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model trainer

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  1. .gitignore +0 -1
  2. artifacts/data.csv +1001 -0
  3. artifacts/model.pkl +0 -0
  4. artifacts/preprocessor.pkl +0 -0
  5. artifacts/test.csv +201 -0
  6. artifacts/train.csv +801 -0
  7. logs/09_10_2023_16_55_47.log/09_10_2023_16_55_47.log +12 -0
  8. logs/09_10_2023_16_56_28.log/09_10_2023_16_56_28.log +12 -0
  9. logs/09_10_2023_16_58_22.log/09_10_2023_16_58_22.log +13 -0
  10. logs/09_10_2023_17_00_03.log/09_10_2023_17_00_03.log +12 -0
  11. logs/09_10_2023_17_01_32.log/09_10_2023_17_01_32.log +12 -0
  12. logs/09_10_2023_17_07_50.log/09_10_2023_17_07_50.log +11 -0
  13. logs/09_10_2023_17_13_00.log/09_10_2023_17_13_00.log +0 -0
  14. logs/09_10_2023_17_13_07.log/09_10_2023_17_13_07.log +20 -0
  15. logs/09_10_2023_17_13_47.log/09_10_2023_17_13_47.log +21 -0
  16. src/__pycache__/utils.cpython-310.pyc +0 -0
  17. src/components/__pycache__/model_trainer.cpython-310.pyc +0 -0
  18. src/components/data_ingestion.py +9 -1
  19. src/components/model_trainer.py +80 -0
  20. src/utils.py +31 -1
.gitignore CHANGED
@@ -1,2 +1 @@
1
  venv/
2
- artifacts/
 
1
  venv/
 
artifacts/data.csv ADDED
@@ -0,0 +1,1001 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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263
+ male,group C,some college,standard,completed,79,79,78
264
+ female,group C,some high school,free/reduced,none,44,50,51
265
+ female,group E,high school,standard,none,99,93,90
266
+ male,group D,high school,standard,none,76,73,68
267
+ male,group D,some high school,free/reduced,none,59,42,41
268
+ female,group C,bachelor's degree,standard,none,63,75,81
269
+ female,group D,high school,standard,none,69,72,77
270
+ female,group D,associate's degree,standard,completed,88,92,95
271
+ female,group E,some college,free/reduced,none,71,76,70
272
+ male,group C,bachelor's degree,standard,none,69,63,61
273
+ male,group C,some college,standard,none,58,49,42
274
+ female,group D,associate's degree,free/reduced,none,47,53,58
275
+ female,group D,some college,standard,none,65,70,71
276
+ male,group B,some college,standard,completed,88,85,76
277
+ male,group C,bachelor's degree,standard,none,83,78,73
278
+ female,group C,some high school,standard,completed,85,92,93
279
+ female,group E,high school,standard,completed,59,63,75
280
+ female,group C,some high school,free/reduced,none,65,86,80
281
+ male,group B,bachelor's degree,free/reduced,none,73,56,57
282
+ male,group D,high school,standard,none,53,52,42
283
+ male,group D,high school,standard,none,45,48,46
284
+ female,group D,bachelor's degree,free/reduced,none,73,79,84
285
+ female,group D,some college,free/reduced,completed,70,78,78
286
+ female,group B,some high school,standard,none,37,46,46
287
+ male,group B,associate's degree,standard,completed,81,82,82
288
+ male,group E,associate's degree,standard,completed,97,82,88
289
+ female,group B,some high school,standard,none,67,89,82
290
+ male,group B,bachelor's degree,free/reduced,none,88,75,76
291
+ male,group E,some high school,standard,completed,77,76,77
292
+ male,group C,associate's degree,standard,none,76,70,68
293
+ male,group D,some high school,standard,none,86,73,70
294
+ male,group C,some high school,standard,completed,63,60,57
295
+ female,group E,bachelor's degree,standard,none,65,73,75
296
+ male,group D,high school,free/reduced,completed,78,77,80
297
+ male,group B,associate's degree,free/reduced,none,67,62,60
298
+ male,group A,some high school,standard,completed,46,41,43
299
+ male,group E,associate's degree,standard,completed,71,74,68
300
+ male,group C,high school,free/reduced,completed,40,46,50
301
+ male,group D,associate's degree,free/reduced,none,90,87,75
302
+ male,group A,some college,free/reduced,completed,81,78,81
303
+ male,group D,some high school,free/reduced,none,56,54,52
304
+ female,group C,associate's degree,standard,completed,67,84,81
305
+ male,group B,associate's degree,standard,none,80,76,64
306
+ female,group C,associate's degree,standard,completed,74,75,83
307
+ male,group A,some college,standard,none,69,67,69
308
+ male,group E,some college,standard,completed,99,87,81
309
+ male,group C,some high school,standard,none,51,52,44
310
+ female,group B,associate's degree,free/reduced,none,53,71,67
311
+ female,group D,high school,free/reduced,none,49,57,52
312
+ female,group B,associate's degree,standard,none,73,76,80
313
+ male,group B,bachelor's degree,standard,none,66,60,57
314
+ male,group D,bachelor's degree,standard,completed,67,61,68
315
+ female,group C,associate's degree,free/reduced,completed,68,67,69
316
+ female,group C,bachelor's degree,standard,completed,59,64,75
317
+ male,group C,high school,standard,none,71,66,65
318
+ female,group D,master's degree,standard,completed,77,82,91
319
+ male,group C,associate's degree,standard,none,83,72,78
320
+ male,group B,bachelor's degree,standard,none,63,71,69
321
+ female,group D,associate's degree,free/reduced,none,56,65,63
322
+ female,group C,high school,free/reduced,completed,67,79,84
323
+ female,group E,high school,standard,none,75,86,79
324
+ female,group C,some college,standard,none,71,81,80
325
+ female,group C,some high school,free/reduced,none,43,53,53
326
+ female,group C,high school,free/reduced,none,41,46,43
327
+ female,group C,some college,standard,none,82,90,94
328
+ male,group C,some college,standard,none,61,61,62
329
+ male,group A,some college,free/reduced,none,28,23,19
330
+ male,group C,associate's degree,standard,completed,82,75,77
331
+ female,group B,some high school,standard,none,41,55,51
332
+ male,group C,high school,standard,none,71,60,61
333
+ male,group C,associate's degree,standard,none,47,37,35
334
+ male,group E,associate's degree,standard,completed,62,56,53
335
+ male,group B,associate's degree,standard,none,90,78,81
336
+ female,group C,bachelor's degree,standard,none,83,93,95
337
+ female,group B,some college,free/reduced,none,61,68,66
338
+ male,group D,some high school,standard,completed,76,70,69
339
+ male,group C,associate's degree,standard,none,49,51,43
340
+ female,group B,some high school,free/reduced,none,24,38,27
341
+ female,group D,some high school,free/reduced,completed,35,55,60
342
+ male,group C,high school,free/reduced,none,58,61,52
343
+ female,group C,high school,standard,none,61,73,63
344
+ female,group B,high school,standard,completed,69,76,74
345
+ male,group D,associate's degree,standard,completed,67,72,67
346
+ male,group D,some college,standard,none,79,73,67
347
+ female,group C,high school,standard,none,72,80,75
348
+ male,group B,some college,standard,none,62,61,57
349
+ female,group C,bachelor's degree,standard,completed,77,94,95
350
+ male,group D,high school,free/reduced,none,75,74,66
351
+ male,group E,associate's degree,standard,none,87,74,76
352
+ female,group B,bachelor's degree,standard,none,52,65,69
353
+ male,group E,some college,standard,none,66,57,52
354
+ female,group C,some college,standard,completed,63,78,80
355
+ female,group C,associate's degree,standard,none,46,58,57
356
+ female,group C,some college,standard,none,59,71,70
357
+ female,group B,bachelor's degree,standard,none,61,72,70
358
+ male,group A,associate's degree,standard,none,63,61,61
359
+ female,group C,some college,free/reduced,completed,42,66,69
360
+ male,group D,some college,free/reduced,none,59,62,61
361
+ female,group D,some college,standard,none,80,90,89
362
+ female,group B,high school,standard,none,58,62,59
363
+ male,group B,some high school,standard,completed,85,84,78
364
+ female,group C,some college,standard,none,52,58,58
365
+ female,group D,some high school,free/reduced,none,27,34,32
366
+ male,group C,some college,standard,none,59,60,58
367
+ male,group A,bachelor's degree,free/reduced,completed,49,58,60
368
+ male,group C,high school,standard,completed,69,58,53
369
+ male,group C,bachelor's degree,free/reduced,none,61,66,61
370
+ female,group A,some high school,free/reduced,none,44,64,58
371
+ female,group D,some high school,standard,none,73,84,85
372
+ male,group E,some college,standard,none,84,77,71
373
+ female,group C,some college,free/reduced,completed,45,73,70
374
+ male,group D,some high school,standard,none,74,74,72
375
+ female,group D,some college,standard,completed,82,97,96
376
+ female,group D,bachelor's degree,standard,none,59,70,73
377
+ male,group E,associate's degree,free/reduced,none,46,43,41
378
+ female,group D,some high school,standard,none,80,90,82
379
+ female,group D,master's degree,free/reduced,completed,85,95,100
380
+ female,group A,some high school,standard,none,71,83,77
381
+ male,group A,bachelor's degree,standard,none,66,64,62
382
+ female,group B,associate's degree,standard,none,80,86,83
383
+ male,group C,associate's degree,standard,completed,87,100,95
384
+ male,group C,master's degree,free/reduced,none,79,81,71
385
+ female,group E,some high school,free/reduced,none,38,49,45
386
+ female,group A,some high school,free/reduced,none,38,43,43
387
+ female,group E,some college,standard,none,67,76,75
388
+ female,group E,bachelor's degree,standard,none,64,73,70
389
+ female,group C,associate's degree,free/reduced,none,57,78,67
390
+ female,group D,high school,standard,none,62,64,64
391
+ male,group D,master's degree,standard,none,73,70,75
392
+ male,group E,some high school,free/reduced,completed,73,67,59
393
+ female,group D,some college,standard,none,77,68,77
394
+ male,group E,some college,standard,none,76,67,67
395
+ male,group C,associate's degree,standard,completed,57,54,56
396
+ female,group C,some high school,standard,completed,65,74,77
397
+ male,group A,high school,free/reduced,none,48,45,41
398
+ female,group B,high school,free/reduced,none,50,67,63
399
+ female,group C,associate's degree,standard,none,85,89,95
400
+ male,group B,some high school,standard,none,74,63,57
401
+ male,group D,some high school,standard,none,60,59,54
402
+ female,group C,some high school,standard,completed,59,54,67
403
+ male,group A,some college,standard,none,53,43,43
404
+ female,group A,some college,free/reduced,none,49,65,55
405
+ female,group D,high school,standard,completed,88,99,100
406
+ female,group C,high school,standard,none,54,59,62
407
+ female,group C,some high school,standard,none,63,73,68
408
+ male,group B,associate's degree,standard,completed,65,65,63
409
+ female,group B,associate's degree,standard,none,82,80,77
410
+ female,group D,high school,free/reduced,completed,52,57,56
411
+ male,group D,associate's degree,standard,completed,87,84,85
412
+ female,group D,master's degree,standard,completed,70,71,74
413
+ male,group E,some college,standard,completed,84,83,78
414
+ male,group D,associate's degree,standard,none,71,66,60
415
+ male,group B,some high school,standard,completed,63,67,67
416
+ female,group C,bachelor's degree,free/reduced,completed,51,72,79
417
+ male,group E,high school,standard,none,84,73,69
418
+ male,group C,bachelor's degree,standard,completed,71,74,68
419
+ male,group C,associate's degree,standard,none,74,73,67
420
+ male,group D,some college,standard,none,68,59,62
421
+ male,group E,high school,free/reduced,completed,57,56,54
422
+ female,group C,associate's degree,free/reduced,completed,82,93,93
423
+ female,group D,high school,standard,completed,57,58,64
424
+ female,group D,master's degree,free/reduced,completed,47,58,67
425
+ female,group A,some high school,standard,completed,59,85,80
426
+ male,group B,some college,free/reduced,none,41,39,34
427
+ female,group C,some college,free/reduced,none,62,67,62
428
+ male,group C,bachelor's degree,standard,none,86,83,86
429
+ male,group C,some high school,free/reduced,none,69,71,65
430
+ male,group A,some high school,free/reduced,none,65,59,53
431
+ male,group C,some high school,free/reduced,none,68,63,54
432
+ male,group C,associate's degree,free/reduced,none,64,66,59
433
+ female,group C,high school,standard,none,61,72,70
434
+ male,group C,high school,standard,none,61,56,55
435
+ female,group A,some high school,free/reduced,none,47,59,50
436
+ male,group C,some high school,standard,none,73,66,66
437
+ male,group C,some college,free/reduced,completed,50,48,53
438
+ male,group D,associate's degree,standard,none,75,68,64
439
+ male,group D,associate's degree,free/reduced,none,75,66,73
440
+ male,group C,high school,standard,none,70,56,51
441
+ male,group D,some high school,standard,completed,89,88,82
442
+ female,group C,some college,standard,completed,67,81,79
443
+ female,group D,high school,standard,none,78,81,80
444
+ female,group A,some high school,free/reduced,none,59,73,69
445
+ female,group B,associate's degree,standard,none,73,83,76
446
+ male,group A,some high school,free/reduced,none,79,82,73
447
+ female,group C,some high school,standard,completed,67,74,77
448
+ male,group D,some college,free/reduced,none,69,66,60
449
+ male,group C,high school,standard,completed,86,81,80
450
+ male,group B,high school,standard,none,47,46,42
451
+ male,group B,associate's degree,standard,none,81,73,72
452
+ female,group C,some college,free/reduced,completed,64,85,85
453
+ female,group E,some college,standard,none,100,92,97
454
+ female,group C,associate's degree,free/reduced,none,65,77,74
455
+ male,group C,some college,free/reduced,none,65,58,49
456
+ female,group C,associate's degree,free/reduced,none,53,61,62
457
+ male,group C,bachelor's degree,free/reduced,none,37,56,47
458
+ female,group D,bachelor's degree,standard,none,79,89,89
459
+ male,group D,associate's degree,free/reduced,none,53,54,48
460
+ female,group E,bachelor's degree,standard,none,100,100,100
461
+ male,group B,high school,standard,completed,72,65,68
462
+ male,group C,bachelor's degree,free/reduced,none,53,58,55
463
+ male,group B,some college,free/reduced,none,54,54,45
464
+ female,group E,some college,standard,none,71,70,76
465
+ female,group C,some college,free/reduced,none,77,90,91
466
+ male,group A,bachelor's degree,standard,completed,75,58,62
467
+ female,group C,some college,standard,none,84,87,91
468
+ female,group D,associate's degree,free/reduced,none,26,31,38
469
+ male,group A,high school,free/reduced,completed,72,67,65
470
+ female,group A,high school,free/reduced,completed,77,88,85
471
+ male,group C,some college,standard,none,91,74,76
472
+ female,group C,associate's degree,standard,completed,83,85,90
473
+ female,group C,high school,standard,none,63,69,74
474
+ female,group C,associate's degree,standard,completed,68,86,84
475
+ female,group D,some high school,standard,none,59,67,61
476
+ female,group B,associate's degree,standard,completed,90,90,91
477
+ female,group D,bachelor's degree,standard,completed,71,76,83
478
+ male,group E,bachelor's degree,standard,completed,76,62,66
479
+ male,group D,associate's degree,standard,none,80,68,72
480
+ female,group D,master's degree,standard,none,55,64,70
481
+ male,group E,associate's degree,standard,none,76,71,67
482
+ male,group B,high school,standard,completed,73,71,68
483
+ female,group D,associate's degree,free/reduced,none,52,59,56
484
+ male,group C,some college,free/reduced,none,68,68,61
485
+ male,group A,high school,standard,none,59,52,46
486
+ female,group B,associate's degree,standard,none,49,52,54
487
+ male,group C,high school,standard,none,70,74,71
488
+ male,group D,some college,free/reduced,none,61,47,56
489
+ female,group C,associate's degree,free/reduced,none,60,75,74
490
+ male,group B,some high school,standard,completed,64,53,57
491
+ male,group A,associate's degree,free/reduced,completed,79,82,82
492
+ female,group A,associate's degree,free/reduced,none,65,85,76
493
+ female,group C,associate's degree,standard,none,64,64,70
494
+ female,group C,some college,standard,none,83,83,90
495
+ female,group C,bachelor's degree,standard,none,81,88,90
496
+ female,group B,high school,standard,none,54,64,68
497
+ male,group D,high school,standard,completed,68,64,66
498
+ female,group C,some college,standard,none,54,48,52
499
+ female,group D,some college,free/reduced,completed,59,78,76
500
+ female,group B,some high school,standard,none,66,69,68
501
+ male,group E,some college,standard,none,76,71,72
502
+ female,group D,master's degree,standard,none,74,79,82
503
+ female,group B,associate's degree,standard,completed,94,87,92
504
+ male,group C,some college,free/reduced,none,63,61,54
505
+ female,group E,associate's degree,standard,completed,95,89,92
506
+ female,group D,master's degree,free/reduced,none,40,59,54
507
+ female,group B,some high school,standard,none,82,82,80
508
+ male,group A,high school,standard,none,68,70,66
509
+ male,group B,bachelor's degree,free/reduced,none,55,59,54
510
+ male,group C,master's degree,standard,none,79,78,77
511
+ female,group C,bachelor's degree,standard,none,86,92,87
512
+ male,group D,some college,standard,none,76,71,73
513
+ male,group A,some high school,standard,none,64,50,43
514
+ male,group D,some high school,free/reduced,none,62,49,52
515
+ female,group B,some high school,standard,completed,54,61,62
516
+ female,group B,master's degree,free/reduced,completed,77,97,94
517
+ female,group C,some high school,standard,completed,76,87,85
518
+ female,group D,some college,standard,none,74,89,84
519
+ female,group E,some college,standard,completed,66,74,73
520
+ female,group D,some high school,standard,completed,66,78,78
521
+ female,group B,high school,free/reduced,completed,67,78,79
522
+ male,group D,some college,standard,none,71,49,52
523
+ female,group C,associate's degree,standard,none,91,86,84
524
+ male,group D,bachelor's degree,standard,none,69,58,57
525
+ male,group C,master's degree,free/reduced,none,54,59,50
526
+ male,group C,high school,standard,completed,53,52,49
527
+ male,group E,some college,standard,none,68,60,59
528
+ male,group C,some high school,free/reduced,completed,56,61,60
529
+ female,group C,high school,free/reduced,none,36,53,43
530
+ female,group D,bachelor's degree,free/reduced,none,29,41,47
531
+ female,group C,associate's degree,standard,none,62,74,70
532
+ female,group C,associate's degree,standard,completed,68,67,73
533
+ female,group C,some high school,standard,none,47,54,53
534
+ male,group E,associate's degree,standard,completed,62,61,58
535
+ female,group E,associate's degree,standard,completed,79,88,94
536
+ male,group B,high school,standard,completed,73,69,68
537
+ female,group C,bachelor's degree,free/reduced,completed,66,83,83
538
+ male,group C,associate's degree,standard,completed,51,60,58
539
+ female,group D,high school,standard,none,51,66,62
540
+ male,group E,bachelor's degree,standard,completed,85,66,71
541
+ male,group A,associate's degree,standard,completed,97,92,86
542
+ male,group C,high school,standard,completed,75,69,68
543
+ male,group D,associate's degree,free/reduced,completed,79,82,80
544
+ female,group C,associate's degree,standard,none,81,77,79
545
+ female,group D,associate's degree,standard,none,82,95,89
546
+ female,group D,master's degree,standard,none,64,63,66
547
+ male,group E,some high school,free/reduced,completed,78,83,80
548
+ female,group A,some high school,standard,completed,92,100,97
549
+ male,group C,high school,standard,completed,72,67,64
550
+ female,group C,high school,free/reduced,none,62,67,64
551
+ male,group C,master's degree,standard,none,79,72,69
552
+ male,group C,some high school,free/reduced,none,79,76,65
553
+ male,group B,bachelor's degree,free/reduced,completed,87,90,88
554
+ female,group B,associate's degree,standard,none,40,48,50
555
+ male,group D,some college,free/reduced,none,77,62,64
556
+ male,group E,associate's degree,standard,none,53,45,40
557
+ female,group C,some college,free/reduced,none,32,39,33
558
+ female,group C,associate's degree,standard,completed,55,72,79
559
+ male,group C,master's degree,free/reduced,none,61,67,66
560
+ female,group B,associate's degree,free/reduced,none,53,70,70
561
+ male,group D,some high school,standard,none,73,66,62
562
+ female,group D,some college,standard,completed,74,75,79
563
+ female,group C,some college,standard,none,63,74,74
564
+ male,group C,bachelor's degree,standard,completed,96,90,92
565
+ female,group D,some college,free/reduced,completed,63,80,80
566
+ male,group B,bachelor's degree,free/reduced,none,48,51,46
567
+ male,group B,associate's degree,standard,none,48,43,45
568
+ female,group E,bachelor's degree,free/reduced,completed,92,100,100
569
+ female,group D,master's degree,free/reduced,completed,61,71,78
570
+ male,group B,high school,free/reduced,none,63,48,47
571
+ male,group D,bachelor's degree,free/reduced,none,68,68,67
572
+ male,group B,some college,standard,completed,71,75,70
573
+ male,group A,bachelor's degree,standard,none,91,96,92
574
+ female,group C,some college,standard,none,53,62,56
575
+ female,group C,high school,free/reduced,completed,50,66,64
576
+ female,group E,high school,standard,none,74,81,71
577
+ male,group A,associate's degree,free/reduced,completed,40,55,53
578
+ male,group A,some college,standard,completed,61,51,52
579
+ female,group B,high school,standard,none,81,91,89
580
+ female,group B,some college,free/reduced,completed,48,56,58
581
+ female,group D,master's degree,standard,none,53,61,68
582
+ female,group D,some high school,standard,none,81,97,96
583
+ female,group E,some high school,standard,none,77,79,80
584
+ female,group D,bachelor's degree,free/reduced,none,63,73,78
585
+ female,group D,associate's degree,standard,completed,73,75,80
586
+ female,group D,some college,standard,none,69,77,77
587
+ female,group C,associate's degree,standard,none,65,76,76
588
+ female,group A,high school,standard,none,55,73,73
589
+ female,group C,bachelor's degree,free/reduced,none,44,63,62
590
+ female,group C,some college,standard,none,54,64,65
591
+ female,group A,some high school,standard,none,48,66,65
592
+ male,group C,some college,free/reduced,none,58,57,54
593
+ male,group A,some high school,standard,none,71,62,50
594
+ male,group E,bachelor's degree,standard,none,68,68,64
595
+ female,group E,high school,standard,none,74,76,73
596
+ female,group C,bachelor's degree,standard,completed,92,100,99
597
+ female,group C,bachelor's degree,standard,completed,56,79,72
598
+ male,group B,high school,free/reduced,none,30,24,15
599
+ male,group A,some high school,standard,none,53,54,48
600
+ female,group D,high school,standard,none,69,77,73
601
+ female,group D,some high school,standard,none,65,82,81
602
+ female,group D,master's degree,standard,none,54,60,63
603
+ female,group C,high school,standard,none,29,29,30
604
+ female,group E,some college,standard,none,76,78,80
605
+ male,group D,high school,free/reduced,none,60,57,51
606
+ male,group D,master's degree,free/reduced,completed,84,89,90
607
+ male,group C,some high school,standard,none,75,72,62
608
+ female,group C,associate's degree,standard,none,85,84,82
609
+ female,group C,master's degree,free/reduced,none,40,58,54
610
+ female,group E,some college,standard,none,61,64,62
611
+ female,group B,associate's degree,standard,none,58,63,65
612
+ male,group D,some college,free/reduced,completed,69,60,63
613
+ female,group C,some college,standard,none,58,59,66
614
+ male,group C,bachelor's degree,standard,completed,94,90,91
615
+ female,group C,associate's degree,standard,none,65,77,74
616
+ female,group A,associate's degree,standard,none,82,93,93
617
+ female,group C,high school,standard,none,60,68,72
618
+ female,group E,bachelor's degree,standard,none,37,45,38
619
+ male,group D,bachelor's degree,standard,none,88,78,83
620
+ male,group D,master's degree,standard,none,95,81,84
621
+ male,group C,associate's degree,free/reduced,completed,65,73,68
622
+ female,group C,high school,free/reduced,none,35,61,54
623
+ male,group B,bachelor's degree,free/reduced,none,62,63,56
624
+ male,group C,high school,free/reduced,completed,58,51,52
625
+ male,group A,some college,standard,completed,100,96,86
626
+ female,group E,bachelor's degree,free/reduced,none,61,58,62
627
+ male,group D,some college,standard,completed,100,97,99
628
+ male,group B,associate's degree,free/reduced,completed,69,70,63
629
+ male,group D,associate's degree,standard,none,61,48,46
630
+ male,group D,some college,free/reduced,none,49,57,46
631
+ female,group C,some high school,standard,completed,44,51,55
632
+ male,group D,some college,standard,none,67,64,70
633
+ male,group B,high school,standard,none,79,60,65
634
+ female,group B,bachelor's degree,standard,completed,66,74,81
635
+ female,group C,high school,standard,none,75,88,85
636
+ male,group D,some high school,standard,none,84,84,80
637
+ male,group A,high school,standard,none,71,74,64
638
+ female,group B,high school,free/reduced,completed,67,80,81
639
+ female,group D,some high school,standard,completed,80,92,88
640
+ male,group E,some college,standard,none,86,76,74
641
+ female,group D,associate's degree,standard,none,76,74,73
642
+ male,group D,high school,standard,none,41,52,51
643
+ female,group D,associate's degree,free/reduced,completed,74,88,90
644
+ female,group B,some high school,free/reduced,none,72,81,79
645
+ female,group E,high school,standard,completed,74,79,80
646
+ male,group B,high school,standard,none,70,65,60
647
+ female,group B,bachelor's degree,standard,completed,65,81,81
648
+ female,group D,associate's degree,standard,none,59,70,65
649
+ female,group E,high school,free/reduced,none,64,62,68
650
+ female,group B,high school,standard,none,50,53,55
651
+ female,group D,some college,standard,completed,69,79,81
652
+ male,group C,some high school,free/reduced,completed,51,56,53
653
+ female,group A,high school,standard,completed,68,80,76
654
+ female,group D,some college,standard,completed,85,86,98
655
+ female,group A,associate's degree,standard,completed,65,70,74
656
+ female,group B,some high school,standard,none,73,79,79
657
+ female,group B,some college,standard,none,62,67,67
658
+ male,group C,associate's degree,free/reduced,none,77,67,64
659
+ male,group D,some high school,standard,none,69,66,61
660
+ female,group D,associate's degree,free/reduced,none,43,60,58
661
+ male,group D,associate's degree,standard,none,90,87,85
662
+ male,group C,some college,free/reduced,none,74,77,73
663
+ male,group C,some high school,standard,none,73,66,63
664
+ female,group D,some college,free/reduced,none,55,71,69
665
+ female,group C,high school,standard,none,65,69,67
666
+ male,group D,associate's degree,standard,none,80,63,63
667
+ female,group C,some high school,free/reduced,completed,50,60,60
668
+ female,group C,some college,free/reduced,completed,63,73,71
669
+ female,group B,bachelor's degree,free/reduced,none,77,85,87
670
+ male,group C,some college,standard,none,73,74,61
671
+ male,group D,associate's degree,standard,completed,81,72,77
672
+ female,group C,high school,free/reduced,none,66,76,68
673
+ male,group D,associate's degree,free/reduced,none,52,57,50
674
+ female,group C,some college,standard,none,69,78,76
675
+ female,group C,associate's degree,standard,completed,65,84,84
676
+ female,group D,high school,standard,completed,69,77,78
677
+ female,group B,some college,standard,completed,50,64,66
678
+ female,group E,some college,standard,completed,73,78,76
679
+ female,group C,some high school,standard,completed,70,82,76
680
+ male,group D,associate's degree,free/reduced,none,81,75,78
681
+ male,group D,some college,free/reduced,none,63,61,60
682
+ female,group D,high school,standard,none,67,72,74
683
+ male,group B,high school,standard,none,60,68,60
684
+ male,group B,high school,standard,none,62,55,54
685
+ female,group C,some high school,free/reduced,completed,29,40,44
686
+ male,group B,some college,standard,completed,62,66,68
687
+ female,group E,master's degree,standard,completed,94,99,100
688
+ male,group E,some college,standard,completed,85,75,68
689
+ male,group D,associate's degree,free/reduced,none,77,78,73
690
+ male,group A,high school,free/reduced,none,53,58,44
691
+ male,group E,some college,free/reduced,none,93,90,83
692
+ female,group C,associate's degree,standard,none,49,53,53
693
+ female,group E,associate's degree,free/reduced,none,73,76,78
694
+ female,group C,bachelor's degree,free/reduced,completed,66,74,81
695
+ female,group D,associate's degree,standard,none,77,77,73
696
+ female,group C,some high school,standard,none,49,63,56
697
+ female,group D,some college,free/reduced,none,79,89,86
698
+ female,group C,associate's degree,standard,completed,75,82,90
699
+ female,group A,bachelor's degree,standard,none,59,72,70
700
+ female,group D,associate's degree,standard,completed,57,78,79
701
+ male,group C,high school,free/reduced,none,66,66,59
702
+ female,group E,bachelor's degree,standard,completed,79,81,82
703
+ female,group B,some high school,standard,none,57,67,72
704
+ male,group A,bachelor's degree,standard,completed,87,84,87
705
+ female,group D,some college,standard,none,63,64,67
706
+ female,group B,some high school,free/reduced,completed,59,63,64
707
+ male,group A,bachelor's degree,free/reduced,none,62,72,65
708
+ male,group D,high school,standard,none,46,34,36
709
+ male,group C,some college,standard,none,66,59,52
710
+ male,group D,high school,standard,none,89,87,79
711
+ female,group D,associate's degree,free/reduced,completed,42,61,58
712
+ male,group C,some college,standard,completed,93,84,90
713
+ female,group E,some high school,standard,completed,80,85,85
714
+ female,group D,some college,standard,none,98,100,99
715
+ male,group D,master's degree,standard,none,81,81,84
716
+ female,group B,some high school,standard,completed,60,70,74
717
+ female,group B,associate's degree,free/reduced,completed,76,94,87
718
+ male,group C,associate's degree,standard,completed,73,78,72
719
+ female,group C,associate's degree,standard,completed,96,96,99
720
+ female,group C,high school,standard,none,76,76,74
721
+ male,group E,associate's degree,free/reduced,completed,91,73,80
722
+ female,group C,some college,free/reduced,none,62,72,70
723
+ male,group D,some high school,free/reduced,completed,55,59,59
724
+ female,group B,some high school,free/reduced,completed,74,90,88
725
+ male,group C,high school,standard,none,50,48,42
726
+ male,group B,some college,standard,none,47,43,41
727
+ male,group E,some college,standard,completed,81,74,71
728
+ female,group E,associate's degree,standard,completed,65,75,77
729
+ male,group E,some high school,standard,completed,68,51,57
730
+ female,group D,high school,free/reduced,none,73,92,84
731
+ male,group C,some college,standard,none,53,39,37
732
+ female,group B,associate's degree,free/reduced,completed,68,77,80
733
+ male,group A,some high school,free/reduced,none,55,46,43
734
+ female,group C,some college,standard,completed,87,89,94
735
+ male,group D,some high school,standard,none,55,47,44
736
+ female,group E,some college,free/reduced,none,53,58,57
737
+ male,group C,master's degree,standard,none,67,57,59
738
+ male,group C,associate's degree,standard,none,92,79,84
739
+ female,group B,some college,free/reduced,completed,53,66,73
740
+ male,group D,associate's degree,standard,none,81,71,73
741
+ male,group C,high school,free/reduced,none,61,60,55
742
+ male,group D,bachelor's degree,standard,none,80,73,72
743
+ female,group A,associate's degree,free/reduced,none,37,57,56
744
+ female,group C,high school,standard,none,81,84,82
745
+ female,group C,associate's degree,standard,completed,59,73,72
746
+ male,group B,some college,free/reduced,none,55,55,47
747
+ male,group D,associate's degree,standard,none,72,79,74
748
+ male,group D,high school,standard,none,69,75,71
749
+ male,group C,some college,standard,none,69,64,68
750
+ female,group C,bachelor's degree,free/reduced,none,50,60,59
751
+ male,group B,some college,standard,completed,87,84,86
752
+ male,group D,some high school,standard,completed,71,69,68
753
+ male,group E,some college,standard,none,68,72,65
754
+ male,group C,master's degree,free/reduced,completed,79,77,75
755
+ female,group C,some high school,standard,completed,77,90,85
756
+ male,group C,associate's degree,free/reduced,none,58,55,53
757
+ female,group E,associate's degree,standard,none,84,95,92
758
+ male,group D,some college,standard,none,55,58,52
759
+ male,group E,bachelor's degree,free/reduced,completed,70,68,72
760
+ female,group D,some college,free/reduced,completed,52,59,65
761
+ male,group B,some college,standard,completed,69,77,77
762
+ female,group C,high school,free/reduced,none,53,72,64
763
+ female,group D,some high school,standard,none,48,58,54
764
+ male,group D,some high school,standard,completed,78,81,86
765
+ female,group B,high school,standard,none,62,62,63
766
+ male,group D,some college,standard,none,60,63,59
767
+ female,group B,high school,standard,none,74,72,72
768
+ female,group C,high school,standard,completed,58,75,77
769
+ male,group B,high school,standard,completed,76,62,60
770
+ female,group D,some high school,standard,none,68,71,75
771
+ male,group A,some college,free/reduced,none,58,60,57
772
+ male,group B,high school,standard,none,52,48,49
773
+ male,group D,bachelor's degree,standard,none,75,73,74
774
+ female,group B,some high school,free/reduced,completed,52,67,72
775
+ female,group C,bachelor's degree,free/reduced,none,62,78,79
776
+ male,group B,some college,standard,none,66,65,60
777
+ female,group B,some high school,free/reduced,none,49,58,55
778
+ female,group B,high school,standard,none,66,72,70
779
+ female,group C,some college,free/reduced,none,35,44,43
780
+ female,group A,some college,standard,completed,72,79,82
781
+ male,group E,associate's degree,standard,completed,94,85,82
782
+ female,group D,associate's degree,free/reduced,none,46,56,57
783
+ female,group B,master's degree,standard,none,77,90,84
784
+ female,group B,high school,free/reduced,completed,76,85,82
785
+ female,group C,associate's degree,standard,completed,52,59,62
786
+ male,group C,bachelor's degree,standard,completed,91,81,79
787
+ female,group B,some high school,standard,completed,32,51,44
788
+ female,group E,some high school,free/reduced,none,72,79,77
789
+ female,group B,some college,standard,none,19,38,32
790
+ male,group C,associate's degree,free/reduced,none,68,65,61
791
+ female,group C,master's degree,free/reduced,none,52,65,61
792
+ female,group B,high school,standard,none,48,62,60
793
+ female,group D,some college,free/reduced,none,60,66,70
794
+ male,group D,high school,free/reduced,none,66,74,69
795
+ male,group E,some high school,standard,completed,89,84,77
796
+ female,group B,high school,standard,none,42,52,51
797
+ female,group E,associate's degree,free/reduced,completed,57,68,73
798
+ male,group D,high school,standard,none,70,70,70
799
+ female,group E,associate's degree,free/reduced,none,70,84,81
800
+ male,group E,some college,standard,none,69,60,54
801
+ female,group C,associate's degree,standard,none,52,55,57
802
+ male,group C,some high school,standard,completed,67,73,68
803
+ male,group C,some high school,standard,completed,76,80,73
804
+ female,group E,associate's degree,standard,none,87,94,95
805
+ female,group B,some college,standard,none,82,85,87
806
+ female,group C,some college,standard,none,73,76,78
807
+ male,group A,some college,free/reduced,none,75,81,74
808
+ female,group D,some college,free/reduced,none,64,74,75
809
+ female,group E,high school,free/reduced,none,41,45,40
810
+ male,group C,high school,standard,none,90,75,69
811
+ male,group B,bachelor's degree,standard,none,59,54,51
812
+ male,group A,some high school,standard,none,51,31,36
813
+ male,group A,high school,free/reduced,none,45,47,49
814
+ female,group C,master's degree,standard,completed,54,64,67
815
+ male,group E,some high school,standard,completed,87,84,76
816
+ female,group C,high school,standard,none,72,80,83
817
+ male,group B,some high school,standard,completed,94,86,87
818
+ female,group A,bachelor's degree,standard,none,45,59,64
819
+ male,group D,bachelor's degree,free/reduced,completed,61,70,76
820
+ female,group B,high school,free/reduced,none,60,72,68
821
+ female,group C,some high school,standard,none,77,91,88
822
+ female,group A,some high school,standard,completed,85,90,92
823
+ female,group D,bachelor's degree,free/reduced,none,78,90,93
824
+ male,group E,some college,free/reduced,completed,49,52,51
825
+ female,group B,high school,free/reduced,none,71,87,82
826
+ female,group C,some high school,free/reduced,none,48,58,52
827
+ male,group C,high school,standard,none,62,67,58
828
+ female,group C,associate's degree,free/reduced,completed,56,68,70
829
+ female,group C,some high school,standard,none,65,69,76
830
+ female,group D,some high school,free/reduced,completed,69,86,81
831
+ male,group B,some high school,standard,none,68,54,53
832
+ female,group A,some college,free/reduced,none,61,60,57
833
+ female,group C,bachelor's degree,free/reduced,completed,74,86,89
834
+ male,group A,bachelor's degree,standard,none,64,60,58
835
+ female,group B,high school,standard,completed,77,82,89
836
+ male,group B,some college,standard,none,58,50,45
837
+ female,group C,high school,standard,completed,60,64,74
838
+ male,group E,high school,standard,none,73,64,57
839
+ female,group A,high school,standard,completed,75,82,79
840
+ male,group B,associate's degree,free/reduced,completed,58,57,53
841
+ female,group C,associate's degree,standard,none,66,77,73
842
+ female,group D,high school,free/reduced,none,39,52,46
843
+ male,group C,some high school,standard,none,64,58,51
844
+ female,group B,high school,free/reduced,completed,23,44,36
845
+ male,group B,some college,free/reduced,completed,74,77,76
846
+ female,group D,some high school,free/reduced,completed,40,65,64
847
+ male,group E,master's degree,standard,none,90,85,84
848
+ male,group C,master's degree,standard,completed,91,85,85
849
+ male,group D,high school,standard,none,64,54,50
850
+ female,group C,high school,standard,none,59,72,68
851
+ male,group D,associate's degree,standard,none,80,75,69
852
+ male,group C,master's degree,standard,none,71,67,67
853
+ female,group A,high school,standard,none,61,68,63
854
+ female,group E,some college,standard,none,87,85,93
855
+ male,group E,some high school,standard,none,82,67,61
856
+ male,group C,some high school,standard,none,62,64,55
857
+ female,group B,bachelor's degree,standard,none,97,97,96
858
+ male,group B,some college,free/reduced,none,75,68,65
859
+ female,group C,bachelor's degree,standard,none,65,79,81
860
+ male,group B,high school,standard,completed,52,49,46
861
+ male,group C,associate's degree,free/reduced,none,87,73,72
862
+ female,group C,associate's degree,standard,none,53,62,53
863
+ female,group E,master's degree,free/reduced,none,81,86,87
864
+ male,group D,bachelor's degree,free/reduced,completed,39,42,38
865
+ female,group C,some college,standard,completed,71,71,80
866
+ male,group C,associate's degree,standard,none,97,93,91
867
+ male,group D,some college,standard,completed,82,82,88
868
+ male,group C,high school,free/reduced,none,59,53,52
869
+ male,group B,associate's degree,standard,none,61,42,41
870
+ male,group E,associate's degree,free/reduced,completed,78,74,72
871
+ male,group C,associate's degree,free/reduced,none,49,51,51
872
+ male,group B,high school,standard,none,59,58,47
873
+ female,group C,some college,standard,completed,70,72,76
874
+ male,group B,associate's degree,standard,completed,82,84,78
875
+ male,group E,associate's degree,free/reduced,none,90,90,82
876
+ female,group C,bachelor's degree,free/reduced,none,43,62,61
877
+ male,group C,some college,free/reduced,none,80,64,66
878
+ male,group D,some college,standard,none,81,82,84
879
+ male,group C,some high school,standard,none,57,61,54
880
+ female,group D,some high school,standard,none,59,72,80
881
+ female,group D,associate's degree,standard,none,64,76,74
882
+ male,group C,bachelor's degree,standard,completed,63,64,66
883
+ female,group E,bachelor's degree,standard,completed,71,70,70
884
+ female,group B,high school,free/reduced,none,64,73,71
885
+ male,group D,bachelor's degree,free/reduced,none,55,46,44
886
+ female,group E,associate's degree,standard,none,51,51,54
887
+ female,group C,associate's degree,standard,completed,62,76,80
888
+ female,group E,associate's degree,standard,completed,93,100,95
889
+ male,group C,high school,free/reduced,none,54,72,59
890
+ female,group D,some college,free/reduced,none,69,65,74
891
+ male,group D,high school,free/reduced,none,44,51,48
892
+ female,group E,some college,standard,completed,86,85,91
893
+ female,group E,associate's degree,standard,none,85,92,85
894
+ female,group A,master's degree,free/reduced,none,50,67,73
895
+ male,group D,some high school,standard,completed,88,74,75
896
+ female,group E,associate's degree,standard,none,59,62,69
897
+ female,group E,some high school,free/reduced,none,32,34,38
898
+ male,group B,high school,free/reduced,none,36,29,27
899
+ female,group B,some high school,free/reduced,completed,63,78,79
900
+ male,group D,associate's degree,standard,completed,67,54,63
901
+ female,group D,some high school,standard,completed,65,78,82
902
+ male,group D,master's degree,standard,none,85,84,89
903
+ female,group C,master's degree,standard,none,73,78,74
904
+ female,group A,high school,free/reduced,completed,34,48,41
905
+ female,group D,bachelor's degree,free/reduced,completed,93,100,100
906
+ female,group D,some high school,free/reduced,none,67,84,84
907
+ male,group D,some college,standard,none,88,77,77
908
+ male,group B,high school,standard,none,57,48,51
909
+ female,group D,some college,standard,completed,79,84,91
910
+ female,group C,bachelor's degree,free/reduced,none,67,75,72
911
+ male,group E,bachelor's degree,standard,completed,70,64,70
912
+ male,group D,bachelor's degree,free/reduced,none,50,42,48
913
+ female,group A,some college,standard,none,69,84,82
914
+ female,group C,bachelor's degree,standard,completed,52,61,66
915
+ female,group C,bachelor's degree,free/reduced,completed,47,62,66
916
+ female,group B,associate's degree,free/reduced,none,46,61,55
917
+ female,group E,some college,standard,none,68,70,66
918
+ male,group E,bachelor's degree,standard,completed,100,100,100
919
+ female,group C,high school,standard,none,44,61,52
920
+ female,group C,associate's degree,standard,completed,57,77,80
921
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3
+ female,group C,bachelor's degree,free/reduced,completed,66,83,83
4
+ female,group D,some college,free/reduced,none,79,89,86
5
+ male,group C,master's degree,free/reduced,none,61,67,66
6
+ male,group E,high school,standard,none,73,64,57
7
+ male,group B,high school,free/reduced,none,30,24,15
8
+ female,group C,bachelor's degree,standard,completed,96,100,100
9
+ female,group C,associate's degree,standard,completed,57,77,80
10
+ male,group D,high school,standard,completed,68,64,66
11
+ female,group C,some high school,free/reduced,none,48,58,52
12
+ male,group B,some high school,standard,none,67,64,61
13
+ female,group C,some college,free/reduced,none,59,62,64
14
+ male,group E,some high school,standard,completed,74,64,60
15
+ female,group C,some high school,standard,none,65,69,76
16
+ female,group B,some college,standard,none,62,67,67
17
+ male,group C,associate's degree,standard,none,47,37,35
18
+ male,group D,associate's degree,standard,none,80,63,63
19
+ male,group C,high school,standard,none,68,60,53
20
+ female,group D,some college,standard,completed,79,84,91
21
+ male,group D,high school,standard,none,89,87,79
22
+ male,group A,some college,standard,none,69,67,69
23
+ female,group E,some college,free/reduced,none,53,58,57
24
+ female,group C,some college,standard,completed,64,82,77
25
+ male,group C,high school,standard,completed,82,84,82
26
+ male,group B,high school,free/reduced,none,36,29,27
27
+ female,group B,master's degree,standard,none,90,95,93
28
+ female,group D,master's degree,standard,none,64,63,66
29
+ female,group B,bachelor's degree,standard,none,52,65,69
30
+ female,group D,some high school,free/reduced,none,67,84,84
31
+ male,group C,associate's degree,standard,completed,51,60,58
32
+ male,group D,some college,standard,none,79,73,67
33
+ male,group A,high school,standard,none,63,63,62
34
+ female,group D,associate's degree,free/reduced,none,52,59,56
35
+ male,group A,associate's degree,free/reduced,completed,40,55,53
36
+ male,group D,some college,standard,none,40,42,38
37
+ female,group B,some college,standard,none,63,65,61
38
+ male,group C,associate's degree,standard,none,46,43,42
39
+ female,group C,some high school,free/reduced,completed,65,76,75
40
+ female,group B,some high school,standard,none,62,64,66
41
+ male,group B,associate's degree,standard,none,90,78,81
42
+ male,group A,associate's degree,free/reduced,none,47,57,44
43
+ male,group C,some college,standard,none,59,41,42
44
+ female,group B,master's degree,free/reduced,completed,77,97,94
45
+ female,group C,associate's degree,standard,none,52,55,57
46
+ male,group E,some college,standard,completed,99,87,81
47
+ female,group B,some high school,standard,none,70,64,72
48
+ male,group C,associate's degree,free/reduced,none,64,66,59
49
+ male,group A,bachelor's degree,standard,completed,80,78,81
50
+ male,group D,high school,free/reduced,none,42,39,34
51
+ male,group E,associate's degree,standard,completed,97,82,88
52
+ male,group A,some college,free/reduced,completed,50,47,54
53
+ female,group B,some high school,standard,completed,65,82,78
54
+ female,group C,master's degree,free/reduced,none,52,65,61
55
+ female,group E,associate's degree,standard,none,59,62,69
56
+ male,group B,some high school,standard,none,74,63,57
57
+ female,group C,some high school,free/reduced,none,43,53,53
58
+ female,group B,high school,free/reduced,completed,67,78,79
59
+ male,group E,bachelor's degree,standard,completed,100,100,100
60
+ male,group D,high school,standard,none,72,66,66
61
+ female,group B,associate's degree,standard,none,71,83,78
62
+ male,group A,some high school,free/reduced,none,55,46,43
63
+ female,group C,some college,standard,none,84,87,91
64
+ female,group E,some college,standard,completed,63,72,70
65
+ female,group C,bachelor's degree,standard,none,63,75,81
66
+ female,group C,some college,free/reduced,completed,42,66,69
67
+ male,group E,associate's degree,free/reduced,completed,78,74,72
68
+ male,group E,some college,standard,none,69,60,54
69
+ female,group B,associate's degree,standard,none,80,86,83
70
+ male,group B,high school,standard,none,79,60,65
71
+ male,group C,associate's degree,standard,completed,87,100,95
72
+ female,group A,associate's degree,free/reduced,none,65,85,76
73
+ female,group D,some high school,standard,none,51,63,61
74
+ male,group D,master's degree,standard,none,85,84,89
75
+ male,group A,some high school,standard,completed,47,49,49
76
+ male,group C,master's degree,free/reduced,none,54,59,50
77
+ female,group B,high school,free/reduced,none,38,60,50
78
+ male,group C,some high school,free/reduced,completed,59,69,65
79
+ male,group D,high school,free/reduced,none,60,57,51
80
+ male,group B,high school,free/reduced,none,49,45,45
81
+ female,group C,associate's degree,standard,completed,52,59,62
82
+ female,group C,bachelor's degree,free/reduced,none,44,63,62
83
+ female,group E,associate's degree,free/reduced,none,70,84,81
84
+ male,group C,associate's degree,standard,none,84,80,80
85
+ male,group C,associate's degree,standard,none,76,70,68
86
+ male,group C,some college,free/reduced,none,35,28,27
87
+ female,group C,associate's degree,standard,completed,96,96,99
88
+ female,group D,some college,standard,none,80,90,89
89
+ male,group B,associate's degree,standard,none,81,73,72
90
+ male,group D,high school,standard,none,57,50,54
91
+ male,group E,high school,standard,none,94,73,71
92
+ male,group B,high school,standard,none,82,82,80
93
+ male,group D,high school,standard,none,70,70,70
94
+ female,group B,associate's degree,standard,completed,94,87,92
95
+ male,group A,bachelor's degree,standard,completed,75,58,62
96
+ female,group C,some college,standard,none,52,58,58
97
+ female,group A,high school,free/reduced,completed,77,88,85
98
+ male,group D,some college,free/reduced,none,70,63,58
99
+ male,group A,some high school,free/reduced,none,65,59,53
100
+ male,group B,some college,free/reduced,none,40,43,39
101
+ female,group C,some college,standard,completed,70,89,88
102
+ male,group D,associate's degree,free/reduced,completed,79,82,80
103
+ female,group C,some college,standard,completed,67,81,79
104
+ male,group C,some college,free/reduced,none,68,68,61
105
+ female,group D,master's degree,free/reduced,completed,47,58,67
106
+ female,group A,some college,standard,completed,72,79,82
107
+ female,group E,high school,free/reduced,completed,57,75,73
108
+ female,group C,bachelor's degree,standard,none,83,93,95
109
+ male,group A,some college,standard,completed,61,51,52
110
+ male,group C,associate's degree,standard,completed,98,87,90
111
+ female,group D,master's degree,free/reduced,completed,61,71,78
112
+ female,group C,bachelor's degree,standard,completed,92,100,99
113
+ female,group C,associate's degree,standard,completed,68,67,73
114
+ female,group E,some high school,standard,none,77,79,80
115
+ male,group C,some college,standard,none,66,59,52
116
+ male,group B,high school,standard,none,47,46,42
117
+ male,group C,some college,free/reduced,none,65,58,49
118
+ male,group A,some high school,free/reduced,none,68,72,64
119
+ female,group C,some college,standard,completed,63,78,80
120
+ female,group D,high school,free/reduced,none,73,92,84
121
+ female,group C,high school,free/reduced,none,42,62,60
122
+ female,group E,master's degree,standard,none,62,68,68
123
+ female,group D,bachelor's degree,standard,completed,68,75,81
124
+ female,group C,associate's degree,standard,completed,67,84,81
125
+ male,group D,some college,free/reduced,none,49,57,46
126
+ female,group C,some college,free/reduced,none,35,44,43
127
+ male,group A,high school,standard,none,68,70,66
128
+ female,group B,high school,standard,completed,69,76,74
129
+ male,group C,high school,standard,none,70,74,71
130
+ female,group E,some high school,standard,completed,80,85,85
131
+ female,group C,some college,standard,completed,75,81,84
132
+ female,group D,some college,standard,none,63,64,67
133
+ male,group B,bachelor's degree,standard,none,66,60,57
134
+ female,group B,some high school,free/reduced,completed,74,90,88
135
+ female,group C,some high school,standard,completed,44,51,55
136
+ female,group B,bachelor's degree,standard,none,72,72,74
137
+ female,group D,master's degree,standard,completed,77,82,91
138
+ male,group D,high school,standard,none,46,34,36
139
+ male,group C,high school,standard,completed,72,67,64
140
+ male,group B,associate's degree,standard,completed,82,84,78
141
+ male,group E,associate's degree,standard,completed,62,61,58
142
+ male,group D,associate's degree,standard,none,80,68,72
143
+ female,group C,high school,standard,none,54,59,62
144
+ female,group D,some college,standard,none,79,86,81
145
+ female,group B,high school,standard,none,87,95,86
146
+ female,group C,some high school,standard,completed,65,74,77
147
+ female,group C,associate's degree,free/reduced,completed,82,93,93
148
+ female,group B,associate's degree,standard,none,40,48,50
149
+ female,group D,bachelor's degree,free/reduced,completed,93,100,100
150
+ female,group C,bachelor's degree,standard,none,65,72,74
151
+ male,group D,some high school,standard,completed,77,68,69
152
+ female,group C,some college,free/reduced,none,46,64,66
153
+ male,group B,some college,standard,completed,88,85,76
154
+ female,group E,some high school,free/reduced,none,32,34,38
155
+ female,group C,associate's degree,standard,none,39,64,57
156
+ male,group D,some high school,standard,none,86,73,70
157
+ male,group C,some high school,free/reduced,completed,53,37,40
158
+ male,group A,some college,free/reduced,completed,81,78,81
159
+ male,group B,some college,free/reduced,none,41,39,34
160
+ male,group C,some college,standard,none,61,61,62
161
+ male,group D,some college,standard,none,88,73,78
162
+ female,group A,some high school,standard,completed,59,85,80
163
+ female,group D,some high school,standard,none,81,97,96
164
+ male,group C,bachelor's degree,standard,none,58,55,48
165
+ female,group C,some college,free/reduced,completed,64,85,85
166
+ female,group E,master's degree,standard,none,81,92,91
167
+ male,group C,high school,standard,none,70,70,65
168
+ female,group C,bachelor's degree,free/reduced,none,62,78,79
169
+ male,group D,some college,standard,completed,77,62,62
170
+ female,group D,high school,standard,none,62,64,64
171
+ female,group E,some college,standard,none,87,85,93
172
+ female,group C,some college,free/reduced,completed,67,75,70
173
+ male,group A,bachelor's degree,free/reduced,none,62,72,65
174
+ female,group D,some high school,standard,none,76,72,71
175
+ female,group C,associate's degree,standard,none,63,67,70
176
+ female,group B,some college,standard,completed,88,95,92
177
+ male,group D,associate's degree,standard,none,72,79,74
178
+ female,group D,master's degree,standard,none,55,64,70
179
+ male,group C,some high school,free/reduced,none,61,57,56
180
+ male,group D,bachelor's degree,free/reduced,none,50,42,48
181
+ male,group E,some high school,standard,completed,87,84,76
182
+ male,group B,some college,standard,none,54,52,51
183
+ female,group C,some college,free/reduced,none,22,39,33
184
+ male,group D,high school,free/reduced,none,66,74,69
185
+ male,group C,bachelor's degree,standard,completed,83,82,84
186
+ female,group D,high school,standard,completed,56,68,74
187
+ female,group B,associate's degree,free/reduced,none,54,65,65
188
+ female,group D,master's degree,standard,none,74,79,82
189
+ male,group E,some college,free/reduced,completed,87,74,70
190
+ male,group E,high school,free/reduced,completed,86,81,75
191
+ male,group B,some college,standard,none,66,65,60
192
+ male,group C,associate's degree,free/reduced,completed,65,67,65
193
+ female,group C,associate's degree,standard,none,58,73,68
194
+ female,group C,associate's degree,standard,completed,75,82,90
195
+ female,group B,associate's degree,free/reduced,none,52,76,70
196
+ female,group C,some college,standard,none,54,64,65
197
+ female,group E,associate's degree,standard,completed,82,85,86
198
+ female,group C,some high school,standard,none,63,73,68
199
+ female,group A,some high school,free/reduced,none,59,73,69
200
+ male,group E,bachelor's degree,free/reduced,completed,70,68,72
201
+ female,group C,high school,free/reduced,completed,59,71,65
202
+ male,group D,bachelor's degree,free/reduced,completed,74,71,80
203
+ male,group A,high school,free/reduced,completed,72,67,65
204
+ male,group A,associate's degree,standard,completed,97,92,86
205
+ female,group C,some high school,standard,none,47,54,53
206
+ male,group D,master's degree,standard,none,95,81,84
207
+ female,group C,some high school,standard,none,49,63,56
208
+ male,group E,associate's degree,free/reduced,none,64,56,52
209
+ female,group B,some high school,free/reduced,none,24,38,27
210
+ male,group E,associate's degree,free/reduced,completed,77,69,68
211
+ male,group B,bachelor's degree,free/reduced,none,55,59,54
212
+ female,group D,some college,standard,none,74,89,84
213
+ male,group D,high school,free/reduced,none,69,70,67
214
+ female,group B,master's degree,standard,none,77,90,84
215
+ male,group D,high school,standard,none,76,73,68
216
+ male,group D,bachelor's degree,free/reduced,completed,61,70,76
217
+ male,group C,some college,standard,completed,93,84,90
218
+ male,group B,high school,standard,none,62,55,54
219
+ male,group A,bachelor's degree,standard,none,64,60,58
220
+ female,group D,some high school,standard,completed,66,78,78
221
+ male,group C,high school,standard,completed,86,81,80
222
+ male,group C,master's degree,free/reduced,completed,46,42,46
223
+ female,group B,associate's degree,free/reduced,completed,76,94,87
224
+ male,group A,high school,standard,none,59,52,46
225
+ male,group B,high school,free/reduced,none,63,48,47
226
+ female,group A,some high school,free/reduced,none,47,59,50
227
+ male,group C,bachelor's degree,free/reduced,none,61,66,61
228
+ male,group E,associate's degree,standard,none,72,64,63
229
+ male,group A,some high school,free/reduced,none,39,39,34
230
+ male,group E,some college,standard,none,86,76,74
231
+ female,group D,associate's degree,free/reduced,none,47,53,58
232
+ male,group B,associate's degree,standard,completed,81,82,82
233
+ female,group B,high school,standard,none,58,62,59
234
+ female,group C,some college,standard,none,59,71,70
235
+ female,group D,bachelor's degree,standard,none,79,89,89
236
+ female,group C,some high school,free/reduced,none,65,86,80
237
+ female,group B,high school,standard,none,65,81,73
238
+ female,group E,high school,standard,none,50,50,47
239
+ female,group A,some high school,free/reduced,none,44,64,58
240
+ female,group E,bachelor's degree,standard,completed,71,70,70
241
+ female,group C,high school,standard,none,60,68,72
242
+ male,group D,some high school,standard,none,86,80,75
243
+ female,group C,some college,standard,none,53,62,56
244
+ female,group D,bachelor's degree,standard,none,89,100,100
245
+ female,group A,associate's degree,standard,completed,65,70,74
246
+ male,group E,some high school,free/reduced,completed,78,83,80
247
+ female,group D,bachelor's degree,free/reduced,none,63,73,78
248
+ female,group C,high school,standard,none,75,88,85
249
+ female,group B,high school,free/reduced,completed,46,54,58
250
+ female,group C,some high school,free/reduced,completed,50,60,60
251
+ female,group C,associate's degree,standard,completed,65,84,84
252
+ female,group C,associate's degree,standard,none,65,76,76
253
+ male,group E,associate's degree,free/reduced,none,90,90,82
254
+ male,group C,associate's degree,standard,completed,57,54,56
255
+ male,group C,high school,standard,none,52,53,49
256
+ female,group B,high school,standard,none,65,64,62
257
+ male,group D,some high school,standard,none,84,84,80
258
+ female,group C,associate's degree,standard,completed,62,76,80
259
+ male,group D,associate's degree,standard,completed,81,72,77
260
+ male,group E,associate's degree,free/reduced,none,46,43,41
261
+ male,group D,associate's degree,standard,none,71,66,60
262
+ male,group C,some high school,standard,none,49,49,41
263
+ female,group D,some college,standard,none,51,58,54
264
+ female,group D,high school,standard,none,69,77,73
265
+ female,group D,some high school,free/reduced,none,48,54,53
266
+ male,group E,some high school,free/reduced,completed,73,67,59
267
+ male,group C,some college,standard,completed,98,86,90
268
+ female,group E,bachelor's degree,standard,completed,99,100,100
269
+ male,group C,associate's degree,standard,none,74,73,67
270
+ male,group E,some college,standard,none,68,60,59
271
+ male,group D,associate's degree,free/reduced,none,53,54,48
272
+ male,group D,associate's degree,standard,completed,87,84,85
273
+ male,group C,high school,standard,none,71,79,71
274
+ male,group C,some college,free/reduced,completed,67,74,70
275
+ female,group D,some high school,standard,none,73,86,82
276
+ male,group D,some high school,standard,completed,76,70,69
277
+ female,group A,some high school,free/reduced,none,44,45,45
278
+ female,group C,high school,free/reduced,none,35,53,46
279
+ male,group C,bachelor's degree,free/reduced,completed,70,75,74
280
+ male,group C,some high school,standard,none,75,72,62
281
+ female,group E,high school,standard,none,74,76,73
282
+ female,group C,some college,standard,none,58,59,66
283
+ female,group B,some college,standard,none,79,86,92
284
+ male,group D,associate's degree,standard,none,40,52,43
285
+ female,group B,high school,free/reduced,none,50,67,63
286
+ female,group E,associate's degree,standard,completed,79,88,94
287
+ male,group B,some college,free/reduced,completed,59,65,66
288
+ female,group B,associate's degree,standard,none,53,58,65
289
+ female,group B,some high school,standard,none,41,55,51
290
+ female,group B,master's degree,free/reduced,completed,58,76,78
291
+ female,group D,some college,free/reduced,completed,59,78,76
292
+ male,group D,some college,standard,none,81,82,84
293
+ male,group A,some high school,standard,none,53,54,48
294
+ male,group D,some college,standard,none,55,58,52
295
+ male,group B,some college,standard,none,79,67,67
296
+ male,group C,bachelor's degree,standard,none,86,83,86
297
+ female,group B,master's degree,free/reduced,completed,52,70,62
298
+ male,group A,some high school,free/reduced,none,79,82,73
299
+ male,group C,bachelor's degree,standard,completed,71,74,68
300
+ male,group B,high school,standard,none,59,58,47
301
+ female,group B,high school,free/reduced,none,64,73,71
302
+ female,group D,high school,standard,none,67,72,74
303
+ female,group C,associate's degree,standard,completed,71,77,77
304
+ male,group A,high school,free/reduced,none,48,45,41
305
+ female,group A,some college,standard,none,69,84,82
306
+ male,group E,some high school,standard,completed,89,84,77
307
+ female,group A,some college,standard,none,56,58,64
308
+ male,group B,some college,standard,completed,62,66,68
309
+ female,group E,some high school,free/reduced,none,38,49,45
310
+ male,group C,some college,standard,none,84,87,81
311
+ male,group E,some college,standard,none,68,72,65
312
+ male,group C,associate's degree,standard,completed,78,77,77
313
+ male,group E,bachelor's degree,standard,completed,85,66,71
314
+ female,group B,some college,free/reduced,none,61,68,66
315
+ female,group C,some high school,standard,none,69,75,78
316
+ female,group C,high school,free/reduced,none,41,46,43
317
+ female,group D,some college,free/reduced,completed,52,59,65
318
+ female,group C,some high school,free/reduced,none,55,65,62
319
+ female,group D,some high school,standard,completed,97,100,100
320
+ female,group A,some college,standard,completed,78,87,91
321
+ male,group D,some college,standard,none,44,54,53
322
+ male,group A,associate's degree,standard,none,63,61,61
323
+ female,group C,some college,free/reduced,completed,63,73,71
324
+ female,group E,master's degree,free/reduced,none,81,86,87
325
+ male,group C,high school,free/reduced,none,58,61,52
326
+ female,group C,high school,standard,none,61,72,70
327
+ male,group B,bachelor's degree,free/reduced,completed,87,90,88
328
+ female,group B,high school,standard,completed,77,82,89
329
+ female,group B,associate's degree,standard,none,57,69,68
330
+ male,group D,some college,standard,none,67,64,70
331
+ male,group C,associate's degree,free/reduced,completed,43,45,50
332
+ female,group B,associate's degree,free/reduced,none,53,70,70
333
+ male,group B,associate's degree,free/reduced,none,61,58,56
334
+ male,group C,high school,free/reduced,completed,58,51,52
335
+ female,group B,some high school,standard,none,37,46,46
336
+ female,group D,some high school,free/reduced,completed,40,65,64
337
+ male,group C,some high school,standard,none,73,66,66
338
+ male,group D,bachelor's degree,standard,none,54,49,47
339
+ male,group B,associate's degree,free/reduced,none,44,41,38
340
+ female,group B,associate's degree,free/reduced,completed,68,77,80
341
+ male,group D,some college,free/reduced,none,69,66,60
342
+ male,group B,some high school,free/reduced,none,48,52,45
343
+ male,group C,some college,standard,none,58,49,42
344
+ male,group D,bachelor's degree,free/reduced,none,63,66,67
345
+ female,group C,associate's degree,free/reduced,none,60,75,74
346
+ female,group D,bachelor's degree,standard,none,78,82,79
347
+ male,group A,some high school,free/reduced,completed,61,62,61
348
+ male,group D,some high school,free/reduced,none,62,49,52
349
+ male,group C,high school,standard,none,62,67,58
350
+ male,group A,some high school,standard,none,71,62,50
351
+ male,group B,some high school,standard,none,72,68,67
352
+ female,group B,bachelor's degree,free/reduced,none,75,85,82
353
+ female,group D,some high school,standard,none,59,67,61
354
+ female,group D,associate's degree,standard,none,77,77,73
355
+ male,group D,associate's degree,standard,none,52,55,49
356
+ female,group C,some college,standard,completed,71,71,80
357
+ female,group C,bachelor's degree,standard,completed,52,61,66
358
+ female,group D,some high school,standard,none,73,84,85
359
+ female,group D,associate's degree,standard,completed,88,92,95
360
+ female,group A,associate's degree,standard,completed,55,65,62
361
+ male,group E,associate's degree,standard,none,87,74,76
362
+ male,group D,associate's degree,standard,none,61,55,52
363
+ female,group D,some college,free/reduced,none,77,86,86
364
+ male,group B,some college,standard,none,58,50,45
365
+ male,group C,associate's degree,standard,none,92,79,84
366
+ female,group E,high school,standard,none,99,93,90
367
+ female,group B,associate's degree,standard,none,73,83,76
368
+ female,group B,some college,standard,completed,50,64,66
369
+ female,group C,associate's degree,standard,completed,74,75,83
370
+ female,group C,high school,standard,none,61,73,63
371
+ male,group A,some high school,standard,completed,66,68,64
372
+ male,group E,associate's degree,free/reduced,completed,100,100,93
373
+ male,group E,some college,standard,none,83,80,73
374
+ female,group E,some high school,free/reduced,none,72,79,77
375
+ male,group E,some college,standard,none,53,55,48
376
+ female,group C,associate's degree,standard,none,46,58,57
377
+ female,group D,high school,free/reduced,completed,65,61,71
378
+ female,group E,some college,free/reduced,completed,42,55,54
379
+ female,group C,associate's degree,standard,completed,83,85,90
380
+ male,group D,some high school,standard,none,60,59,54
381
+ male,group D,some college,standard,completed,100,97,99
382
+ female,group C,high school,free/reduced,completed,67,79,84
383
+ female,group C,associate's degree,free/reduced,none,54,58,61
384
+ male,group B,bachelor's degree,standard,none,59,54,51
385
+ female,group B,high school,standard,none,48,62,60
386
+ male,group C,high school,standard,none,90,75,69
387
+ female,group B,associate's degree,standard,none,82,80,77
388
+ female,group D,high school,standard,none,51,66,62
389
+ female,group C,high school,free/reduced,none,35,61,54
390
+ female,group D,associate's degree,free/reduced,completed,75,90,88
391
+ female,group C,master's degree,standard,completed,81,91,87
392
+ male,group C,associate's degree,standard,none,85,76,71
393
+ female,group D,some high school,free/reduced,completed,69,86,81
394
+ female,group B,bachelor's degree,free/reduced,none,77,85,87
395
+ male,group C,associate's degree,free/reduced,none,58,55,53
396
+ male,group B,high school,standard,completed,52,49,46
397
+ male,group D,some high school,standard,none,62,67,61
398
+ female,group B,some high school,standard,none,67,89,82
399
+ female,group E,some college,standard,none,76,78,80
400
+ male,group D,bachelor's degree,free/reduced,none,68,68,67
401
+ female,group C,associate's degree,standard,completed,59,73,72
402
+ female,group B,some high school,free/reduced,none,18,32,28
403
+ male,group D,some college,standard,completed,65,77,74
404
+ female,group C,some college,standard,none,71,81,80
405
+ female,group E,some college,standard,none,62,73,70
406
+ male,group D,some high school,standard,none,69,66,61
407
+ male,group D,some college,standard,none,72,57,58
408
+ female,group E,associate's degree,standard,none,66,65,69
409
+ male,group C,high school,standard,none,84,77,74
410
+ female,group E,bachelor's degree,standard,none,37,45,38
411
+ female,group C,associate's degree,standard,none,85,84,82
412
+ male,group C,master's degree,free/reduced,completed,62,68,75
413
+ male,group D,some high school,free/reduced,none,56,54,52
414
+ male,group B,some college,standard,completed,69,77,77
415
+ female,group D,some college,standard,none,98,100,99
416
+ male,group C,high school,standard,none,50,48,42
417
+ female,group E,master's degree,standard,completed,94,99,100
418
+ female,group C,associate's degree,standard,none,91,95,94
419
+ female,group E,some college,standard,completed,66,74,73
420
+ female,group C,some high school,standard,none,74,75,82
421
+ male,group B,associate's degree,standard,none,65,54,57
422
+ male,group E,bachelor's degree,standard,completed,70,64,70
423
+ male,group B,some college,free/reduced,none,60,60,60
424
+ female,group A,high school,standard,none,61,68,63
425
+ male,group E,some high school,standard,none,94,88,78
426
+ male,group C,high school,standard,none,88,89,86
427
+ male,group A,some high school,standard,none,64,50,43
428
+ female,group D,associate's degree,free/reduced,completed,57,74,76
429
+ male,group C,some high school,standard,completed,78,72,69
430
+ male,group C,master's degree,free/reduced,completed,72,66,72
431
+ female,group C,some high school,standard,completed,76,87,85
432
+ female,group E,some high school,free/reduced,none,74,74,72
433
+ male,group B,high school,standard,completed,73,71,68
434
+ female,group D,some college,free/reduced,completed,70,78,78
435
+ female,group C,high school,standard,none,76,76,74
436
+ male,group C,some high school,standard,none,57,61,54
437
+ female,group E,master's degree,free/reduced,none,45,56,54
438
+ male,group B,some college,standard,none,69,54,55
439
+ female,group C,some college,standard,none,62,69,69
440
+ male,group D,associate's degree,free/reduced,none,75,66,73
441
+ female,group D,some college,standard,completed,75,77,83
442
+ male,group C,some college,standard,none,59,60,58
443
+ female,group C,some college,standard,completed,88,95,94
444
+ female,group D,some high school,free/reduced,none,50,64,59
445
+ female,group D,some college,standard,none,62,70,72
446
+ female,group D,bachelor's degree,standard,none,59,70,73
447
+ male,group C,some college,standard,none,91,74,76
448
+ male,group C,some college,standard,none,63,63,60
449
+ male,group C,master's degree,standard,none,71,67,67
450
+ female,group B,some high school,free/reduced,completed,59,63,64
451
+ male,group C,some high school,standard,none,64,58,51
452
+ female,group C,master's degree,standard,completed,69,84,85
453
+ male,group C,some high school,standard,none,62,64,55
454
+ male,group C,associate's degree,standard,none,97,93,91
455
+ female,group E,associate's degree,standard,completed,95,89,92
456
+ female,group B,bachelor's degree,standard,none,75,84,80
457
+ female,group A,some college,free/reduced,none,61,60,57
458
+ female,group D,master's degree,standard,none,53,61,68
459
+ female,group E,associate's degree,standard,none,68,76,67
460
+ male,group B,master's degree,free/reduced,none,49,53,52
461
+ female,group C,bachelor's degree,free/reduced,none,67,75,72
462
+ female,group B,associate's degree,standard,completed,59,70,66
463
+ male,group C,some high school,standard,completed,76,80,73
464
+ female,group D,bachelor's degree,free/reduced,none,62,72,74
465
+ female,group E,associate's degree,standard,none,84,95,92
466
+ male,group C,high school,standard,none,62,55,49
467
+ female,group C,some college,standard,none,72,72,71
468
+ male,group A,high school,free/reduced,none,53,58,44
469
+ male,group B,high school,standard,completed,60,44,47
470
+ female,group D,high school,standard,completed,57,58,64
471
+ male,group E,high school,free/reduced,completed,57,56,54
472
+ male,group D,some high school,standard,completed,71,69,68
473
+ female,group A,high school,standard,none,55,73,73
474
+ female,group D,associate's degree,free/reduced,none,46,56,57
475
+ female,group C,some college,standard,none,69,78,76
476
+ female,group C,some college,standard,none,55,69,65
477
+ male,group D,high school,standard,none,88,78,75
478
+ male,group A,bachelor's degree,standard,none,77,67,68
479
+ female,group D,high school,standard,completed,88,99,100
480
+ female,group C,associate's degree,standard,none,54,61,58
481
+ male,group E,high school,standard,completed,81,80,76
482
+ female,group D,associate's degree,free/reduced,none,43,60,58
483
+ male,group B,some college,free/reduced,completed,74,77,76
484
+ male,group D,some high school,standard,completed,78,81,86
485
+ male,group D,high school,free/reduced,completed,64,64,67
486
+ female,group E,high school,free/reduced,none,41,45,40
487
+ female,group D,associate's degree,standard,none,74,81,83
488
+ female,group C,associate's degree,free/reduced,none,65,77,74
489
+ female,group A,high school,standard,completed,68,80,76
490
+ male,group D,master's degree,standard,none,80,80,72
491
+ male,group B,associate's degree,standard,none,80,76,64
492
+ male,group D,high school,standard,none,69,75,71
493
+ male,group A,bachelor's degree,standard,none,91,96,92
494
+ male,group A,some college,standard,completed,100,96,86
495
+ female,group C,some college,standard,completed,87,89,94
496
+ female,group E,associate's degree,standard,none,85,92,85
497
+ female,group C,some high school,free/reduced,none,44,50,51
498
+ male,group D,some college,free/reduced,completed,69,60,63
499
+ male,group E,associate's degree,standard,completed,71,74,68
500
+ female,group C,bachelor's degree,free/reduced,completed,51,72,79
501
+ male,group A,some high school,standard,completed,62,67,69
502
+ male,group C,associate's degree,free/reduced,none,68,65,61
503
+ male,group D,high school,standard,none,41,52,51
504
+ male,group D,high school,free/reduced,none,44,51,48
505
+ male,group C,some high school,free/reduced,none,79,76,65
506
+ female,group E,associate's degree,standard,completed,93,100,95
507
+ male,group B,some high school,standard,completed,64,53,57
508
+ male,group C,associate's degree,free/reduced,none,73,68,66
509
+ male,group B,some high school,standard,none,88,84,75
510
+ female,group C,some college,free/reduced,none,62,72,70
511
+ male,group D,some college,free/reduced,none,62,57,62
512
+ male,group C,high school,free/reduced,none,61,60,55
513
+ male,group D,associate's degree,standard,none,90,87,85
514
+ male,group D,high school,free/reduced,none,75,74,66
515
+ female,group C,some college,free/reduced,none,77,90,91
516
+ female,group C,some college,standard,none,82,90,94
517
+ male,group E,high school,standard,none,80,76,65
518
+ male,group D,high school,free/reduced,none,63,57,56
519
+ male,group E,some high school,standard,none,82,67,61
520
+ female,group E,some college,standard,none,61,64,62
521
+ male,group A,high school,standard,none,57,43,47
522
+ female,group D,high school,standard,none,45,63,59
523
+ male,group E,high school,free/reduced,none,55,56,51
524
+ female,group B,associate's degree,standard,none,58,63,65
525
+ male,group B,bachelor's degree,free/reduced,none,73,56,57
526
+ female,group E,bachelor's degree,standard,none,65,73,75
527
+ female,group C,some high school,standard,completed,59,54,67
528
+ female,group C,some college,standard,completed,88,93,93
529
+ female,group D,associate's degree,standard,none,65,69,70
530
+ male,group C,associate's degree,standard,none,69,77,69
531
+ male,group C,high school,standard,none,70,56,51
532
+ male,group E,associate's degree,standard,none,89,76,74
533
+ male,group E,high school,standard,none,84,73,69
534
+ male,group D,associate's degree,free/reduced,completed,61,71,73
535
+ female,group B,high school,standard,none,74,72,72
536
+ male,group B,high school,standard,none,57,48,51
537
+ female,group C,high school,standard,completed,60,64,74
538
+ male,group C,high school,free/reduced,none,54,72,59
539
+ female,group A,bachelor's degree,standard,none,51,49,51
540
+ female,group D,some high school,standard,completed,80,92,88
541
+ female,group A,some college,free/reduced,none,49,65,55
542
+ male,group C,bachelor's degree,standard,completed,91,81,79
543
+ male,group B,high school,standard,none,52,48,49
544
+ male,group C,master's degree,standard,none,67,57,59
545
+ female,group C,bachelor's degree,free/reduced,completed,47,62,66
546
+ male,group B,some high school,standard,completed,61,56,56
547
+ female,group D,associate's degree,free/reduced,completed,74,88,90
548
+ female,group E,some college,standard,none,68,70,66
549
+ male,group C,master's degree,free/reduced,completed,79,77,75
550
+ female,group D,some college,free/reduced,none,64,74,75
551
+ male,group B,some college,standard,completed,91,96,91
552
+ female,group E,bachelor's degree,free/reduced,none,61,58,62
553
+ female,group C,bachelor's degree,free/reduced,none,43,62,61
554
+ female,group C,high school,free/reduced,none,53,72,64
555
+ female,group E,bachelor's degree,standard,none,64,73,70
556
+ female,group A,high school,free/reduced,completed,53,50,60
557
+ female,group C,bachelor's degree,standard,none,86,92,87
558
+ female,group D,high school,standard,none,69,72,77
559
+ female,group C,some high school,standard,none,77,91,88
560
+ female,group D,high school,standard,none,78,81,80
561
+ female,group C,some college,standard,none,54,48,52
562
+ male,group A,associate's degree,standard,none,54,53,47
563
+ female,group E,associate's degree,free/reduced,none,73,76,78
564
+ female,group B,bachelor's degree,standard,none,67,86,83
565
+ male,group C,associate's degree,free/reduced,none,49,51,51
566
+ female,group C,master's degree,free/reduced,none,40,58,54
567
+ male,group D,associate's degree,free/reduced,none,52,57,50
568
+ female,group D,some college,standard,completed,82,97,96
569
+ male,group D,some high school,standard,none,81,78,78
570
+ female,group B,high school,free/reduced,completed,23,44,36
571
+ male,group E,some high school,standard,none,92,87,78
572
+ female,group B,some high school,standard,completed,32,51,44
573
+ female,group E,some college,standard,completed,73,78,76
574
+ male,group C,associate's degree,standard,none,83,72,78
575
+ female,group B,high school,standard,none,50,53,55
576
+ female,group D,master's degree,standard,completed,70,71,74
577
+ male,group D,associate's degree,standard,completed,67,54,63
578
+ female,group D,associate's degree,free/reduced,completed,42,61,58
579
+ male,group D,some college,free/reduced,none,59,62,61
580
+ female,group B,some college,standard,none,70,75,78
581
+ male,group B,some college,free/reduced,none,55,55,47
582
+ male,group D,associate's degree,standard,none,61,48,46
583
+ female,group B,bachelor's degree,standard,completed,66,74,81
584
+ female,group D,bachelor's degree,free/reduced,none,73,79,84
585
+ female,group D,some high school,standard,none,80,90,82
586
+ female,group A,some high school,free/reduced,none,38,43,43
587
+ female,group B,associate's degree,standard,completed,52,66,73
588
+ male,group C,high school,standard,completed,58,52,54
589
+ female,group C,high school,standard,none,72,80,83
590
+ female,group C,associate's degree,standard,completed,68,86,84
591
+ female,group C,bachelor's degree,standard,completed,77,94,95
592
+ female,group B,some high school,standard,none,82,82,80
593
+ female,group D,associate's degree,standard,none,76,74,73
594
+ male,group E,some high school,standard,completed,81,75,76
595
+ male,group E,associate's degree,free/reduced,completed,46,43,44
596
+ male,group D,some college,standard,none,88,77,77
597
+ male,group C,associate's degree,free/reduced,completed,65,73,68
598
+ female,group B,bachelor's degree,standard,none,97,97,96
599
+ female,group B,some college,standard,none,82,85,87
600
+ female,group B,bachelor's degree,standard,completed,65,81,81
601
+ male,group C,master's degree,standard,completed,91,85,85
602
+ female,group C,associate's degree,standard,completed,55,72,79
603
+ female,group D,master's degree,standard,none,92,100,100
604
+ female,group B,high school,standard,none,81,91,89
605
+ female,group E,associate's degree,free/reduced,completed,57,68,73
606
+ female,group C,some college,standard,none,73,80,82
607
+ female,group D,high school,standard,none,56,52,55
608
+ female,group D,associate's degree,standard,completed,57,78,79
609
+ male,group D,associate's degree,free/reduced,none,66,62,64
610
+ male,group C,high school,standard,completed,53,52,49
611
+ male,group E,associate's degree,standard,completed,81,81,79
612
+ male,group C,high school,standard,completed,75,69,68
613
+ male,group A,high school,standard,completed,72,73,74
614
+ female,group B,some high school,standard,none,73,79,79
615
+ female,group E,some college,standard,completed,86,85,91
616
+ female,group C,bachelor's degree,standard,none,65,79,81
617
+ male,group D,high school,standard,none,64,54,50
618
+ female,group B,high school,standard,none,58,68,61
619
+ male,group D,some high school,standard,none,55,47,44
620
+ male,group C,associate's degree,free/reduced,completed,78,81,82
621
+ female,group D,some college,free/reduced,completed,63,80,80
622
+ male,group D,high school,free/reduced,completed,73,68,66
623
+ female,group C,high school,standard,none,81,84,82
624
+ female,group E,high school,standard,none,74,81,71
625
+ female,group C,associate's degree,standard,none,49,53,53
626
+ male,group C,bachelor's degree,free/reduced,none,53,58,55
627
+ male,group D,some college,free/reduced,none,77,62,64
628
+ female,group D,some college,free/reduced,none,69,65,74
629
+ male,group E,bachelor's degree,standard,none,82,62,62
630
+ male,group E,some college,standard,none,76,67,67
631
+ female,group B,high school,standard,none,42,52,51
632
+ female,group C,associate's degree,standard,none,85,89,95
633
+ female,group C,high school,standard,completed,58,75,77
634
+ female,group C,high school,standard,none,59,72,68
635
+ female,group C,high school,free/reduced,none,34,42,39
636
+ male,group C,some college,standard,none,76,78,75
637
+ female,group D,some high school,standard,none,68,71,75
638
+ female,group B,some high school,free/reduced,none,72,81,79
639
+ female,group C,some high school,free/reduced,none,48,56,51
640
+ male,group C,bachelor's degree,standard,completed,94,90,91
641
+ male,group D,associate's degree,standard,none,81,71,73
642
+ female,group A,some high school,standard,completed,92,100,97
643
+ male,group E,some college,standard,completed,81,74,71
644
+ female,group C,some high school,free/reduced,completed,29,40,44
645
+ female,group D,some college,free/reduced,none,58,67,62
646
+ female,group C,some college,standard,none,73,76,78
647
+ male,group E,some high school,standard,completed,68,51,57
648
+ female,group C,high school,free/reduced,completed,50,66,64
649
+ male,group B,associate's degree,standard,completed,65,65,63
650
+ male,group C,some college,free/reduced,none,63,61,54
651
+ female,group C,high school,standard,none,66,71,76
652
+ female,group E,master's degree,free/reduced,none,56,72,65
653
+ male,group E,associate's degree,standard,completed,94,85,82
654
+ female,group C,associate's degree,standard,none,66,77,73
655
+ female,group C,associate's degree,standard,completed,67,84,86
656
+ male,group D,bachelor's degree,free/reduced,completed,74,79,75
657
+ female,group C,bachelor's degree,standard,none,67,69,75
658
+ male,group C,bachelor's degree,standard,completed,63,64,66
659
+ male,group D,some college,standard,none,76,64,66
660
+ male,group A,associate's degree,free/reduced,completed,79,82,82
661
+ female,group B,some high school,free/reduced,completed,52,67,72
662
+ female,group A,some high school,standard,none,71,83,77
663
+ male,group B,bachelor's degree,free/reduced,none,88,75,76
664
+ male,group D,some college,standard,none,68,59,62
665
+ female,group D,high school,standard,completed,69,77,78
666
+ female,group D,some college,standard,none,77,68,77
667
+ male,group E,bachelor's degree,standard,none,68,68,64
668
+ female,group B,some high school,standard,none,66,69,68
669
+ female,group C,associate's degree,standard,none,59,66,67
670
+ male,group A,associate's degree,free/reduced,none,62,61,55
671
+ female,group C,high school,standard,none,63,69,74
672
+ female,group E,high school,free/reduced,none,64,62,68
673
+ male,group D,master's degree,standard,none,82,82,74
674
+ male,group B,some college,free/reduced,completed,60,62,60
675
+ male,group D,some college,standard,none,71,49,52
676
+ male,group B,associate's degree,free/reduced,completed,58,57,53
677
+ female,group E,associate's degree,standard,none,100,100,100
678
+ female,group D,some high school,standard,none,59,58,59
679
+ female,group C,master's degree,standard,completed,54,64,67
680
+ female,group A,master's degree,standard,none,50,53,58
681
+ female,group E,high school,free/reduced,completed,66,74,78
682
+ male,group C,associate's degree,free/reduced,none,55,61,54
683
+ female,group C,some college,standard,none,83,83,90
684
+ male,group A,bachelor's degree,standard,none,66,64,62
685
+ male,group D,some high school,standard,completed,62,66,68
686
+ female,group B,high school,standard,none,62,62,63
687
+ female,group E,associate's degree,free/reduced,completed,83,86,88
688
+ female,group D,some college,free/reduced,none,60,66,70
689
+ male,group C,some college,standard,none,53,44,42
690
+ female,group D,some high school,standard,none,59,72,80
691
+ male,group C,associate's degree,standard,none,49,51,43
692
+ female,group C,bachelor's degree,free/reduced,none,50,60,59
693
+ male,group E,associate's degree,free/reduced,completed,91,73,80
694
+ male,group B,some college,standard,none,47,43,41
695
+ male,group B,associate's degree,free/reduced,none,67,62,60
696
+ female,group B,some high school,standard,none,57,67,72
697
+ female,group D,some college,free/reduced,none,71,83,83
698
+ female,group E,associate's degree,standard,completed,65,75,77
699
+ male,group B,some college,free/reduced,none,54,54,45
700
+ male,group C,bachelor's degree,free/reduced,none,37,56,47
701
+ male,group C,high school,free/reduced,none,62,55,55
702
+ male,group B,some high school,standard,completed,94,86,87
703
+ male,group D,bachelor's degree,free/reduced,completed,39,42,38
704
+ female,group E,some college,free/reduced,none,71,76,70
705
+ female,group D,some college,free/reduced,none,65,81,77
706
+ female,group E,some college,free/reduced,completed,75,88,85
707
+ female,group C,some college,free/reduced,none,32,39,33
708
+ male,group C,some college,standard,none,53,39,37
709
+ male,group A,some college,standard,none,53,43,43
710
+ male,group A,bachelor's degree,standard,completed,87,84,87
711
+ male,group E,bachelor's degree,standard,completed,76,62,66
712
+ female,group D,bachelor's degree,free/reduced,none,78,90,93
713
+ male,group D,bachelor's degree,standard,none,75,73,74
714
+ female,group C,some college,standard,none,58,67,72
715
+ male,group B,associate's degree,standard,none,48,43,45
716
+ male,group D,master's degree,standard,none,73,70,75
717
+ female,group C,some college,standard,completed,69,90,88
718
+ female,group E,high school,free/reduced,none,57,58,57
719
+ male,group B,some high school,standard,completed,79,85,86
720
+ female,group C,some college,standard,none,63,74,74
721
+ female,group B,associate's degree,standard,none,47,49,50
722
+ male,group D,some high school,standard,completed,74,71,78
723
+ male,group E,some college,standard,none,97,87,82
724
+ female,group B,some high school,free/reduced,none,49,58,55
725
+ male,group C,master's degree,standard,none,79,78,77
726
+ male,group C,some high school,free/reduced,none,69,71,65
727
+ female,group C,associate's degree,free/reduced,none,53,61,62
728
+ male,group C,high school,standard,completed,69,58,53
729
+ male,group C,high school,free/reduced,none,27,34,36
730
+ female,group D,some high school,free/reduced,completed,35,55,60
731
+ female,group B,some high school,free/reduced,completed,63,78,79
732
+ male,group B,bachelor's degree,free/reduced,none,48,51,46
733
+ female,group C,high school,standard,none,72,80,75
734
+ female,group B,high school,standard,none,66,72,70
735
+ female,group E,bachelor's degree,standard,none,80,83,83
736
+ male,group A,some college,standard,completed,78,72,70
737
+ male,group C,high school,standard,none,71,66,65
738
+ female,group D,master's degree,standard,none,54,60,63
739
+ female,group C,associate's degree,free/reduced,none,57,78,67
740
+ female,group D,some college,standard,none,65,70,71
741
+ male,group C,high school,free/reduced,completed,53,51,51
742
+ female,group D,high school,free/reduced,none,39,52,46
743
+ female,group D,associate's degree,free/reduced,none,55,76,76
744
+ female,group D,associate's degree,standard,none,59,70,65
745
+ female,group B,high school,free/reduced,none,60,72,68
746
+ female,group B,associate's degree,standard,none,49,52,54
747
+ female,group B,high school,free/reduced,none,8,24,23
748
+ female,group D,master's degree,free/reduced,none,40,59,54
749
+ female,group C,bachelor's degree,free/reduced,completed,74,86,89
750
+ male,group E,some college,standard,none,59,51,43
751
+ female,group E,bachelor's degree,free/reduced,completed,92,100,100
752
+ male,group C,some college,free/reduced,none,80,64,66
753
+ male,group C,bachelor's degree,standard,completed,96,90,92
754
+ male,group E,some college,standard,completed,85,75,68
755
+ female,group C,bachelor's degree,standard,none,77,88,87
756
+ female,group B,high school,free/reduced,completed,76,85,82
757
+ male,group C,high school,free/reduced,none,66,66,59
758
+ female,group D,bachelor's degree,standard,completed,71,76,83
759
+ male,group B,high school,standard,none,60,68,60
760
+ male,group D,some college,standard,none,76,71,73
761
+ male,group D,some college,standard,completed,58,59,58
762
+ female,group B,associate's degree,standard,completed,90,90,91
763
+ female,group D,some college,standard,completed,74,75,79
764
+ male,group B,some college,free/reduced,none,75,68,65
765
+ male,group C,some college,standard,none,69,64,68
766
+ female,group B,some high school,standard,completed,60,70,70
767
+ female,group B,some college,free/reduced,completed,65,75,70
768
+ female,group C,associate's degree,free/reduced,completed,68,67,69
769
+ male,group B,high school,standard,completed,72,65,68
770
+ male,group B,associate's degree,free/reduced,completed,82,78,74
771
+ female,group C,some high school,standard,completed,85,92,93
772
+ male,group E,associate's degree,standard,none,72,57,62
773
+ male,group D,some college,standard,completed,76,83,79
774
+ female,group E,some college,standard,none,67,76,75
775
+ male,group A,some college,free/reduced,none,75,81,74
776
+ male,group B,some high school,standard,completed,63,67,67
777
+ female,group C,associate's degree,standard,none,64,64,70
778
+ male,group D,associate's degree,standard,completed,67,72,67
779
+ male,group A,some college,free/reduced,none,58,60,57
780
+ female,group B,associate's degree,free/reduced,none,53,71,67
781
+ male,group C,some high school,standard,none,73,66,63
782
+ male,group D,master's degree,standard,none,89,84,82
783
+ female,group C,high school,standard,none,65,69,67
784
+ female,group C,some college,standard,completed,70,72,76
785
+ female,group D,bachelor's degree,standard,none,65,67,62
786
+ male,group D,some high school,standard,none,74,74,72
787
+ female,group D,associate's degree,standard,none,71,71,74
788
+ female,group E,bachelor's degree,standard,none,100,100,100
789
+ male,group C,high school,standard,none,71,60,61
790
+ male,group E,high school,standard,completed,87,91,81
791
+ female,group D,associate's degree,free/reduced,none,26,31,38
792
+ male,group B,associate's degree,standard,completed,91,89,92
793
+ female,group A,associate's degree,standard,none,82,93,93
794
+ male,group D,high school,standard,none,66,69,63
795
+ female,group E,bachelor's degree,standard,completed,79,81,82
796
+ male,group D,some college,standard,completed,63,55,63
797
+ female,group D,master's degree,standard,none,87,100,100
798
+ male,group C,bachelor's degree,standard,none,69,63,61
799
+ female,group C,associate's degree,standard,none,53,62,53
800
+ male,group C,some college,free/reduced,completed,50,48,53
801
+ female,group D,associate's degree,standard,none,85,91,89
logs/09_10_2023_16_55_47.log/09_10_2023_16_55_47.log ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [ 2023-09-10 16:55:50,158 ] 26 root - INFO - Entered the data ingestion method or component
2
+ [ 2023-09-10 16:55:50,163 ] 29 root - INFO - read the dataset as dataframe
3
+ [ 2023-09-10 16:55:50,166 ] 38 root - INFO - Train test split initiated
4
+ [ 2023-09-10 16:55:50,172 ] 45 root - INFO - ingestion of data completed
5
+ [ 2023-09-10 16:55:50,174 ] 68 root - INFO - read train and test data completed
6
+ [ 2023-09-10 16:55:50,174 ] 70 root - INFO - obtaining preprocessing object
7
+ [ 2023-09-10 16:55:50,174 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
8
+ [ 2023-09-10 16:55:50,174 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
9
+ [ 2023-09-10 16:55:50,175 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
10
+ [ 2023-09-10 16:55:50,185 ] 100 root - INFO - saved preprocessing object.
11
+ [ 2023-09-10 16:55:50,185 ] 29 root - INFO - spliting training and test input data
12
+ [ 2023-09-10 16:55:50,185 ] 49 root - INFO - training models
logs/09_10_2023_16_56_28.log/09_10_2023_16_56_28.log ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [ 2023-09-10 16:56:29,571 ] 26 root - INFO - Entered the data ingestion method or component
2
+ [ 2023-09-10 16:56:29,574 ] 29 root - INFO - read the dataset as dataframe
3
+ [ 2023-09-10 16:56:29,577 ] 38 root - INFO - Train test split initiated
4
+ [ 2023-09-10 16:56:29,581 ] 45 root - INFO - ingestion of data completed
5
+ [ 2023-09-10 16:56:29,582 ] 68 root - INFO - read train and test data completed
6
+ [ 2023-09-10 16:56:29,582 ] 70 root - INFO - obtaining preprocessing object
7
+ [ 2023-09-10 16:56:29,582 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
8
+ [ 2023-09-10 16:56:29,582 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
9
+ [ 2023-09-10 16:56:29,583 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
10
+ [ 2023-09-10 16:56:29,590 ] 100 root - INFO - saved preprocessing object.
11
+ [ 2023-09-10 16:56:29,590 ] 29 root - INFO - spliting training and test input data
12
+ [ 2023-09-10 16:56:29,591 ] 49 root - INFO - training models
logs/09_10_2023_16_58_22.log/09_10_2023_16_58_22.log ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [ 2023-09-10 16:58:24,040 ] 26 root - INFO - Entered the data ingestion method or component
2
+ [ 2023-09-10 16:58:24,043 ] 29 root - INFO - read the dataset as dataframe
3
+ [ 2023-09-10 16:58:24,045 ] 38 root - INFO - Train test split initiated
4
+ [ 2023-09-10 16:58:24,049 ] 45 root - INFO - ingestion of data completed
5
+ [ 2023-09-10 16:58:24,051 ] 68 root - INFO - read train and test data completed
6
+ [ 2023-09-10 16:58:24,051 ] 70 root - INFO - obtaining preprocessing object
7
+ [ 2023-09-10 16:58:24,051 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
8
+ [ 2023-09-10 16:58:24,051 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
9
+ [ 2023-09-10 16:58:24,051 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
10
+ [ 2023-09-10 16:58:24,059 ] 100 root - INFO - saved preprocessing object.
11
+ [ 2023-09-10 16:58:24,059 ] 29 root - INFO - spliting training and test input data
12
+ [ 2023-09-10 16:58:24,059 ] 49 root - INFO - training models
13
+ [ 2023-09-10 16:58:24,059 ] 53 root - INFO - model trained
logs/09_10_2023_17_00_03.log/09_10_2023_17_00_03.log ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [ 2023-09-10 17:00:04,849 ] 26 root - INFO - Entered the data ingestion method or component
2
+ [ 2023-09-10 17:00:04,854 ] 29 root - INFO - read the dataset as dataframe
3
+ [ 2023-09-10 17:00:04,857 ] 38 root - INFO - Train test split initiated
4
+ [ 2023-09-10 17:00:04,866 ] 45 root - INFO - ingestion of data completed
5
+ [ 2023-09-10 17:00:04,868 ] 68 root - INFO - read train and test data completed
6
+ [ 2023-09-10 17:00:04,868 ] 70 root - INFO - obtaining preprocessing object
7
+ [ 2023-09-10 17:00:04,868 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
8
+ [ 2023-09-10 17:00:04,868 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
9
+ [ 2023-09-10 17:00:04,869 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
10
+ [ 2023-09-10 17:00:04,877 ] 100 root - INFO - saved preprocessing object.
11
+ [ 2023-09-10 17:00:04,877 ] 29 root - INFO - spliting training and test input data
12
+ [ 2023-09-10 17:00:04,878 ] 49 root - INFO - training models
logs/09_10_2023_17_01_32.log/09_10_2023_17_01_32.log ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [ 2023-09-10 17:01:33,098 ] 26 root - INFO - Entered the data ingestion method or component
2
+ [ 2023-09-10 17:01:33,101 ] 29 root - INFO - read the dataset as dataframe
3
+ [ 2023-09-10 17:01:33,103 ] 38 root - INFO - Train test split initiated
4
+ [ 2023-09-10 17:01:33,107 ] 45 root - INFO - ingestion of data completed
5
+ [ 2023-09-10 17:01:33,109 ] 68 root - INFO - read train and test data completed
6
+ [ 2023-09-10 17:01:33,109 ] 70 root - INFO - obtaining preprocessing object
7
+ [ 2023-09-10 17:01:33,109 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
8
+ [ 2023-09-10 17:01:33,109 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
9
+ [ 2023-09-10 17:01:33,109 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
10
+ [ 2023-09-10 17:01:33,118 ] 100 root - INFO - saved preprocessing object.
11
+ [ 2023-09-10 17:01:33,118 ] 29 root - INFO - spliting training and test input data
12
+ [ 2023-09-10 17:01:33,118 ] 49 root - INFO - training models
logs/09_10_2023_17_07_50.log/09_10_2023_17_07_50.log ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [ 2023-09-10 17:07:51,175 ] 26 root - INFO - Entered the data ingestion method or component
2
+ [ 2023-09-10 17:07:51,180 ] 29 root - INFO - read the dataset as dataframe
3
+ [ 2023-09-10 17:07:51,182 ] 38 root - INFO - Train test split initiated
4
+ [ 2023-09-10 17:07:51,186 ] 45 root - INFO - ingestion of data completed
5
+ [ 2023-09-10 17:07:51,187 ] 68 root - INFO - read train and test data completed
6
+ [ 2023-09-10 17:07:51,187 ] 70 root - INFO - obtaining preprocessing object
7
+ [ 2023-09-10 17:07:51,187 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
8
+ [ 2023-09-10 17:07:51,187 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
9
+ [ 2023-09-10 17:07:51,188 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
10
+ [ 2023-09-10 17:07:51,195 ] 100 root - INFO - saved preprocessing object.
11
+ [ 2023-09-10 17:07:51,195 ] 29 root - INFO - spliting training and test input data
logs/09_10_2023_17_13_00.log/09_10_2023_17_13_00.log ADDED
File without changes
logs/09_10_2023_17_13_07.log/09_10_2023_17_13_07.log ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [ 2023-09-10 17:13:08,326 ] 26 root - INFO - Entered the data ingestion method or component
2
+ [ 2023-09-10 17:13:08,330 ] 29 root - INFO - read the dataset as dataframe
3
+ [ 2023-09-10 17:13:08,332 ] 38 root - INFO - Train test split initiated
4
+ [ 2023-09-10 17:13:08,336 ] 45 root - INFO - ingestion of data completed
5
+ [ 2023-09-10 17:13:08,337 ] 68 root - INFO - read train and test data completed
6
+ [ 2023-09-10 17:13:08,337 ] 70 root - INFO - obtaining preprocessing object
7
+ [ 2023-09-10 17:13:08,337 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
8
+ [ 2023-09-10 17:13:08,337 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
9
+ [ 2023-09-10 17:13:08,338 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
10
+ [ 2023-09-10 17:13:08,346 ] 100 root - INFO - saved preprocessing object.
11
+ [ 2023-09-10 17:13:08,346 ] 29 root - INFO - spliting training and test input data
12
+ [ 2023-09-10 17:13:08,346 ] 49 root - INFO - training models
13
+ [ 2023-09-10 17:13:08,346 ] 32 root - INFO - training started
14
+ [ 2023-09-10 17:13:08,358 ] 32 root - INFO - training started
15
+ [ 2023-09-10 17:13:08,453 ] 32 root - INFO - training started
16
+ [ 2023-09-10 17:13:08,540 ] 32 root - INFO - training started
17
+ [ 2023-09-10 17:13:08,574 ] 32 root - INFO - training started
18
+ [ 2023-09-10 17:13:08,579 ] 32 root - INFO - training started
19
+ [ 2023-09-10 17:13:08,706 ] 32 root - INFO - training started
20
+ [ 2023-09-10 17:13:08,878 ] 53 root - INFO - model trained
logs/09_10_2023_17_13_47.log/09_10_2023_17_13_47.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [ 2023-09-10 17:13:48,777 ] 26 root - INFO - Entered the data ingestion method or component
2
+ [ 2023-09-10 17:13:48,780 ] 29 root - INFO - read the dataset as dataframe
3
+ [ 2023-09-10 17:13:48,783 ] 38 root - INFO - Train test split initiated
4
+ [ 2023-09-10 17:13:48,786 ] 45 root - INFO - ingestion of data completed
5
+ [ 2023-09-10 17:13:48,787 ] 68 root - INFO - read train and test data completed
6
+ [ 2023-09-10 17:13:48,787 ] 70 root - INFO - obtaining preprocessing object
7
+ [ 2023-09-10 17:13:48,787 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
8
+ [ 2023-09-10 17:13:48,787 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
9
+ [ 2023-09-10 17:13:48,788 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
10
+ [ 2023-09-10 17:13:48,795 ] 100 root - INFO - saved preprocessing object.
11
+ [ 2023-09-10 17:13:48,795 ] 29 root - INFO - spliting training and test input data
12
+ [ 2023-09-10 17:13:48,795 ] 49 root - INFO - training models
13
+ [ 2023-09-10 17:13:48,795 ] 32 root - INFO - training started
14
+ [ 2023-09-10 17:13:48,808 ] 32 root - INFO - training started
15
+ [ 2023-09-10 17:13:48,905 ] 32 root - INFO - training started
16
+ [ 2023-09-10 17:13:48,944 ] 32 root - INFO - training started
17
+ [ 2023-09-10 17:13:48,963 ] 32 root - INFO - training started
18
+ [ 2023-09-10 17:13:48,973 ] 32 root - INFO - training started
19
+ [ 2023-09-10 17:13:49,161 ] 32 root - INFO - training started
20
+ [ 2023-09-10 17:13:49,311 ] 53 root - INFO - model trained
21
+ [ 2023-09-10 17:13:49,311 ] 66 root - INFO - best model found
src/__pycache__/utils.cpython-310.pyc CHANGED
Binary files a/src/__pycache__/utils.cpython-310.pyc and b/src/__pycache__/utils.cpython-310.pyc differ
 
src/components/__pycache__/model_trainer.cpython-310.pyc ADDED
Binary file (2.48 kB). View file
 
src/components/data_ingestion.py CHANGED
@@ -9,6 +9,7 @@ from dataclasses import dataclass
9
 
10
  from src.components.data_transformation import DataTransformation,DataTransformationConfig
11
 
 
12
 
13
  @dataclass
14
  class DataIngestionConfig:
@@ -55,4 +56,11 @@ if __name__ == '__main__':
55
  train_data_path, test_data_path = obj.intiate_data_ingestion()
56
 
57
  data_transformation = DataTransformation()
58
- data_transformation.initiate_data_tranformation(train_data_path,test_data_path)
 
 
 
 
 
 
 
 
9
 
10
  from src.components.data_transformation import DataTransformation,DataTransformationConfig
11
 
12
+ from src.components.model_trainer import ModelTrainerConfig,ModelTrainer
13
 
14
  @dataclass
15
  class DataIngestionConfig:
 
56
  train_data_path, test_data_path = obj.intiate_data_ingestion()
57
 
58
  data_transformation = DataTransformation()
59
+ train_arr, test_arr,_ = data_transformation.initiate_data_tranformation(train_data_path,test_data_path)
60
+
61
+
62
+ modelTrainer=ModelTrainer()
63
+
64
+ print(modelTrainer.initiate_model_trainer(train_array=train_arr,test_array=test_arr))
65
+
66
+
src/components/model_trainer.py CHANGED
@@ -0,0 +1,80 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import sys
3
+ from dataclasses import dataclass
4
+
5
+ from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score
6
+ from sklearn.linear_model import LinearRegression,Ridge,Lasso
7
+ from sklearn.tree import DecisionTreeRegressor
8
+ from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor,AdaBoostRegressor
9
+ from xgboost import XGBRegressor
10
+ from sklearn.neighbors import KNeighborsRegressor
11
+
12
+
13
+
14
+ from src.exception import CustomException
15
+ from src.logger import logging
16
+
17
+ from src.utils import save_object,evaluate_models
18
+
19
+ @dataclass
20
+ class ModelTrainerConfig:
21
+ trained_model_file_path = os.path.join('artifacts','model.pkl')
22
+
23
+ class ModelTrainer:
24
+ def __init__(self) -> None:
25
+ self.model_trainer_config = ModelTrainerConfig()
26
+
27
+ def initiate_model_trainer(self,train_array, test_array):
28
+ try:
29
+ logging.info('spliting training and test input data')
30
+
31
+ X_train, y_train, X_test, y_test= (
32
+ train_array[:,:-1],
33
+ train_array[:,-1],
34
+ test_array[:,:-1],
35
+ test_array[:,-1]
36
+
37
+ )
38
+ models = {
39
+ "LinearRegression":LinearRegression(),
40
+ "Ridge":Ridge(),
41
+ "Lasso":Lasso(),
42
+ "KNeighborsRegressor":KNeighborsRegressor(),
43
+ "DecisionTreeRegressor":DecisionTreeRegressor(),
44
+ "AdaBoostRegressor":AdaBoostRegressor(),
45
+ "RandomForestRegressor":RandomForestRegressor()
46
+ # "CatBoostRegressor":CatBoostRegressor(verbose=False),
47
+ }
48
+
49
+ logging.info('training models')
50
+
51
+ model_report:dict=evaluate_models(X_train=X_train,y_train=y_train,X_test=X_test,y_test=y_test,models=models)
52
+
53
+ logging.info("model trained")
54
+
55
+ best_model_score = max(sorted(model_report.values()))
56
+
57
+ best_model_name = list(model_report.keys())[
58
+ list(model_report.values()).index(best_model_score)
59
+ ]
60
+
61
+ best_model = models[best_model_name]
62
+
63
+ if best_model_score < 0.6:
64
+ raise CustomException("NO best model found")
65
+
66
+ logging.info("best model found")
67
+
68
+ save_object(
69
+ file_path=self.model_trainer_config.trained_model_file_path,
70
+ obj=best_model
71
+ )
72
+
73
+ predicted = best_model.predict(X_test)
74
+
75
+ r2 = r2_score(y_test,predicted)
76
+
77
+ return r2
78
+
79
+ except Exception as e:
80
+ raise CustomException(e,sys)
src/utils.py CHANGED
@@ -1,11 +1,15 @@
1
  import os
2
  import sys
3
 
 
4
  import numpy as np
5
  import pandas as pd
6
  import pickle
7
 
 
 
8
 
 
9
  from src.exception import CustomException
10
 
11
  def save_object(file_path, obj):
@@ -16,4 +20,30 @@ def save_object(file_path, obj):
16
  pickle.dump(obj,file_obj)
17
 
18
  except Exception as e:
19
- raise CustomException(e,sys)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  import os
2
  import sys
3
 
4
+
5
  import numpy as np
6
  import pandas as pd
7
  import pickle
8
 
9
+ from sklearn.metrics import r2_score
10
+
11
 
12
+ from src.logger import logging
13
  from src.exception import CustomException
14
 
15
  def save_object(file_path, obj):
 
20
  pickle.dump(obj,file_obj)
21
 
22
  except Exception as e:
23
+ raise CustomException(e,sys)
24
+
25
+ def evaluate_models(X_train, y_train, X_test, y_test, models):
26
+ try:
27
+ report = {}
28
+
29
+ for i in range(len(list(models))):
30
+ model = list(models.values())[i]
31
+
32
+ logging.info('training started')
33
+ model.fit(X_train,y_train)
34
+
35
+ y_train_pred = model.predict(X_train)
36
+
37
+ y_test_pred = model.predict(X_test)
38
+
39
+ train_model_score = r2_score(y_train, y_train_pred)
40
+
41
+ test_model_score = r2_score(y_test,y_test_pred)
42
+
43
+ report[list(models.keys())[i]] = test_model_score
44
+
45
+ return report
46
+
47
+
48
+ except Exception as e:
49
+ raise ConnectionAbortedError(e,sys)