TabQueryBench commited on
Commit
7919fa2
·
verified ·
1 Parent(s): 591eba4

Add files using upload-large-folder tool

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_attempt_1.metadata.json +43 -0
  2. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_attempt_2.metadata.json +43 -0
  3. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_prompt_attempt_1.txt +720 -0
  4. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_prompt_attempt_2.txt +720 -0
  5. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_response_attempt_1.raw.txt +4 -0
  6. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_response_attempt_1.txt +4 -0
  7. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_response_attempt_2.raw.txt +4 -0
  8. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_response_attempt_2.txt +4 -0
  9. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_stderr_attempt_1.txt +0 -0
  10. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_stderr_attempt_2.txt +0 -0
  11. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_attempt_1.metadata.json +43 -0
  12. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_attempt_2.metadata.json +43 -0
  13. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_prompt_attempt_1.txt +720 -0
  14. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_prompt_attempt_2.txt +720 -0
  15. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_response_attempt_1.raw.txt +4 -0
  16. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_response_attempt_1.txt +4 -0
  17. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_response_attempt_2.raw.txt +4 -0
  18. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_response_attempt_2.txt +4 -0
  19. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_stderr_attempt_1.txt +0 -0
  20. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_stderr_attempt_2.txt +0 -0
  21. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_attempt_1.metadata.json +43 -0
  22. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_attempt_2.metadata.json +43 -0
  23. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_prompt_attempt_1.txt +720 -0
  24. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_prompt_attempt_2.txt +720 -0
  25. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_response_attempt_1.raw.txt +4 -0
  26. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_response_attempt_1.txt +4 -0
  27. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_response_attempt_2.raw.txt +4 -0
  28. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_response_attempt_2.txt +4 -0
  29. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_stderr_attempt_1.txt +0 -0
  30. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_stderr_attempt_2.txt +0 -0
  31. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_attempt_1.metadata.json +43 -0
  32. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_attempt_2.metadata.json +43 -0
  33. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_prompt_attempt_1.txt +723 -0
  34. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_prompt_attempt_2.txt +723 -0
  35. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_response_attempt_1.raw.txt +4 -0
  36. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_response_attempt_1.txt +4 -0
  37. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_response_attempt_2.raw.txt +4 -0
  38. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_response_attempt_2.txt +4 -0
  39. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_stderr_attempt_1.txt +0 -0
  40. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_stderr_attempt_2.txt +0 -0
  41. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_attempt_1.metadata.json +43 -0
  42. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_attempt_2.metadata.json +43 -0
  43. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_prompt_attempt_1.txt +718 -0
  44. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_prompt_attempt_2.txt +718 -0
  45. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_response_attempt_1.raw.txt +4 -0
  46. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_response_attempt_1.txt +4 -0
  47. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_response_attempt_2.raw.txt +4 -0
  48. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_response_attempt_2.txt +4 -0
  49. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_stderr_attempt_1.txt +0 -0
  50. Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_stderr_attempt_2.txt +0 -0
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_attempt_1.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 1,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:10:08.299564+00:00",
6
+ "ended_at": "2026-05-19T16:10:11.501451+00:00",
7
+ "elapsed_ms": 3201.86,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 23811,
11
+ "bytes_utf8": 23811,
12
+ "lines": 720,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_1.txt",
40
+ "response_path": "cli/sql_response_attempt_1.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_1.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_attempt_2.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 2,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:10:12.503396+00:00",
6
+ "ended_at": "2026-05-19T16:10:15.734113+00:00",
7
+ "elapsed_ms": 3230.69,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 23811,
11
+ "bytes_utf8": 23811,
12
+ "lines": 720,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_2.txt",
40
+ "response_path": "cli/sql_response_attempt_2.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_2.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_prompt_attempt_1.txt ADDED
@@ -0,0 +1,720 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_h2o_group_sum",
676
+ "template_name": "Grouped Numeric Sum",
677
+ "primary_family": "subgroup_structure",
678
+ "portability": "partial",
679
+ "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
680
+ "required_roles": [
681
+ "group_col",
682
+ "measure_col"
683
+ ]
684
+ }
685
+ ]
686
+
687
+ Problem instance:
688
+ {
689
+ "dataset_id": "n14",
690
+ "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=target, measure_col=feature_6.",
691
+ "planned_template_id": "tpl_h2o_group_sum",
692
+ "bindings": {
693
+ "group_col": "target",
694
+ "measure_col": "feature_6",
695
+ "top_k": 10,
696
+ "top_n": 4,
697
+ "num_tiles": 10,
698
+ "percentile_value": 0.9,
699
+ "z_threshold": 2.0,
700
+ "fraction_threshold": 0.1,
701
+ "baseline_multiplier": 1.5,
702
+ "baseline_fraction": 0.1,
703
+ "min_group_size": 5,
704
+ "min_support": 5,
705
+ "measure_threshold": 0.06004,
706
+ "time_grain": "month",
707
+ "lookback_rows": 3,
708
+ "current_period_start": "'2024-01-01'",
709
+ "current_period_end": "'2024-04-01'",
710
+ "previous_period_start": "'2023-10-01'",
711
+ "previous_period_end": "'2024-01-01'",
712
+ "drift_ratio_threshold": 0.8
713
+ },
714
+ "can_vary": [],
715
+ "must_fix": [],
716
+ "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
717
+ }
718
+
719
+ Repair context:
720
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,720 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_h2o_group_sum",
676
+ "template_name": "Grouped Numeric Sum",
677
+ "primary_family": "subgroup_structure",
678
+ "portability": "partial",
679
+ "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
680
+ "required_roles": [
681
+ "group_col",
682
+ "measure_col"
683
+ ]
684
+ }
685
+ ]
686
+
687
+ Problem instance:
688
+ {
689
+ "dataset_id": "n14",
690
+ "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=target, measure_col=feature_6.",
691
+ "planned_template_id": "tpl_h2o_group_sum",
692
+ "bindings": {
693
+ "group_col": "target",
694
+ "measure_col": "feature_6",
695
+ "top_k": 10,
696
+ "top_n": 4,
697
+ "num_tiles": 10,
698
+ "percentile_value": 0.9,
699
+ "z_threshold": 2.0,
700
+ "fraction_threshold": 0.1,
701
+ "baseline_multiplier": 1.5,
702
+ "baseline_fraction": 0.1,
703
+ "min_group_size": 5,
704
+ "min_support": 5,
705
+ "measure_threshold": 0.06004,
706
+ "time_grain": "month",
707
+ "lookback_rows": 3,
708
+ "current_period_start": "'2024-01-01'",
709
+ "current_period_end": "'2024-04-01'",
710
+ "previous_period_start": "'2023-10-01'",
711
+ "previous_period_end": "'2024-01-01'",
712
+ "drift_ratio_threshold": 0.8
713
+ },
714
+ "can_vary": [],
715
+ "must_fix": [],
716
+ "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
717
+ }
718
+
719
+ Repair context:
720
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_response_attempt_1.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4100-712e-7171-ad40-c3e24cb2d859"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_response_attempt_1.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4100-712e-7171-ad40-c3e24cb2d859"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_response_attempt_2.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4100-8187-7b52-a821-3f8afc721175"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_response_attempt_2.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4100-8187-7b52-a821-3f8afc721175"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_stderr_attempt_1.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_01e90c519e7d526c/cli/sql_stderr_attempt_2.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_attempt_1.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 1,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:31:05.161065+00:00",
6
+ "ended_at": "2026-05-19T16:31:09.092159+00:00",
7
+ "elapsed_ms": 3931.03,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 23909,
11
+ "bytes_utf8": 23909,
12
+ "lines": 720,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_1.txt",
40
+ "response_path": "cli/sql_response_attempt_1.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_1.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_attempt_2.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 2,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:31:10.096714+00:00",
6
+ "ended_at": "2026-05-19T16:31:13.195904+00:00",
7
+ "elapsed_ms": 3099.13,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 23909,
11
+ "bytes_utf8": 23909,
12
+ "lines": 720,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_2.txt",
40
+ "response_path": "cli/sql_response_attempt_2.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_2.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_prompt_attempt_1.txt ADDED
@@ -0,0 +1,720 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_m4_window_partition_avg",
676
+ "template_name": "Window Partition Average",
677
+ "primary_family": "conditional_dependency_structure",
678
+ "portability": "partial",
679
+ "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
680
+ "required_roles": [
681
+ "group_col",
682
+ "measure_col"
683
+ ]
684
+ }
685
+ ]
686
+
687
+ Problem instance:
688
+ {
689
+ "dataset_id": "n14",
690
+ "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_34, measure_col=feature_33.",
691
+ "planned_template_id": "tpl_m4_window_partition_avg",
692
+ "bindings": {
693
+ "group_col": "feature_34",
694
+ "measure_col": "feature_33",
695
+ "top_k": 19,
696
+ "top_n": 6,
697
+ "num_tiles": 10,
698
+ "percentile_value": 0.9,
699
+ "z_threshold": 2.0,
700
+ "fraction_threshold": 0.05,
701
+ "baseline_multiplier": 1.75,
702
+ "baseline_fraction": 0.1,
703
+ "min_group_size": 5,
704
+ "min_support": 4,
705
+ "measure_threshold": -0.020807,
706
+ "time_grain": "month",
707
+ "lookback_rows": 3,
708
+ "current_period_start": "'2024-01-01'",
709
+ "current_period_end": "'2024-04-01'",
710
+ "previous_period_start": "'2023-10-01'",
711
+ "previous_period_end": "'2024-01-01'",
712
+ "drift_ratio_threshold": 0.8
713
+ },
714
+ "can_vary": [],
715
+ "must_fix": [],
716
+ "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
717
+ }
718
+
719
+ Repair context:
720
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,720 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_m4_window_partition_avg",
676
+ "template_name": "Window Partition Average",
677
+ "primary_family": "conditional_dependency_structure",
678
+ "portability": "partial",
679
+ "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
680
+ "required_roles": [
681
+ "group_col",
682
+ "measure_col"
683
+ ]
684
+ }
685
+ ]
686
+
687
+ Problem instance:
688
+ {
689
+ "dataset_id": "n14",
690
+ "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_34, measure_col=feature_33.",
691
+ "planned_template_id": "tpl_m4_window_partition_avg",
692
+ "bindings": {
693
+ "group_col": "feature_34",
694
+ "measure_col": "feature_33",
695
+ "top_k": 19,
696
+ "top_n": 6,
697
+ "num_tiles": 10,
698
+ "percentile_value": 0.9,
699
+ "z_threshold": 2.0,
700
+ "fraction_threshold": 0.05,
701
+ "baseline_multiplier": 1.75,
702
+ "baseline_fraction": 0.1,
703
+ "min_group_size": 5,
704
+ "min_support": 4,
705
+ "measure_threshold": -0.020807,
706
+ "time_grain": "month",
707
+ "lookback_rows": 3,
708
+ "current_period_start": "'2024-01-01'",
709
+ "current_period_end": "'2024-04-01'",
710
+ "previous_period_start": "'2023-10-01'",
711
+ "previous_period_end": "'2024-01-01'",
712
+ "drift_ratio_threshold": 0.8
713
+ },
714
+ "can_vary": [],
715
+ "must_fix": [],
716
+ "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
717
+ }
718
+
719
+ Repair context:
720
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_response_attempt_1.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4113-9f4f-7373-943d-446aff096a99"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_response_attempt_1.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4113-9f4f-7373-943d-446aff096a99"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_response_attempt_2.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4113-b295-7a92-80f0-90911bac1d33"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_response_attempt_2.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4113-b295-7a92-80f0-90911bac1d33"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_stderr_attempt_1.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0552b32d093a269e/cli/sql_stderr_attempt_2.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_attempt_1.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 1,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:09:00.002182+00:00",
6
+ "ended_at": "2026-05-19T16:09:03.318805+00:00",
7
+ "elapsed_ms": 3316.59,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 23822,
11
+ "bytes_utf8": 23822,
12
+ "lines": 720,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_1.txt",
40
+ "response_path": "cli/sql_response_attempt_1.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_1.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_attempt_2.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 2,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:09:04.320985+00:00",
6
+ "ended_at": "2026-05-19T16:09:07.647779+00:00",
7
+ "elapsed_ms": 3326.75,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 23822,
11
+ "bytes_utf8": 23822,
12
+ "lines": 720,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_2.txt",
40
+ "response_path": "cli/sql_response_attempt_2.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_2.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_prompt_attempt_1.txt ADDED
@@ -0,0 +1,720 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_h2o_group_sum",
676
+ "template_name": "Grouped Numeric Sum",
677
+ "primary_family": "subgroup_structure",
678
+ "portability": "partial",
679
+ "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
680
+ "required_roles": [
681
+ "group_col",
682
+ "measure_col"
683
+ ]
684
+ }
685
+ ]
686
+
687
+ Problem instance:
688
+ {
689
+ "dataset_id": "n14",
690
+ "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=feature_10, measure_col=feature_1.",
691
+ "planned_template_id": "tpl_h2o_group_sum",
692
+ "bindings": {
693
+ "group_col": "feature_10",
694
+ "measure_col": "feature_1",
695
+ "top_k": 15,
696
+ "top_n": 4,
697
+ "num_tiles": 10,
698
+ "percentile_value": 0.9,
699
+ "z_threshold": 2.0,
700
+ "fraction_threshold": 0.05,
701
+ "baseline_multiplier": 1.75,
702
+ "baseline_fraction": 0.1,
703
+ "min_group_size": 5,
704
+ "min_support": 4,
705
+ "measure_threshold": 0.027384,
706
+ "time_grain": "month",
707
+ "lookback_rows": 3,
708
+ "current_period_start": "'2024-01-01'",
709
+ "current_period_end": "'2024-04-01'",
710
+ "previous_period_start": "'2023-10-01'",
711
+ "previous_period_end": "'2024-01-01'",
712
+ "drift_ratio_threshold": 0.8
713
+ },
714
+ "can_vary": [],
715
+ "must_fix": [],
716
+ "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
717
+ }
718
+
719
+ Repair context:
720
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,720 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_h2o_group_sum",
676
+ "template_name": "Grouped Numeric Sum",
677
+ "primary_family": "subgroup_structure",
678
+ "portability": "partial",
679
+ "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
680
+ "required_roles": [
681
+ "group_col",
682
+ "measure_col"
683
+ ]
684
+ }
685
+ ]
686
+
687
+ Problem instance:
688
+ {
689
+ "dataset_id": "n14",
690
+ "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=feature_10, measure_col=feature_1.",
691
+ "planned_template_id": "tpl_h2o_group_sum",
692
+ "bindings": {
693
+ "group_col": "feature_10",
694
+ "measure_col": "feature_1",
695
+ "top_k": 15,
696
+ "top_n": 4,
697
+ "num_tiles": 10,
698
+ "percentile_value": 0.9,
699
+ "z_threshold": 2.0,
700
+ "fraction_threshold": 0.05,
701
+ "baseline_multiplier": 1.75,
702
+ "baseline_fraction": 0.1,
703
+ "min_group_size": 5,
704
+ "min_support": 4,
705
+ "measure_threshold": 0.027384,
706
+ "time_grain": "month",
707
+ "lookback_rows": 3,
708
+ "current_period_start": "'2024-01-01'",
709
+ "current_period_end": "'2024-04-01'",
710
+ "previous_period_start": "'2023-10-01'",
711
+ "previous_period_end": "'2024-01-01'",
712
+ "drift_ratio_threshold": 0.8
713
+ },
714
+ "can_vary": [],
715
+ "must_fix": [],
716
+ "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
717
+ }
718
+
719
+ Repair context:
720
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_response_attempt_1.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e40ff-6662-7981-856d-89e5bad58efe"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_response_attempt_1.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e40ff-6662-7981-856d-89e5bad58efe"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_response_attempt_2.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e40ff-7747-7011-bd3c-bbeeaf095314"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_response_attempt_2.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e40ff-7747-7011-bd3c-bbeeaf095314"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_stderr_attempt_1.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05d37abdc9671e19/cli/sql_stderr_attempt_2.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_attempt_1.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 1,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:25:24.624635+00:00",
6
+ "ended_at": "2026-05-19T16:25:28.167922+00:00",
7
+ "elapsed_ms": 3543.24,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 24065,
11
+ "bytes_utf8": 24065,
12
+ "lines": 723,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_1.txt",
40
+ "response_path": "cli/sql_response_attempt_1.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_1.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_attempt_2.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 2,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:25:29.171080+00:00",
6
+ "ended_at": "2026-05-19T16:25:32.618192+00:00",
7
+ "elapsed_ms": 3447.06,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 24065,
11
+ "bytes_utf8": 24065,
12
+ "lines": 723,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_2.txt",
40
+ "response_path": "cli/sql_response_attempt_2.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_2.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_prompt_attempt_1.txt ADDED
@@ -0,0 +1,723 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_m4_group_condition_rate",
676
+ "template_name": "Grouped Condition Rate",
677
+ "primary_family": "conditional_dependency_structure",
678
+ "portability": "yes",
679
+ "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
680
+ "required_roles": [
681
+ "group_col",
682
+ "condition_col"
683
+ ]
684
+ }
685
+ ]
686
+
687
+ Problem instance:
688
+ {
689
+ "dataset_id": "n14",
690
+ "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_34, condition_col=target.",
691
+ "planned_template_id": "tpl_m4_group_condition_rate",
692
+ "bindings": {
693
+ "group_col": "feature_34",
694
+ "condition_col": "target",
695
+ "condition_value": "6",
696
+ "positive_value": "6",
697
+ "negative_value": "1",
698
+ "top_k": 13,
699
+ "top_n": 5,
700
+ "num_tiles": 10,
701
+ "percentile_value": 0.95,
702
+ "z_threshold": 2.0,
703
+ "fraction_threshold": 0.1,
704
+ "baseline_multiplier": 1.5,
705
+ "baseline_fraction": 0.1,
706
+ "min_group_size": 5,
707
+ "min_support": 5,
708
+ "measure_threshold": -0.23945,
709
+ "time_grain": "month",
710
+ "lookback_rows": 3,
711
+ "current_period_start": "'2024-01-01'",
712
+ "current_period_end": "'2024-04-01'",
713
+ "previous_period_start": "'2023-10-01'",
714
+ "previous_period_end": "'2024-01-01'",
715
+ "drift_ratio_threshold": 0.8
716
+ },
717
+ "can_vary": [],
718
+ "must_fix": [],
719
+ "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
720
+ }
721
+
722
+ Repair context:
723
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,723 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_m4_group_condition_rate",
676
+ "template_name": "Grouped Condition Rate",
677
+ "primary_family": "conditional_dependency_structure",
678
+ "portability": "yes",
679
+ "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
680
+ "required_roles": [
681
+ "group_col",
682
+ "condition_col"
683
+ ]
684
+ }
685
+ ]
686
+
687
+ Problem instance:
688
+ {
689
+ "dataset_id": "n14",
690
+ "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_34, condition_col=target.",
691
+ "planned_template_id": "tpl_m4_group_condition_rate",
692
+ "bindings": {
693
+ "group_col": "feature_34",
694
+ "condition_col": "target",
695
+ "condition_value": "6",
696
+ "positive_value": "6",
697
+ "negative_value": "1",
698
+ "top_k": 13,
699
+ "top_n": 5,
700
+ "num_tiles": 10,
701
+ "percentile_value": 0.95,
702
+ "z_threshold": 2.0,
703
+ "fraction_threshold": 0.1,
704
+ "baseline_multiplier": 1.5,
705
+ "baseline_fraction": 0.1,
706
+ "min_group_size": 5,
707
+ "min_support": 5,
708
+ "measure_threshold": -0.23945,
709
+ "time_grain": "month",
710
+ "lookback_rows": 3,
711
+ "current_period_start": "'2024-01-01'",
712
+ "current_period_end": "'2024-04-01'",
713
+ "previous_period_start": "'2023-10-01'",
714
+ "previous_period_end": "'2024-01-01'",
715
+ "drift_ratio_threshold": 0.8
716
+ },
717
+ "can_vary": [],
718
+ "must_fix": [],
719
+ "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
720
+ }
721
+
722
+ Repair context:
723
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_response_attempt_1.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e410e-6d51-7872-a559-77e8f569dfb2"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_response_attempt_1.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e410e-6d51-7872-a559-77e8f569dfb2"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_response_attempt_2.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e410e-7ebe-7af2-8f6c-623ee4e08bd1"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_response_attempt_2.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e410e-7ebe-7af2-8f6c-623ee4e08bd1"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_stderr_attempt_1.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_05e9abb8a13bbc8e/cli/sql_stderr_attempt_2.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_attempt_1.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 1,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:28:18.909581+00:00",
6
+ "ended_at": "2026-05-19T16:28:23.330014+00:00",
7
+ "elapsed_ms": 4420.38,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 23809,
11
+ "bytes_utf8": 23809,
12
+ "lines": 718,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_1.txt",
40
+ "response_path": "cli/sql_response_attempt_1.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_1.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_attempt_2.metadata.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "attempt": 2,
3
+ "phase": "sql_generation",
4
+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
5
+ "started_at": "2026-05-19T16:28:24.332523+00:00",
6
+ "ended_at": "2026-05-19T16:28:27.651082+00:00",
7
+ "elapsed_ms": 3318.51,
8
+ "returncode": 1,
9
+ "prompt_metrics": {
10
+ "chars": 23809,
11
+ "bytes_utf8": 23809,
12
+ "lines": 718,
13
+ "estimated_tokens": null
14
+ },
15
+ "stdout_metrics": {
16
+ "chars": 281,
17
+ "bytes_utf8": 281,
18
+ "lines": 4,
19
+ "estimated_tokens": null
20
+ },
21
+ "stderr_metrics": {
22
+ "chars": 0,
23
+ "bytes_utf8": 0,
24
+ "lines": 0,
25
+ "estimated_tokens": null
26
+ },
27
+ "parsed_output": {
28
+ "format": "jsonl_events",
29
+ "text_metrics": {
30
+ "chars": 280,
31
+ "bytes_utf8": 280,
32
+ "lines": 4,
33
+ "estimated_tokens": null
34
+ },
35
+ "usage": {}
36
+ },
37
+ "status": "failed",
38
+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_2.txt",
40
+ "response_path": "cli/sql_response_attempt_2.txt",
41
+ "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
42
+ "stderr_path": "cli/sql_stderr_attempt_2.txt"
43
+ }
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_prompt_attempt_1.txt ADDED
@@ -0,0 +1,718 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_tail_low_support_group_count_v2",
676
+ "template_name": "Low-Support Group Count",
677
+ "primary_family": "tail_rarity_structure",
678
+ "portability": "yes",
679
+ "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};",
680
+ "required_roles": [
681
+ "group_col"
682
+ ]
683
+ }
684
+ ]
685
+
686
+ Problem instance:
687
+ {
688
+ "dataset_id": "n14",
689
+ "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=feature_10.",
690
+ "planned_template_id": "tpl_tail_low_support_group_count_v2",
691
+ "bindings": {
692
+ "group_col": "feature_10",
693
+ "top_k": 15,
694
+ "top_n": 4,
695
+ "num_tiles": 10,
696
+ "percentile_value": 0.9,
697
+ "z_threshold": 2.0,
698
+ "fraction_threshold": 0.05,
699
+ "baseline_multiplier": 1.75,
700
+ "baseline_fraction": 0.1,
701
+ "min_group_size": 5,
702
+ "min_support": 4,
703
+ "measure_threshold": 0.41921,
704
+ "time_grain": "month",
705
+ "lookback_rows": 3,
706
+ "current_period_start": "'2024-01-01'",
707
+ "current_period_end": "'2024-04-01'",
708
+ "previous_period_start": "'2023-10-01'",
709
+ "previous_period_end": "'2024-01-01'",
710
+ "drift_ratio_threshold": 0.8
711
+ },
712
+ "can_vary": [],
713
+ "must_fix": [],
714
+ "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};"
715
+ }
716
+
717
+ Repair context:
718
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,718 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ You are generating one SQLite SELECT query for a single-table SQL QA task.
2
+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
3
+ Rules:
4
+ - Use only the provided table and columns.
5
+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
6
+ - Prefer the planned template and bound roles when provided.
7
+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
8
+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
9
+ - Quote identifiers with double quotes.
10
+ - Return no markdown and no extra prose.
11
+
12
+ Dataset context:
13
+ Dataset context for SQL QA:
14
+ - dataset_id: n14
15
+ - dataset_name: N14
16
+ - table_name: n14
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 51 feature columns and target `target`.
19
+ - task_type: classification
20
+ - target_column: target
21
+ - main_row_count: 2000
22
+ - important_fields:
23
+ - feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 1.
24
+ - feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 2.
25
+ - feature_3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 3.
26
+ - feature_4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 4.
27
+ - feature_5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 5.
28
+ - feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 6.
29
+ - feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 7.
30
+ - feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 8.
31
+ - feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9.
32
+ - feature_10: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 10.
33
+ - feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 11.
34
+ - feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 12.
35
+ - feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 13.
36
+ - feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14.
37
+ - feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 15.
38
+ - feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 16.
39
+ - feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 17.
40
+ - feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18.
41
+ - feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 19.
42
+ - feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20.
43
+ - feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 21.
44
+ - feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22.
45
+ - feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23.
46
+ - feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24.
47
+ - feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 25.
48
+ - feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 26.
49
+ - feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 27.
50
+ - feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 28.
51
+ - feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 29.
52
+ - feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30.
53
+ - feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 31.
54
+ - feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32.
55
+ - feature_33: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 33.
56
+ - feature_34: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 34.
57
+ - feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35.
58
+ - feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 36.
59
+ - feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 37.
60
+ - feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 38.
61
+ - feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 39.
62
+ - feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 40.
63
+ - feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 41.
64
+ - feature_42: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 42.
65
+ - feature_43: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 43.
66
+ - feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 44.
67
+ - feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 45.
68
+ - feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 46.
69
+ - feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 47.
70
+ - feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 48.
71
+ - feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49.
72
+ - feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 50.
73
+ - feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51.
74
+ - target: role=target, type=categorical_ordinal_target. ordered=['1', '2', '4', '5', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for target.
75
+ - useful_field_combinations: [['feature_10', 'feature_33', 'target'], ['feature_10', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']]
76
+ - fields_requiring_caution: ['target', 'feature_1', 'feature_2', 'feature_3']
77
+ - source_url: https://www.openml.org/d/44663
78
+
79
+ SQLite schema snapshot:
80
+ {
81
+ "table_name": "n14",
82
+ "quoted_table_name": "\"n14\"",
83
+ "row_count": 2000,
84
+ "columns": [
85
+ {
86
+ "name": "feature_1",
87
+ "type": "TEXT",
88
+ "notnull": false,
89
+ "pk": false
90
+ },
91
+ {
92
+ "name": "feature_2",
93
+ "type": "TEXT",
94
+ "notnull": false,
95
+ "pk": false
96
+ },
97
+ {
98
+ "name": "feature_3",
99
+ "type": "TEXT",
100
+ "notnull": false,
101
+ "pk": false
102
+ },
103
+ {
104
+ "name": "feature_4",
105
+ "type": "TEXT",
106
+ "notnull": false,
107
+ "pk": false
108
+ },
109
+ {
110
+ "name": "feature_5",
111
+ "type": "TEXT",
112
+ "notnull": false,
113
+ "pk": false
114
+ },
115
+ {
116
+ "name": "feature_6",
117
+ "type": "TEXT",
118
+ "notnull": false,
119
+ "pk": false
120
+ },
121
+ {
122
+ "name": "feature_7",
123
+ "type": "TEXT",
124
+ "notnull": false,
125
+ "pk": false
126
+ },
127
+ {
128
+ "name": "feature_8",
129
+ "type": "TEXT",
130
+ "notnull": false,
131
+ "pk": false
132
+ },
133
+ {
134
+ "name": "feature_9",
135
+ "type": "TEXT",
136
+ "notnull": false,
137
+ "pk": false
138
+ },
139
+ {
140
+ "name": "feature_10",
141
+ "type": "TEXT",
142
+ "notnull": false,
143
+ "pk": false
144
+ },
145
+ {
146
+ "name": "feature_11",
147
+ "type": "TEXT",
148
+ "notnull": false,
149
+ "pk": false
150
+ },
151
+ {
152
+ "name": "feature_12",
153
+ "type": "TEXT",
154
+ "notnull": false,
155
+ "pk": false
156
+ },
157
+ {
158
+ "name": "feature_13",
159
+ "type": "TEXT",
160
+ "notnull": false,
161
+ "pk": false
162
+ },
163
+ {
164
+ "name": "feature_14",
165
+ "type": "TEXT",
166
+ "notnull": false,
167
+ "pk": false
168
+ },
169
+ {
170
+ "name": "feature_15",
171
+ "type": "TEXT",
172
+ "notnull": false,
173
+ "pk": false
174
+ },
175
+ {
176
+ "name": "feature_16",
177
+ "type": "TEXT",
178
+ "notnull": false,
179
+ "pk": false
180
+ },
181
+ {
182
+ "name": "feature_17",
183
+ "type": "TEXT",
184
+ "notnull": false,
185
+ "pk": false
186
+ },
187
+ {
188
+ "name": "feature_18",
189
+ "type": "TEXT",
190
+ "notnull": false,
191
+ "pk": false
192
+ },
193
+ {
194
+ "name": "feature_19",
195
+ "type": "TEXT",
196
+ "notnull": false,
197
+ "pk": false
198
+ },
199
+ {
200
+ "name": "feature_20",
201
+ "type": "TEXT",
202
+ "notnull": false,
203
+ "pk": false
204
+ },
205
+ {
206
+ "name": "feature_21",
207
+ "type": "TEXT",
208
+ "notnull": false,
209
+ "pk": false
210
+ },
211
+ {
212
+ "name": "feature_22",
213
+ "type": "TEXT",
214
+ "notnull": false,
215
+ "pk": false
216
+ },
217
+ {
218
+ "name": "feature_23",
219
+ "type": "TEXT",
220
+ "notnull": false,
221
+ "pk": false
222
+ },
223
+ {
224
+ "name": "feature_24",
225
+ "type": "TEXT",
226
+ "notnull": false,
227
+ "pk": false
228
+ },
229
+ {
230
+ "name": "feature_25",
231
+ "type": "TEXT",
232
+ "notnull": false,
233
+ "pk": false
234
+ },
235
+ {
236
+ "name": "feature_26",
237
+ "type": "TEXT",
238
+ "notnull": false,
239
+ "pk": false
240
+ },
241
+ {
242
+ "name": "feature_27",
243
+ "type": "TEXT",
244
+ "notnull": false,
245
+ "pk": false
246
+ },
247
+ {
248
+ "name": "feature_28",
249
+ "type": "TEXT",
250
+ "notnull": false,
251
+ "pk": false
252
+ },
253
+ {
254
+ "name": "feature_29",
255
+ "type": "TEXT",
256
+ "notnull": false,
257
+ "pk": false
258
+ },
259
+ {
260
+ "name": "feature_30",
261
+ "type": "TEXT",
262
+ "notnull": false,
263
+ "pk": false
264
+ },
265
+ {
266
+ "name": "feature_31",
267
+ "type": "TEXT",
268
+ "notnull": false,
269
+ "pk": false
270
+ },
271
+ {
272
+ "name": "feature_32",
273
+ "type": "TEXT",
274
+ "notnull": false,
275
+ "pk": false
276
+ },
277
+ {
278
+ "name": "feature_33",
279
+ "type": "TEXT",
280
+ "notnull": false,
281
+ "pk": false
282
+ },
283
+ {
284
+ "name": "feature_34",
285
+ "type": "TEXT",
286
+ "notnull": false,
287
+ "pk": false
288
+ },
289
+ {
290
+ "name": "feature_35",
291
+ "type": "TEXT",
292
+ "notnull": false,
293
+ "pk": false
294
+ },
295
+ {
296
+ "name": "feature_36",
297
+ "type": "TEXT",
298
+ "notnull": false,
299
+ "pk": false
300
+ },
301
+ {
302
+ "name": "feature_37",
303
+ "type": "TEXT",
304
+ "notnull": false,
305
+ "pk": false
306
+ },
307
+ {
308
+ "name": "feature_38",
309
+ "type": "TEXT",
310
+ "notnull": false,
311
+ "pk": false
312
+ },
313
+ {
314
+ "name": "feature_39",
315
+ "type": "TEXT",
316
+ "notnull": false,
317
+ "pk": false
318
+ },
319
+ {
320
+ "name": "feature_40",
321
+ "type": "TEXT",
322
+ "notnull": false,
323
+ "pk": false
324
+ },
325
+ {
326
+ "name": "feature_41",
327
+ "type": "TEXT",
328
+ "notnull": false,
329
+ "pk": false
330
+ },
331
+ {
332
+ "name": "feature_42",
333
+ "type": "TEXT",
334
+ "notnull": false,
335
+ "pk": false
336
+ },
337
+ {
338
+ "name": "feature_43",
339
+ "type": "TEXT",
340
+ "notnull": false,
341
+ "pk": false
342
+ },
343
+ {
344
+ "name": "feature_44",
345
+ "type": "TEXT",
346
+ "notnull": false,
347
+ "pk": false
348
+ },
349
+ {
350
+ "name": "feature_45",
351
+ "type": "TEXT",
352
+ "notnull": false,
353
+ "pk": false
354
+ },
355
+ {
356
+ "name": "feature_46",
357
+ "type": "TEXT",
358
+ "notnull": false,
359
+ "pk": false
360
+ },
361
+ {
362
+ "name": "feature_47",
363
+ "type": "TEXT",
364
+ "notnull": false,
365
+ "pk": false
366
+ },
367
+ {
368
+ "name": "feature_48",
369
+ "type": "TEXT",
370
+ "notnull": false,
371
+ "pk": false
372
+ },
373
+ {
374
+ "name": "feature_49",
375
+ "type": "TEXT",
376
+ "notnull": false,
377
+ "pk": false
378
+ },
379
+ {
380
+ "name": "feature_50",
381
+ "type": "TEXT",
382
+ "notnull": false,
383
+ "pk": false
384
+ },
385
+ {
386
+ "name": "feature_51",
387
+ "type": "TEXT",
388
+ "notnull": false,
389
+ "pk": false
390
+ },
391
+ {
392
+ "name": "target",
393
+ "type": "TEXT",
394
+ "notnull": false,
395
+ "pk": false
396
+ }
397
+ ],
398
+ "sample_rows": [
399
+ {
400
+ "feature_1": "0.45211",
401
+ "feature_2": "-0.31925",
402
+ "feature_3": "-0.98411",
403
+ "feature_4": "-0.13769",
404
+ "feature_5": "-0.33954",
405
+ "feature_6": "1.1749",
406
+ "feature_7": "-0.1568",
407
+ "feature_8": "-0.55397",
408
+ "feature_9": "-0.28429",
409
+ "feature_10": "-0.7775",
410
+ "feature_11": "-0.79958",
411
+ "feature_12": "-0.37283",
412
+ "feature_13": "-0.30653",
413
+ "feature_14": "-3.4736",
414
+ "feature_15": "-0.16284",
415
+ "feature_16": "-1.4041",
416
+ "feature_17": "-0.040878",
417
+ "feature_18": "5.307",
418
+ "feature_19": "4.0034",
419
+ "feature_20": "9.3294",
420
+ "feature_21": "4.0886",
421
+ "feature_22": "0.020912",
422
+ "feature_23": "-0.022059",
423
+ "feature_24": "-0.4775",
424
+ "feature_25": "-0.4805",
425
+ "feature_26": "2.5928",
426
+ "feature_27": "2.8029",
427
+ "feature_28": "0.10459",
428
+ "feature_29": "1.0303",
429
+ "feature_30": "-0.44033",
430
+ "feature_31": "4.6948",
431
+ "feature_32": "-3.4736",
432
+ "feature_33": "-0.092482",
433
+ "feature_34": "-0.22559",
434
+ "feature_35": "-0.42105",
435
+ "feature_36": "-0.35232",
436
+ "feature_37": "-0.049982",
437
+ "feature_38": "1.5377",
438
+ "feature_39": "-0.048832",
439
+ "feature_40": "6.5201",
440
+ "feature_41": "-0.22282",
441
+ "feature_42": "28.545",
442
+ "feature_43": "-0.11229",
443
+ "feature_44": "-0.57834",
444
+ "feature_45": "-2.4037",
445
+ "feature_46": "-0.54541",
446
+ "feature_47": "-0.55678",
447
+ "feature_48": "-0.4899",
448
+ "feature_49": "1.9107",
449
+ "feature_50": "-0.46486",
450
+ "feature_51": "-1.7821",
451
+ "target": "6"
452
+ },
453
+ {
454
+ "feature_1": "-0.81225",
455
+ "feature_2": "-0.83196",
456
+ "feature_3": "-0.50501",
457
+ "feature_4": "-0.75295",
458
+ "feature_5": "-0.90213",
459
+ "feature_6": "-0.31074",
460
+ "feature_7": "0.92518",
461
+ "feature_8": "0.39943",
462
+ "feature_9": "0.39425",
463
+ "feature_10": "-0.36924",
464
+ "feature_11": "-0.674",
465
+ "feature_12": "-0.26728",
466
+ "feature_13": "-0.14946",
467
+ "feature_14": "0.5526",
468
+ "feature_15": "-0.16784",
469
+ "feature_16": "0.69752",
470
+ "feature_17": "-0.15922",
471
+ "feature_18": "-1.1126",
472
+ "feature_19": "-0.69626",
473
+ "feature_20": "-0.28811",
474
+ "feature_21": "-0.070088",
475
+ "feature_22": "-0.86058",
476
+ "feature_23": "-0.04105",
477
+ "feature_24": "-0.4775",
478
+ "feature_25": "-0.47313",
479
+ "feature_26": "-0.6184",
480
+ "feature_27": "-0.4927",
481
+ "feature_28": "-0.11823",
482
+ "feature_29": "-0.18731",
483
+ "feature_30": "-0.045005",
484
+ "feature_31": "-0.67335",
485
+ "feature_32": "0.5526",
486
+ "feature_33": "0.050869",
487
+ "feature_34": "-0.22559",
488
+ "feature_35": "-0.020493",
489
+ "feature_36": "-0.09507",
490
+ "feature_37": "-0.40052",
491
+ "feature_38": "-0.61062",
492
+ "feature_39": "-0.36328",
493
+ "feature_40": "-0.26431",
494
+ "feature_41": "-0.39991",
495
+ "feature_42": "-0.16374",
496
+ "feature_43": "0.026975",
497
+ "feature_44": "-0.57834",
498
+ "feature_45": "-0.058829",
499
+ "feature_46": "-0.47263",
500
+ "feature_47": "-0.55678",
501
+ "feature_48": "-0.4899",
502
+ "feature_49": "-0.78459",
503
+ "feature_50": "0.17317",
504
+ "feature_51": "0.73721",
505
+ "target": "3"
506
+ },
507
+ {
508
+ "feature_1": "0.62514",
509
+ "feature_2": "0.83152",
510
+ "feature_3": "-0.15694",
511
+ "feature_4": "0.58369",
512
+ "feature_5": "0.36196",
513
+ "feature_6": "0.032973",
514
+ "feature_7": "-0.33536",
515
+ "feature_8": "-0.41777",
516
+ "feature_9": "-0.23699",
517
+ "feature_10": "-0.64141",
518
+ "feature_11": "-0.6322",
519
+ "feature_12": "-0.35436",
520
+ "feature_13": "-0.27017",
521
+ "feature_14": "0.25437",
522
+ "feature_15": "-0.10938",
523
+ "feature_16": "-0.47098",
524
+ "feature_17": "-0.081087",
525
+ "feature_18": "0.58673",
526
+ "feature_19": "-0.2304",
527
+ "feature_20": "-0.28811",
528
+ "feature_21": "-0.32629",
529
+ "feature_22": "1.4901",
530
+ "feature_23": "0.87592",
531
+ "feature_24": "0.96512",
532
+ "feature_25": "0.19161",
533
+ "feature_26": "0.18967",
534
+ "feature_27": "0.24043",
535
+ "feature_28": "-0.10486",
536
+ "feature_29": "-0.14172",
537
+ "feature_30": "-0.3415",
538
+ "feature_31": "-0.10496",
539
+ "feature_32": "0.25437",
540
+ "feature_33": "-0.092482",
541
+ "feature_34": "0.5974",
542
+ "feature_35": "-0.42105",
543
+ "feature_36": "-0.35232",
544
+ "feature_37": "0.061217",
545
+ "feature_38": "0.21441",
546
+ "feature_39": "0.059837",
547
+ "feature_40": "-0.26431",
548
+ "feature_41": "0.066676",
549
+ "feature_42": "-0.16374",
550
+ "feature_43": "-0.11229",
551
+ "feature_44": "-0.53486",
552
+ "feature_45": "0.99018",
553
+ "feature_46": "-0.42896",
554
+ "feature_47": "-0.51262",
555
+ "feature_48": "-0.4348",
556
+ "feature_49": "-0.74034",
557
+ "feature_50": "-0.46486",
558
+ "feature_51": "0.88763",
559
+ "target": "1"
560
+ },
561
+ {
562
+ "feature_1": "-0.80783",
563
+ "feature_2": "-0.9033",
564
+ "feature_3": "-0.5539",
565
+ "feature_4": "-0.76689",
566
+ "feature_5": "-0.87888",
567
+ "feature_6": "-0.30215",
568
+ "feature_7": "0.90111",
569
+ "feature_8": "0.39943",
570
+ "feature_9": "0.40448",
571
+ "feature_10": "-0.36924",
572
+ "feature_11": "-0.68179",
573
+ "feature_12": "-0.26728",
574
+ "feature_13": "-0.15007",
575
+ "feature_14": "0.75143",
576
+ "feature_15": "-0.1682",
577
+ "feature_16": "0.71243",
578
+ "feature_17": "-0.1592",
579
+ "feature_18": "-0.82935",
580
+ "feature_19": "-0.6045",
581
+ "feature_20": "-0.28811",
582
+ "feature_21": "-0.11177",
583
+ "feature_22": "-0.86058",
584
+ "feature_23": "-0.028633",
585
+ "feature_24": "-0.4775",
586
+ "feature_25": "-0.47887",
587
+ "feature_26": "-0.5222",
588
+ "feature_27": "-0.43662",
589
+ "feature_28": "-0.11823",
590
+ "feature_29": "-0.19594",
591
+ "feature_30": "-0.44033",
592
+ "feature_31": "-0.67335",
593
+ "feature_32": "0.75143",
594
+ "feature_33": "-0.020807",
595
+ "feature_34": "-0.22559",
596
+ "feature_35": "0.78062",
597
+ "feature_36": "0.54805",
598
+ "feature_37": "-0.39735",
599
+ "feature_38": "-0.60591",
600
+ "feature_39": "-0.35981",
601
+ "feature_40": "-0.26431",
602
+ "feature_41": "-0.39991",
603
+ "feature_42": "-0.16374",
604
+ "feature_43": "-0.04266",
605
+ "feature_44": "-0.46964",
606
+ "feature_45": "0.002878",
607
+ "feature_46": "-0.36346",
608
+ "feature_47": "-0.47398",
609
+ "feature_48": "-0.38659",
610
+ "feature_49": "-0.70162",
611
+ "feature_50": "0.26432",
612
+ "feature_51": "0.62579",
613
+ "target": "2"
614
+ },
615
+ {
616
+ "feature_1": "0.97122",
617
+ "feature_2": "0.83152",
618
+ "feature_3": "-0.57052",
619
+ "feature_4": "0.9959",
620
+ "feature_5": "0.76282",
621
+ "feature_6": "0.032973",
622
+ "feature_7": "-0.69248",
623
+ "feature_8": "-0.55397",
624
+ "feature_9": "-0.47347",
625
+ "feature_10": "0.039015",
626
+ "feature_11": "1.4722",
627
+ "feature_12": "-0.3438",
628
+ "feature_13": "-0.16783",
629
+ "feature_14": "-0.93859",
630
+ "feature_15": "-0.19478",
631
+ "feature_16": "0.38728",
632
+ "feature_17": "-0.132",
633
+ "feature_18": "0.58673",
634
+ "feature_19": "0.4817",
635
+ "feature_20": "-1.3567",
636
+ "feature_21": "-0.30768",
637
+ "feature_22": "0.29638",
638
+ "feature_23": "0.003719",
639
+ "feature_24": "-0.29717",
640
+ "feature_25": "0.1141",
641
+ "feature_26": "0.33638",
642
+ "feature_27": "0.11553",
643
+ "feature_28": "-0.096781",
644
+ "feature_29": "-0.18849",
645
+ "feature_30": "-0.44033",
646
+ "feature_31": "1.4739",
647
+ "feature_32": "-0.93859",
648
+ "feature_33": "-0.092482",
649
+ "feature_34": "-0.22559",
650
+ "feature_35": "-0.42105",
651
+ "feature_36": "-0.35232",
652
+ "feature_37": "-0.20036",
653
+ "feature_38": "-0.32996",
654
+ "feature_39": "-0.15288",
655
+ "feature_40": "-0.26431",
656
+ "feature_41": "-0.19525",
657
+ "feature_42": "-0.16374",
658
+ "feature_43": "-0.11229",
659
+ "feature_44": "0.20676",
660
+ "feature_45": "0.99018",
661
+ "feature_46": "-0.50498",
662
+ "feature_47": "0.2099",
663
+ "feature_48": "0.46669",
664
+ "feature_49": "-0.01628",
665
+ "feature_50": "-0.36359",
666
+ "feature_51": "0.12751",
667
+ "target": "6"
668
+ }
669
+ ]
670
+ }
671
+
672
+ Shortlisted templates:
673
+ [
674
+ {
675
+ "template_id": "tpl_tail_low_support_group_count_v2",
676
+ "template_name": "Low-Support Group Count",
677
+ "primary_family": "tail_rarity_structure",
678
+ "portability": "yes",
679
+ "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};",
680
+ "required_roles": [
681
+ "group_col"
682
+ ]
683
+ }
684
+ ]
685
+
686
+ Problem instance:
687
+ {
688
+ "dataset_id": "n14",
689
+ "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=feature_10.",
690
+ "planned_template_id": "tpl_tail_low_support_group_count_v2",
691
+ "bindings": {
692
+ "group_col": "feature_10",
693
+ "top_k": 15,
694
+ "top_n": 4,
695
+ "num_tiles": 10,
696
+ "percentile_value": 0.9,
697
+ "z_threshold": 2.0,
698
+ "fraction_threshold": 0.05,
699
+ "baseline_multiplier": 1.75,
700
+ "baseline_fraction": 0.1,
701
+ "min_group_size": 5,
702
+ "min_support": 4,
703
+ "measure_threshold": 0.41921,
704
+ "time_grain": "month",
705
+ "lookback_rows": 3,
706
+ "current_period_start": "'2024-01-01'",
707
+ "current_period_end": "'2024-04-01'",
708
+ "previous_period_start": "'2023-10-01'",
709
+ "previous_period_end": "'2024-01-01'",
710
+ "drift_ratio_threshold": 0.8
711
+ },
712
+ "can_vary": [],
713
+ "must_fix": [],
714
+ "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};"
715
+ }
716
+
717
+ Repair context:
718
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_response_attempt_1.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4111-15b1-7a73-96b5-56a07e693843"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_response_attempt_1.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4111-15b1-7a73-96b5-56a07e693843"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_response_attempt_2.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4111-2afa-7501-bfe2-e83a30f4714f"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_response_attempt_2.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4111-2afa-7501-bfe2-e83a30f4714f"}
2
+ {"type":"turn.started"}
3
+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
4
+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_stderr_attempt_1.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_087248aabf90280b/cli/sql_stderr_attempt_2.txt ADDED
File without changes