+      "ai_000": "0",
+      "aj_000": "226",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "3230626",
+      "ao_000": "2618878",
+      "ap_000": "1058136",
+      "aq_000": "551022",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1788",
+      "ax_000": "642",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "42124",
+      "ay_005": "372236",
+      "ay_006": "2128914",
+      "ay_007": "819596",
+      "ay_008": "584074",
+      "ay_009": "0",
+      "az_000": "1644",
+      "az_001": "362",
+      "az_002": "562",
+      "az_003": "842",
+      "az_004": "30194",
+      "az_005": "3911734",
+      "az_006": "1606",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1348578",
+      "ba_001": "1035668",
+      "ba_002": "338762",
+      "ba_003": "236540",
+      "ba_004": "182278",
+      "ba_005": "151778",
+      "ba_006": "163248",
+      "ba_007": "470800",
+      "ba_008": "19292",
+      "ba_009": "0",
+      "bb_000": "4289260",
+      "bc_000": "448",
+      "bd_000": "556",
+      "be_000": "642",
+      "bf_000": "2",
+      "bg_000": "1974038",
+      "bh_000": "86454",
+      "bi_000": "653692",
+      "bj_000": "399410",
+      "bk_000": "306780",
+      "bl_000": "282560",
+      "bm_000": "274180",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "189000",
+      "bt_000": "60874.03",
+      "bu_000": "4289260",
+      "bv_000": "4289260",
+      "bx_000": "4283332",
+      "by_000": "24793.0",
+      "bz_000": "17052",
+      "ca_000": "61844",
+      "cb_000": "654700",
+      "cc_000": "3946944",
+      "cd_000": "1209600",
+      "ce_000": "135720",
+      "cf_000": "0",
+      "cg_000": "152",
+      "ch_000": "0",
+      "ci_000": "3565684.8",
+      "cj_000": "0",
+      "ck_000": "379111.68",
+      "cl_000": "0",
+      "cm_000": "746",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "356",
+      "cn_003": "378910",
+      "cn_004": "2497104",
+      "cn_005": "993000",
+      "cn_006": "64230",
+      "cn_007": "10482",
+      "cn_008": "2776",
+      "cn_009": "86",
+      "co_000": "202",
+      "cp_000": "212",
+      "cq_000": "4289260",
+      "cr_000": "",
+      "cs_000": "3942",
+      "cs_001": "520",
+      "cs_002": "80950",
+      "cs_003": "227322",
+      "cs_004": "186242",
+      "cs_005": "2288268",
+      "cs_006": "1137268",
+      "cs_007": "22228",
+      "cs_008": "204",
+      "cs_009": "0",
+      "ct_000": "1716",
+      "cu_000": "1664",
+      "cv_000": "3440288",
+      "cx_000": "215826",
+      "cy_000": "0",
+      "cz_000": "4262",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "3590004",
+      "dd_000": "2026",
+      "de_000": "444",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "44946",
+      "do_000": "62648",
+      "dp_000": "11506",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "149474",
+      "dt_000": "35154",
+      "du_000": "457040",
+      "dv_000": "80482",
+      "dx_000": "98334",
+      "dy_000": "27588",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "21173050",
+      "ec_00": "1116.06",
+      "ed_000": "1176",
+      "ee_000": "404740",
+      "ee_001": "904230",
+      "ee_002": "622012",
+      "ee_003": "229790",
+      "ee_004": "405298",
+      "ee_005": "347188",
+      "ee_006": "286954",
+      "ee_007": "311560",
+      "ee_008": "433954",
+      "ee_009": "1218",
+      "ef_000": "0",
+      "eg_000": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n18",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=ar_000, measure_col=ca_000.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "ar_000",
+    "measure_col": "ca_000",
+    "top_k": 12,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 57472.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,2148 @@
+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: n18
+- dataset_name: Aps Failure At Scania Trucks
+- table_name: n18
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 170 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 76000
+- important_fields:
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000.
+- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000.
+- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000.
+- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000.
+- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000.
+- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000.
+- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000.
+- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001.
+- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002.
+- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003.
+- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004.
+- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005.
+- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006.
+- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007.
+- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008.
+- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009.
+- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000.
+- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000.
+- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000.
+- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000.
+- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000.
+- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0.
+- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000.
+- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000.
+- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000.
+- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000.
+- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000.
+- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000.
+- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000.
+- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000.
+- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000.
+- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000.
+- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000.
+- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001.
+- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002.
+- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003.
+- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004.
+- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005.
+- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006.
+- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007.
+- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008.
+- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009.
+- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000.
+- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001.
+- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002.
+- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003.
+- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004.
+- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005.
+- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006.
+- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007.
+- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008.
+- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009.
+- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000.
+- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001.
+- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002.
+- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003.
+- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004.
+- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005.
+- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006.
+- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007.
+- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008.
+- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009.
+- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000.
+- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000.
+- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000.
+- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000.
+- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000.
+- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000.
+- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000.
+- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000.
+- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000.
+- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000.
+- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000.
+- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000.
+- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000.
+- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000.
+- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000.
+- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000.
+- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000.
+- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000.
+- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000.
+- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000.
+- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000.
+- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000.
+- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000.
+- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000.
+- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000.
+- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000.
+- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000.
+- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000.
+- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000.
+- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000.
+- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000.
+- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000.
+- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000.
+- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000.
+- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000.
+- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000.
+- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000.
+- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000.
+- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001.
+- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002.
+- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003.
+- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004.
+- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005.
+- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006.
+- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007.
+- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008.
+- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009.
+- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000.
+- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000.
+- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000.
+- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000.
+- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000.
+- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001.
+- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002.
+- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003.
+- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004.
+- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005.
+- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006.
+- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007.
+- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008.
+- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009.
+- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000.
+- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000.
+- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000.
+- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000.
+- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000.
+- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000.
+- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000.
+- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000.
+- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000.
+- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000.
+- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000.
+- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000.
+- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000.
+- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000.
+- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000.
+- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000.
+- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000.
+- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000.
+- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000.
+- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000.
+- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000.
+- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000.
+- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000.
+- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000.
+- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000.
+- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000.
+- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000.
+- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000.
+- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000.
+- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000.
+- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000.
+- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000.
+- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000.
+- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00.
+- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000.
+- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000.
+- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001.
+- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002.
+- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003.
+- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004.
+- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005.
+- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006.
+- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007.
+- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008.
+- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009.
+- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000.
+- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000.
+- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']]
+- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000']
+- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks
+
+SQLite schema snapshot:
+{
+  "table_name": "n18",
+  "quoted_table_name": "\"n18\"",
+  "row_count": 76000,
+  "columns": [
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aa_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ab_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ac_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ad_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ae_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "af_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ah_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ai_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ak_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "al_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "am_0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "an_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ao_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ap_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ar_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "as_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "at_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "au_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "av_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ax_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "be_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bi_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bo_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "br_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "by_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ca_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ce_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ch_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ci_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ck_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "co_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ct_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "da_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "db_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "de_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "df_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "di_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "do_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ds_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "du_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ea_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ec_00",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ed_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ef_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "class": "neg",
+      "aa_000": "76698",
+      "ab_000": "",
+      "ac_000": "2130706438",
+      "ad_000": "280",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "37250",
+      "ag_005": "1432864",
+      "ag_006": "3664156",
+      "ag_007": "1007684",
+      "ag_008": "25896",
+      "ag_009": "0",
+      "ah_000": "2551696",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "4933296",
+      "ao_000": "3655166",
+      "ap_000": "1766008",
+      "aq_000": "1132040",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1012",
+      "ax_000": "268",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "469014",
+      "ay_006": "4239660",
+      "ay_007": "703300",
+      "ay_008": "755876",
+      "ay_009": "0",
+      "az_000": "5374",
+      "az_001": "2108",
+      "az_002": "4114",
+      "az_003": "12348",
+      "az_004": "615248",
+      "az_005": "5526276",
+      "az_006": "2378",
+      "az_007": "4",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "2328746",
+      "ba_001": "1022304",
+      "ba_002": "415432",
+      "ba_003": "287230",
+      "ba_004": "310246",
+      "ba_005": "681504",
+      "ba_006": "1118814",
+      "ba_007": "3574",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "6700214",
+      "bc_000": "0",
+      "bd_000": "10",
+      "be_000": "108",
+      "bf_000": "50",
+      "bg_000": "2551696",
+      "bh_000": "97518",
+      "bi_000": "947550",
+      "bj_000": "799478",
+      "bk_000": "330760",
+      "bl_000": "353400",
+      "bm_000": "299160",
+      "bn_000": "305200",
+      "bo_000": "283680",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "178540",
+      "bt_000": "76698.08",
+      "bu_000": "6700214",
+      "bv_000": "6700214",
+      "bx_000": "6599892",
+      "by_000": "43566",
+      "bz_000": "68656",
+      "ca_000": "54064",
+      "cb_000": "638360",
+      "cc_000": "6167850",
+      "cd_000": "1209600",
+      "ce_000": "246244",
+      "cf_000": "2",
+      "cg_000": "96",
+      "ch_000": "0",
+      "ci_000": "5245752",
+      "cj_000": "0",
+      "ck_000": "916567.68",
+      "cl_000": "6",
+      "cm_000": "1924",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "118196",
+      "cn_004": "1309472",
+      "cn_005": "3247182",
+      "cn_006": "1381362",
+      "cn_007": "98822",
+      "cn_008": "11208",
+      "cn_009": "1608",
+      "co_000": "220",
+      "cp_000": "240",
+      "cq_000": "6700214",
+      "cr_000": "",
+      "cs_000": "10476",
+      "cs_001": "1226",
+      "cs_002": "267998",
+      "cs_003": "521832",
+      "cs_004": "428776",
+      "cs_005": "4015854",
+      "cs_006": "895240",
+      "cs_007": "26330",
+      "cs_008": "118",
+      "cs_009": "0",
+      "ct_000": "532",
+      "cu_000": "734",
+      "cv_000": "4122704",
+      "cx_000": "51288",
+      "cy_000": "0",
+      "cz_000": "532572",
+      "da_000": "0",
+      "db_000": "18",
+      "dc_000": "5330690",
+      "dd_000": "4732",
+      "de_000": "1126",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "62282",
+      "do_000": "85908",
+      "dp_000": "32790",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "202710",
+      "dt_000": "37928",
+      "du_000": "14745580",
+      "dv_000": "1876644",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "2801180",
+      "ec_00": "2445.8",
+      "ed_000": "2712",
+      "ee_000": "965866",
+      "ee_001": "1706908",
+      "ee_002": "1240520",
+      "ee_003": "493384",
+      "ee_004": "721044",
+      "ee_005": "469792",
+      "ee_006": "339156",
+      "ee_007": "157956",
+      "ee_008": "73224",
+      "ee_009": "0",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "33058",
+      "ab_000": "",
+      "ac_000": "0",
+      "ad_000": "",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "18254",
+      "ag_005": "653294",
+      "ag_006": "1720800",
+      "ag_007": "516724",
+      "ag_008": "31642",
+      "ag_009": "0",
+      "ah_000": "1393352",
+      "ai_000": "0",
+      "aj_000": "68",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2560898",
+      "ao_000": "2127150",
+      "ap_000": "1084598",
+      "aq_000": "338544",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "0",
+      "ax_000": "0",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "71510",
+      "ay_006": "772720",
+      "ay_007": "1996924",
+      "ay_008": "99560",
+      "ay_009": "0",
+      "az_000": "7336",
+      "az_001": "7808",
+      "az_002": "13776",
+      "az_003": "13086",
+      "az_004": "1010074",
+      "az_005": "1873902",
+      "az_006": "14726",
+      "az_007": "6",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1378576",
+      "ba_001": "447166",
+      "ba_002": "199512",
+      "ba_003": "154298",
+      "ba_004": "137280",
+      "ba_005": "138668",
+      "ba_006": "165908",
+      "ba_007": "229652",
+      "ba_008": "87082",
+      "ba_009": "4708",
+      "bb_000": "3646660",
+      "bc_000": "86",
+      "bd_000": "454",
+      "be_000": "364",
+      "bf_000": "350",
+      "bg_000": "1393352",
+      "bh_000": "49028",
+      "bi_000": "688314",
+      "bj_000": "392208",
+      "bk_000": "341420",
+      "bl_000": "359780",
+      "bm_000": "366560",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "6700",
+      "bt_000": "33057.51",
+      "bu_000": "3646660",
+      "bv_000": "3646660",
+      "bx_000": "3582034",
+      "by_000": "17733.0",
+      "bz_000": "260120",
+      "ca_000": "115626",
+      "cb_000": "6900",
+      "cc_000": "2942850",
+      "cd_000": "1209600",
+      "ce_000": "0",
+      "cf_000": "",
+      "cg_000": "",
+      "ch_000": "",
+      "ci_000": "2291079.36",
+      "cj_000": "0",
+      "ck_000": "643536.96",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "38",
+      "cn_003": "98644",
+      "cn_004": "1179502",
+      "cn_005": "1286736",
+      "cn_006": "336388",
+      "cn_007": "36294",
+      "cn_008": "5192",
+      "cn_009": "56",
+      "co_000": "",
+      "cp_000": "0",
+      "cq_000": "3646660",
+      "cr_000": "",
+      "cs_000": "6160",
+      "cs_001": "796",
+      "cs_002": "164860",
+      "cs_003": "350066",
+      "cs_004": "272956",
+      "cs_005": "1837600",
+      "cs_006": "301242",
+      "cs_007": "9148",
+      "cs_008": "22",
+      "cs_009": "0",
+      "ct_000": "",
+      "cu_000": "",
+      "cv_000": "",
+      "cx_000": "",
+      "cy_000": "",
+      "cz_000": "",
+      "da_000": "",
+      "db_000": "",
+      "dc_000": "",
+      "dd_000": "3312",
+      "de_000": "522",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "33736",
+      "do_000": "36946",
+      "dp_000": "5936",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "103330",
+      "dt_000": "16254",
+      "du_000": "4510080",
+      "dv_000": "868538",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "3477820",
+      "ec_00": "2211.76",
+      "ed_000": "2334",
+      "ee_000": "664504",
+      "ee_001": "824154",
+      "ee_002": "421400",
+      "ee_003": "178064",
+      "ee_004": "293306",
+      "ee_005": "245416",
+      "ee_006": "133654",
+      "ee_007": "81140",
+      "ee_008": "97576",
+      "ee_009": "1500",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "41040",
+      "ab_000": "",
+      "ac_000": "228",
+      "ad_000": "100",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "1648",
+      "ag_005": "370592",
+      "ag_006": "1883374",
+      "ag_007": "292936",
+      "ag_008": "12016",
+      "ag_009": "0",
+      "ah_000": "1234132",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2371990",
+      "ao_000": "2173634",
+      "ap_000": "300796",
+      "aq_000": "153698",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "358",
+      "ax_000": "110",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "870456",
+      "ay_007": "239798",
+      "ay_008": "1450312",
+      "ay_009": "0",
+      "az_000": "1620",
+      "az_001": "1156",
+      "az_002": "1228",
+      "az_003": "34250",
+      "az_004": "1811606",
+      "az_005": "710672",
+      "az_006": "34",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "790690",
+      "ba_001": "672026",
+      "ba_002": "332340",
+      "ba_003": "254892",
+      "ba_004": "189596",
+      "ba_005": "135758",
+      "ba_006": "103552",
+      "ba_007": "81666",
+      "ba_008": "46",
+      "ba_009": "0",
+      "bb_000": "2673338",
+      "bc_000": "128",
+      "bd_000": "202",
+      "be_000": "576",
+      "bf_000": "4",
+      "bg_000": "1234132",
+      "bh_000": "28804",
+      "bi_000": "160176",
+      "bj_000": "139730",
+      "bk_000": "137160",
+      "bl_000": "130640",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "28000",
+      "bt_000": "41040.08",
+      "bu_000": "2673338",
+      "bv_000": "2673338",
+      "bx_000": "2678534",
+      "by_000": "15439.0",
+      "bz_000": "7466",
+      "ca_000": "22436",
+      "cb_000": "248240",
+      "cc_000": "2560566",
+      "cd_000": "1209600",
+      "ce_000": "63328",
+      "cf_000": "0",
+      "cg_000": "124",
+      "ch_000": "0",
+      "ci_000": "2322692.16",
+      "cj_000": "0",
+      "ck_000": "236099.52",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "33276",
+      "cn_004": "1215280",
+      "cn_005": "1102798",
+      "cn_006": "196502",
+      "cn_007": "10260",
+      "cn_008": "2422",
+      "cn_009": "28",
+      "co_000": "0",
+      "cp_000": "6",
+      "cq_000": "2673338",
+      "cr_000": "",
+      "cs_000": "3584",
+      "cs_001": "500",
+      "cs_002": "56362",
+      "cs_003": "149726",
+      "cs_004": "100326",
+      "cs_005": "1744838",
+      "cs_006": "488302",
+      "cs_007": "16682",
+      "cs_008": "246",
+      "cs_009": "0",
+      "ct_000": "230",
+      "cu_000": "292",
+      "cv_000": "2180528",
+      "cx_000": "29188",
+      "cy_000": "22",
+      "cz_000": "20346",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2341048",
+      "dd_000": "1494",
+      "de_000": "152",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "13876",
+      "do_000": "38182",
+      "dp_000": "8138",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "65772",
+      "dt_000": "10534",
+      "du_000": "300240",
+      "dv_000": "48028",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "1040120",
+      "ec_00": "1018.64",
+      "ed_000": "1020",
+      "ee_000": "262032",
+      "ee_001": "453378",
+      "ee_002": "277378",
+      "ee_003": "159812",
+      "ee_004": "423992",
+      "ee_005": "409564",
+      "ee_006": "320746",
+      "ee_007": "158022",
+      "ee_008": "95128",
+      "ee_009": "514",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "12",
+      "ab_000": "0",
+      "ac_000": "70",
+      "ad_000": "66",
+      "ae_000": "0",
+      "af_000": "10",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "318",
+      "ag_004": "2212",
+      "ag_005": "3232",
+      "ag_006": "1872",
+      "ag_007": "0",
+      "ag_008": "0",
+      "ag_009": "0",
+      "ah_000": "2668",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "642",
+      "am_0": "3894",
+      "an_000": "10184",
+      "ao_000": "7554",
+      "ap_000": "10764",
+      "aq_000": "1014",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "60",
+      "ax_000": "6",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "0",
+      "ay_007": "2038",
+      "ay_008": "5596",
+      "ay_009": "0",
+      "az_000": "64",
+      "az_001": "6",
+      "az_002": "6",
+      "az_003": "914",
+      "az_004": "76",
+      "az_005": "2478",
+      "az_006": "2398",
+      "az_007": "1692",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "6176",
+      "ba_001": "340",
+      "ba_002": "304",
+      "ba_003": "102",
+      "ba_004": "74",
+      "ba_005": "406",
+      "ba_006": "216",
+      "ba_007": "16",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "21614",
+      "bc_000": "2",
+      "bd_000": "12",
+      "be_000": "0",
+      "bf_000": "0",
+      "bg_000": "2668",
+      "bh_000": "184",
+      "bi_000": "7632",
+      "bj_000": "3090",
+      "bk_000": "",
+      "bl_000": "",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "10580",
+      "bt_000": "12.69",
+      "bu_000": "21614",
+      "bv_000": "21614",
+      "bx_000": "21772",
+      "by_000": "32",
+      "bz_000": "50",
+      "ca_000": "1994",
+      "cb_000": "21400",
+      "cc_000": "7710",
+      "cd_000": "1209600",
+      "ce_000": "302",
+      "cf_000": "2",
+      "cg_000": "6",
+      "ch_000": "0",
+      "ci_000": "2135.04",
+      "cj_000": "0",
+      "ck_000": "4525.44",
+      "cl_000": "2",
+      "cm_000": "16",
+      "cn_000": "0",
+      "cn_001": "52",
+      "cn_002": "2544",
+      "cn_003": "1894",
+      "cn_004": "2170",
+      "cn_005": "822",
+      "cn_006": "152",
+      "cn_007": "0",
+      "cn_008": "0",
+      "cn_009": "0",
+      "co_000": "2",
+      "cp_000": "2",
+      "cq_000": "21614",
+      "cr_000": "0",
+      "cs_000": "1032",
+      "cs_001": "6",
+      "cs_002": "24",
+      "cs_003": "656",
+      "cs_004": "692",
+      "cs_005": "4836",
+      "cs_006": "388",
+      "cs_007": "0",
+      "cs_008": "0",
+      "cs_009": "0",
+      "ct_000": "138",
+      "cu_000": "8",
+      "cv_000": "1666",
+      "cx_000": "72",
+      "cy_000": "0",
+      "cz_000": "12",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2578",
+      "dd_000": "76",
+      "de_000": "62",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "232",
+      "do_000": "0",
+      "dp_000": "0",
+      "dq_000": "2014",
+      "dr_000": "370",
+      "ds_000": "48",
+      "dt_000": "18",
+      "du_000": "15740",
+      "dv_000": "1822",
+      "dx_000": "20174",
+      "dy_000": "44",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "0",
+      "ec_00": "1.08",
+      "ed_000": "54",
+      "ee_000": "5670",
+      "ee_001": "1566",
+      "ee_002": "240",
+      "ee_003": "46",
+      "ee_004": "58",
+      "ee_005": "44",
+      "ee_006": "10",
+      "ee_007": "0",
+      "ee_008": "0",
+      "ee_009": "0",
+      "ef_000": "4",
+      "eg_000": "32"
+    },
+    {
+      "class": "neg",
+      "aa_000": "60874",
+      "ab_000": "",
+      "ac_000": "1368",
+      "ad_000": "458",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "43752",
+      "ag_005": "1966618",
+      "ag_006": "1800340",
+      "ag_007": "131646",
+      "ag_008": "4588",
+      "ag_009": "0",
+      "ah_000": "1974038",
+      "ai_000": "0",
+      "aj_000": "226",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "3230626",
+      "ao_000": "2618878",
+      "ap_000": "1058136",
+      "aq_000": "551022",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1788",
+      "ax_000": "642",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "42124",
+      "ay_005": "372236",
+      "ay_006": "2128914",
+      "ay_007": "819596",
+      "ay_008": "584074",
+      "ay_009": "0",
+      "az_000": "1644",
+      "az_001": "362",
+      "az_002": "562",
+      "az_003": "842",
+      "az_004": "30194",
+      "az_005": "3911734",
+      "az_006": "1606",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1348578",
+      "ba_001": "1035668",
+      "ba_002": "338762",
+      "ba_003": "236540",
+      "ba_004": "182278",
+      "ba_005": "151778",
+      "ba_006": "163248",
+      "ba_007": "470800",
+      "ba_008": "19292",
+      "ba_009": "0",
+      "bb_000": "4289260",
+      "bc_000": "448",
+      "bd_000": "556",
+      "be_000": "642",
+      "bf_000": "2",
+      "bg_000": "1974038",
+      "bh_000": "86454",
+      "bi_000": "653692",
+      "bj_000": "399410",
+      "bk_000": "306780",
+      "bl_000": "282560",
+      "bm_000": "274180",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "189000",
+      "bt_000": "60874.03",
+      "bu_000": "4289260",
+      "bv_000": "4289260",
+      "bx_000": "4283332",
+      "by_000": "24793.0",
+      "bz_000": "17052",
+      "ca_000": "61844",
+      "cb_000": "654700",
+      "cc_000": "3946944",
+      "cd_000": "1209600",
+      "ce_000": "135720",
+      "cf_000": "0",
+      "cg_000": "152",
+      "ch_000": "0",
+      "ci_000": "3565684.8",
+      "cj_000": "0",
+      "ck_000": "379111.68",
+      "cl_000": "0",
+      "cm_000": "746",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "356",
+      "cn_003": "378910",
+      "cn_004": "2497104",
+      "cn_005": "993000",
+      "cn_006": "64230",
+      "cn_007": "10482",
+      "cn_008": "2776",
+      "cn_009": "86",
+      "co_000": "202",
+      "cp_000": "212",
+      "cq_000": "4289260",
+      "cr_000": "",
+      "cs_000": "3942",
+      "cs_001": "520",
+      "cs_002": "80950",
+      "cs_003": "227322",
+      "cs_004": "186242",
+      "cs_005": "2288268",
+      "cs_006": "1137268",
+      "cs_007": "22228",
+      "cs_008": "204",
+      "cs_009": "0",
+      "ct_000": "1716",
+      "cu_000": "1664",
+      "cv_000": "3440288",
+      "cx_000": "215826",
+      "cy_000": "0",
+      "cz_000": "4262",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "3590004",
+      "dd_000": "2026",
+      "de_000": "444",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "44946",
+      "do_000": "62648",
+      "dp_000": "11506",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "149474",
+      "dt_000": "35154",
+      "du_000": "457040",
+      "dv_000": "80482",
+      "dx_000": "98334",
+      "dy_000": "27588",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "21173050",
+      "ec_00": "1116.06",
+      "ed_000": "1176",
+      "ee_000": "404740",
+      "ee_001": "904230",
+      "ee_002": "622012",
+      "ee_003": "229790",
+      "ee_004": "405298",
+      "ee_005": "347188",
+      "ee_006": "286954",
+      "ee_007": "311560",
+      "ee_008": "433954",
+      "ee_009": "1218",
+      "ef_000": "0",
+      "eg_000": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n18",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=ar_000, measure_col=ca_000.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "ar_000",
+    "measure_col": "ca_000",
+    "top_k": 12,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 57472.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410a-8fb1-7881-b6e6-c14bd4a3097e"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410a-8fb1-7881-b6e6-c14bd4a3097e"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410a-a0fa-7373-be3e-8a8e5958e721"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410a-a0fa-7373-be3e-8a8e5958e721"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_079b0afcd8cadf6e/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:24:17.096908+00:00",
+  "ended_at": "2026-05-19T16:24:24.237176+00:00",
+  "elapsed_ms": 7140.21,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 68678,
+    "bytes_utf8": 68678,
+    "lines": 2148,
+    "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_f/n18/artifacts/v2q_n18_079b0afcd8cadf6e/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:24:25.240788+00:00",
+  "ended_at": "2026-05-19T16:24:29.633606+00:00",
+  "elapsed_ms": 4392.77,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 68678,
+    "bytes_utf8": 68678,
+    "lines": 2148,
+    "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_f/n18/artifacts/v2q_n18_079b0afcd8cadf6e/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,2148 @@
+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: n18
+- dataset_name: Aps Failure At Scania Trucks
+- table_name: n18
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 170 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 76000
+- important_fields:
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000.
+- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000.
+- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000.
+- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000.
+- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000.
+- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000.
+- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000.
+- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001.
+- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002.
+- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003.
+- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004.
+- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005.
+- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006.
+- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007.
+- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008.
+- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009.
+- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000.
+- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000.
+- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000.
+- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000.
+- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000.
+- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0.
+- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000.
+- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000.
+- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000.
+- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000.
+- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000.
+- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000.
+- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000.
+- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000.
+- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000.
+- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000.
+- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000.
+- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001.
+- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002.
+- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003.
+- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004.
+- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005.
+- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006.
+- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007.
+- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008.
+- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009.
+- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000.
+- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001.
+- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002.
+- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003.
+- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004.
+- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005.
+- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006.
+- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007.
+- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008.
+- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009.
+- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000.
+- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001.
+- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002.
+- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003.
+- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004.
+- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005.
+- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006.
+- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007.
+- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008.
+- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009.
+- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000.
+- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000.
+- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000.
+- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000.
+- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000.
+- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000.
+- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000.
+- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000.
+- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000.
+- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000.
+- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000.
+- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000.
+- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000.
+- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000.
+- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000.
+- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000.
+- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000.
+- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000.
+- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000.
+- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000.
+- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000.
+- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000.
+- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000.
+- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000.
+- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000.
+- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000.
+- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000.
+- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000.
+- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000.
+- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000.
+- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000.
+- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000.
+- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000.
+- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000.
+- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000.
+- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000.
+- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000.
+- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000.
+- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001.
+- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002.
+- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003.
+- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004.
+- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005.
+- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006.
+- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007.
+- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008.
+- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009.
+- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000.
+- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000.
+- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000.
+- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000.
+- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000.
+- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001.
+- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002.
+- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003.
+- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004.
+- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005.
+- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006.
+- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007.
+- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008.
+- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009.
+- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000.
+- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000.
+- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000.
+- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000.
+- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000.
+- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000.
+- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000.
+- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000.
+- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000.
+- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000.
+- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000.
+- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000.
+- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000.
+- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000.
+- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000.
+- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000.
+- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000.
+- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000.
+- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000.
+- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000.
+- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000.
+- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000.
+- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000.
+- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000.
+- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000.
+- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000.
+- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000.
+- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000.
+- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000.
+- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000.
+- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000.
+- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000.
+- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000.
+- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00.
+- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000.
+- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000.
+- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001.
+- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002.
+- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003.
+- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004.
+- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005.
+- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006.
+- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007.
+- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008.
+- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009.
+- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000.
+- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000.
+- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']]
+- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000']
+- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks
+
+SQLite schema snapshot:
+{
+  "table_name": "n18",
+  "quoted_table_name": "\"n18\"",
+  "row_count": 76000,
+  "columns": [
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aa_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ab_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ac_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ad_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ae_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "af_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ah_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ai_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ak_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "al_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "am_0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "an_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ao_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ap_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ar_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "as_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "at_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "au_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "av_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ax_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "be_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bi_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bo_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "br_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "by_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ca_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ce_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ch_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ci_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ck_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "co_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ct_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "da_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "db_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "de_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "df_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "di_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "do_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ds_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "du_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ea_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ec_00",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ed_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ef_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "class": "neg",
+      "aa_000": "76698",
+      "ab_000": "",
+      "ac_000": "2130706438",
+      "ad_000": "280",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "37250",
+      "ag_005": "1432864",
+      "ag_006": "3664156",
+      "ag_007": "1007684",
+      "ag_008": "25896",
+      "ag_009": "0",
+      "ah_000": "2551696",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "4933296",
+      "ao_000": "3655166",
+      "ap_000": "1766008",
+      "aq_000": "1132040",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1012",
+      "ax_000": "268",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "469014",
+      "ay_006": "4239660",
+      "ay_007": "703300",
+      "ay_008": "755876",
+      "ay_009": "0",
+      "az_000": "5374",
+      "az_001": "2108",
+      "az_002": "4114",
+      "az_003": "12348",
+      "az_004": "615248",
+      "az_005": "5526276",
+      "az_006": "2378",
+      "az_007": "4",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "2328746",
+      "ba_001": "1022304",
+      "ba_002": "415432",
+      "ba_003": "287230",
+      "ba_004": "310246",
+      "ba_005": "681504",
+      "ba_006": "1118814",
+      "ba_007": "3574",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "6700214",
+      "bc_000": "0",
+      "bd_000": "10",
+      "be_000": "108",
+      "bf_000": "50",
+      "bg_000": "2551696",
+      "bh_000": "97518",
+      "bi_000": "947550",
+      "bj_000": "799478",
+      "bk_000": "330760",
+      "bl_000": "353400",
+      "bm_000": "299160",
+      "bn_000": "305200",
+      "bo_000": "283680",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "178540",
+      "bt_000": "76698.08",
+      "bu_000": "6700214",
+      "bv_000": "6700214",
+      "bx_000": "6599892",
+      "by_000": "43566",
+      "bz_000": "68656",
+      "ca_000": "54064",
+      "cb_000": "638360",
+      "cc_000": "6167850",
+      "cd_000": "1209600",
+      "ce_000": "246244",
+      "cf_000": "2",
+      "cg_000": "96",
+      "ch_000": "0",
+      "ci_000": "5245752",
+      "cj_000": "0",
+      "ck_000": "916567.68",
+      "cl_000": "6",
+      "cm_000": "1924",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "118196",
+      "cn_004": "1309472",
+      "cn_005": "3247182",
+      "cn_006": "1381362",
+      "cn_007": "98822",
+      "cn_008": "11208",
+      "cn_009": "1608",
+      "co_000": "220",
+      "cp_000": "240",
+      "cq_000": "6700214",
+      "cr_000": "",
+      "cs_000": "10476",
+      "cs_001": "1226",
+      "cs_002": "267998",
+      "cs_003": "521832",
+      "cs_004": "428776",
+      "cs_005": "4015854",
+      "cs_006": "895240",
+      "cs_007": "26330",
+      "cs_008": "118",
+      "cs_009": "0",
+      "ct_000": "532",
+      "cu_000": "734",
+      "cv_000": "4122704",
+      "cx_000": "51288",
+      "cy_000": "0",
+      "cz_000": "532572",
+      "da_000": "0",
+      "db_000": "18",
+      "dc_000": "5330690",
+      "dd_000": "4732",
+      "de_000": "1126",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "62282",
+      "do_000": "85908",
+      "dp_000": "32790",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "202710",
+      "dt_000": "37928",
+      "du_000": "14745580",
+      "dv_000": "1876644",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "2801180",
+      "ec_00": "2445.8",
+      "ed_000": "2712",
+      "ee_000": "965866",
+      "ee_001": "1706908",
+      "ee_002": "1240520",
+      "ee_003": "493384",
+      "ee_004": "721044",
+      "ee_005": "469792",
+      "ee_006": "339156",
+      "ee_007": "157956",
+      "ee_008": "73224",
+      "ee_009": "0",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "33058",
+      "ab_000": "",
+      "ac_000": "0",
+      "ad_000": "",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "18254",
+      "ag_005": "653294",
+      "ag_006": "1720800",
+      "ag_007": "516724",
+      "ag_008": "31642",
+      "ag_009": "0",
+      "ah_000": "1393352",
+      "ai_000": "0",
+      "aj_000": "68",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2560898",
+      "ao_000": "2127150",
+      "ap_000": "1084598",
+      "aq_000": "338544",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "0",
+      "ax_000": "0",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "71510",
+      "ay_006": "772720",
+      "ay_007": "1996924",
+      "ay_008": "99560",
+      "ay_009": "0",
+      "az_000": "7336",
+      "az_001": "7808",
+      "az_002": "13776",
+      "az_003": "13086",
+      "az_004": "1010074",
+      "az_005": "1873902",
+      "az_006": "14726",
+      "az_007": "6",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1378576",
+      "ba_001": "447166",
+      "ba_002": "199512",
+      "ba_003": "154298",
+      "ba_004": "137280",
+      "ba_005": "138668",
+      "ba_006": "165908",
+      "ba_007": "229652",
+      "ba_008": "87082",
+      "ba_009": "4708",
+      "bb_000": "3646660",
+      "bc_000": "86",
+      "bd_000": "454",
+      "be_000": "364",
+      "bf_000": "350",
+      "bg_000": "1393352",
+      "bh_000": "49028",
+      "bi_000": "688314",
+      "bj_000": "392208",
+      "bk_000": "341420",
+      "bl_000": "359780",
+      "bm_000": "366560",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "6700",
+      "bt_000": "33057.51",
+      "bu_000": "3646660",
+      "bv_000": "3646660",
+      "bx_000": "3582034",
+      "by_000": "17733.0",
+      "bz_000": "260120",
+      "ca_000": "115626",
+      "cb_000": "6900",
+      "cc_000": "2942850",
+      "cd_000": "1209600",
+      "ce_000": "0",
+      "cf_000": "",
+      "cg_000": "",
+      "ch_000": "",
+      "ci_000": "2291079.36",
+      "cj_000": "0",
+      "ck_000": "643536.96",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "38",
+      "cn_003": "98644",
+      "cn_004": "1179502",
+      "cn_005": "1286736",
+      "cn_006": "336388",
+      "cn_007": "36294",
+      "cn_008": "5192",
+      "cn_009": "56",
+      "co_000": "",
+      "cp_000": "0",
+      "cq_000": "3646660",
+      "cr_000": "",
+      "cs_000": "6160",
+      "cs_001": "796",
+      "cs_002": "164860",
+      "cs_003": "350066",
+      "cs_004": "272956",
+      "cs_005": "1837600",
+      "cs_006": "301242",
+      "cs_007": "9148",
+      "cs_008": "22",
+      "cs_009": "0",
+      "ct_000": "",
+      "cu_000": "",
+      "cv_000": "",
+      "cx_000": "",
+      "cy_000": "",
+      "cz_000": "",
+      "da_000": "",
+      "db_000": "",
+      "dc_000": "",
+      "dd_000": "3312",
+      "de_000": "522",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "33736",
+      "do_000": "36946",
+      "dp_000": "5936",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "103330",
+      "dt_000": "16254",
+      "du_000": "4510080",
+      "dv_000": "868538",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "3477820",
+      "ec_00": "2211.76",
+      "ed_000": "2334",
+      "ee_000": "664504",
+      "ee_001": "824154",
+      "ee_002": "421400",
+      "ee_003": "178064",
+      "ee_004": "293306",
+      "ee_005": "245416",
+      "ee_006": "133654",
+      "ee_007": "81140",
+      "ee_008": "97576",
+      "ee_009": "1500",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "41040",
+      "ab_000": "",
+      "ac_000": "228",
+      "ad_000": "100",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "1648",
+      "ag_005": "370592",
+      "ag_006": "1883374",
+      "ag_007": "292936",
+      "ag_008": "12016",
+      "ag_009": "0",
+      "ah_000": "1234132",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2371990",
+      "ao_000": "2173634",
+      "ap_000": "300796",
+      "aq_000": "153698",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "358",
+      "ax_000": "110",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "870456",
+      "ay_007": "239798",
+      "ay_008": "1450312",
+      "ay_009": "0",
+      "az_000": "1620",
+      "az_001": "1156",
+      "az_002": "1228",
+      "az_003": "34250",
+      "az_004": "1811606",
+      "az_005": "710672",
+      "az_006": "34",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "790690",
+      "ba_001": "672026",
+      "ba_002": "332340",
+      "ba_003": "254892",
+      "ba_004": "189596",
+      "ba_005": "135758",
+      "ba_006": "103552",
+      "ba_007": "81666",
+      "ba_008": "46",
+      "ba_009": "0",
+      "bb_000": "2673338",
+      "bc_000": "128",
+      "bd_000": "202",
+      "be_000": "576",
+      "bf_000": "4",
+      "bg_000": "1234132",
+      "bh_000": "28804",
+      "bi_000": "160176",
+      "bj_000": "139730",
+      "bk_000": "137160",
+      "bl_000": "130640",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "28000",
+      "bt_000": "41040.08",
+      "bu_000": "2673338",
+      "bv_000": "2673338",
+      "bx_000": "2678534",
+      "by_000": "15439.0",
+      "bz_000": "7466",
+      "ca_000": "22436",
+      "cb_000": "248240",
+      "cc_000": "2560566",
+      "cd_000": "1209600",
+      "ce_000": "63328",
+      "cf_000": "0",
+      "cg_000": "124",
+      "ch_000": "0",
+      "ci_000": "2322692.16",
+      "cj_000": "0",
+      "ck_000": "236099.52",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "33276",
+      "cn_004": "1215280",
+      "cn_005": "1102798",
+      "cn_006": "196502",
+      "cn_007": "10260",
+      "cn_008": "2422",
+      "cn_009": "28",
+      "co_000": "0",
+      "cp_000": "6",
+      "cq_000": "2673338",
+      "cr_000": "",
+      "cs_000": "3584",
+      "cs_001": "500",
+      "cs_002": "56362",
+      "cs_003": "149726",
+      "cs_004": "100326",
+      "cs_005": "1744838",
+      "cs_006": "488302",
+      "cs_007": "16682",
+      "cs_008": "246",
+      "cs_009": "0",
+      "ct_000": "230",
+      "cu_000": "292",
+      "cv_000": "2180528",
+      "cx_000": "29188",
+      "cy_000": "22",
+      "cz_000": "20346",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2341048",
+      "dd_000": "1494",
+      "de_000": "152",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "13876",
+      "do_000": "38182",
+      "dp_000": "8138",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "65772",
+      "dt_000": "10534",
+      "du_000": "300240",
+      "dv_000": "48028",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "1040120",
+      "ec_00": "1018.64",
+      "ed_000": "1020",
+      "ee_000": "262032",
+      "ee_001": "453378",
+      "ee_002": "277378",
+      "ee_003": "159812",
+      "ee_004": "423992",
+      "ee_005": "409564",
+      "ee_006": "320746",
+      "ee_007": "158022",
+      "ee_008": "95128",
+      "ee_009": "514",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "12",
+      "ab_000": "0",
+      "ac_000": "70",
+      "ad_000": "66",
+      "ae_000": "0",
+      "af_000": "10",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "318",
+      "ag_004": "2212",
+      "ag_005": "3232",
+      "ag_006": "1872",
+      "ag_007": "0",
+      "ag_008": "0",
+      "ag_009": "0",
+      "ah_000": "2668",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "642",
+      "am_0": "3894",
+      "an_000": "10184",
+      "ao_000": "7554",
+      "ap_000": "10764",
+      "aq_000": "1014",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "60",
+      "ax_000": "6",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "0",
+      "ay_007": "2038",
+      "ay_008": "5596",
+      "ay_009": "0",
+      "az_000": "64",
+      "az_001": "6",
+      "az_002": "6",
+      "az_003": "914",
+      "az_004": "76",
+      "az_005": "2478",
+      "az_006": "2398",
+      "az_007": "1692",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "6176",
+      "ba_001": "340",
+      "ba_002": "304",
+      "ba_003": "102",
+      "ba_004": "74",
+      "ba_005": "406",
+      "ba_006": "216",
+      "ba_007": "16",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "21614",
+      "bc_000": "2",
+      "bd_000": "12",
+      "be_000": "0",
+      "bf_000": "0",
+      "bg_000": "2668",
+      "bh_000": "184",
+      "bi_000": "7632",
+      "bj_000": "3090",
+      "bk_000": "",
+      "bl_000": "",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "10580",
+      "bt_000": "12.69",
+      "bu_000": "21614",
+      "bv_000": "21614",
+      "bx_000": "21772",
+      "by_000": "32",
+      "bz_000": "50",
+      "ca_000": "1994",
+      "cb_000": "21400",
+      "cc_000": "7710",
+      "cd_000": "1209600",
+      "ce_000": "302",
+      "cf_000": "2",
+      "cg_000": "6",
+      "ch_000": "0",
+      "ci_000": "2135.04",
+      "cj_000": "0",
+      "ck_000": "4525.44",
+      "cl_000": "2",
+      "cm_000": "16",
+      "cn_000": "0",
+      "cn_001": "52",
+      "cn_002": "2544",
+      "cn_003": "1894",
+      "cn_004": "2170",
+      "cn_005": "822",
+      "cn_006": "152",
+      "cn_007": "0",
+      "cn_008": "0",
+      "cn_009": "0",
+      "co_000": "2",
+      "cp_000": "2",
+      "cq_000": "21614",
+      "cr_000": "0",
+      "cs_000": "1032",
+      "cs_001": "6",
+      "cs_002": "24",
+      "cs_003": "656",
+      "cs_004": "692",
+      "cs_005": "4836",
+      "cs_006": "388",
+      "cs_007": "0",
+      "cs_008": "0",
+      "cs_009": "0",
+      "ct_000": "138",
+      "cu_000": "8",
+      "cv_000": "1666",
+      "cx_000": "72",
+      "cy_000": "0",
+      "cz_000": "12",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2578",
+      "dd_000": "76",
+      "de_000": "62",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "232",
+      "do_000": "0",
+      "dp_000": "0",
+      "dq_000": "2014",
+      "dr_000": "370",
+      "ds_000": "48",
+      "dt_000": "18",
+      "du_000": "15740",
+      "dv_000": "1822",
+      "dx_000": "20174",
+      "dy_000": "44",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "0",
+      "ec_00": "1.08",
+      "ed_000": "54",
+      "ee_000": "5670",
+      "ee_001": "1566",
+      "ee_002": "240",
+      "ee_003": "46",
+      "ee_004": "58",
+      "ee_005": "44",
+      "ee_006": "10",
+      "ee_007": "0",
+      "ee_008": "0",
+      "ee_009": "0",
+      "ef_000": "4",
+      "eg_000": "32"
+    },
+    {
+      "class": "neg",
+      "aa_000": "60874",
+      "ab_000": "",
+      "ac_000": "1368",
+      "ad_000": "458",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "43752",
+      "ag_005": "1966618",
+      "ag_006": "1800340",
+      "ag_007": "131646",
+      "ag_008": "4588",
+      "ag_009": "0",
+      "ah_000": "1974038",
+      "ai_000": "0",
+      "aj_000": "226",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "3230626",
+      "ao_000": "2618878",
+      "ap_000": "1058136",
+      "aq_000": "551022",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1788",
+      "ax_000": "642",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "42124",
+      "ay_005": "372236",
+      "ay_006": "2128914",
+      "ay_007": "819596",
+      "ay_008": "584074",
+      "ay_009": "0",
+      "az_000": "1644",
+      "az_001": "362",
+      "az_002": "562",
+      "az_003": "842",
+      "az_004": "30194",
+      "az_005": "3911734",
+      "az_006": "1606",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1348578",
+      "ba_001": "1035668",
+      "ba_002": "338762",
+      "ba_003": "236540",
+      "ba_004": "182278",
+      "ba_005": "151778",
+      "ba_006": "163248",
+      "ba_007": "470800",
+      "ba_008": "19292",
+      "ba_009": "0",
+      "bb_000": "4289260",
+      "bc_000": "448",
+      "bd_000": "556",
+      "be_000": "642",
+      "bf_000": "2",
+      "bg_000": "1974038",
+      "bh_000": "86454",
+      "bi_000": "653692",
+      "bj_000": "399410",
+      "bk_000": "306780",
+      "bl_000": "282560",
+      "bm_000": "274180",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "189000",
+      "bt_000": "60874.03",
+      "bu_000": "4289260",
+      "bv_000": "4289260",
+      "bx_000": "4283332",
+      "by_000": "24793.0",
+      "bz_000": "17052",
+      "ca_000": "61844",
+      "cb_000": "654700",
+      "cc_000": "3946944",
+      "cd_000": "1209600",
+      "ce_000": "135720",
+      "cf_000": "0",
+      "cg_000": "152",
+      "ch_000": "0",
+      "ci_000": "3565684.8",
+      "cj_000": "0",
+      "ck_000": "379111.68",
+      "cl_000": "0",
+      "cm_000": "746",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "356",
+      "cn_003": "378910",
+      "cn_004": "2497104",
+      "cn_005": "993000",
+      "cn_006": "64230",
+      "cn_007": "10482",
+      "cn_008": "2776",
+      "cn_009": "86",
+      "co_000": "202",
+      "cp_000": "212",
+      "cq_000": "4289260",
+      "cr_000": "",
+      "cs_000": "3942",
+      "cs_001": "520",
+      "cs_002": "80950",
+      "cs_003": "227322",
+      "cs_004": "186242",
+      "cs_005": "2288268",
+      "cs_006": "1137268",
+      "cs_007": "22228",
+      "cs_008": "204",
+      "cs_009": "0",
+      "ct_000": "1716",
+      "cu_000": "1664",
+      "cv_000": "3440288",
+      "cx_000": "215826",
+      "cy_000": "0",
+      "cz_000": "4262",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "3590004",
+      "dd_000": "2026",
+      "de_000": "444",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "44946",
+      "do_000": "62648",
+      "dp_000": "11506",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "149474",
+      "dt_000": "35154",
+      "du_000": "457040",
+      "dv_000": "80482",
+      "dx_000": "98334",
+      "dy_000": "27588",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "21173050",
+      "ec_00": "1116.06",
+      "ed_000": "1176",
+      "ee_000": "404740",
+      "ee_001": "904230",
+      "ee_002": "622012",
+      "ee_003": "229790",
+      "ee_004": "405298",
+      "ee_005": "347188",
+      "ee_006": "286954",
+      "ee_007": "311560",
+      "ee_008": "433954",
+      "ee_009": "1218",
+      "ef_000": "0",
+      "eg_000": "0"
+    }
+  ]
+}
+
+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": "n18",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=cs_008, measure_col=cm_000.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "cs_008",
+    "measure_col": "cm_000",
+    "top_k": 13,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 652.0,
+    "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_f/n18/artifacts/v2q_n18_079b0afcd8cadf6e/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,2148 @@
+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: n18
+- dataset_name: Aps Failure At Scania Trucks
+- table_name: n18
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 170 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 76000
+- important_fields:
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000.
+- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000.
+- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000.
+- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000.
+- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000.
+- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000.
+- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000.
+- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001.
+- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002.
+- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003.
+- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004.
+- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005.
+- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006.
+- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007.
+- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008.
+- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009.
+- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000.
+- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000.
+- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000.
+- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000.
+- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000.
+- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0.
+- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000.
+- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000.
+- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000.
+- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000.
+- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000.
+- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000.
+- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000.
+- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000.
+- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000.
+- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000.
+- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000.
+- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001.
+- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002.
+- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003.
+- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004.
+- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005.
+- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006.
+- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007.
+- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008.
+- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009.
+- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000.
+- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001.
+- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002.
+- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003.
+- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004.
+- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005.
+- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006.
+- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007.
+- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008.
+- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009.
+- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000.
+- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001.
+- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002.
+- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003.
+- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004.
+- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005.
+- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006.
+- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007.
+- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008.
+- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009.
+- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000.
+- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000.
+- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000.
+- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000.
+- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000.
+- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000.
+- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000.
+- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000.
+- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000.
+- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000.
+- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000.
+- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000.
+- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000.
+- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000.
+- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000.
+- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000.
+- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000.
+- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000.
+- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000.
+- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000.
+- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000.
+- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000.
+- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000.
+- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000.
+- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000.
+- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000.
+- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000.
+- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000.
+- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000.
+- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000.
+- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000.
+- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000.
+- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000.
+- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000.
+- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000.
+- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000.
+- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000.
+- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000.
+- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001.
+- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002.
+- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003.
+- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004.
+- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005.
+- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006.
+- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007.
+- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008.
+- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009.
+- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000.
+- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000.
+- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000.
+- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000.
+- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000.
+- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001.
+- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002.
+- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003.
+- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004.
+- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005.
+- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006.
+- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007.
+- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008.
+- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009.
+- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000.
+- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000.
+- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000.
+- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000.
+- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000.
+- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000.
+- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000.
+- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000.
+- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000.
+- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000.
+- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000.
+- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000.
+- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000.
+- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000.
+- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000.
+- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000.
+- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000.
+- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000.
+- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000.
+- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000.
+- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000.
+- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000.
+- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000.
+- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000.
+- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000.
+- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000.
+- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000.
+- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000.
+- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000.
+- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000.
+- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000.
+- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000.
+- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000.
+- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00.
+- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000.
+- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000.
+- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001.
+- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002.
+- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003.
+- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004.
+- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005.
+- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006.
+- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007.
+- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008.
+- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009.
+- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000.
+- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000.
+- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']]
+- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000']
+- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks
+
+SQLite schema snapshot:
+{
+  "table_name": "n18",
+  "quoted_table_name": "\"n18\"",
+  "row_count": 76000,
+  "columns": [
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aa_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ab_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ac_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ad_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ae_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "af_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ah_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ai_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ak_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "al_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "am_0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "an_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ao_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ap_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ar_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "as_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "at_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "au_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "av_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ax_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "be_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bi_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bo_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "br_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "by_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ca_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ce_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ch_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ci_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ck_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "co_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ct_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "da_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "db_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "de_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "df_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "di_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "do_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ds_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "du_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ea_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ec_00",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ed_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ef_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "class": "neg",
+      "aa_000": "76698",
+      "ab_000": "",
+      "ac_000": "2130706438",
+      "ad_000": "280",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "37250",
+      "ag_005": "1432864",
+      "ag_006": "3664156",
+      "ag_007": "1007684",
+      "ag_008": "25896",
+      "ag_009": "0",
+      "ah_000": "2551696",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "4933296",
+      "ao_000": "3655166",
+      "ap_000": "1766008",
+      "aq_000": "1132040",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1012",
+      "ax_000": "268",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "469014",
+      "ay_006": "4239660",
+      "ay_007": "703300",
+      "ay_008": "755876",
+      "ay_009": "0",
+      "az_000": "5374",
+      "az_001": "2108",
+      "az_002": "4114",
+      "az_003": "12348",
+      "az_004": "615248",
+      "az_005": "5526276",
+      "az_006": "2378",
+      "az_007": "4",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "2328746",
+      "ba_001": "1022304",
+      "ba_002": "415432",
+      "ba_003": "287230",
+      "ba_004": "310246",
+      "ba_005": "681504",
+      "ba_006": "1118814",
+      "ba_007": "3574",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "6700214",
+      "bc_000": "0",
+      "bd_000": "10",
+      "be_000": "108",
+      "bf_000": "50",
+      "bg_000": "2551696",
+      "bh_000": "97518",
+      "bi_000": "947550",
+      "bj_000": "799478",
+      "bk_000": "330760",
+      "bl_000": "353400",
+      "bm_000": "299160",
+      "bn_000": "305200",
+      "bo_000": "283680",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "178540",
+      "bt_000": "76698.08",
+      "bu_000": "6700214",
+      "bv_000": "6700214",
+      "bx_000": "6599892",
+      "by_000": "43566",
+      "bz_000": "68656",
+      "ca_000": "54064",
+      "cb_000": "638360",
+      "cc_000": "6167850",
+      "cd_000": "1209600",
+      "ce_000": "246244",
+      "cf_000": "2",
+      "cg_000": "96",
+      "ch_000": "0",
+      "ci_000": "5245752",
+      "cj_000": "0",
+      "ck_000": "916567.68",
+      "cl_000": "6",
+      "cm_000": "1924",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "118196",
+      "cn_004": "1309472",
+      "cn_005": "3247182",
+      "cn_006": "1381362",
+      "cn_007": "98822",
+      "cn_008": "11208",
+      "cn_009": "1608",
+      "co_000": "220",
+      "cp_000": "240",
+      "cq_000": "6700214",
+      "cr_000": "",
+      "cs_000": "10476",
+      "cs_001": "1226",
+      "cs_002": "267998",
+      "cs_003": "521832",
+      "cs_004": "428776",
+      "cs_005": "4015854",
+      "cs_006": "895240",
+      "cs_007": "26330",
+      "cs_008": "118",
+      "cs_009": "0",
+      "ct_000": "532",
+      "cu_000": "734",
+      "cv_000": "4122704",
+      "cx_000": "51288",
+      "cy_000": "0",
+      "cz_000": "532572",
+      "da_000": "0",
+      "db_000": "18",
+      "dc_000": "5330690",
+      "dd_000": "4732",
+      "de_000": "1126",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "62282",
+      "do_000": "85908",
+      "dp_000": "32790",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "202710",
+      "dt_000": "37928",
+      "du_000": "14745580",
+      "dv_000": "1876644",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "2801180",
+      "ec_00": "2445.8",
+      "ed_000": "2712",
+      "ee_000": "965866",
+      "ee_001": "1706908",
+      "ee_002": "1240520",
+      "ee_003": "493384",
+      "ee_004": "721044",
+      "ee_005": "469792",
+      "ee_006": "339156",
+      "ee_007": "157956",
+      "ee_008": "73224",
+      "ee_009": "0",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "33058",
+      "ab_000": "",
+      "ac_000": "0",
+      "ad_000": "",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "18254",
+      "ag_005": "653294",
+      "ag_006": "1720800",
+      "ag_007": "516724",
+      "ag_008": "31642",
+      "ag_009": "0",
+      "ah_000": "1393352",
+      "ai_000": "0",
+      "aj_000": "68",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2560898",
+      "ao_000": "2127150",
+      "ap_000": "1084598",
+      "aq_000": "338544",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "0",
+      "ax_000": "0",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "71510",
+      "ay_006": "772720",
+      "ay_007": "1996924",
+      "ay_008": "99560",
+      "ay_009": "0",
+      "az_000": "7336",
+      "az_001": "7808",
+      "az_002": "13776",
+      "az_003": "13086",
+      "az_004": "1010074",
+      "az_005": "1873902",
+      "az_006": "14726",
+      "az_007": "6",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1378576",
+      "ba_001": "447166",
+      "ba_002": "199512",
+      "ba_003": "154298",
+      "ba_004": "137280",
+      "ba_005": "138668",
+      "ba_006": "165908",
+      "ba_007": "229652",
+      "ba_008": "87082",
+      "ba_009": "4708",
+      "bb_000": "3646660",
+      "bc_000": "86",
+      "bd_000": "454",
+      "be_000": "364",
+      "bf_000": "350",
+      "bg_000": "1393352",
+      "bh_000": "49028",
+      "bi_000": "688314",
+      "bj_000": "392208",
+      "bk_000": "341420",
+      "bl_000": "359780",
+      "bm_000": "366560",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "6700",
+      "bt_000": "33057.51",
+      "bu_000": "3646660",
+      "bv_000": "3646660",
+      "bx_000": "3582034",
+      "by_000": "17733.0",
+      "bz_000": "260120",
+      "ca_000": "115626",
+      "cb_000": "6900",
+      "cc_000": "2942850",
+      "cd_000": "1209600",
+      "ce_000": "0",
+      "cf_000": "",
+      "cg_000": "",
+      "ch_000": "",
+      "ci_000": "2291079.36",
+      "cj_000": "0",
+      "ck_000": "643536.96",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "38",
+      "cn_003": "98644",
+      "cn_004": "1179502",
+      "cn_005": "1286736",
+      "cn_006": "336388",
+      "cn_007": "36294",
+      "cn_008": "5192",
+      "cn_009": "56",
+      "co_000": "",
+      "cp_000": "0",
+      "cq_000": "3646660",
+      "cr_000": "",
+      "cs_000": "6160",
+      "cs_001": "796",
+      "cs_002": "164860",
+      "cs_003": "350066",
+      "cs_004": "272956",
+      "cs_005": "1837600",
+      "cs_006": "301242",
+      "cs_007": "9148",
+      "cs_008": "22",
+      "cs_009": "0",
+      "ct_000": "",
+      "cu_000": "",
+      "cv_000": "",
+      "cx_000": "",
+      "cy_000": "",
+      "cz_000": "",
+      "da_000": "",
+      "db_000": "",
+      "dc_000": "",
+      "dd_000": "3312",
+      "de_000": "522",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "33736",
+      "do_000": "36946",
+      "dp_000": "5936",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "103330",
+      "dt_000": "16254",
+      "du_000": "4510080",
+      "dv_000": "868538",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "3477820",
+      "ec_00": "2211.76",
+      "ed_000": "2334",
+      "ee_000": "664504",
+      "ee_001": "824154",
+      "ee_002": "421400",
+      "ee_003": "178064",
+      "ee_004": "293306",
+      "ee_005": "245416",
+      "ee_006": "133654",
+      "ee_007": "81140",
+      "ee_008": "97576",
+      "ee_009": "1500",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "41040",
+      "ab_000": "",
+      "ac_000": "228",
+      "ad_000": "100",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "1648",
+      "ag_005": "370592",
+      "ag_006": "1883374",
+      "ag_007": "292936",
+      "ag_008": "12016",
+      "ag_009": "0",
+      "ah_000": "1234132",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2371990",
+      "ao_000": "2173634",
+      "ap_000": "300796",
+      "aq_000": "153698",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "358",
+      "ax_000": "110",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "870456",
+      "ay_007": "239798",
+      "ay_008": "1450312",
+      "ay_009": "0",
+      "az_000": "1620",
+      "az_001": "1156",
+      "az_002": "1228",
+      "az_003": "34250",
+      "az_004": "1811606",
+      "az_005": "710672",
+      "az_006": "34",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "790690",
+      "ba_001": "672026",
+      "ba_002": "332340",
+      "ba_003": "254892",
+      "ba_004": "189596",
+      "ba_005": "135758",
+      "ba_006": "103552",
+      "ba_007": "81666",
+      "ba_008": "46",
+      "ba_009": "0",
+      "bb_000": "2673338",
+      "bc_000": "128",
+      "bd_000": "202",
+      "be_000": "576",
+      "bf_000": "4",
+      "bg_000": "1234132",
+      "bh_000": "28804",
+      "bi_000": "160176",
+      "bj_000": "139730",
+      "bk_000": "137160",
+      "bl_000": "130640",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "28000",
+      "bt_000": "41040.08",
+      "bu_000": "2673338",
+      "bv_000": "2673338",
+      "bx_000": "2678534",
+      "by_000": "15439.0",
+      "bz_000": "7466",
+      "ca_000": "22436",
+      "cb_000": "248240",
+      "cc_000": "2560566",
+      "cd_000": "1209600",
+      "ce_000": "63328",
+      "cf_000": "0",
+      "cg_000": "124",
+      "ch_000": "0",
+      "ci_000": "2322692.16",
+      "cj_000": "0",
+      "ck_000": "236099.52",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "33276",
+      "cn_004": "1215280",
+      "cn_005": "1102798",
+      "cn_006": "196502",
+      "cn_007": "10260",
+      "cn_008": "2422",
+      "cn_009": "28",
+      "co_000": "0",
+      "cp_000": "6",
+      "cq_000": "2673338",
+      "cr_000": "",
+      "cs_000": "3584",
+      "cs_001": "500",
+      "cs_002": "56362",
+      "cs_003": "149726",
+      "cs_004": "100326",
+      "cs_005": "1744838",
+      "cs_006": "488302",
+      "cs_007": "16682",
+      "cs_008": "246",
+      "cs_009": "0",
+      "ct_000": "230",
+      "cu_000": "292",
+      "cv_000": "2180528",
+      "cx_000": "29188",
+      "cy_000": "22",
+      "cz_000": "20346",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2341048",
+      "dd_000": "1494",
+      "de_000": "152",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "13876",
+      "do_000": "38182",
+      "dp_000": "8138",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "65772",
+      "dt_000": "10534",
+      "du_000": "300240",
+      "dv_000": "48028",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "1040120",
+      "ec_00": "1018.64",
+      "ed_000": "1020",
+      "ee_000": "262032",
+      "ee_001": "453378",
+      "ee_002": "277378",
+      "ee_003": "159812",
+      "ee_004": "423992",
+      "ee_005": "409564",
+      "ee_006": "320746",
+      "ee_007": "158022",
+      "ee_008": "95128",
+      "ee_009": "514",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "12",
+      "ab_000": "0",
+      "ac_000": "70",
+      "ad_000": "66",
+      "ae_000": "0",
+      "af_000": "10",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "318",
+      "ag_004": "2212",
+      "ag_005": "3232",
+      "ag_006": "1872",
+      "ag_007": "0",
+      "ag_008": "0",
+      "ag_009": "0",
+      "ah_000": "2668",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "642",
+      "am_0": "3894",
+      "an_000": "10184",
+      "ao_000": "7554",
+      "ap_000": "10764",
+      "aq_000": "1014",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "60",
+      "ax_000": "6",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "0",
+      "ay_007": "2038",
+      "ay_008": "5596",
+      "ay_009": "0",
+      "az_000": "64",
+      "az_001": "6",
+      "az_002": "6",
+      "az_003": "914",
+      "az_004": "76",
+      "az_005": "2478",
+      "az_006": "2398",
+      "az_007": "1692",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "6176",
+      "ba_001": "340",
+      "ba_002": "304",
+      "ba_003": "102",
+      "ba_004": "74",
+      "ba_005": "406",
+      "ba_006": "216",
+      "ba_007": "16",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "21614",
+      "bc_000": "2",
+      "bd_000": "12",
+      "be_000": "0",
+      "bf_000": "0",
+      "bg_000": "2668",
+      "bh_000": "184",
+      "bi_000": "7632",
+      "bj_000": "3090",
+      "bk_000": "",
+      "bl_000": "",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "10580",
+      "bt_000": "12.69",
+      "bu_000": "21614",
+      "bv_000": "21614",
+      "bx_000": "21772",
+      "by_000": "32",
+      "bz_000": "50",
+      "ca_000": "1994",
+      "cb_000": "21400",
+      "cc_000": "7710",
+      "cd_000": "1209600",
+      "ce_000": "302",
+      "cf_000": "2",
+      "cg_000": "6",
+      "ch_000": "0",
+      "ci_000": "2135.04",
+      "cj_000": "0",
+      "ck_000": "4525.44",
+      "cl_000": "2",
+      "cm_000": "16",
+      "cn_000": "0",
+      "cn_001": "52",
+      "cn_002": "2544",
+      "cn_003": "1894",
+      "cn_004": "2170",
+      "cn_005": "822",
+      "cn_006": "152",
+      "cn_007": "0",
+      "cn_008": "0",
+      "cn_009": "0",
+      "co_000": "2",
+      "cp_000": "2",
+      "cq_000": "21614",
+      "cr_000": "0",
+      "cs_000": "1032",
+      "cs_001": "6",
+      "cs_002": "24",
+      "cs_003": "656",
+      "cs_004": "692",
+      "cs_005": "4836",
+      "cs_006": "388",
+      "cs_007": "0",
+      "cs_008": "0",
+      "cs_009": "0",
+      "ct_000": "138",
+      "cu_000": "8",
+      "cv_000": "1666",
+      "cx_000": "72",
+      "cy_000": "0",
+      "cz_000": "12",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2578",
+      "dd_000": "76",
+      "de_000": "62",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "232",
+      "do_000": "0",
+      "dp_000": "0",
+      "dq_000": "2014",
+      "dr_000": "370",
+      "ds_000": "48",
+      "dt_000": "18",
+      "du_000": "15740",
+      "dv_000": "1822",
+      "dx_000": "20174",
+      "dy_000": "44",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "0",
+      "ec_00": "1.08",
+      "ed_000": "54",
+      "ee_000": "5670",
+      "ee_001": "1566",
+      "ee_002": "240",
+      "ee_003": "46",
+      "ee_004": "58",
+      "ee_005": "44",
+      "ee_006": "10",
+      "ee_007": "0",
+      "ee_008": "0",
+      "ee_009": "0",
+      "ef_000": "4",
+      "eg_000": "32"
+    },
+    {
+      "class": "neg",
+      "aa_000": "60874",
+      "ab_000": "",
+      "ac_000": "1368",
+      "ad_000": "458",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "43752",
+      "ag_005": "1966618",
+      "ag_006": "1800340",
+      "ag_007": "131646",
+      "ag_008": "4588",
+      "ag_009": "0",
+      "ah_000": "1974038",
+      "ai_000": "0",
+      "aj_000": "226",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "3230626",
+      "ao_000": "2618878",
+      "ap_000": "1058136",
+      "aq_000": "551022",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1788",
+      "ax_000": "642",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "42124",
+      "ay_005": "372236",
+      "ay_006": "2128914",
+      "ay_007": "819596",
+      "ay_008": "584074",
+      "ay_009": "0",
+      "az_000": "1644",
+      "az_001": "362",
+      "az_002": "562",
+      "az_003": "842",
+      "az_004": "30194",
+      "az_005": "3911734",
+      "az_006": "1606",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1348578",
+      "ba_001": "1035668",
+      "ba_002": "338762",
+      "ba_003": "236540",
+      "ba_004": "182278",
+      "ba_005": "151778",
+      "ba_006": "163248",
+      "ba_007": "470800",
+      "ba_008": "19292",
+      "ba_009": "0",
+      "bb_000": "4289260",
+      "bc_000": "448",
+      "bd_000": "556",
+      "be_000": "642",
+      "bf_000": "2",
+      "bg_000": "1974038",
+      "bh_000": "86454",
+      "bi_000": "653692",
+      "bj_000": "399410",
+      "bk_000": "306780",
+      "bl_000": "282560",
+      "bm_000": "274180",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "189000",
+      "bt_000": "60874.03",
+      "bu_000": "4289260",
+      "bv_000": "4289260",
+      "bx_000": "4283332",
+      "by_000": "24793.0",
+      "bz_000": "17052",
+      "ca_000": "61844",
+      "cb_000": "654700",
+      "cc_000": "3946944",
+      "cd_000": "1209600",
+      "ce_000": "135720",
+      "cf_000": "0",
+      "cg_000": "152",
+      "ch_000": "0",
+      "ci_000": "3565684.8",
+      "cj_000": "0",
+      "ck_000": "379111.68",
+      "cl_000": "0",
+      "cm_000": "746",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "356",
+      "cn_003": "378910",
+      "cn_004": "2497104",
+      "cn_005": "993000",
+      "cn_006": "64230",
+      "cn_007": "10482",
+      "cn_008": "2776",
+      "cn_009": "86",
+      "co_000": "202",
+      "cp_000": "212",
+      "cq_000": "4289260",
+      "cr_000": "",
+      "cs_000": "3942",
+      "cs_001": "520",
+      "cs_002": "80950",
+      "cs_003": "227322",
+      "cs_004": "186242",
+      "cs_005": "2288268",
+      "cs_006": "1137268",
+      "cs_007": "22228",
+      "cs_008": "204",
+      "cs_009": "0",
+      "ct_000": "1716",
+      "cu_000": "1664",
+      "cv_000": "3440288",
+      "cx_000": "215826",
+      "cy_000": "0",
+      "cz_000": "4262",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "3590004",
+      "dd_000": "2026",
+      "de_000": "444",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "44946",
+      "do_000": "62648",
+      "dp_000": "11506",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "149474",
+      "dt_000": "35154",
+      "du_000": "457040",
+      "dv_000": "80482",
+      "dx_000": "98334",
+      "dy_000": "27588",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "21173050",
+      "ec_00": "1116.06",
+      "ed_000": "1176",
+      "ee_000": "404740",
+      "ee_001": "904230",
+      "ee_002": "622012",
+      "ee_003": "229790",
+      "ee_004": "405298",
+      "ee_005": "347188",
+      "ee_006": "286954",
+      "ee_007": "311560",
+      "ee_008": "433954",
+      "ee_009": "1218",
+      "ef_000": "0",
+      "eg_000": "0"
+    }
+  ]
+}
+
+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": "n18",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=cs_008, measure_col=cm_000.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "cs_008",
+    "measure_col": "cm_000",
+    "top_k": 13,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 652.0,
+    "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_f/n18/artifacts/v2q_n18_079b0afcd8cadf6e/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410d-6536-7cb0-8d02-8968a83cbf78"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_079b0afcd8cadf6e/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410d-6536-7cb0-8d02-8968a83cbf78"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_079b0afcd8cadf6e/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410d-855e-71a1-98f8-e9c923260c8f"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_079b0afcd8cadf6e/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410d-855e-71a1-98f8-e9c923260c8f"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:13:24.178584+00:00",
+  "ended_at": "2026-05-19T16:13:28.460225+00:00",
+  "elapsed_ms": 4281.61,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 68911,
+    "bytes_utf8": 68911,
+    "lines": 2150,
+    "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_f/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:13:29.465415+00:00",
+  "ended_at": "2026-05-19T16:13:32.658848+00:00",
+  "elapsed_ms": 3193.28,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 68911,
+    "bytes_utf8": 68911,
+    "lines": 2150,
+    "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_f/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,2150 @@
+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: n18
+- dataset_name: Aps Failure At Scania Trucks
+- table_name: n18
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 170 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 76000
+- important_fields:
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000.
+- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000.
+- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000.
+- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000.
+- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000.
+- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000.
+- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000.
+- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001.
+- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002.
+- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003.
+- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004.
+- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005.
+- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006.
+- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007.
+- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008.
+- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009.
+- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000.
+- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000.
+- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000.
+- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000.
+- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000.
+- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0.
+- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000.
+- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000.
+- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000.
+- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000.
+- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000.
+- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000.
+- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000.
+- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000.
+- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000.
+- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000.
+- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000.
+- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001.
+- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002.
+- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003.
+- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004.
+- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005.
+- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006.
+- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007.
+- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008.
+- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009.
+- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000.
+- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001.
+- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002.
+- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003.
+- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004.
+- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005.
+- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006.
+- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007.
+- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008.
+- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009.
+- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000.
+- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001.
+- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002.
+- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003.
+- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004.
+- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005.
+- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006.
+- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007.
+- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008.
+- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009.
+- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000.
+- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000.
+- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000.
+- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000.
+- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000.
+- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000.
+- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000.
+- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000.
+- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000.
+- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000.
+- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000.
+- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000.
+- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000.
+- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000.
+- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000.
+- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000.
+- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000.
+- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000.
+- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000.
+- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000.
+- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000.
+- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000.
+- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000.
+- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000.
+- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000.
+- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000.
+- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000.
+- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000.
+- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000.
+- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000.
+- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000.
+- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000.
+- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000.
+- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000.
+- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000.
+- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000.
+- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000.
+- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000.
+- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001.
+- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002.
+- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003.
+- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004.
+- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005.
+- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006.
+- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007.
+- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008.
+- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009.
+- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000.
+- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000.
+- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000.
+- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000.
+- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000.
+- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001.
+- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002.
+- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003.
+- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004.
+- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005.
+- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006.
+- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007.
+- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008.
+- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009.
+- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000.
+- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000.
+- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000.
+- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000.
+- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000.
+- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000.
+- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000.
+- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000.
+- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000.
+- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000.
+- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000.
+- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000.
+- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000.
+- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000.
+- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000.
+- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000.
+- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000.
+- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000.
+- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000.
+- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000.
+- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000.
+- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000.
+- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000.
+- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000.
+- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000.
+- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000.
+- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000.
+- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000.
+- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000.
+- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000.
+- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000.
+- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000.
+- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000.
+- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00.
+- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000.
+- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000.
+- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001.
+- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002.
+- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003.
+- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004.
+- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005.
+- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006.
+- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007.
+- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008.
+- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009.
+- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000.
+- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000.
+- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']]
+- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000']
+- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks
+
+SQLite schema snapshot:
+{
+  "table_name": "n18",
+  "quoted_table_name": "\"n18\"",
+  "row_count": 76000,
+  "columns": [
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aa_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ab_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ac_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ad_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ae_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "af_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ah_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ai_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ak_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "al_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "am_0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "an_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ao_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ap_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ar_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "as_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "at_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "au_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "av_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ax_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "be_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bi_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bo_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "br_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "by_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ca_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ce_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ch_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ci_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ck_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "co_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ct_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "da_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "db_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "de_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "df_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "di_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "do_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ds_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "du_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ea_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ec_00",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ed_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ef_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "class": "neg",
+      "aa_000": "76698",
+      "ab_000": "",
+      "ac_000": "2130706438",
+      "ad_000": "280",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "37250",
+      "ag_005": "1432864",
+      "ag_006": "3664156",
+      "ag_007": "1007684",
+      "ag_008": "25896",
+      "ag_009": "0",
+      "ah_000": "2551696",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "4933296",
+      "ao_000": "3655166",
+      "ap_000": "1766008",
+      "aq_000": "1132040",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1012",
+      "ax_000": "268",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "469014",
+      "ay_006": "4239660",
+      "ay_007": "703300",
+      "ay_008": "755876",
+      "ay_009": "0",
+      "az_000": "5374",
+      "az_001": "2108",
+      "az_002": "4114",
+      "az_003": "12348",
+      "az_004": "615248",
+      "az_005": "5526276",
+      "az_006": "2378",
+      "az_007": "4",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "2328746",
+      "ba_001": "1022304",
+      "ba_002": "415432",
+      "ba_003": "287230",
+      "ba_004": "310246",
+      "ba_005": "681504",
+      "ba_006": "1118814",
+      "ba_007": "3574",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "6700214",
+      "bc_000": "0",
+      "bd_000": "10",
+      "be_000": "108",
+      "bf_000": "50",
+      "bg_000": "2551696",
+      "bh_000": "97518",
+      "bi_000": "947550",
+      "bj_000": "799478",
+      "bk_000": "330760",
+      "bl_000": "353400",
+      "bm_000": "299160",
+      "bn_000": "305200",
+      "bo_000": "283680",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "178540",
+      "bt_000": "76698.08",
+      "bu_000": "6700214",
+      "bv_000": "6700214",
+      "bx_000": "6599892",
+      "by_000": "43566",
+      "bz_000": "68656",
+      "ca_000": "54064",
+      "cb_000": "638360",
+      "cc_000": "6167850",
+      "cd_000": "1209600",
+      "ce_000": "246244",
+      "cf_000": "2",
+      "cg_000": "96",
+      "ch_000": "0",
+      "ci_000": "5245752",
+      "cj_000": "0",
+      "ck_000": "916567.68",
+      "cl_000": "6",
+      "cm_000": "1924",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "118196",
+      "cn_004": "1309472",
+      "cn_005": "3247182",
+      "cn_006": "1381362",
+      "cn_007": "98822",
+      "cn_008": "11208",
+      "cn_009": "1608",
+      "co_000": "220",
+      "cp_000": "240",
+      "cq_000": "6700214",
+      "cr_000": "",
+      "cs_000": "10476",
+      "cs_001": "1226",
+      "cs_002": "267998",
+      "cs_003": "521832",
+      "cs_004": "428776",
+      "cs_005": "4015854",
+      "cs_006": "895240",
+      "cs_007": "26330",
+      "cs_008": "118",
+      "cs_009": "0",
+      "ct_000": "532",
+      "cu_000": "734",
+      "cv_000": "4122704",
+      "cx_000": "51288",
+      "cy_000": "0",
+      "cz_000": "532572",
+      "da_000": "0",
+      "db_000": "18",
+      "dc_000": "5330690",
+      "dd_000": "4732",
+      "de_000": "1126",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "62282",
+      "do_000": "85908",
+      "dp_000": "32790",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "202710",
+      "dt_000": "37928",
+      "du_000": "14745580",
+      "dv_000": "1876644",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "2801180",
+      "ec_00": "2445.8",
+      "ed_000": "2712",
+      "ee_000": "965866",
+      "ee_001": "1706908",
+      "ee_002": "1240520",
+      "ee_003": "493384",
+      "ee_004": "721044",
+      "ee_005": "469792",
+      "ee_006": "339156",
+      "ee_007": "157956",
+      "ee_008": "73224",
+      "ee_009": "0",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "33058",
+      "ab_000": "",
+      "ac_000": "0",
+      "ad_000": "",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "18254",
+      "ag_005": "653294",
+      "ag_006": "1720800",
+      "ag_007": "516724",
+      "ag_008": "31642",
+      "ag_009": "0",
+      "ah_000": "1393352",
+      "ai_000": "0",
+      "aj_000": "68",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2560898",
+      "ao_000": "2127150",
+      "ap_000": "1084598",
+      "aq_000": "338544",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "0",
+      "ax_000": "0",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "71510",
+      "ay_006": "772720",
+      "ay_007": "1996924",
+      "ay_008": "99560",
+      "ay_009": "0",
+      "az_000": "7336",
+      "az_001": "7808",
+      "az_002": "13776",
+      "az_003": "13086",
+      "az_004": "1010074",
+      "az_005": "1873902",
+      "az_006": "14726",
+      "az_007": "6",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1378576",
+      "ba_001": "447166",
+      "ba_002": "199512",
+      "ba_003": "154298",
+      "ba_004": "137280",
+      "ba_005": "138668",
+      "ba_006": "165908",
+      "ba_007": "229652",
+      "ba_008": "87082",
+      "ba_009": "4708",
+      "bb_000": "3646660",
+      "bc_000": "86",
+      "bd_000": "454",
+      "be_000": "364",
+      "bf_000": "350",
+      "bg_000": "1393352",
+      "bh_000": "49028",
+      "bi_000": "688314",
+      "bj_000": "392208",
+      "bk_000": "341420",
+      "bl_000": "359780",
+      "bm_000": "366560",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "6700",
+      "bt_000": "33057.51",
+      "bu_000": "3646660",
+      "bv_000": "3646660",
+      "bx_000": "3582034",
+      "by_000": "17733.0",
+      "bz_000": "260120",
+      "ca_000": "115626",
+      "cb_000": "6900",
+      "cc_000": "2942850",
+      "cd_000": "1209600",
+      "ce_000": "0",
+      "cf_000": "",
+      "cg_000": "",
+      "ch_000": "",
+      "ci_000": "2291079.36",
+      "cj_000": "0",
+      "ck_000": "643536.96",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "38",
+      "cn_003": "98644",
+      "cn_004": "1179502",
+      "cn_005": "1286736",
+      "cn_006": "336388",
+      "cn_007": "36294",
+      "cn_008": "5192",
+      "cn_009": "56",
+      "co_000": "",
+      "cp_000": "0",
+      "cq_000": "3646660",
+      "cr_000": "",
+      "cs_000": "6160",
+      "cs_001": "796",
+      "cs_002": "164860",
+      "cs_003": "350066",
+      "cs_004": "272956",
+      "cs_005": "1837600",
+      "cs_006": "301242",
+      "cs_007": "9148",
+      "cs_008": "22",
+      "cs_009": "0",
+      "ct_000": "",
+      "cu_000": "",
+      "cv_000": "",
+      "cx_000": "",
+      "cy_000": "",
+      "cz_000": "",
+      "da_000": "",
+      "db_000": "",
+      "dc_000": "",
+      "dd_000": "3312",
+      "de_000": "522",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "33736",
+      "do_000": "36946",
+      "dp_000": "5936",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "103330",
+      "dt_000": "16254",
+      "du_000": "4510080",
+      "dv_000": "868538",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "3477820",
+      "ec_00": "2211.76",
+      "ed_000": "2334",
+      "ee_000": "664504",
+      "ee_001": "824154",
+      "ee_002": "421400",
+      "ee_003": "178064",
+      "ee_004": "293306",
+      "ee_005": "245416",
+      "ee_006": "133654",
+      "ee_007": "81140",
+      "ee_008": "97576",
+      "ee_009": "1500",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "41040",
+      "ab_000": "",
+      "ac_000": "228",
+      "ad_000": "100",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "1648",
+      "ag_005": "370592",
+      "ag_006": "1883374",
+      "ag_007": "292936",
+      "ag_008": "12016",
+      "ag_009": "0",
+      "ah_000": "1234132",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2371990",
+      "ao_000": "2173634",
+      "ap_000": "300796",
+      "aq_000": "153698",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "358",
+      "ax_000": "110",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "870456",
+      "ay_007": "239798",
+      "ay_008": "1450312",
+      "ay_009": "0",
+      "az_000": "1620",
+      "az_001": "1156",
+      "az_002": "1228",
+      "az_003": "34250",
+      "az_004": "1811606",
+      "az_005": "710672",
+      "az_006": "34",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "790690",
+      "ba_001": "672026",
+      "ba_002": "332340",
+      "ba_003": "254892",
+      "ba_004": "189596",
+      "ba_005": "135758",
+      "ba_006": "103552",
+      "ba_007": "81666",
+      "ba_008": "46",
+      "ba_009": "0",
+      "bb_000": "2673338",
+      "bc_000": "128",
+      "bd_000": "202",
+      "be_000": "576",
+      "bf_000": "4",
+      "bg_000": "1234132",
+      "bh_000": "28804",
+      "bi_000": "160176",
+      "bj_000": "139730",
+      "bk_000": "137160",
+      "bl_000": "130640",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "28000",
+      "bt_000": "41040.08",
+      "bu_000": "2673338",
+      "bv_000": "2673338",
+      "bx_000": "2678534",
+      "by_000": "15439.0",
+      "bz_000": "7466",
+      "ca_000": "22436",
+      "cb_000": "248240",
+      "cc_000": "2560566",
+      "cd_000": "1209600",
+      "ce_000": "63328",
+      "cf_000": "0",
+      "cg_000": "124",
+      "ch_000": "0",
+      "ci_000": "2322692.16",
+      "cj_000": "0",
+      "ck_000": "236099.52",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "33276",
+      "cn_004": "1215280",
+      "cn_005": "1102798",
+      "cn_006": "196502",
+      "cn_007": "10260",
+      "cn_008": "2422",
+      "cn_009": "28",
+      "co_000": "0",
+      "cp_000": "6",
+      "cq_000": "2673338",
+      "cr_000": "",
+      "cs_000": "3584",
+      "cs_001": "500",
+      "cs_002": "56362",
+      "cs_003": "149726",
+      "cs_004": "100326",
+      "cs_005": "1744838",
+      "cs_006": "488302",
+      "cs_007": "16682",
+      "cs_008": "246",
+      "cs_009": "0",
+      "ct_000": "230",
+      "cu_000": "292",
+      "cv_000": "2180528",
+      "cx_000": "29188",
+      "cy_000": "22",
+      "cz_000": "20346",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2341048",
+      "dd_000": "1494",
+      "de_000": "152",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "13876",
+      "do_000": "38182",
+      "dp_000": "8138",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "65772",
+      "dt_000": "10534",
+      "du_000": "300240",
+      "dv_000": "48028",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "1040120",
+      "ec_00": "1018.64",
+      "ed_000": "1020",
+      "ee_000": "262032",
+      "ee_001": "453378",
+      "ee_002": "277378",
+      "ee_003": "159812",
+      "ee_004": "423992",
+      "ee_005": "409564",
+      "ee_006": "320746",
+      "ee_007": "158022",
+      "ee_008": "95128",
+      "ee_009": "514",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "12",
+      "ab_000": "0",
+      "ac_000": "70",
+      "ad_000": "66",
+      "ae_000": "0",
+      "af_000": "10",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "318",
+      "ag_004": "2212",
+      "ag_005": "3232",
+      "ag_006": "1872",
+      "ag_007": "0",
+      "ag_008": "0",
+      "ag_009": "0",
+      "ah_000": "2668",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "642",
+      "am_0": "3894",
+      "an_000": "10184",
+      "ao_000": "7554",
+      "ap_000": "10764",
+      "aq_000": "1014",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "60",
+      "ax_000": "6",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "0",
+      "ay_007": "2038",
+      "ay_008": "5596",
+      "ay_009": "0",
+      "az_000": "64",
+      "az_001": "6",
+      "az_002": "6",
+      "az_003": "914",
+      "az_004": "76",
+      "az_005": "2478",
+      "az_006": "2398",
+      "az_007": "1692",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "6176",
+      "ba_001": "340",
+      "ba_002": "304",
+      "ba_003": "102",
+      "ba_004": "74",
+      "ba_005": "406",
+      "ba_006": "216",
+      "ba_007": "16",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "21614",
+      "bc_000": "2",
+      "bd_000": "12",
+      "be_000": "0",
+      "bf_000": "0",
+      "bg_000": "2668",
+      "bh_000": "184",
+      "bi_000": "7632",
+      "bj_000": "3090",
+      "bk_000": "",
+      "bl_000": "",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "10580",
+      "bt_000": "12.69",
+      "bu_000": "21614",
+      "bv_000": "21614",
+      "bx_000": "21772",
+      "by_000": "32",
+      "bz_000": "50",
+      "ca_000": "1994",
+      "cb_000": "21400",
+      "cc_000": "7710",
+      "cd_000": "1209600",
+      "ce_000": "302",
+      "cf_000": "2",
+      "cg_000": "6",
+      "ch_000": "0",
+      "ci_000": "2135.04",
+      "cj_000": "0",
+      "ck_000": "4525.44",
+      "cl_000": "2",
+      "cm_000": "16",
+      "cn_000": "0",
+      "cn_001": "52",
+      "cn_002": "2544",
+      "cn_003": "1894",
+      "cn_004": "2170",
+      "cn_005": "822",
+      "cn_006": "152",
+      "cn_007": "0",
+      "cn_008": "0",
+      "cn_009": "0",
+      "co_000": "2",
+      "cp_000": "2",
+      "cq_000": "21614",
+      "cr_000": "0",
+      "cs_000": "1032",
+      "cs_001": "6",
+      "cs_002": "24",
+      "cs_003": "656",
+      "cs_004": "692",
+      "cs_005": "4836",
+      "cs_006": "388",
+      "cs_007": "0",
+      "cs_008": "0",
+      "cs_009": "0",
+      "ct_000": "138",
+      "cu_000": "8",
+      "cv_000": "1666",
+      "cx_000": "72",
+      "cy_000": "0",
+      "cz_000": "12",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2578",
+      "dd_000": "76",
+      "de_000": "62",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "232",
+      "do_000": "0",
+      "dp_000": "0",
+      "dq_000": "2014",
+      "dr_000": "370",
+      "ds_000": "48",
+      "dt_000": "18",
+      "du_000": "15740",
+      "dv_000": "1822",
+      "dx_000": "20174",
+      "dy_000": "44",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "0",
+      "ec_00": "1.08",
+      "ed_000": "54",
+      "ee_000": "5670",
+      "ee_001": "1566",
+      "ee_002": "240",
+      "ee_003": "46",
+      "ee_004": "58",
+      "ee_005": "44",
+      "ee_006": "10",
+      "ee_007": "0",
+      "ee_008": "0",
+      "ee_009": "0",
+      "ef_000": "4",
+      "eg_000": "32"
+    },
+    {
+      "class": "neg",
+      "aa_000": "60874",
+      "ab_000": "",
+      "ac_000": "1368",
+      "ad_000": "458",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "43752",
+      "ag_005": "1966618",
+      "ag_006": "1800340",
+      "ag_007": "131646",
+      "ag_008": "4588",
+      "ag_009": "0",
+      "ah_000": "1974038",
+      "ai_000": "0",
+      "aj_000": "226",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "3230626",
+      "ao_000": "2618878",
+      "ap_000": "1058136",
+      "aq_000": "551022",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1788",
+      "ax_000": "642",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "42124",
+      "ay_005": "372236",
+      "ay_006": "2128914",
+      "ay_007": "819596",
+      "ay_008": "584074",
+      "ay_009": "0",
+      "az_000": "1644",
+      "az_001": "362",
+      "az_002": "562",
+      "az_003": "842",
+      "az_004": "30194",
+      "az_005": "3911734",
+      "az_006": "1606",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1348578",
+      "ba_001": "1035668",
+      "ba_002": "338762",
+      "ba_003": "236540",
+      "ba_004": "182278",
+      "ba_005": "151778",
+      "ba_006": "163248",
+      "ba_007": "470800",
+      "ba_008": "19292",
+      "ba_009": "0",
+      "bb_000": "4289260",
+      "bc_000": "448",
+      "bd_000": "556",
+      "be_000": "642",
+      "bf_000": "2",
+      "bg_000": "1974038",
+      "bh_000": "86454",
+      "bi_000": "653692",
+      "bj_000": "399410",
+      "bk_000": "306780",
+      "bl_000": "282560",
+      "bm_000": "274180",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "189000",
+      "bt_000": "60874.03",
+      "bu_000": "4289260",
+      "bv_000": "4289260",
+      "bx_000": "4283332",
+      "by_000": "24793.0",
+      "bz_000": "17052",
+      "ca_000": "61844",
+      "cb_000": "654700",
+      "cc_000": "3946944",
+      "cd_000": "1209600",
+      "ce_000": "135720",
+      "cf_000": "0",
+      "cg_000": "152",
+      "ch_000": "0",
+      "ci_000": "3565684.8",
+      "cj_000": "0",
+      "ck_000": "379111.68",
+      "cl_000": "0",
+      "cm_000": "746",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "356",
+      "cn_003": "378910",
+      "cn_004": "2497104",
+      "cn_005": "993000",
+      "cn_006": "64230",
+      "cn_007": "10482",
+      "cn_008": "2776",
+      "cn_009": "86",
+      "co_000": "202",
+      "cp_000": "212",
+      "cq_000": "4289260",
+      "cr_000": "",
+      "cs_000": "3942",
+      "cs_001": "520",
+      "cs_002": "80950",
+      "cs_003": "227322",
+      "cs_004": "186242",
+      "cs_005": "2288268",
+      "cs_006": "1137268",
+      "cs_007": "22228",
+      "cs_008": "204",
+      "cs_009": "0",
+      "ct_000": "1716",
+      "cu_000": "1664",
+      "cv_000": "3440288",
+      "cx_000": "215826",
+      "cy_000": "0",
+      "cz_000": "4262",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "3590004",
+      "dd_000": "2026",
+      "de_000": "444",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "44946",
+      "do_000": "62648",
+      "dp_000": "11506",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "149474",
+      "dt_000": "35154",
+      "du_000": "457040",
+      "dv_000": "80482",
+      "dx_000": "98334",
+      "dy_000": "27588",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "21173050",
+      "ec_00": "1116.06",
+      "ed_000": "1176",
+      "ee_000": "404740",
+      "ee_001": "904230",
+      "ee_002": "622012",
+      "ee_003": "229790",
+      "ee_004": "405298",
+      "ee_005": "347188",
+      "ee_006": "286954",
+      "ee_007": "311560",
+      "ee_008": "433954",
+      "ee_009": "1218",
+      "ef_000": "0",
+      "eg_000": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n18",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=af_000, measure_col=ay_003.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "af_000",
+    "measure_col": "ay_003",
+    "item_col": "at_000",
+    "top_k": 17,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 7033.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,2150 @@
+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: n18
+- dataset_name: Aps Failure At Scania Trucks
+- table_name: n18
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 170 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 76000
+- important_fields:
+- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000.
+- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000.
+- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000.
+- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000.
+- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000.
+- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000.
+- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000.
+- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001.
+- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002.
+- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003.
+- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004.
+- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005.
+- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006.
+- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007.
+- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008.
+- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009.
+- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000.
+- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000.
+- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000.
+- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000.
+- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000.
+- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0.
+- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000.
+- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000.
+- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000.
+- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000.
+- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000.
+- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000.
+- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000.
+- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000.
+- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000.
+- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000.
+- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000.
+- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001.
+- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002.
+- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003.
+- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004.
+- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005.
+- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006.
+- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007.
+- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008.
+- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009.
+- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000.
+- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001.
+- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002.
+- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003.
+- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004.
+- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005.
+- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006.
+- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007.
+- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008.
+- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009.
+- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000.
+- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001.
+- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002.
+- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003.
+- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004.
+- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005.
+- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006.
+- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007.
+- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008.
+- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009.
+- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000.
+- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000.
+- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000.
+- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000.
+- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000.
+- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000.
+- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000.
+- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000.
+- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000.
+- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000.
+- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000.
+- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000.
+- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000.
+- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000.
+- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000.
+- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000.
+- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000.
+- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000.
+- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000.
+- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000.
+- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000.
+- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000.
+- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000.
+- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000.
+- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000.
+- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000.
+- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000.
+- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000.
+- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000.
+- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000.
+- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000.
+- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000.
+- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000.
+- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000.
+- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000.
+- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000.
+- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000.
+- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000.
+- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001.
+- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002.
+- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003.
+- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004.
+- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005.
+- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006.
+- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007.
+- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008.
+- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009.
+- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000.
+- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000.
+- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000.
+- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000.
+- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000.
+- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001.
+- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002.
+- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003.
+- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004.
+- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005.
+- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006.
+- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007.
+- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008.
+- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009.
+- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000.
+- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000.
+- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000.
+- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000.
+- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000.
+- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000.
+- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000.
+- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000.
+- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000.
+- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000.
+- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000.
+- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000.
+- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000.
+- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000.
+- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000.
+- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000.
+- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000.
+- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000.
+- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000.
+- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000.
+- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000.
+- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000.
+- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000.
+- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000.
+- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000.
+- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000.
+- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000.
+- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000.
+- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000.
+- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000.
+- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000.
+- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000.
+- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000.
+- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00.
+- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000.
+- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000.
+- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001.
+- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002.
+- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003.
+- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004.
+- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005.
+- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006.
+- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007.
+- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008.
+- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009.
+- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000.
+- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000.
+- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']]
+- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000']
+- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks
+
+SQLite schema snapshot:
+{
+  "table_name": "n18",
+  "quoted_table_name": "\"n18\"",
+  "row_count": 76000,
+  "columns": [
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aa_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ab_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ac_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ad_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ae_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "af_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ag_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ah_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ai_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ak_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "al_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "am_0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "an_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ao_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ap_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "aq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ar_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "as_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "at_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "au_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "av_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ax_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ay_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "az_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ba_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "be_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bi_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bo_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "br_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "by_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "bz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ca_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ce_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cf_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ch_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ci_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ck_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cn_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "co_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cs_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ct_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cu_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "cz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "da_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "db_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dc_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dd_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "de_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "df_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dh_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "di_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dj_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dk_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dl_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dm_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dn_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "do_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dp_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dq_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dr_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ds_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dt_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "du_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dv_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dx_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dy_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dz_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ea_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eb_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ec_00",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ed_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_001",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_002",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_003",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_004",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_005",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_006",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_007",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_008",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ee_009",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ef_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "eg_000",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "class": "neg",
+      "aa_000": "76698",
+      "ab_000": "",
+      "ac_000": "2130706438",
+      "ad_000": "280",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "37250",
+      "ag_005": "1432864",
+      "ag_006": "3664156",
+      "ag_007": "1007684",
+      "ag_008": "25896",
+      "ag_009": "0",
+      "ah_000": "2551696",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "4933296",
+      "ao_000": "3655166",
+      "ap_000": "1766008",
+      "aq_000": "1132040",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1012",
+      "ax_000": "268",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "469014",
+      "ay_006": "4239660",
+      "ay_007": "703300",
+      "ay_008": "755876",
+      "ay_009": "0",
+      "az_000": "5374",
+      "az_001": "2108",
+      "az_002": "4114",
+      "az_003": "12348",
+      "az_004": "615248",
+      "az_005": "5526276",
+      "az_006": "2378",
+      "az_007": "4",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "2328746",
+      "ba_001": "1022304",
+      "ba_002": "415432",
+      "ba_003": "287230",
+      "ba_004": "310246",
+      "ba_005": "681504",
+      "ba_006": "1118814",
+      "ba_007": "3574",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "6700214",
+      "bc_000": "0",
+      "bd_000": "10",
+      "be_000": "108",
+      "bf_000": "50",
+      "bg_000": "2551696",
+      "bh_000": "97518",
+      "bi_000": "947550",
+      "bj_000": "799478",
+      "bk_000": "330760",
+      "bl_000": "353400",
+      "bm_000": "299160",
+      "bn_000": "305200",
+      "bo_000": "283680",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "178540",
+      "bt_000": "76698.08",
+      "bu_000": "6700214",
+      "bv_000": "6700214",
+      "bx_000": "6599892",
+      "by_000": "43566",
+      "bz_000": "68656",
+      "ca_000": "54064",
+      "cb_000": "638360",
+      "cc_000": "6167850",
+      "cd_000": "1209600",
+      "ce_000": "246244",
+      "cf_000": "2",
+      "cg_000": "96",
+      "ch_000": "0",
+      "ci_000": "5245752",
+      "cj_000": "0",
+      "ck_000": "916567.68",
+      "cl_000": "6",
+      "cm_000": "1924",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "118196",
+      "cn_004": "1309472",
+      "cn_005": "3247182",
+      "cn_006": "1381362",
+      "cn_007": "98822",
+      "cn_008": "11208",
+      "cn_009": "1608",
+      "co_000": "220",
+      "cp_000": "240",
+      "cq_000": "6700214",
+      "cr_000": "",
+      "cs_000": "10476",
+      "cs_001": "1226",
+      "cs_002": "267998",
+      "cs_003": "521832",
+      "cs_004": "428776",
+      "cs_005": "4015854",
+      "cs_006": "895240",
+      "cs_007": "26330",
+      "cs_008": "118",
+      "cs_009": "0",
+      "ct_000": "532",
+      "cu_000": "734",
+      "cv_000": "4122704",
+      "cx_000": "51288",
+      "cy_000": "0",
+      "cz_000": "532572",
+      "da_000": "0",
+      "db_000": "18",
+      "dc_000": "5330690",
+      "dd_000": "4732",
+      "de_000": "1126",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "62282",
+      "do_000": "85908",
+      "dp_000": "32790",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "202710",
+      "dt_000": "37928",
+      "du_000": "14745580",
+      "dv_000": "1876644",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "2801180",
+      "ec_00": "2445.8",
+      "ed_000": "2712",
+      "ee_000": "965866",
+      "ee_001": "1706908",
+      "ee_002": "1240520",
+      "ee_003": "493384",
+      "ee_004": "721044",
+      "ee_005": "469792",
+      "ee_006": "339156",
+      "ee_007": "157956",
+      "ee_008": "73224",
+      "ee_009": "0",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "33058",
+      "ab_000": "",
+      "ac_000": "0",
+      "ad_000": "",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "18254",
+      "ag_005": "653294",
+      "ag_006": "1720800",
+      "ag_007": "516724",
+      "ag_008": "31642",
+      "ag_009": "0",
+      "ah_000": "1393352",
+      "ai_000": "0",
+      "aj_000": "68",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2560898",
+      "ao_000": "2127150",
+      "ap_000": "1084598",
+      "aq_000": "338544",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "0",
+      "ax_000": "0",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "71510",
+      "ay_006": "772720",
+      "ay_007": "1996924",
+      "ay_008": "99560",
+      "ay_009": "0",
+      "az_000": "7336",
+      "az_001": "7808",
+      "az_002": "13776",
+      "az_003": "13086",
+      "az_004": "1010074",
+      "az_005": "1873902",
+      "az_006": "14726",
+      "az_007": "6",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1378576",
+      "ba_001": "447166",
+      "ba_002": "199512",
+      "ba_003": "154298",
+      "ba_004": "137280",
+      "ba_005": "138668",
+      "ba_006": "165908",
+      "ba_007": "229652",
+      "ba_008": "87082",
+      "ba_009": "4708",
+      "bb_000": "3646660",
+      "bc_000": "86",
+      "bd_000": "454",
+      "be_000": "364",
+      "bf_000": "350",
+      "bg_000": "1393352",
+      "bh_000": "49028",
+      "bi_000": "688314",
+      "bj_000": "392208",
+      "bk_000": "341420",
+      "bl_000": "359780",
+      "bm_000": "366560",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "6700",
+      "bt_000": "33057.51",
+      "bu_000": "3646660",
+      "bv_000": "3646660",
+      "bx_000": "3582034",
+      "by_000": "17733.0",
+      "bz_000": "260120",
+      "ca_000": "115626",
+      "cb_000": "6900",
+      "cc_000": "2942850",
+      "cd_000": "1209600",
+      "ce_000": "0",
+      "cf_000": "",
+      "cg_000": "",
+      "ch_000": "",
+      "ci_000": "2291079.36",
+      "cj_000": "0",
+      "ck_000": "643536.96",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "38",
+      "cn_003": "98644",
+      "cn_004": "1179502",
+      "cn_005": "1286736",
+      "cn_006": "336388",
+      "cn_007": "36294",
+      "cn_008": "5192",
+      "cn_009": "56",
+      "co_000": "",
+      "cp_000": "0",
+      "cq_000": "3646660",
+      "cr_000": "",
+      "cs_000": "6160",
+      "cs_001": "796",
+      "cs_002": "164860",
+      "cs_003": "350066",
+      "cs_004": "272956",
+      "cs_005": "1837600",
+      "cs_006": "301242",
+      "cs_007": "9148",
+      "cs_008": "22",
+      "cs_009": "0",
+      "ct_000": "",
+      "cu_000": "",
+      "cv_000": "",
+      "cx_000": "",
+      "cy_000": "",
+      "cz_000": "",
+      "da_000": "",
+      "db_000": "",
+      "dc_000": "",
+      "dd_000": "3312",
+      "de_000": "522",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "33736",
+      "do_000": "36946",
+      "dp_000": "5936",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "103330",
+      "dt_000": "16254",
+      "du_000": "4510080",
+      "dv_000": "868538",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "3477820",
+      "ec_00": "2211.76",
+      "ed_000": "2334",
+      "ee_000": "664504",
+      "ee_001": "824154",
+      "ee_002": "421400",
+      "ee_003": "178064",
+      "ee_004": "293306",
+      "ee_005": "245416",
+      "ee_006": "133654",
+      "ee_007": "81140",
+      "ee_008": "97576",
+      "ee_009": "1500",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "41040",
+      "ab_000": "",
+      "ac_000": "228",
+      "ad_000": "100",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "1648",
+      "ag_005": "370592",
+      "ag_006": "1883374",
+      "ag_007": "292936",
+      "ag_008": "12016",
+      "ag_009": "0",
+      "ah_000": "1234132",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "2371990",
+      "ao_000": "2173634",
+      "ap_000": "300796",
+      "aq_000": "153698",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "358",
+      "ax_000": "110",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "870456",
+      "ay_007": "239798",
+      "ay_008": "1450312",
+      "ay_009": "0",
+      "az_000": "1620",
+      "az_001": "1156",
+      "az_002": "1228",
+      "az_003": "34250",
+      "az_004": "1811606",
+      "az_005": "710672",
+      "az_006": "34",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "790690",
+      "ba_001": "672026",
+      "ba_002": "332340",
+      "ba_003": "254892",
+      "ba_004": "189596",
+      "ba_005": "135758",
+      "ba_006": "103552",
+      "ba_007": "81666",
+      "ba_008": "46",
+      "ba_009": "0",
+      "bb_000": "2673338",
+      "bc_000": "128",
+      "bd_000": "202",
+      "be_000": "576",
+      "bf_000": "4",
+      "bg_000": "1234132",
+      "bh_000": "28804",
+      "bi_000": "160176",
+      "bj_000": "139730",
+      "bk_000": "137160",
+      "bl_000": "130640",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "28000",
+      "bt_000": "41040.08",
+      "bu_000": "2673338",
+      "bv_000": "2673338",
+      "bx_000": "2678534",
+      "by_000": "15439.0",
+      "bz_000": "7466",
+      "ca_000": "22436",
+      "cb_000": "248240",
+      "cc_000": "2560566",
+      "cd_000": "1209600",
+      "ce_000": "63328",
+      "cf_000": "0",
+      "cg_000": "124",
+      "ch_000": "0",
+      "ci_000": "2322692.16",
+      "cj_000": "0",
+      "ck_000": "236099.52",
+      "cl_000": "0",
+      "cm_000": "0",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "0",
+      "cn_003": "33276",
+      "cn_004": "1215280",
+      "cn_005": "1102798",
+      "cn_006": "196502",
+      "cn_007": "10260",
+      "cn_008": "2422",
+      "cn_009": "28",
+      "co_000": "0",
+      "cp_000": "6",
+      "cq_000": "2673338",
+      "cr_000": "",
+      "cs_000": "3584",
+      "cs_001": "500",
+      "cs_002": "56362",
+      "cs_003": "149726",
+      "cs_004": "100326",
+      "cs_005": "1744838",
+      "cs_006": "488302",
+      "cs_007": "16682",
+      "cs_008": "246",
+      "cs_009": "0",
+      "ct_000": "230",
+      "cu_000": "292",
+      "cv_000": "2180528",
+      "cx_000": "29188",
+      "cy_000": "22",
+      "cz_000": "20346",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2341048",
+      "dd_000": "1494",
+      "de_000": "152",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "13876",
+      "do_000": "38182",
+      "dp_000": "8138",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "65772",
+      "dt_000": "10534",
+      "du_000": "300240",
+      "dv_000": "48028",
+      "dx_000": "0",
+      "dy_000": "0",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "1040120",
+      "ec_00": "1018.64",
+      "ed_000": "1020",
+      "ee_000": "262032",
+      "ee_001": "453378",
+      "ee_002": "277378",
+      "ee_003": "159812",
+      "ee_004": "423992",
+      "ee_005": "409564",
+      "ee_006": "320746",
+      "ee_007": "158022",
+      "ee_008": "95128",
+      "ee_009": "514",
+      "ef_000": "0",
+      "eg_000": "0"
+    },
+    {
+      "class": "neg",
+      "aa_000": "12",
+      "ab_000": "0",
+      "ac_000": "70",
+      "ad_000": "66",
+      "ae_000": "0",
+      "af_000": "10",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "318",
+      "ag_004": "2212",
+      "ag_005": "3232",
+      "ag_006": "1872",
+      "ag_007": "0",
+      "ag_008": "0",
+      "ag_009": "0",
+      "ah_000": "2668",
+      "ai_000": "0",
+      "aj_000": "0",
+      "ak_000": "0",
+      "al_000": "642",
+      "am_0": "3894",
+      "an_000": "10184",
+      "ao_000": "7554",
+      "ap_000": "10764",
+      "aq_000": "1014",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "60",
+      "ax_000": "6",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "0",
+      "ay_005": "0",
+      "ay_006": "0",
+      "ay_007": "2038",
+      "ay_008": "5596",
+      "ay_009": "0",
+      "az_000": "64",
+      "az_001": "6",
+      "az_002": "6",
+      "az_003": "914",
+      "az_004": "76",
+      "az_005": "2478",
+      "az_006": "2398",
+      "az_007": "1692",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "6176",
+      "ba_001": "340",
+      "ba_002": "304",
+      "ba_003": "102",
+      "ba_004": "74",
+      "ba_005": "406",
+      "ba_006": "216",
+      "ba_007": "16",
+      "ba_008": "0",
+      "ba_009": "0",
+      "bb_000": "21614",
+      "bc_000": "2",
+      "bd_000": "12",
+      "be_000": "0",
+      "bf_000": "0",
+      "bg_000": "2668",
+      "bh_000": "184",
+      "bi_000": "7632",
+      "bj_000": "3090",
+      "bk_000": "",
+      "bl_000": "",
+      "bm_000": "",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "10580",
+      "bt_000": "12.69",
+      "bu_000": "21614",
+      "bv_000": "21614",
+      "bx_000": "21772",
+      "by_000": "32",
+      "bz_000": "50",
+      "ca_000": "1994",
+      "cb_000": "21400",
+      "cc_000": "7710",
+      "cd_000": "1209600",
+      "ce_000": "302",
+      "cf_000": "2",
+      "cg_000": "6",
+      "ch_000": "0",
+      "ci_000": "2135.04",
+      "cj_000": "0",
+      "ck_000": "4525.44",
+      "cl_000": "2",
+      "cm_000": "16",
+      "cn_000": "0",
+      "cn_001": "52",
+      "cn_002": "2544",
+      "cn_003": "1894",
+      "cn_004": "2170",
+      "cn_005": "822",
+      "cn_006": "152",
+      "cn_007": "0",
+      "cn_008": "0",
+      "cn_009": "0",
+      "co_000": "2",
+      "cp_000": "2",
+      "cq_000": "21614",
+      "cr_000": "0",
+      "cs_000": "1032",
+      "cs_001": "6",
+      "cs_002": "24",
+      "cs_003": "656",
+      "cs_004": "692",
+      "cs_005": "4836",
+      "cs_006": "388",
+      "cs_007": "0",
+      "cs_008": "0",
+      "cs_009": "0",
+      "ct_000": "138",
+      "cu_000": "8",
+      "cv_000": "1666",
+      "cx_000": "72",
+      "cy_000": "0",
+      "cz_000": "12",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "2578",
+      "dd_000": "76",
+      "de_000": "62",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "232",
+      "do_000": "0",
+      "dp_000": "0",
+      "dq_000": "2014",
+      "dr_000": "370",
+      "ds_000": "48",
+      "dt_000": "18",
+      "du_000": "15740",
+      "dv_000": "1822",
+      "dx_000": "20174",
+      "dy_000": "44",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "0",
+      "ec_00": "1.08",
+      "ed_000": "54",
+      "ee_000": "5670",
+      "ee_001": "1566",
+      "ee_002": "240",
+      "ee_003": "46",
+      "ee_004": "58",
+      "ee_005": "44",
+      "ee_006": "10",
+      "ee_007": "0",
+      "ee_008": "0",
+      "ee_009": "0",
+      "ef_000": "4",
+      "eg_000": "32"
+    },
+    {
+      "class": "neg",
+      "aa_000": "60874",
+      "ab_000": "",
+      "ac_000": "1368",
+      "ad_000": "458",
+      "ae_000": "0",
+      "af_000": "0",
+      "ag_000": "0",
+      "ag_001": "0",
+      "ag_002": "0",
+      "ag_003": "0",
+      "ag_004": "43752",
+      "ag_005": "1966618",
+      "ag_006": "1800340",
+      "ag_007": "131646",
+      "ag_008": "4588",
+      "ag_009": "0",
+      "ah_000": "1974038",
+      "ai_000": "0",
+      "aj_000": "226",
+      "ak_000": "0",
+      "al_000": "0",
+      "am_0": "0",
+      "an_000": "3230626",
+      "ao_000": "2618878",
+      "ap_000": "1058136",
+      "aq_000": "551022",
+      "ar_000": "0",
+      "as_000": "0",
+      "at_000": "0",
+      "au_000": "0",
+      "av_000": "1788",
+      "ax_000": "642",
+      "ay_000": "0",
+      "ay_001": "0",
+      "ay_002": "0",
+      "ay_003": "0",
+      "ay_004": "42124",
+      "ay_005": "372236",
+      "ay_006": "2128914",
+      "ay_007": "819596",
+      "ay_008": "584074",
+      "ay_009": "0",
+      "az_000": "1644",
+      "az_001": "362",
+      "az_002": "562",
+      "az_003": "842",
+      "az_004": "30194",
+      "az_005": "3911734",
+      "az_006": "1606",
+      "az_007": "0",
+      "az_008": "0",
+      "az_009": "0",
+      "ba_000": "1348578",
+      "ba_001": "1035668",
+      "ba_002": "338762",
+      "ba_003": "236540",
+      "ba_004": "182278",
+      "ba_005": "151778",
+      "ba_006": "163248",
+      "ba_007": "470800",
+      "ba_008": "19292",
+      "ba_009": "0",
+      "bb_000": "4289260",
+      "bc_000": "448",
+      "bd_000": "556",
+      "be_000": "642",
+      "bf_000": "2",
+      "bg_000": "1974038",
+      "bh_000": "86454",
+      "bi_000": "653692",
+      "bj_000": "399410",
+      "bk_000": "306780",
+      "bl_000": "282560",
+      "bm_000": "274180",
+      "bn_000": "",
+      "bo_000": "",
+      "bp_000": "",
+      "bq_000": "",
+      "br_000": "",
+      "bs_000": "189000",
+      "bt_000": "60874.03",
+      "bu_000": "4289260",
+      "bv_000": "4289260",
+      "bx_000": "4283332",
+      "by_000": "24793.0",
+      "bz_000": "17052",
+      "ca_000": "61844",
+      "cb_000": "654700",
+      "cc_000": "3946944",
+      "cd_000": "1209600",
+      "ce_000": "135720",
+      "cf_000": "0",
+      "cg_000": "152",
+      "ch_000": "0",
+      "ci_000": "3565684.8",
+      "cj_000": "0",
+      "ck_000": "379111.68",
+      "cl_000": "0",
+      "cm_000": "746",
+      "cn_000": "0",
+      "cn_001": "0",
+      "cn_002": "356",
+      "cn_003": "378910",
+      "cn_004": "2497104",
+      "cn_005": "993000",
+      "cn_006": "64230",
+      "cn_007": "10482",
+      "cn_008": "2776",
+      "cn_009": "86",
+      "co_000": "202",
+      "cp_000": "212",
+      "cq_000": "4289260",
+      "cr_000": "",
+      "cs_000": "3942",
+      "cs_001": "520",
+      "cs_002": "80950",
+      "cs_003": "227322",
+      "cs_004": "186242",
+      "cs_005": "2288268",
+      "cs_006": "1137268",
+      "cs_007": "22228",
+      "cs_008": "204",
+      "cs_009": "0",
+      "ct_000": "1716",
+      "cu_000": "1664",
+      "cv_000": "3440288",
+      "cx_000": "215826",
+      "cy_000": "0",
+      "cz_000": "4262",
+      "da_000": "0",
+      "db_000": "0",
+      "dc_000": "3590004",
+      "dd_000": "2026",
+      "de_000": "444",
+      "df_000": "0",
+      "dg_000": "0",
+      "dh_000": "0",
+      "di_000": "0",
+      "dj_000": "0",
+      "dk_000": "0",
+      "dl_000": "0",
+      "dm_000": "0",
+      "dn_000": "44946",
+      "do_000": "62648",
+      "dp_000": "11506",
+      "dq_000": "0",
+      "dr_000": "0",
+      "ds_000": "149474",
+      "dt_000": "35154",
+      "du_000": "457040",
+      "dv_000": "80482",
+      "dx_000": "98334",
+      "dy_000": "27588",
+      "dz_000": "0",
+      "ea_000": "0",
+      "eb_000": "21173050",
+      "ec_00": "1116.06",
+      "ed_000": "1176",
+      "ee_000": "404740",
+      "ee_001": "904230",
+      "ee_002": "622012",
+      "ee_003": "229790",
+      "ee_004": "405298",
+      "ee_005": "347188",
+      "ee_006": "286954",
+      "ee_007": "311560",
+      "ee_008": "433954",
+      "ee_009": "1218",
+      "ef_000": "0",
+      "eg_000": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n18",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=af_000, measure_col=ay_003.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "af_000",
+    "measure_col": "ay_003",
+    "item_col": "at_000",
+    "top_k": 17,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 7033.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4103-6e60-7ce3-af49-b17cfc296a97"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4103-6e60-7ce3-af49-b17cfc296a97"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4103-8301-7ee2-b2f2-60c644780f01"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4103-8301-7ee2-b2f2-60c644780f01"}
+{"type":"turn.started"}
+{"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_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/run_manifest.json

@@ -0,0 +1,69 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "n18",
+  "started_at": "2026-05-19T16:23:24.721927+00:00",
+  "ended_at": "2026-05-19T16:23:36.976191+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_n18_0a3458707cb0db4d",
+    "problem_id": "v2p_n18_6252d2c3b1904d05",
+    "dataset_id": "n18",
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_concentration_consistency",
+    "intended_facet_id": "rare_target_concentration",
+    "variant_semantic_role": "focused_target_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=cg_000, measure_col=cj_000.",
+    "bindings": {
+      "group_col": "cg_000",
+      "measure_col": "cj_000",
+      "top_k": 15,
+      "top_n": 5,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 26188.5312,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "notes": [
+      "default_facets=rare_target_concentration",
+      "template_selection_mode=rule",
+      "problem_index_within_template=2",
+      "sql_variant_index=2/2",
+      "binding_index=85"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 8,
+    "problem_index_within_template": 2,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "error": "AI CLI command failed with exit code 1: "
+}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/trace.jsonl

@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:23:28.603129+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3838.42, "started_at": "2026-05-19T16:23:24.762240+00:00", "ended_at": "2026-05-19T16:23:28.600704+00:00", "prompt_metrics": {"chars": 68685, "bytes_utf8": 68685, "lines": 2148, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410c-98d5-7a02-8b78-dfb1b11cea0b\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:23:36.976073+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 7368.8, "started_at": "2026-05-19T16:23:29.605908+00:00", "ended_at": "2026-05-19T16:23:36.974758+00:00", "prompt_metrics": {"chars": 68685, "bytes_utf8": 68685, "lines": 2148, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410c-abaa-7112-a32c-867f190b5cc6\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}