UDI
int64
Product ID
string
Type
string
Air temperature [K]
float64
Process temperature [K]
float64
Rotational speed [rpm]
int64
Torque [Nm]
float64
Tool wear [min]
int64
Machine failure
int64
TWF
int64
HDF
int64
PWF
int64
OSF
int64
RNF
int64
401
L47580
L
297.4
308.5
2,100
16.9
176
0
0
0
0
0
0
402
L47581
L
297.5
308.5
1,722
30.4
178
0
0
0
0
0
0
403
L47582
L
297.4
308.6
1,678
32.3
180
0
0
0
0
0
0
404
L47583
L
297.3
308.6
1,273
59.8
182
0
0
0
0
0
0
405
L47584
L
297.3
308.6
1,297
45.9
184
0
0
0
0
0
0
406
L47585
L
297.3
308.5
1,350
57.6
186
0
0
0
0
0
0
407
L47586
L
297.4
308.6
1,439
51.9
188
0
0
0
0
0
0
408
M15267
M
297.4
308.5
1,600
42.1
190
0
0
0
0
0
0
409
M15268
M
297.4
308.6
1,434
44.4
193
0
0
0
0
0
0
410
L47589
L
297.4
308.6
1,459
41.3
196
0
0
0
0
0
0
411
M15270
M
297.5
308.6
1,472
44.9
198
0
0
0
0
0
0
412
L47591
L
297.5
308.7
1,429
44.3
201
0
0
0
0
0
0
413
L47592
L
297.5
308.6
1,388
48.2
203
0
0
0
0
0
0
414
L47593
L
297.4
308.4
1,573
34.5
205
0
0
0
0
0
0
415
L47594
L
297.4
308.4
1,588
32.5
207
0
0
0
0
0
0
416
L47595
L
297.5
308.4
1,511
42.8
209
0
0
0
0
0
0
417
L47596
L
297.4
308.5
1,495
37.8
211
0
0
0
0
0
0
418
L47597
L
297.4
308.4
1,394
50.1
213
0
0
0
0
0
0
419
L47598
L
297.4
308.4
2,151
17.7
0
0
0
0
0
0
0
420
M15279
M
297.3
308.3
1,501
38.2
2
0
0
0
0
0
0
421
M15280
M
297.3
308.3
1,301
39.6
5
0
0
0
0
0
0
422
M15281
M
297.3
308.3
1,657
31.1
8
0
0
0
0
0
0
423
L47602
L
297.3
308.3
1,333
55.2
11
0
0
0
0
0
0
424
L47603
L
297.3
308.3
1,484
43.9
13
0
0
0
0
0
0
425
L47604
L
297.3
308.4
1,430
45.7
15
0
0
0
0
0
0
426
M15285
M
297.3
308.4
1,665
28.9
17
0
0
0
0
0
0
427
L47606
L
297.4
308.5
1,501
44.9
20
0
0
0
0
0
0
428
M15287
M
297.5
308.5
1,496
42.2
22
0
0
0
0
0
0
429
M15288
M
297.6
308.6
1,595
36.9
25
0
0
0
0
0
0
430
L47609
L
297.5
308.6
1,208
62.3
28
0
0
0
0
0
0
431
L47610
L
297.5
308.6
1,596
37.1
30
0
0
0
0
0
0
432
L47611
L
297.5
308.5
1,446
41.9
32
0
0
0
0
0
0
433
M15292
M
297.6
308.5
1,466
39.7
34
0
0
0
0
0
0
434
M15293
M
297.6
308.5
1,848
23.7
37
0
0
0
0
0
0
435
M15294
M
297.5
308.5
1,484
44.7
40
0
0
0
0
0
0
436
L47615
L
297.4
308.3
1,493
41.2
43
0
0
0
0
0
0
437
L47616
L
297.3
308.3
1,504
36.3
45
0
0
0
0
0
0
438
L47617
L
297.3
308.3
1,538
38.5
47
0
0
0
0
0
0
439
L47618
L
297.4
308.4
1,341
52.2
49
0
0
0
0
0
0
440
M15299
M
297.4
308.3
1,535
34.6
51
0
0
0
0
0
0
441
L47620
L
297.4
308.5
1,389
39.2
54
0
0
0
0
0
0
442
H29855
H
297.5
308.5
1,393
46.6
56
0
0
0
0
0
0
443
L47622
L
297.4
308.5
1,399
61.5
61
1
0
0
1
0
0
444
H29857
H
297.4
308.5
1,469
45.1
63
0
0
0
0
0
0
445
L47624
L
297.4
308.4
1,582
37.2
68
0
0
0
0
0
0
446
L47625
L
297.5
308.6
1,793
26.7
70
0
0
0
0
0
0
447
L47626
L
297.5
308.6
1,452
39
72
0
0
0
0
0
0
448
M15307
M
297.6
308.7
1,376
59.9
74
0
0
0
0
0
0
449
L47628
L
297.5
308.6
1,552
44.9
77
0
0
0
0
0
0
450
L47629
L
297.6
308.7
1,622
37.9
79
0
0
0
0
0
0
451
M15310
M
297.6
308.7
1,419
41.7
81
0
0
0
0
0
0
452
H29865
H
297.5
308.6
1,440
46.1
84
0
0
0
0
0
0
453
M15312
M
297.4
308.6
1,643
31
89
0
0
0
0
0
0
454
L47633
L
297.4
308.7
1,510
36.2
92
0
0
0
0
0
0
455
L47634
L
297.4
308.7
1,468
46.6
94
0
0
0
0
0
0
456
L47635
L
297.4
308.7
1,429
57.4
96
0
0
0
0
0
0
457
H29870
H
297.3
308.7
1,478
47.6
98
0
0
0
0
0
0
458
L47637
L
297.4
308.6
1,276
53.6
103
0
0
0
0
0
0
459
L47638
L
297.3
308.6
1,486
42.6
105
0
0
0
0
0
0
460
L47639
L
297.4
308.6
1,476
42.3
107
0
0
0
0
0
0
461
H29874
H
297.3
308.6
1,431
42
109
0
0
0
0
0
0
462
L47641
L
297.4
308.7
1,402
40.2
114
0
0
0
0
0
0
463
L47642
L
297.4
308.7
1,433
43.4
116
0
0
0
0
0
0
464
L47643
L
297.4
308.7
2,874
4.2
118
1
0
0
1
0
0
465
L47644
L
297.3
308.6
1,511
35.7
120
0
0
0
0
0
0
466
M15325
M
297.3
308.6
1,456
42.9
122
0
0
0
0
0
0
467
L47646
L
297.2
308.5
1,550
41.5
125
0
0
0
0
0
0
468
L47647
L
297.2
308.5
2,182
16.5
127
0
0
0
0
0
0
469
L47648
L
297.3
308.7
1,619
31.6
129
0
0
0
0
0
0
470
M15329
M
297.3
308.8
1,586
32.7
131
0
0
0
0
0
0
471
H29884
H
297.3
308.8
1,499
44.2
134
0
0
0
0
0
0
472
H29885
H
297.3
308.8
1,419
42.4
139
0
0
0
0
0
0
473
M15332
M
297.4
309
1,497
41.8
144
0
0
0
0
0
0
474
M15333
M
297.4
309
1,520
37
147
0
0
0
0
0
0
475
L47654
L
297.4
309.1
1,478
49.8
150
0
0
0
0
0
0
476
L47655
L
297.4
309.1
1,380
41.1
152
0
0
0
0
0
0
477
L47656
L
297.4
309
1,570
37.9
154
0
0
0
0
0
0
478
H29891
H
297.4
309
1,468
41.4
156
0
0
0
0
0
0
479
L47658
L
297.4
309
1,833
22.6
161
0
0
0
0
0
0
480
M15339
M
297.4
308.9
1,323
57.3
163
0
0
0
0
0
0
481
L47660
L
297.4
309
1,583
32
166
0
0
0
0
0
0
482
M15341
M
297.3
309
1,556
39.5
168
0
0
0
0
0
0
483
L47662
L
297.3
309
1,548
37.4
171
0
0
0
0
0
0
484
L47663
L
297.4
309
1,324
56.9
173
0
0
0
0
0
0
485
L47664
L
297.4
309
1,568
33.7
175
0
0
0
0
0
0
486
M15345
M
297.4
309
1,685
30.7
177
0
0
0
0
0
0
487
M15346
M
297.4
309.1
1,582
35.9
180
0
0
0
0
0
0
488
M15347
M
297.4
309.1
1,463
35
183
0
0
0
0
0
0
489
L47668
L
297.4
309.2
1,584
42.8
186
0
0
0
0
0
0
490
M15349
M
297.5
309.2
1,347
55.8
188
0
0
0
0
0
0
491
L47670
L
297.4
309.2
1,459
37.9
191
0
0
0
0
0
0
492
L47671
L
297.4
309.2
1,420
45.6
193
0
0
0
0
0
0
493
L47672
L
297.5
309.3
1,404
43.5
195
0
0
0
0
0
0
494
L47673
L
297.5
309.3
1,470
38.8
197
0
0
0
0
0
0
495
L47674
L
297.6
309.4
1,326
49.8
199
0
0
0
0
0
0
496
H29909
H
297.5
309.3
1,459
49.7
201
0
0
0
0
0
0
497
M15356
M
297.5
309.2
1,530
40
206
0
0
0
0
0
0
498
L47677
L
297.4
309
1,505
39.2
209
0
0
0
0
0
0
499
L47678
L
297.5
309.1
1,611
30.2
211
0
0
0
0
0
0
500
L47679
L
297.5
309.1
1,515
35.1
213
0
0
0
0
0
0