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  1. Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_attempt_1.metadata.json +43 -0
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+ You are generating one SQLite SELECT query for a single-table SQL QA task.
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+ Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
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+ Rules:
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+ - Use only the provided table and columns.
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+ - Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
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+ - Prefer the planned template and bound roles when provided.
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+ - Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
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+ - Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
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+ - Quote identifiers with double quotes.
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+ - Return no markdown and no extra prose.
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+
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+ Dataset context:
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+ Dataset context for SQL QA:
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+ - dataset_id: m5
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+ - dataset_name: Predict Students Dropout And Academic Success
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+ - table_name: m5
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+ - table_layout: single-table dataset (do not assume joins).
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+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
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+ - task_type: classification
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+ - target_column: Target
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+ - main_row_count: 4424
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+ - important_fields:
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+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
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+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
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+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
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+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
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+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
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+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
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+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
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+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
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+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
313
+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
318
+ "Curricular units 1st sem (evaluations)": "0",
319
+ "Curricular units 1st sem (approved)": "0",
320
+ "Curricular units 1st sem (grade)": "0.0",
321
+ "Curricular units 1st sem (without evaluations)": "0",
322
+ "Curricular units 2nd sem (credited)": "0",
323
+ "Curricular units 2nd sem (enrolled)": "0",
324
+ "Curricular units 2nd sem (evaluations)": "0",
325
+ "Curricular units 2nd sem (approved)": "0",
326
+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
337
+ "Course": "9254",
338
+ "Daytime/evening attendance": "1",
339
+ "Previous qualification": "1",
340
+ "Previous qualification (grade)": "160.0",
341
+ "Nacionality": "1",
342
+ "Mother's qualification": "1",
343
+ "Father's qualification": "3",
344
+ "Mother's occupation": "3",
345
+ "Father's occupation": "3",
346
+ "Admission grade": "142.5",
347
+ "Displaced": "1",
348
+ "Educational special needs": "0",
349
+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
351
+ "Gender": "1",
352
+ "Scholarship holder": "0",
353
+ "Age at enrollment": "19",
354
+ "International": "0",
355
+ "Curricular units 1st sem (credited)": "0",
356
+ "Curricular units 1st sem (enrolled)": "6",
357
+ "Curricular units 1st sem (evaluations)": "6",
358
+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
361
+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
363
+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
377
+ "Daytime/evening attendance": "1",
378
+ "Previous qualification": "1",
379
+ "Previous qualification (grade)": "122.0",
380
+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
391
+ "Scholarship holder": "0",
392
+ "Age at enrollment": "19",
393
+ "International": "0",
394
+ "Curricular units 1st sem (credited)": "0",
395
+ "Curricular units 1st sem (enrolled)": "6",
396
+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
400
+ "Curricular units 2nd sem (credited)": "0",
401
+ "Curricular units 2nd sem (enrolled)": "6",
402
+ "Curricular units 2nd sem (evaluations)": "0",
403
+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
413
+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
416
+ "Daytime/evening attendance": "1",
417
+ "Previous qualification": "1",
418
+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
424
+ "Admission grade": "119.6",
425
+ "Displaced": "1",
426
+ "Educational special needs": "0",
427
+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
434
+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
437
+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
459
+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_m4_quantile_tail_slice",
496
+ "template_name": "Quantile Tail Slice",
497
+ "primary_family": "tail_rarity_structure",
498
+ "portability": "partial",
499
+ "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;",
500
+ "required_roles": [
501
+ "measure_col"
502
+ ]
503
+ }
504
+ ]
505
+
506
+ Problem instance:
507
+ {
508
+ "dataset_id": "m5",
509
+ "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Admission grade.",
510
+ "planned_template_id": "tpl_m4_quantile_tail_slice",
511
+ "bindings": {
512
+ "measure_col": "Admission grade",
513
+ "top_k": 12,
514
+ "top_n": 6,
515
+ "num_tiles": 10,
516
+ "percentile_value": 0.9,
517
+ "z_threshold": 2.0,
518
+ "fraction_threshold": 0.1,
519
+ "baseline_multiplier": 1.5,
520
+ "baseline_fraction": 0.1,
521
+ "min_group_size": 5,
522
+ "min_support": 5,
523
+ "measure_threshold": 134.8,
524
+ "time_grain": "month",
525
+ "lookback_rows": 3,
526
+ "current_period_start": "'2024-01-01'",
527
+ "current_period_end": "'2024-04-01'",
528
+ "previous_period_start": "'2023-10-01'",
529
+ "previous_period_end": "'2024-01-01'",
530
+ "drift_ratio_threshold": 0.8
531
+ },
532
+ "can_vary": [],
533
+ "must_fix": [],
534
+ "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;"
535
+ }
536
+
537
+ Repair context:
538
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,538 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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: m5
15
+ - dataset_name: Predict Students Dropout And Academic Success
16
+ - table_name: m5
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
19
+ - task_type: classification
20
+ - target_column: Target
21
+ - main_row_count: 4424
22
+ - important_fields:
23
+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
24
+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
25
+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
26
+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
27
+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
28
+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
29
+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
30
+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
70
+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
313
+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
318
+ "Curricular units 1st sem (evaluations)": "0",
319
+ "Curricular units 1st sem (approved)": "0",
320
+ "Curricular units 1st sem (grade)": "0.0",
321
+ "Curricular units 1st sem (without evaluations)": "0",
322
+ "Curricular units 2nd sem (credited)": "0",
323
+ "Curricular units 2nd sem (enrolled)": "0",
324
+ "Curricular units 2nd sem (evaluations)": "0",
325
+ "Curricular units 2nd sem (approved)": "0",
326
+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
337
+ "Course": "9254",
338
+ "Daytime/evening attendance": "1",
339
+ "Previous qualification": "1",
340
+ "Previous qualification (grade)": "160.0",
341
+ "Nacionality": "1",
342
+ "Mother's qualification": "1",
343
+ "Father's qualification": "3",
344
+ "Mother's occupation": "3",
345
+ "Father's occupation": "3",
346
+ "Admission grade": "142.5",
347
+ "Displaced": "1",
348
+ "Educational special needs": "0",
349
+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
351
+ "Gender": "1",
352
+ "Scholarship holder": "0",
353
+ "Age at enrollment": "19",
354
+ "International": "0",
355
+ "Curricular units 1st sem (credited)": "0",
356
+ "Curricular units 1st sem (enrolled)": "6",
357
+ "Curricular units 1st sem (evaluations)": "6",
358
+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
361
+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
363
+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
377
+ "Daytime/evening attendance": "1",
378
+ "Previous qualification": "1",
379
+ "Previous qualification (grade)": "122.0",
380
+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
391
+ "Scholarship holder": "0",
392
+ "Age at enrollment": "19",
393
+ "International": "0",
394
+ "Curricular units 1st sem (credited)": "0",
395
+ "Curricular units 1st sem (enrolled)": "6",
396
+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
400
+ "Curricular units 2nd sem (credited)": "0",
401
+ "Curricular units 2nd sem (enrolled)": "6",
402
+ "Curricular units 2nd sem (evaluations)": "0",
403
+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
413
+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
416
+ "Daytime/evening attendance": "1",
417
+ "Previous qualification": "1",
418
+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
424
+ "Admission grade": "119.6",
425
+ "Displaced": "1",
426
+ "Educational special needs": "0",
427
+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
434
+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
437
+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
459
+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_m4_quantile_tail_slice",
496
+ "template_name": "Quantile Tail Slice",
497
+ "primary_family": "tail_rarity_structure",
498
+ "portability": "partial",
499
+ "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;",
500
+ "required_roles": [
501
+ "measure_col"
502
+ ]
503
+ }
504
+ ]
505
+
506
+ Problem instance:
507
+ {
508
+ "dataset_id": "m5",
509
+ "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Admission grade.",
510
+ "planned_template_id": "tpl_m4_quantile_tail_slice",
511
+ "bindings": {
512
+ "measure_col": "Admission grade",
513
+ "top_k": 12,
514
+ "top_n": 6,
515
+ "num_tiles": 10,
516
+ "percentile_value": 0.9,
517
+ "z_threshold": 2.0,
518
+ "fraction_threshold": 0.1,
519
+ "baseline_multiplier": 1.5,
520
+ "baseline_fraction": 0.1,
521
+ "min_group_size": 5,
522
+ "min_support": 5,
523
+ "measure_threshold": 134.8,
524
+ "time_grain": "month",
525
+ "lookback_rows": 3,
526
+ "current_period_start": "'2024-01-01'",
527
+ "current_period_end": "'2024-04-01'",
528
+ "previous_period_start": "'2023-10-01'",
529
+ "previous_period_end": "'2024-01-01'",
530
+ "drift_ratio_threshold": 0.8
531
+ },
532
+ "can_vary": [],
533
+ "must_fix": [],
534
+ "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;"
535
+ }
536
+
537
+ Repair context:
538
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_1.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4105-681b-75b1-bee2-e26e737af3f7"}
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_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_1.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4105-681b-75b1-bee2-e26e737af3f7"}
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_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_2.raw.txt ADDED
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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: m5
15
+ - dataset_name: Predict Students Dropout And Academic Success
16
+ - table_name: m5
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
19
+ - task_type: classification
20
+ - target_column: Target
21
+ - main_row_count: 4424
22
+ - important_fields:
23
+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
24
+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
25
+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
26
+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
27
+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
28
+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
29
+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
30
+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
70
+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
313
+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
318
+ "Curricular units 1st sem (evaluations)": "0",
319
+ "Curricular units 1st sem (approved)": "0",
320
+ "Curricular units 1st sem (grade)": "0.0",
321
+ "Curricular units 1st sem (without evaluations)": "0",
322
+ "Curricular units 2nd sem (credited)": "0",
323
+ "Curricular units 2nd sem (enrolled)": "0",
324
+ "Curricular units 2nd sem (evaluations)": "0",
325
+ "Curricular units 2nd sem (approved)": "0",
326
+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
337
+ "Course": "9254",
338
+ "Daytime/evening attendance": "1",
339
+ "Previous qualification": "1",
340
+ "Previous qualification (grade)": "160.0",
341
+ "Nacionality": "1",
342
+ "Mother's qualification": "1",
343
+ "Father's qualification": "3",
344
+ "Mother's occupation": "3",
345
+ "Father's occupation": "3",
346
+ "Admission grade": "142.5",
347
+ "Displaced": "1",
348
+ "Educational special needs": "0",
349
+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
351
+ "Gender": "1",
352
+ "Scholarship holder": "0",
353
+ "Age at enrollment": "19",
354
+ "International": "0",
355
+ "Curricular units 1st sem (credited)": "0",
356
+ "Curricular units 1st sem (enrolled)": "6",
357
+ "Curricular units 1st sem (evaluations)": "6",
358
+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
361
+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
363
+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
377
+ "Daytime/evening attendance": "1",
378
+ "Previous qualification": "1",
379
+ "Previous qualification (grade)": "122.0",
380
+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
391
+ "Scholarship holder": "0",
392
+ "Age at enrollment": "19",
393
+ "International": "0",
394
+ "Curricular units 1st sem (credited)": "0",
395
+ "Curricular units 1st sem (enrolled)": "6",
396
+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
400
+ "Curricular units 2nd sem (credited)": "0",
401
+ "Curricular units 2nd sem (enrolled)": "6",
402
+ "Curricular units 2nd sem (evaluations)": "0",
403
+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
413
+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
416
+ "Daytime/evening attendance": "1",
417
+ "Previous qualification": "1",
418
+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
424
+ "Admission grade": "119.6",
425
+ "Displaced": "1",
426
+ "Educational special needs": "0",
427
+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
434
+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
437
+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
459
+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_tail_low_support_group_count_v2",
496
+ "template_name": "Low-Support Group Count",
497
+ "primary_family": "tail_rarity_structure",
498
+ "portability": "yes",
499
+ "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};",
500
+ "required_roles": [
501
+ "group_col"
502
+ ]
503
+ }
504
+ ]
505
+
506
+ Problem instance:
507
+ {
508
+ "dataset_id": "m5",
509
+ "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Curricular units 1st sem (approved).",
510
+ "planned_template_id": "tpl_tail_low_support_group_count_v2",
511
+ "bindings": {
512
+ "group_col": "Curricular units 1st sem (approved)",
513
+ "top_k": 16,
514
+ "top_n": 5,
515
+ "num_tiles": 10,
516
+ "percentile_value": 0.95,
517
+ "z_threshold": 2.0,
518
+ "fraction_threshold": 0.05,
519
+ "baseline_multiplier": 1.75,
520
+ "baseline_fraction": 0.1,
521
+ "min_group_size": 5,
522
+ "min_support": 4,
523
+ "measure_threshold": 9.0,
524
+ "time_grain": "month",
525
+ "lookback_rows": 3,
526
+ "current_period_start": "'2024-01-01'",
527
+ "current_period_end": "'2024-04-01'",
528
+ "previous_period_start": "'2023-10-01'",
529
+ "previous_period_end": "'2024-01-01'",
530
+ "drift_ratio_threshold": 0.8
531
+ },
532
+ "can_vary": [],
533
+ "must_fix": [],
534
+ "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};"
535
+ }
536
+
537
+ Repair context:
538
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,538 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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: m5
15
+ - dataset_name: Predict Students Dropout And Academic Success
16
+ - table_name: m5
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
19
+ - task_type: classification
20
+ - target_column: Target
21
+ - main_row_count: 4424
22
+ - important_fields:
23
+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
24
+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
25
+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
26
+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
27
+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
28
+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
29
+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
30
+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
70
+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
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+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
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+ "Curricular units 1st sem (evaluations)": "0",
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+ "Curricular units 1st sem (approved)": "0",
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+ "Curricular units 1st sem (grade)": "0.0",
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+ "Curricular units 1st sem (without evaluations)": "0",
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+ "Curricular units 2nd sem (credited)": "0",
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+ "Curricular units 2nd sem (enrolled)": "0",
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+ "Curricular units 2nd sem (evaluations)": "0",
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+ "Curricular units 2nd sem (approved)": "0",
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+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
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+ "Course": "9254",
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+ "Daytime/evening attendance": "1",
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+ "Previous qualification": "1",
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+ "Previous qualification (grade)": "160.0",
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+ "Nacionality": "1",
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+ "Mother's qualification": "1",
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+ "Father's qualification": "3",
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+ "Mother's occupation": "3",
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+ "Father's occupation": "3",
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+ "Admission grade": "142.5",
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+ "Displaced": "1",
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+ "Educational special needs": "0",
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+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
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+ "Gender": "1",
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+ "Scholarship holder": "0",
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+ "Age at enrollment": "19",
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+ "International": "0",
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+ "Curricular units 1st sem (credited)": "0",
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+ "Curricular units 1st sem (enrolled)": "6",
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+ "Curricular units 1st sem (evaluations)": "6",
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+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
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+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
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+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
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+ "Daytime/evening attendance": "1",
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+ "Previous qualification": "1",
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+ "Previous qualification (grade)": "122.0",
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+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
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+ "Scholarship holder": "0",
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+ "Age at enrollment": "19",
393
+ "International": "0",
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+ "Curricular units 1st sem (credited)": "0",
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+ "Curricular units 1st sem (enrolled)": "6",
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+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
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+ "Curricular units 2nd sem (credited)": "0",
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+ "Curricular units 2nd sem (enrolled)": "6",
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+ "Curricular units 2nd sem (evaluations)": "0",
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+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
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+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
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+ "Daytime/evening attendance": "1",
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+ "Previous qualification": "1",
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+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
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+ "Admission grade": "119.6",
425
+ "Displaced": "1",
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+ "Educational special needs": "0",
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+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
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+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
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+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
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+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_tail_low_support_group_count_v2",
496
+ "template_name": "Low-Support Group Count",
497
+ "primary_family": "tail_rarity_structure",
498
+ "portability": "yes",
499
+ "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};",
500
+ "required_roles": [
501
+ "group_col"
502
+ ]
503
+ }
504
+ ]
505
+
506
+ Problem instance:
507
+ {
508
+ "dataset_id": "m5",
509
+ "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Curricular units 1st sem (approved).",
510
+ "planned_template_id": "tpl_tail_low_support_group_count_v2",
511
+ "bindings": {
512
+ "group_col": "Curricular units 1st sem (approved)",
513
+ "top_k": 16,
514
+ "top_n": 5,
515
+ "num_tiles": 10,
516
+ "percentile_value": 0.95,
517
+ "z_threshold": 2.0,
518
+ "fraction_threshold": 0.05,
519
+ "baseline_multiplier": 1.75,
520
+ "baseline_fraction": 0.1,
521
+ "min_group_size": 5,
522
+ "min_support": 4,
523
+ "measure_threshold": 9.0,
524
+ "time_grain": "month",
525
+ "lookback_rows": 3,
526
+ "current_period_start": "'2024-01-01'",
527
+ "current_period_end": "'2024-04-01'",
528
+ "previous_period_start": "'2023-10-01'",
529
+ "previous_period_end": "'2024-01-01'",
530
+ "drift_ratio_threshold": 0.8
531
+ },
532
+ "can_vary": [],
533
+ "must_fix": [],
534
+ "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};"
535
+ }
536
+
537
+ Repair context:
538
+ {}
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+ {"type":"turn.started"}
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+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
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+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_stderr_attempt_1.txt ADDED
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+ {
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+ "phase": "sql_generation",
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+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
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+ "prompt_path": "cli/sql_prompt_attempt_1.txt",
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+ "response_path": "cli/sql_response_attempt_1.txt",
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+ "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
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+ }
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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: m5
15
+ - dataset_name: Predict Students Dropout And Academic Success
16
+ - table_name: m5
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
19
+ - task_type: classification
20
+ - target_column: Target
21
+ - main_row_count: 4424
22
+ - important_fields:
23
+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
24
+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
25
+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
26
+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
27
+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
28
+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
29
+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
30
+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
70
+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
313
+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
318
+ "Curricular units 1st sem (evaluations)": "0",
319
+ "Curricular units 1st sem (approved)": "0",
320
+ "Curricular units 1st sem (grade)": "0.0",
321
+ "Curricular units 1st sem (without evaluations)": "0",
322
+ "Curricular units 2nd sem (credited)": "0",
323
+ "Curricular units 2nd sem (enrolled)": "0",
324
+ "Curricular units 2nd sem (evaluations)": "0",
325
+ "Curricular units 2nd sem (approved)": "0",
326
+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
337
+ "Course": "9254",
338
+ "Daytime/evening attendance": "1",
339
+ "Previous qualification": "1",
340
+ "Previous qualification (grade)": "160.0",
341
+ "Nacionality": "1",
342
+ "Mother's qualification": "1",
343
+ "Father's qualification": "3",
344
+ "Mother's occupation": "3",
345
+ "Father's occupation": "3",
346
+ "Admission grade": "142.5",
347
+ "Displaced": "1",
348
+ "Educational special needs": "0",
349
+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
351
+ "Gender": "1",
352
+ "Scholarship holder": "0",
353
+ "Age at enrollment": "19",
354
+ "International": "0",
355
+ "Curricular units 1st sem (credited)": "0",
356
+ "Curricular units 1st sem (enrolled)": "6",
357
+ "Curricular units 1st sem (evaluations)": "6",
358
+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
361
+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
363
+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
377
+ "Daytime/evening attendance": "1",
378
+ "Previous qualification": "1",
379
+ "Previous qualification (grade)": "122.0",
380
+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
391
+ "Scholarship holder": "0",
392
+ "Age at enrollment": "19",
393
+ "International": "0",
394
+ "Curricular units 1st sem (credited)": "0",
395
+ "Curricular units 1st sem (enrolled)": "6",
396
+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
400
+ "Curricular units 2nd sem (credited)": "0",
401
+ "Curricular units 2nd sem (enrolled)": "6",
402
+ "Curricular units 2nd sem (evaluations)": "0",
403
+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
413
+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
416
+ "Daytime/evening attendance": "1",
417
+ "Previous qualification": "1",
418
+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
424
+ "Admission grade": "119.6",
425
+ "Displaced": "1",
426
+ "Educational special needs": "0",
427
+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
434
+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
437
+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
459
+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_grouped_percentile_point",
496
+ "template_name": "Grouped Percentile Point",
497
+ "primary_family": "tail_rarity_structure",
498
+ "portability": "yes",
499
+ "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
500
+ "required_roles": [
501
+ "group_col",
502
+ "measure_col"
503
+ ]
504
+ }
505
+ ]
506
+
507
+ Problem instance:
508
+ {
509
+ "dataset_id": "m5",
510
+ "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 1st sem (approved), measure_col=Previous qualification.",
511
+ "planned_template_id": "tpl_grouped_percentile_point",
512
+ "bindings": {
513
+ "group_col": "Curricular units 1st sem (approved)",
514
+ "measure_col": "Previous qualification",
515
+ "top_k": 18,
516
+ "top_n": 4,
517
+ "num_tiles": 10,
518
+ "percentile_value": 0.9,
519
+ "z_threshold": 2.0,
520
+ "fraction_threshold": 0.05,
521
+ "baseline_multiplier": 1.75,
522
+ "baseline_fraction": 0.1,
523
+ "min_group_size": 5,
524
+ "min_support": 4,
525
+ "measure_threshold": 1.0,
526
+ "time_grain": "month",
527
+ "lookback_rows": 3,
528
+ "current_period_start": "'2024-01-01'",
529
+ "current_period_end": "'2024-04-01'",
530
+ "previous_period_start": "'2023-10-01'",
531
+ "previous_period_end": "'2024-01-01'",
532
+ "drift_ratio_threshold": 0.8
533
+ },
534
+ "can_vary": [],
535
+ "must_fix": [],
536
+ "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
537
+ }
538
+
539
+ Repair context:
540
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,540 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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: m5
15
+ - dataset_name: Predict Students Dropout And Academic Success
16
+ - table_name: m5
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
19
+ - task_type: classification
20
+ - target_column: Target
21
+ - main_row_count: 4424
22
+ - important_fields:
23
+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
24
+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
25
+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
26
+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
27
+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
28
+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
29
+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
30
+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
70
+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
313
+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
318
+ "Curricular units 1st sem (evaluations)": "0",
319
+ "Curricular units 1st sem (approved)": "0",
320
+ "Curricular units 1st sem (grade)": "0.0",
321
+ "Curricular units 1st sem (without evaluations)": "0",
322
+ "Curricular units 2nd sem (credited)": "0",
323
+ "Curricular units 2nd sem (enrolled)": "0",
324
+ "Curricular units 2nd sem (evaluations)": "0",
325
+ "Curricular units 2nd sem (approved)": "0",
326
+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
337
+ "Course": "9254",
338
+ "Daytime/evening attendance": "1",
339
+ "Previous qualification": "1",
340
+ "Previous qualification (grade)": "160.0",
341
+ "Nacionality": "1",
342
+ "Mother's qualification": "1",
343
+ "Father's qualification": "3",
344
+ "Mother's occupation": "3",
345
+ "Father's occupation": "3",
346
+ "Admission grade": "142.5",
347
+ "Displaced": "1",
348
+ "Educational special needs": "0",
349
+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
351
+ "Gender": "1",
352
+ "Scholarship holder": "0",
353
+ "Age at enrollment": "19",
354
+ "International": "0",
355
+ "Curricular units 1st sem (credited)": "0",
356
+ "Curricular units 1st sem (enrolled)": "6",
357
+ "Curricular units 1st sem (evaluations)": "6",
358
+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
361
+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
363
+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
377
+ "Daytime/evening attendance": "1",
378
+ "Previous qualification": "1",
379
+ "Previous qualification (grade)": "122.0",
380
+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
391
+ "Scholarship holder": "0",
392
+ "Age at enrollment": "19",
393
+ "International": "0",
394
+ "Curricular units 1st sem (credited)": "0",
395
+ "Curricular units 1st sem (enrolled)": "6",
396
+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
400
+ "Curricular units 2nd sem (credited)": "0",
401
+ "Curricular units 2nd sem (enrolled)": "6",
402
+ "Curricular units 2nd sem (evaluations)": "0",
403
+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
413
+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
416
+ "Daytime/evening attendance": "1",
417
+ "Previous qualification": "1",
418
+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
424
+ "Admission grade": "119.6",
425
+ "Displaced": "1",
426
+ "Educational special needs": "0",
427
+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
434
+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
437
+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
459
+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_grouped_percentile_point",
496
+ "template_name": "Grouped Percentile Point",
497
+ "primary_family": "tail_rarity_structure",
498
+ "portability": "yes",
499
+ "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
500
+ "required_roles": [
501
+ "group_col",
502
+ "measure_col"
503
+ ]
504
+ }
505
+ ]
506
+
507
+ Problem instance:
508
+ {
509
+ "dataset_id": "m5",
510
+ "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 1st sem (approved), measure_col=Previous qualification.",
511
+ "planned_template_id": "tpl_grouped_percentile_point",
512
+ "bindings": {
513
+ "group_col": "Curricular units 1st sem (approved)",
514
+ "measure_col": "Previous qualification",
515
+ "top_k": 18,
516
+ "top_n": 4,
517
+ "num_tiles": 10,
518
+ "percentile_value": 0.9,
519
+ "z_threshold": 2.0,
520
+ "fraction_threshold": 0.05,
521
+ "baseline_multiplier": 1.75,
522
+ "baseline_fraction": 0.1,
523
+ "min_group_size": 5,
524
+ "min_support": 4,
525
+ "measure_threshold": 1.0,
526
+ "time_grain": "month",
527
+ "lookback_rows": 3,
528
+ "current_period_start": "'2024-01-01'",
529
+ "current_period_end": "'2024-04-01'",
530
+ "previous_period_start": "'2023-10-01'",
531
+ "previous_period_end": "'2024-01-01'",
532
+ "drift_ratio_threshold": 0.8
533
+ },
534
+ "can_vary": [],
535
+ "must_fix": [],
536
+ "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
537
+ }
538
+
539
+ Repair context:
540
+ {}
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+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
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+ {"type":"turn.started"}
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+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
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+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_2.raw.txt ADDED
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+ {"type":"thread.started","thread_id":"019e4109-bcd4-7c60-8526-402ba2ca769b"}
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+ {"type":"turn.started"}
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+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
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+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_2.txt ADDED
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+ {"type":"thread.started","thread_id":"019e4109-bcd4-7c60-8526-402ba2ca769b"}
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+ {"type":"turn.started"}
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+ {"type":"error","message":"Quota exceeded. Check your plan and billing details."}
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+ {"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_stderr_attempt_1.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_stderr_attempt_2.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_attempt_1.metadata.json ADDED
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+ {
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+ "attempt": 1,
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+ "phase": "sql_generation",
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+ "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
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+ "started_at": "2026-05-19T16:16:24.938883+00:00",
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+ },
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+ "usage": {}
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+ },
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+ "status": "failed",
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+ "error": "AI CLI command failed with exit code 1: ",
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+ "prompt_path": "cli/sql_prompt_attempt_1.txt",
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+ "response_path": "cli/sql_response_attempt_1.txt",
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+ "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
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+ "stderr_path": "cli/sql_stderr_attempt_1.txt"
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+ }
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_attempt_2.metadata.json ADDED
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+ {
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+ "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 -",
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+ "started_at": "2026-05-19T16:16:29.985552+00:00",
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+ },
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+ "usage": {}
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+ },
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+ "status": "failed",
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+ "error": "AI CLI command failed with exit code 1: ",
39
+ "prompt_path": "cli/sql_prompt_attempt_2.txt",
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+ "response_path": "cli/sql_response_attempt_2.txt",
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+ "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
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+ "stderr_path": "cli/sql_stderr_attempt_2.txt"
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+ }
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_prompt_attempt_1.txt ADDED
@@ -0,0 +1,540 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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: m5
15
+ - dataset_name: Predict Students Dropout And Academic Success
16
+ - table_name: m5
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
19
+ - task_type: classification
20
+ - target_column: Target
21
+ - main_row_count: 4424
22
+ - important_fields:
23
+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
24
+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
25
+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
26
+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
27
+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
28
+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
29
+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
30
+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
70
+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
313
+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
318
+ "Curricular units 1st sem (evaluations)": "0",
319
+ "Curricular units 1st sem (approved)": "0",
320
+ "Curricular units 1st sem (grade)": "0.0",
321
+ "Curricular units 1st sem (without evaluations)": "0",
322
+ "Curricular units 2nd sem (credited)": "0",
323
+ "Curricular units 2nd sem (enrolled)": "0",
324
+ "Curricular units 2nd sem (evaluations)": "0",
325
+ "Curricular units 2nd sem (approved)": "0",
326
+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
337
+ "Course": "9254",
338
+ "Daytime/evening attendance": "1",
339
+ "Previous qualification": "1",
340
+ "Previous qualification (grade)": "160.0",
341
+ "Nacionality": "1",
342
+ "Mother's qualification": "1",
343
+ "Father's qualification": "3",
344
+ "Mother's occupation": "3",
345
+ "Father's occupation": "3",
346
+ "Admission grade": "142.5",
347
+ "Displaced": "1",
348
+ "Educational special needs": "0",
349
+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
351
+ "Gender": "1",
352
+ "Scholarship holder": "0",
353
+ "Age at enrollment": "19",
354
+ "International": "0",
355
+ "Curricular units 1st sem (credited)": "0",
356
+ "Curricular units 1st sem (enrolled)": "6",
357
+ "Curricular units 1st sem (evaluations)": "6",
358
+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
361
+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
363
+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
377
+ "Daytime/evening attendance": "1",
378
+ "Previous qualification": "1",
379
+ "Previous qualification (grade)": "122.0",
380
+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
391
+ "Scholarship holder": "0",
392
+ "Age at enrollment": "19",
393
+ "International": "0",
394
+ "Curricular units 1st sem (credited)": "0",
395
+ "Curricular units 1st sem (enrolled)": "6",
396
+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
400
+ "Curricular units 2nd sem (credited)": "0",
401
+ "Curricular units 2nd sem (enrolled)": "6",
402
+ "Curricular units 2nd sem (evaluations)": "0",
403
+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
413
+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
416
+ "Daytime/evening attendance": "1",
417
+ "Previous qualification": "1",
418
+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
424
+ "Admission grade": "119.6",
425
+ "Displaced": "1",
426
+ "Educational special needs": "0",
427
+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
434
+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
437
+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
459
+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_tpch_relative_total_threshold",
496
+ "template_name": "Relative-to-Total Extreme Threshold",
497
+ "primary_family": "tail_rarity_structure",
498
+ "portability": "partial",
499
+ "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
500
+ "required_roles": [
501
+ "group_col",
502
+ "measure_col"
503
+ ]
504
+ }
505
+ ]
506
+
507
+ Problem instance:
508
+ {
509
+ "dataset_id": "m5",
510
+ "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Father's qualification, measure_col=Curricular units 1st sem (without evaluations).",
511
+ "planned_template_id": "tpl_tpch_relative_total_threshold",
512
+ "bindings": {
513
+ "group_col": "Father's qualification",
514
+ "measure_col": "Curricular units 1st sem (without evaluations)",
515
+ "top_k": 14,
516
+ "top_n": 5,
517
+ "num_tiles": 10,
518
+ "percentile_value": 0.95,
519
+ "z_threshold": 2.0,
520
+ "fraction_threshold": 0.1,
521
+ "baseline_multiplier": 1.5,
522
+ "baseline_fraction": 0.1,
523
+ "min_group_size": 5,
524
+ "min_support": 5,
525
+ "measure_threshold": 0.0,
526
+ "time_grain": "month",
527
+ "lookback_rows": 3,
528
+ "current_period_start": "'2024-01-01'",
529
+ "current_period_end": "'2024-04-01'",
530
+ "previous_period_start": "'2023-10-01'",
531
+ "previous_period_end": "'2024-01-01'",
532
+ "drift_ratio_threshold": 0.8
533
+ },
534
+ "can_vary": [],
535
+ "must_fix": [],
536
+ "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
537
+ }
538
+
539
+ Repair context:
540
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,540 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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: m5
15
+ - dataset_name: Predict Students Dropout And Academic Success
16
+ - table_name: m5
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
19
+ - task_type: classification
20
+ - target_column: Target
21
+ - main_row_count: 4424
22
+ - important_fields:
23
+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
24
+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
25
+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
26
+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
27
+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
28
+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
29
+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
30
+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
70
+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
313
+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
318
+ "Curricular units 1st sem (evaluations)": "0",
319
+ "Curricular units 1st sem (approved)": "0",
320
+ "Curricular units 1st sem (grade)": "0.0",
321
+ "Curricular units 1st sem (without evaluations)": "0",
322
+ "Curricular units 2nd sem (credited)": "0",
323
+ "Curricular units 2nd sem (enrolled)": "0",
324
+ "Curricular units 2nd sem (evaluations)": "0",
325
+ "Curricular units 2nd sem (approved)": "0",
326
+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
337
+ "Course": "9254",
338
+ "Daytime/evening attendance": "1",
339
+ "Previous qualification": "1",
340
+ "Previous qualification (grade)": "160.0",
341
+ "Nacionality": "1",
342
+ "Mother's qualification": "1",
343
+ "Father's qualification": "3",
344
+ "Mother's occupation": "3",
345
+ "Father's occupation": "3",
346
+ "Admission grade": "142.5",
347
+ "Displaced": "1",
348
+ "Educational special needs": "0",
349
+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
351
+ "Gender": "1",
352
+ "Scholarship holder": "0",
353
+ "Age at enrollment": "19",
354
+ "International": "0",
355
+ "Curricular units 1st sem (credited)": "0",
356
+ "Curricular units 1st sem (enrolled)": "6",
357
+ "Curricular units 1st sem (evaluations)": "6",
358
+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
361
+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
363
+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
377
+ "Daytime/evening attendance": "1",
378
+ "Previous qualification": "1",
379
+ "Previous qualification (grade)": "122.0",
380
+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
391
+ "Scholarship holder": "0",
392
+ "Age at enrollment": "19",
393
+ "International": "0",
394
+ "Curricular units 1st sem (credited)": "0",
395
+ "Curricular units 1st sem (enrolled)": "6",
396
+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
400
+ "Curricular units 2nd sem (credited)": "0",
401
+ "Curricular units 2nd sem (enrolled)": "6",
402
+ "Curricular units 2nd sem (evaluations)": "0",
403
+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
413
+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
416
+ "Daytime/evening attendance": "1",
417
+ "Previous qualification": "1",
418
+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
424
+ "Admission grade": "119.6",
425
+ "Displaced": "1",
426
+ "Educational special needs": "0",
427
+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
434
+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
437
+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
459
+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_tpch_relative_total_threshold",
496
+ "template_name": "Relative-to-Total Extreme Threshold",
497
+ "primary_family": "tail_rarity_structure",
498
+ "portability": "partial",
499
+ "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
500
+ "required_roles": [
501
+ "group_col",
502
+ "measure_col"
503
+ ]
504
+ }
505
+ ]
506
+
507
+ Problem instance:
508
+ {
509
+ "dataset_id": "m5",
510
+ "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Father's qualification, measure_col=Curricular units 1st sem (without evaluations).",
511
+ "planned_template_id": "tpl_tpch_relative_total_threshold",
512
+ "bindings": {
513
+ "group_col": "Father's qualification",
514
+ "measure_col": "Curricular units 1st sem (without evaluations)",
515
+ "top_k": 14,
516
+ "top_n": 5,
517
+ "num_tiles": 10,
518
+ "percentile_value": 0.95,
519
+ "z_threshold": 2.0,
520
+ "fraction_threshold": 0.1,
521
+ "baseline_multiplier": 1.5,
522
+ "baseline_fraction": 0.1,
523
+ "min_group_size": 5,
524
+ "min_support": 5,
525
+ "measure_threshold": 0.0,
526
+ "time_grain": "month",
527
+ "lookback_rows": 3,
528
+ "current_period_start": "'2024-01-01'",
529
+ "current_period_end": "'2024-04-01'",
530
+ "previous_period_start": "'2023-10-01'",
531
+ "previous_period_end": "'2024-01-01'",
532
+ "drift_ratio_threshold": 0.8
533
+ },
534
+ "can_vary": [],
535
+ "must_fix": [],
536
+ "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
537
+ }
538
+
539
+ Repair context:
540
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_1.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
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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_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_1.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
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+ {"type":"thread.started","thread_id":"019e4106-30e5-7f90-b360-9d910366718e"}
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_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_2.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
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+ {"type":"thread.started","thread_id":"019e4106-448c-78b3-b483-a17bb3b227e7"}
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_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_2.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e4106-448c-78b3-b483-a17bb3b227e7"}
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_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_stderr_attempt_1.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_stderr_attempt_2.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/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": "2026-05-19T16:09:21.197740+00:00",
6
+ "ended_at": "2026-05-19T16:09:24.379715+00:00",
7
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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: m5
15
+ - dataset_name: Predict Students Dropout And Academic Success
16
+ - table_name: m5
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
19
+ - task_type: classification
20
+ - target_column: Target
21
+ - main_row_count: 4424
22
+ - important_fields:
23
+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
24
+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
25
+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
26
+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
27
+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
28
+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
29
+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
30
+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
70
+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
313
+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
318
+ "Curricular units 1st sem (evaluations)": "0",
319
+ "Curricular units 1st sem (approved)": "0",
320
+ "Curricular units 1st sem (grade)": "0.0",
321
+ "Curricular units 1st sem (without evaluations)": "0",
322
+ "Curricular units 2nd sem (credited)": "0",
323
+ "Curricular units 2nd sem (enrolled)": "0",
324
+ "Curricular units 2nd sem (evaluations)": "0",
325
+ "Curricular units 2nd sem (approved)": "0",
326
+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
337
+ "Course": "9254",
338
+ "Daytime/evening attendance": "1",
339
+ "Previous qualification": "1",
340
+ "Previous qualification (grade)": "160.0",
341
+ "Nacionality": "1",
342
+ "Mother's qualification": "1",
343
+ "Father's qualification": "3",
344
+ "Mother's occupation": "3",
345
+ "Father's occupation": "3",
346
+ "Admission grade": "142.5",
347
+ "Displaced": "1",
348
+ "Educational special needs": "0",
349
+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
351
+ "Gender": "1",
352
+ "Scholarship holder": "0",
353
+ "Age at enrollment": "19",
354
+ "International": "0",
355
+ "Curricular units 1st sem (credited)": "0",
356
+ "Curricular units 1st sem (enrolled)": "6",
357
+ "Curricular units 1st sem (evaluations)": "6",
358
+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
361
+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
363
+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
377
+ "Daytime/evening attendance": "1",
378
+ "Previous qualification": "1",
379
+ "Previous qualification (grade)": "122.0",
380
+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
391
+ "Scholarship holder": "0",
392
+ "Age at enrollment": "19",
393
+ "International": "0",
394
+ "Curricular units 1st sem (credited)": "0",
395
+ "Curricular units 1st sem (enrolled)": "6",
396
+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
400
+ "Curricular units 2nd sem (credited)": "0",
401
+ "Curricular units 2nd sem (enrolled)": "6",
402
+ "Curricular units 2nd sem (evaluations)": "0",
403
+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
413
+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
416
+ "Daytime/evening attendance": "1",
417
+ "Previous qualification": "1",
418
+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
424
+ "Admission grade": "119.6",
425
+ "Displaced": "1",
426
+ "Educational special needs": "0",
427
+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
434
+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
437
+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
459
+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_clickbench_group_count",
496
+ "template_name": "Grouped Count by Category",
497
+ "primary_family": "subgroup_structure",
498
+ "portability": "yes",
499
+ "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
500
+ "required_roles": [
501
+ "group_col"
502
+ ]
503
+ }
504
+ ]
505
+
506
+ Problem instance:
507
+ {
508
+ "dataset_id": "m5",
509
+ "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Age at enrollment.",
510
+ "planned_template_id": "tpl_clickbench_group_count",
511
+ "bindings": {
512
+ "group_col": "Age at enrollment",
513
+ "top_k": 12,
514
+ "top_n": 4,
515
+ "num_tiles": 10,
516
+ "percentile_value": 0.9,
517
+ "z_threshold": 2.0,
518
+ "fraction_threshold": 0.1,
519
+ "baseline_multiplier": 1.5,
520
+ "baseline_fraction": 0.1,
521
+ "min_group_size": 5,
522
+ "min_support": 5,
523
+ "measure_threshold": 13.4,
524
+ "time_grain": "month",
525
+ "lookback_rows": 3,
526
+ "current_period_start": "'2024-01-01'",
527
+ "current_period_end": "'2024-04-01'",
528
+ "previous_period_start": "'2023-10-01'",
529
+ "previous_period_end": "'2024-01-01'",
530
+ "drift_ratio_threshold": 0.8
531
+ },
532
+ "can_vary": [],
533
+ "must_fix": [],
534
+ "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
535
+ }
536
+
537
+ Repair context:
538
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_prompt_attempt_2.txt ADDED
@@ -0,0 +1,538 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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: m5
15
+ - dataset_name: Predict Students Dropout And Academic Success
16
+ - table_name: m5
17
+ - table_layout: single-table dataset (do not assume joins).
18
+ - row_semantics: One row is one tabular observation with 36 feature columns and target `Target`.
19
+ - task_type: classification
20
+ - target_column: Target
21
+ - main_row_count: 4424
22
+ - important_fields:
23
+ - Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status.
24
+ - Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode.
25
+ - Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order.
26
+ - Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course.
27
+ - Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance.
28
+ - Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification.
29
+ - Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade).
30
+ - Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality.
31
+ - Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification.
32
+ - Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification.
33
+ - Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation.
34
+ - Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation.
35
+ - Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade.
36
+ - Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced.
37
+ - Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs.
38
+ - Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor.
39
+ - Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date.
40
+ - Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender.
41
+ - Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder.
42
+ - Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment.
43
+ - International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International.
44
+ - Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited).
45
+ - Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled).
46
+ - Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations).
47
+ - Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved).
48
+ - Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade).
49
+ - Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations).
50
+ - Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited).
51
+ - Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled).
52
+ - Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations).
53
+ - Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved).
54
+ - Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade).
55
+ - Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations).
56
+ - Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate.
57
+ - Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate.
58
+ - GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP.
59
+ - Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target.
60
+ - useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']]
61
+ - fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)']
62
+ - source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success
63
+
64
+ SQLite schema snapshot:
65
+ {
66
+ "table_name": "m5",
67
+ "quoted_table_name": "\"m5\"",
68
+ "row_count": 4424,
69
+ "columns": [
70
+ {
71
+ "name": "Marital status",
72
+ "type": "TEXT",
73
+ "notnull": false,
74
+ "pk": false
75
+ },
76
+ {
77
+ "name": "Application mode",
78
+ "type": "TEXT",
79
+ "notnull": false,
80
+ "pk": false
81
+ },
82
+ {
83
+ "name": "Application order",
84
+ "type": "TEXT",
85
+ "notnull": false,
86
+ "pk": false
87
+ },
88
+ {
89
+ "name": "Course",
90
+ "type": "TEXT",
91
+ "notnull": false,
92
+ "pk": false
93
+ },
94
+ {
95
+ "name": "Daytime/evening attendance",
96
+ "type": "TEXT",
97
+ "notnull": false,
98
+ "pk": false
99
+ },
100
+ {
101
+ "name": "Previous qualification",
102
+ "type": "TEXT",
103
+ "notnull": false,
104
+ "pk": false
105
+ },
106
+ {
107
+ "name": "Previous qualification (grade)",
108
+ "type": "TEXT",
109
+ "notnull": false,
110
+ "pk": false
111
+ },
112
+ {
113
+ "name": "Nacionality",
114
+ "type": "TEXT",
115
+ "notnull": false,
116
+ "pk": false
117
+ },
118
+ {
119
+ "name": "Mother's qualification",
120
+ "type": "TEXT",
121
+ "notnull": false,
122
+ "pk": false
123
+ },
124
+ {
125
+ "name": "Father's qualification",
126
+ "type": "TEXT",
127
+ "notnull": false,
128
+ "pk": false
129
+ },
130
+ {
131
+ "name": "Mother's occupation",
132
+ "type": "TEXT",
133
+ "notnull": false,
134
+ "pk": false
135
+ },
136
+ {
137
+ "name": "Father's occupation",
138
+ "type": "TEXT",
139
+ "notnull": false,
140
+ "pk": false
141
+ },
142
+ {
143
+ "name": "Admission grade",
144
+ "type": "TEXT",
145
+ "notnull": false,
146
+ "pk": false
147
+ },
148
+ {
149
+ "name": "Displaced",
150
+ "type": "TEXT",
151
+ "notnull": false,
152
+ "pk": false
153
+ },
154
+ {
155
+ "name": "Educational special needs",
156
+ "type": "TEXT",
157
+ "notnull": false,
158
+ "pk": false
159
+ },
160
+ {
161
+ "name": "Debtor",
162
+ "type": "TEXT",
163
+ "notnull": false,
164
+ "pk": false
165
+ },
166
+ {
167
+ "name": "Tuition fees up to date",
168
+ "type": "TEXT",
169
+ "notnull": false,
170
+ "pk": false
171
+ },
172
+ {
173
+ "name": "Gender",
174
+ "type": "TEXT",
175
+ "notnull": false,
176
+ "pk": false
177
+ },
178
+ {
179
+ "name": "Scholarship holder",
180
+ "type": "TEXT",
181
+ "notnull": false,
182
+ "pk": false
183
+ },
184
+ {
185
+ "name": "Age at enrollment",
186
+ "type": "TEXT",
187
+ "notnull": false,
188
+ "pk": false
189
+ },
190
+ {
191
+ "name": "International",
192
+ "type": "TEXT",
193
+ "notnull": false,
194
+ "pk": false
195
+ },
196
+ {
197
+ "name": "Curricular units 1st sem (credited)",
198
+ "type": "TEXT",
199
+ "notnull": false,
200
+ "pk": false
201
+ },
202
+ {
203
+ "name": "Curricular units 1st sem (enrolled)",
204
+ "type": "TEXT",
205
+ "notnull": false,
206
+ "pk": false
207
+ },
208
+ {
209
+ "name": "Curricular units 1st sem (evaluations)",
210
+ "type": "TEXT",
211
+ "notnull": false,
212
+ "pk": false
213
+ },
214
+ {
215
+ "name": "Curricular units 1st sem (approved)",
216
+ "type": "TEXT",
217
+ "notnull": false,
218
+ "pk": false
219
+ },
220
+ {
221
+ "name": "Curricular units 1st sem (grade)",
222
+ "type": "TEXT",
223
+ "notnull": false,
224
+ "pk": false
225
+ },
226
+ {
227
+ "name": "Curricular units 1st sem (without evaluations)",
228
+ "type": "TEXT",
229
+ "notnull": false,
230
+ "pk": false
231
+ },
232
+ {
233
+ "name": "Curricular units 2nd sem (credited)",
234
+ "type": "TEXT",
235
+ "notnull": false,
236
+ "pk": false
237
+ },
238
+ {
239
+ "name": "Curricular units 2nd sem (enrolled)",
240
+ "type": "TEXT",
241
+ "notnull": false,
242
+ "pk": false
243
+ },
244
+ {
245
+ "name": "Curricular units 2nd sem (evaluations)",
246
+ "type": "TEXT",
247
+ "notnull": false,
248
+ "pk": false
249
+ },
250
+ {
251
+ "name": "Curricular units 2nd sem (approved)",
252
+ "type": "TEXT",
253
+ "notnull": false,
254
+ "pk": false
255
+ },
256
+ {
257
+ "name": "Curricular units 2nd sem (grade)",
258
+ "type": "TEXT",
259
+ "notnull": false,
260
+ "pk": false
261
+ },
262
+ {
263
+ "name": "Curricular units 2nd sem (without evaluations)",
264
+ "type": "TEXT",
265
+ "notnull": false,
266
+ "pk": false
267
+ },
268
+ {
269
+ "name": "Unemployment rate",
270
+ "type": "TEXT",
271
+ "notnull": false,
272
+ "pk": false
273
+ },
274
+ {
275
+ "name": "Inflation rate",
276
+ "type": "TEXT",
277
+ "notnull": false,
278
+ "pk": false
279
+ },
280
+ {
281
+ "name": "GDP",
282
+ "type": "TEXT",
283
+ "notnull": false,
284
+ "pk": false
285
+ },
286
+ {
287
+ "name": "Target",
288
+ "type": "TEXT",
289
+ "notnull": false,
290
+ "pk": false
291
+ }
292
+ ],
293
+ "sample_rows": [
294
+ {
295
+ "Marital status": "1",
296
+ "Application mode": "17",
297
+ "Application order": "5",
298
+ "Course": "171",
299
+ "Daytime/evening attendance": "1",
300
+ "Previous qualification": "1",
301
+ "Previous qualification (grade)": "122.0",
302
+ "Nacionality": "1",
303
+ "Mother's qualification": "19",
304
+ "Father's qualification": "12",
305
+ "Mother's occupation": "5",
306
+ "Father's occupation": "9",
307
+ "Admission grade": "127.3",
308
+ "Displaced": "1",
309
+ "Educational special needs": "0",
310
+ "Debtor": "0",
311
+ "Tuition fees up to date": "1",
312
+ "Gender": "1",
313
+ "Scholarship holder": "0",
314
+ "Age at enrollment": "20",
315
+ "International": "0",
316
+ "Curricular units 1st sem (credited)": "0",
317
+ "Curricular units 1st sem (enrolled)": "0",
318
+ "Curricular units 1st sem (evaluations)": "0",
319
+ "Curricular units 1st sem (approved)": "0",
320
+ "Curricular units 1st sem (grade)": "0.0",
321
+ "Curricular units 1st sem (without evaluations)": "0",
322
+ "Curricular units 2nd sem (credited)": "0",
323
+ "Curricular units 2nd sem (enrolled)": "0",
324
+ "Curricular units 2nd sem (evaluations)": "0",
325
+ "Curricular units 2nd sem (approved)": "0",
326
+ "Curricular units 2nd sem (grade)": "0.0",
327
+ "Curricular units 2nd sem (without evaluations)": "0",
328
+ "Unemployment rate": "10.8",
329
+ "Inflation rate": "1.4",
330
+ "GDP": "1.74",
331
+ "Target": "Dropout"
332
+ },
333
+ {
334
+ "Marital status": "1",
335
+ "Application mode": "15",
336
+ "Application order": "1",
337
+ "Course": "9254",
338
+ "Daytime/evening attendance": "1",
339
+ "Previous qualification": "1",
340
+ "Previous qualification (grade)": "160.0",
341
+ "Nacionality": "1",
342
+ "Mother's qualification": "1",
343
+ "Father's qualification": "3",
344
+ "Mother's occupation": "3",
345
+ "Father's occupation": "3",
346
+ "Admission grade": "142.5",
347
+ "Displaced": "1",
348
+ "Educational special needs": "0",
349
+ "Debtor": "0",
350
+ "Tuition fees up to date": "0",
351
+ "Gender": "1",
352
+ "Scholarship holder": "0",
353
+ "Age at enrollment": "19",
354
+ "International": "0",
355
+ "Curricular units 1st sem (credited)": "0",
356
+ "Curricular units 1st sem (enrolled)": "6",
357
+ "Curricular units 1st sem (evaluations)": "6",
358
+ "Curricular units 1st sem (approved)": "6",
359
+ "Curricular units 1st sem (grade)": "14.0",
360
+ "Curricular units 1st sem (without evaluations)": "0",
361
+ "Curricular units 2nd sem (credited)": "0",
362
+ "Curricular units 2nd sem (enrolled)": "6",
363
+ "Curricular units 2nd sem (evaluations)": "6",
364
+ "Curricular units 2nd sem (approved)": "6",
365
+ "Curricular units 2nd sem (grade)": "13.666666666666666",
366
+ "Curricular units 2nd sem (without evaluations)": "0",
367
+ "Unemployment rate": "13.9",
368
+ "Inflation rate": "-0.3",
369
+ "GDP": "0.79",
370
+ "Target": "Graduate"
371
+ },
372
+ {
373
+ "Marital status": "1",
374
+ "Application mode": "1",
375
+ "Application order": "5",
376
+ "Course": "9070",
377
+ "Daytime/evening attendance": "1",
378
+ "Previous qualification": "1",
379
+ "Previous qualification (grade)": "122.0",
380
+ "Nacionality": "1",
381
+ "Mother's qualification": "37",
382
+ "Father's qualification": "37",
383
+ "Mother's occupation": "9",
384
+ "Father's occupation": "9",
385
+ "Admission grade": "124.8",
386
+ "Displaced": "1",
387
+ "Educational special needs": "0",
388
+ "Debtor": "0",
389
+ "Tuition fees up to date": "0",
390
+ "Gender": "1",
391
+ "Scholarship holder": "0",
392
+ "Age at enrollment": "19",
393
+ "International": "0",
394
+ "Curricular units 1st sem (credited)": "0",
395
+ "Curricular units 1st sem (enrolled)": "6",
396
+ "Curricular units 1st sem (evaluations)": "0",
397
+ "Curricular units 1st sem (approved)": "0",
398
+ "Curricular units 1st sem (grade)": "0.0",
399
+ "Curricular units 1st sem (without evaluations)": "0",
400
+ "Curricular units 2nd sem (credited)": "0",
401
+ "Curricular units 2nd sem (enrolled)": "6",
402
+ "Curricular units 2nd sem (evaluations)": "0",
403
+ "Curricular units 2nd sem (approved)": "0",
404
+ "Curricular units 2nd sem (grade)": "0.0",
405
+ "Curricular units 2nd sem (without evaluations)": "0",
406
+ "Unemployment rate": "10.8",
407
+ "Inflation rate": "1.4",
408
+ "GDP": "1.74",
409
+ "Target": "Dropout"
410
+ },
411
+ {
412
+ "Marital status": "1",
413
+ "Application mode": "17",
414
+ "Application order": "2",
415
+ "Course": "9773",
416
+ "Daytime/evening attendance": "1",
417
+ "Previous qualification": "1",
418
+ "Previous qualification (grade)": "122.0",
419
+ "Nacionality": "1",
420
+ "Mother's qualification": "38",
421
+ "Father's qualification": "37",
422
+ "Mother's occupation": "5",
423
+ "Father's occupation": "3",
424
+ "Admission grade": "119.6",
425
+ "Displaced": "1",
426
+ "Educational special needs": "0",
427
+ "Debtor": "0",
428
+ "Tuition fees up to date": "1",
429
+ "Gender": "0",
430
+ "Scholarship holder": "0",
431
+ "Age at enrollment": "20",
432
+ "International": "0",
433
+ "Curricular units 1st sem (credited)": "0",
434
+ "Curricular units 1st sem (enrolled)": "6",
435
+ "Curricular units 1st sem (evaluations)": "8",
436
+ "Curricular units 1st sem (approved)": "6",
437
+ "Curricular units 1st sem (grade)": "13.428571428571429",
438
+ "Curricular units 1st sem (without evaluations)": "0",
439
+ "Curricular units 2nd sem (credited)": "0",
440
+ "Curricular units 2nd sem (enrolled)": "6",
441
+ "Curricular units 2nd sem (evaluations)": "10",
442
+ "Curricular units 2nd sem (approved)": "5",
443
+ "Curricular units 2nd sem (grade)": "12.4",
444
+ "Curricular units 2nd sem (without evaluations)": "0",
445
+ "Unemployment rate": "9.4",
446
+ "Inflation rate": "-0.8",
447
+ "GDP": "-3.12",
448
+ "Target": "Graduate"
449
+ },
450
+ {
451
+ "Marital status": "2",
452
+ "Application mode": "39",
453
+ "Application order": "1",
454
+ "Course": "8014",
455
+ "Daytime/evening attendance": "0",
456
+ "Previous qualification": "1",
457
+ "Previous qualification (grade)": "100.0",
458
+ "Nacionality": "1",
459
+ "Mother's qualification": "37",
460
+ "Father's qualification": "38",
461
+ "Mother's occupation": "9",
462
+ "Father's occupation": "9",
463
+ "Admission grade": "141.5",
464
+ "Displaced": "0",
465
+ "Educational special needs": "0",
466
+ "Debtor": "0",
467
+ "Tuition fees up to date": "1",
468
+ "Gender": "0",
469
+ "Scholarship holder": "0",
470
+ "Age at enrollment": "45",
471
+ "International": "0",
472
+ "Curricular units 1st sem (credited)": "0",
473
+ "Curricular units 1st sem (enrolled)": "6",
474
+ "Curricular units 1st sem (evaluations)": "9",
475
+ "Curricular units 1st sem (approved)": "5",
476
+ "Curricular units 1st sem (grade)": "12.333333333333334",
477
+ "Curricular units 1st sem (without evaluations)": "0",
478
+ "Curricular units 2nd sem (credited)": "0",
479
+ "Curricular units 2nd sem (enrolled)": "6",
480
+ "Curricular units 2nd sem (evaluations)": "6",
481
+ "Curricular units 2nd sem (approved)": "6",
482
+ "Curricular units 2nd sem (grade)": "13.0",
483
+ "Curricular units 2nd sem (without evaluations)": "0",
484
+ "Unemployment rate": "13.9",
485
+ "Inflation rate": "-0.3",
486
+ "GDP": "0.79",
487
+ "Target": "Graduate"
488
+ }
489
+ ]
490
+ }
491
+
492
+ Shortlisted templates:
493
+ [
494
+ {
495
+ "template_id": "tpl_clickbench_group_count",
496
+ "template_name": "Grouped Count by Category",
497
+ "primary_family": "subgroup_structure",
498
+ "portability": "yes",
499
+ "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
500
+ "required_roles": [
501
+ "group_col"
502
+ ]
503
+ }
504
+ ]
505
+
506
+ Problem instance:
507
+ {
508
+ "dataset_id": "m5",
509
+ "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Age at enrollment.",
510
+ "planned_template_id": "tpl_clickbench_group_count",
511
+ "bindings": {
512
+ "group_col": "Age at enrollment",
513
+ "top_k": 12,
514
+ "top_n": 4,
515
+ "num_tiles": 10,
516
+ "percentile_value": 0.9,
517
+ "z_threshold": 2.0,
518
+ "fraction_threshold": 0.1,
519
+ "baseline_multiplier": 1.5,
520
+ "baseline_fraction": 0.1,
521
+ "min_group_size": 5,
522
+ "min_support": 5,
523
+ "measure_threshold": 13.4,
524
+ "time_grain": "month",
525
+ "lookback_rows": 3,
526
+ "current_period_start": "'2024-01-01'",
527
+ "current_period_end": "'2024-04-01'",
528
+ "previous_period_start": "'2023-10-01'",
529
+ "previous_period_end": "'2024-01-01'",
530
+ "drift_ratio_threshold": 0.8
531
+ },
532
+ "can_vary": [],
533
+ "must_fix": [],
534
+ "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
535
+ }
536
+
537
+ Repair context:
538
+ {}
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_1.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e40ff-b92b-7243-be39-49f394764302"}
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_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_1.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e40ff-b92b-7243-be39-49f394764302"}
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_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_2.raw.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e40ff-c992-7113-9a13-492f12cfd03a"}
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_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_2.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"type":"thread.started","thread_id":"019e40ff-c992-7113-9a13-492f12cfd03a"}
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_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_stderr_attempt_1.txt ADDED
File without changes
Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_stderr_attempt_2.txt ADDED
File without changes