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
3,301
H32714
H
301.3
310.4
1,538
38.4
65
0
0
0
0
0
0
3,302
L50481
L
301.3
310.5
1,365
47.7
70
0
0
0
0
0
0
3,303
L50482
L
301.3
310.5
1,503
48.6
72
0
0
0
0
0
0
3,304
L50483
L
301.2
310.4
1,390
49.9
74
0
0
0
0
0
0
3,305
L50484
L
301.2
310.3
1,497
45.7
76
0
0
0
0
0
0
3,306
M18165
M
301.3
310.4
1,577
48.3
78
0
0
0
0
0
0
3,307
L50486
L
301.4
310.5
1,432
54.3
81
0
0
0
0
0
0
3,308
M18167
M
301.4
310.5
1,563
39.9
83
0
0
0
0
0
0
3,309
L50488
L
301.4
310.4
1,433
43.4
86
0
0
0
0
0
0
3,310
L50489
L
301.3
310.4
1,384
50.1
88
0
0
0
0
0
0
3,311
L50490
L
301.3
310.4
1,346
46.7
90
0
0
0
0
0
0
3,312
L50491
L
301.3
310.4
1,459
44.7
92
0
0
0
0
0
0
3,313
L50492
L
301.4
310.4
1,639
28.9
94
0
0
0
0
0
0
3,314
L50493
L
301.4
310.4
1,737
31.9
96
0
0
0
0
0
0
3,315
L50494
L
301.4
310.5
1,489
43.5
98
0
0
0
0
0
0
3,316
M18175
M
301.5
310.6
1,492
43
100
0
0
0
0
0
0
3,317
M18176
M
301.4
310.5
1,217
60.6
103
0
0
0
0
0
0
3,318
L50497
L
301.5
310.5
1,636
28.7
106
0
0
0
0
0
0
3,319
L50498
L
301.4
310.4
1,436
49.7
108
0
0
0
0
0
0
3,320
L50499
L
301.4
310.4
1,689
30.6
110
0
0
0
0
0
0
3,321
L50500
L
301.5
310.5
2,289
16.4
112
0
0
0
0
0
0
3,322
L50501
L
301.5
310.6
1,522
41
114
0
0
0
0
0
0
3,323
L50502
L
301.5
310.5
1,351
52.9
116
0
0
0
0
0
0
3,324
L50503
L
301.5
310.5
1,589
36.7
118
0
0
0
0
0
0
3,325
L50504
L
301.5
310.6
1,578
34.1
120
0
0
0
0
0
0
3,326
L50505
L
301.5
310.6
1,587
33.7
122
0
0
0
0
0
0
3,327
L50506
L
301.5
310.6
1,962
20.2
124
0
0
0
0
0
0
3,328
M18187
M
301.5
310.6
2,432
14.2
126
0
0
0
0
0
0
3,329
L50508
L
301.6
310.6
1,418
43.9
129
0
0
0
0
0
0
3,330
L50509
L
301.6
310.7
1,683
29.7
131
0
0
0
0
0
0
3,331
L50510
L
301.7
310.8
1,385
50.7
133
0
0
0
0
0
0
3,332
L50511
L
301.7
310.8
1,559
44.5
135
0
0
0
0
0
0
3,333
M18192
M
301.7
310.8
1,671
31.6
137
0
0
0
0
0
0
3,334
M18193
M
301.6
310.8
1,343
49.5
140
0
0
0
0
0
0
3,335
M18194
M
301.6
310.8
1,548
34.2
143
0
0
0
0
0
0
3,336
L50515
L
301.7
310.9
1,705
31.2
146
0
0
0
0
0
0
3,337
L50516
L
301.6
310.8
1,535
35.4
148
0
0
0
0
0
0
3,338
L50517
L
301.6
310.8
1,564
34.1
150
0
0
0
0
0
0
3,339
M18198
M
301.6
310.9
1,510
40.9
152
0
0
0
0
0
0
3,340
L50519
L
301.6
310.9
1,492
45.2
155
0
0
0
0
0
0
3,341
M18200
M
301.5
310.8
1,452
44.1
157
0
0
0
0
0
0
3,342
H32755
H
301.4
310.7
1,329
52
160
0
0
0
0
0
0
3,343
L50522
L
301.5
310.8
1,382
52.4
165
0
0
0
0
0
0
3,344
M18203
M
301.5
310.8
1,628
36.4
167
0
0
0
0
0
0
3,345
L50524
L
301.4
310.7
1,706
27.9
170
0
0
0
0
0
0
3,346
L50525
L
301.3
310.7
1,594
34.1
172
0
0
0
0
0
0
3,347
L50526
L
301.3
310.7
1,761
24.3
174
0
0
0
0
0
0
3,348
L50527
L
301.3
310.6
1,529
41.8
176
0
0
0
0
0
0
3,349
M18208
M
301.3
310.7
1,532
40.7
178
0
0
0
0
0
0
3,350
L50529
L
301.4
310.7
1,673
27.8
181
0
0
0
0
0
0
3,351
L50530
L
301.4
310.8
1,285
62.6
183
1
0
0
0
1
0
3,352
L50531
L
301.4
310.8
1,680
31.4
185
0
0
0
0
0
0
3,353
L50532
L
301.4
310.8
1,610
34.6
187
0
0
0
0
0
0
3,354
L50533
L
301.6
310.9
1,632
31.6
189
0
0
0
0
0
0
3,355
L50534
L
301.6
310.9
1,559
40.2
191
0
0
0
0
0
0
3,356
L50535
L
301.5
310.8
1,367
49
193
0
0
0
0
0
0
3,357
L50536
L
301.6
310.8
1,355
57.8
195
1
0
0
0
1
0
3,358
H32771
H
301.6
310.7
1,414
51.7
197
0
0
0
0
0
0
3,359
L50538
L
301.5
310.6
1,522
36.6
202
0
0
0
0
0
0
3,360
L50539
L
301.5
310.6
1,525
41.9
204
0
0
0
0
0
0
3,361
L50540
L
301.5
310.6
1,394
46.5
206
0
0
0
0
0
0
3,362
L50541
L
301.5
310.6
1,519
40.7
208
0
0
0
0
0
0
3,363
L50542
L
301.4
310.6
1,445
43.9
210
0
0
0
0
0
0
3,364
L50543
L
301.4
310.6
1,555
43.3
212
0
0
0
0
0
0
3,365
L50544
L
301.4
310.5
1,633
39.5
0
0
0
0
0
0
0
3,366
M18225
M
301.4
310.6
1,630
30.3
2
0
0
0
0
0
0
3,367
M18226
M
301.4
310.7
1,692
32.3
5
0
0
0
0
0
0
3,368
H32781
H
301.5
310.7
1,790
26.2
8
0
0
0
0
0
0
3,369
L50548
L
301.5
310.8
1,350
58.5
13
0
0
0
0
0
0
3,370
L50549
L
301.5
310.9
2,760
8
15
1
0
0
1
0
0
3,371
L50550
L
301.4
310.7
1,584
32.2
17
0
0
0
0
0
0
3,372
L50551
L
301.4
310.7
1,989
21.8
19
0
0
0
0
0
0
3,373
L50552
L
301.4
310.8
1,431
44.3
21
0
0
0
0
0
0
3,374
L50553
L
301.4
310.7
1,568
35.2
23
0
0
0
0
0
0
3,375
L50554
L
301.4
310.7
1,376
50.6
25
0
0
0
0
0
0
3,376
M18235
M
301.4
310.6
1,459
46.9
27
0
0
0
0
0
0
3,377
M18236
M
301.5
310.8
1,385
47.5
30
0
0
0
0
0
0
3,378
H32791
H
301.5
310.8
1,591
29.6
33
0
0
0
0
0
0
3,379
L50558
L
301.5
310.7
1,568
33.1
38
0
0
0
0
0
0
3,380
M18239
M
301.4
310.7
1,459
37.7
40
0
0
0
0
0
0
3,381
L50560
L
301.4
310.7
1,590
36.3
43
0
0
0
0
0
0
3,382
L50561
L
301.3
310.6
1,376
47.6
45
0
0
0
0
0
0
3,383
L50562
L
301.3
310.6
1,510
38.5
47
0
0
0
0
0
0
3,384
H32797
H
301.4
310.6
1,674
33.6
49
0
0
0
0
0
0
3,385
L50564
L
301.3
310.6
1,426
40.7
54
0
0
0
0
0
0
3,386
L50565
L
301.5
310.7
1,466
43.6
56
0
0
0
0
0
0
3,387
H32800
H
301.5
310.8
1,474
38.7
58
0
0
0
0
0
0
3,388
M18247
M
301.6
310.8
1,290
65.3
63
0
0
0
0
0
0
3,389
M18248
M
301.7
310.9
1,435
48
66
0
0
0
0
0
0
3,390
M18249
M
301.5
310.7
1,416
53.2
69
0
0
0
0
0
0
3,391
H32804
H
301.5
310.7
1,599
40.4
72
0
0
0
0
0
0
3,392
L50571
L
301.5
310.7
1,466
47.3
77
0
0
0
0
0
0
3,393
L50572
L
301.5
310.7
1,408
47.3
79
0
0
0
0
0
0
3,394
L50573
L
301.5
310.6
1,490
48.1
81
0
0
0
0
0
0
3,395
L50574
L
301.5
310.6
1,405
42.3
83
0
0
0
0
0
0
3,396
L50575
L
301.4
310.5
1,647
33.3
85
0
0
0
0
0
0
3,397
M18256
M
301.4
310.6
1,459
35
87
0
0
0
0
0
0
3,398
L50577
L
301.4
310.6
1,648
30.7
90
0
0
0
0
0
0
3,399
L50578
L
301.4
310.7
1,675
30.7
92
0
0
0
0
0
0
3,400
L50579
L
301.4
310.7
1,605
34.2
94
0
0
0
0
0
0