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
4,301
M19160
M
301.7
310.1
1,644
34.6
5
0
0
0
0
0
0
4,302
L51481
L
301.7
310.2
1,471
51.1
8
0
0
0
0
0
0
4,303
L51482
L
301.7
310.1
2,695
12.6
10
0
0
0
0
0
0
4,304
L51483
L
301.7
310.2
1,435
48.1
12
0
0
0
0
0
0
4,305
L51484
L
301.6
310.1
1,694
26.3
14
0
0
0
0
0
0
4,306
L51485
L
301.6
310.1
1,687
26.6
16
0
0
0
0
0
0
4,307
L51486
L
301.6
310
1,869
22.9
18
0
0
0
0
0
0
4,308
L51487
L
301.4
309.9
1,259
63.9
20
1
0
1
0
0
0
4,309
H33722
H
301.4
309.9
1,460
47.2
22
0
0
0
0
0
0
4,310
M19169
M
301.3
309.9
1,501
39.5
27
0
0
0
0
0
0
4,311
L51490
L
301.4
310
1,776
25.6
30
0
0
0
0
0
0
4,312
M19171
M
301.5
310.1
1,468
40.8
32
0
0
0
0
0
0
4,313
L51492
L
301.5
310.1
1,430
46.5
35
0
0
0
0
0
0
4,314
L51493
L
301.4
310.1
1,502
46.6
37
0
0
0
0
0
0
4,315
H33728
H
301.4
310.1
1,623
32.3
39
0
0
0
0
0
0
4,316
M19175
M
301.4
310
1,651
29.8
44
0
0
0
0
0
0
4,317
L51496
L
301.5
310.1
1,639
33.4
47
0
0
0
0
0
0
4,318
M19177
M
301.5
310
1,417
44.6
49
0
0
0
0
0
0
4,319
L51498
L
301.5
310.1
1,541
42.2
52
0
0
0
0
0
0
4,320
M19179
M
301.6
310.2
1,411
45.1
54
0
0
0
0
0
0
4,321
L51500
L
301.7
310.3
1,397
44.6
57
0
0
0
0
0
0
4,322
L51501
L
301.7
310.2
1,686
28.9
59
0
0
0
0
0
0
4,323
M19182
M
301.7
310.1
1,431
44
61
0
0
0
0
0
0
4,324
L51503
L
301.8
310.3
1,341
50.5
64
1
0
1
0
0
0
4,325
L51504
L
301.7
310.2
1,486
43
66
0
0
0
0
0
0
4,326
L51505
L
301.6
310.2
1,384
57.1
68
0
0
0
0
0
0
4,327
L51506
L
301.6
310.1
1,362
55.8
70
1
0
1
0
0
0
4,328
H33741
H
301.7
310.1
1,660
29.3
72
0
0
0
0
0
0
4,329
L51508
L
301.6
310.1
1,326
48.2
77
1
0
1
0
0
0
4,330
L51509
L
301.6
310
1,566
30.3
79
0
0
0
0
0
0
4,331
L51510
L
301.5
309.8
1,549
38.5
81
0
0
0
0
0
0
4,332
M19191
M
301.6
309.9
1,746
31.1
83
0
0
0
0
0
0
4,333
M19192
M
301.7
309.9
1,452
41.5
86
0
0
0
0
0
0
4,334
L51513
L
301.6
309.8
1,588
33.9
89
0
0
0
0
0
0
4,335
L51514
L
301.6
309.8
1,472
42.5
91
0
0
0
0
0
0
4,336
L51515
L
301.7
309.9
1,607
37.7
93
0
0
0
0
0
0
4,337
H33750
H
301.6
309.9
1,423
53.6
95
0
0
0
0
0
0
4,338
L51517
L
301.6
309.9
1,440
43.4
100
0
0
0
0
0
0
4,339
L51518
L
301.6
309.9
1,397
43.7
102
0
0
0
0
0
0
4,340
L51519
L
301.7
309.9
1,524
46.6
104
0
0
0
0
0
0
4,341
M19200
M
301.7
309.9
1,533
40.9
106
0
0
0
0
0
0
4,342
L51521
L
301.7
309.8
1,398
46
109
0
0
0
0
0
0
4,343
M19202
M
301.7
309.8
1,284
68.2
111
1
0
1
1
0
0
4,344
L51523
L
301.7
309.8
1,491
39.3
114
0
0
0
0
0
0
4,345
H33758
H
301.8
309.9
1,418
51.3
116
0
0
0
0
0
0
4,346
M19205
M
301.8
309.8
1,546
39.8
121
0
0
0
0
0
0
4,347
L51526
L
301.8
309.7
1,598
30.4
124
0
0
0
0
0
0
4,348
H33761
H
301.9
309.8
1,724
27.5
126
0
0
0
0
0
0
4,349
L51528
L
301.9
309.8
1,507
44.7
131
0
0
0
0
0
0
4,350
L51529
L
301.9
309.7
1,595
31.4
133
0
0
0
0
0
0
4,351
M19210
M
301.9
309.7
1,568
37.5
135
0
0
0
0
0
0
4,352
L51531
L
301.8
309.6
1,432
43.7
138
0
0
0
0
0
0
4,353
L51532
L
301.9
309.7
1,424
42.8
140
0
0
0
0
0
0
4,354
M19213
M
302
309.7
1,386
62.7
142
1
0
0
1
0
0
4,355
L51534
L
302
309.8
1,456
58.1
145
0
0
0
0
0
0
4,356
H33769
H
302
309.8
1,280
57.3
147
1
0
1
0
0
0
4,357
L51536
L
302
309.8
1,649
31
152
0
0
0
0
0
0
4,358
L51537
L
302
309.9
1,407
52.8
154
0
0
0
0
0
0
4,359
H33772
H
302
309.9
1,606
34.5
156
0
0
0
0
0
0
4,360
M19219
M
302.1
310
1,531
38
161
0
0
0
0
0
0
4,361
L51540
L
302.1
310.1
1,543
35.8
164
0
0
0
0
0
0
4,362
M19221
M
302.1
310.1
1,379
48.2
166
1
0
1
0
0
0
4,363
L51542
L
302.1
310.1
1,447
46.6
169
0
0
0
0
0
0
4,364
H33777
H
302.1
310.1
1,844
24.6
171
0
0
0
0
0
0
4,365
H33778
H
302.1
310.1
1,615
29.9
176
0
0
0
0
0
0
4,366
L51545
L
302
310
1,449
48.8
181
0
0
0
0
0
0
4,367
L51546
L
302
309.9
1,388
51.4
183
0
0
0
0
0
0
4,368
H33781
H
302
309.9
1,447
42.8
185
0
0
0
0
0
0
4,369
L51548
L
302
310
1,664
28.6
190
0
0
0
0
0
0
4,370
H33783
H
302
309.9
1,735
27.2
192
0
0
0
0
0
0
4,371
L51550
L
302
309.9
1,308
57.6
197
1
0
1
0
1
0
4,372
L51551
L
302
309.8
1,480
40
199
0
0
0
0
0
0
4,373
M19232
M
301.9
309.6
1,439
41.7
201
0
0
0
0
0
0
4,374
M19233
M
301.9
309.7
1,533
35.9
204
0
0
0
0
0
0
4,375
L51554
L
302
309.7
1,551
34.8
207
0
0
0
0
0
0
4,376
L51555
L
302
309.7
1,414
36.3
209
0
0
0
0
0
0
4,377
M19236
M
301.9
309.6
1,551
34.6
211
0
0
0
0
0
0
4,378
M19237
M
301.8
309.6
1,436
49
214
0
0
0
0
0
0
4,379
M19238
M
301.9
309.6
1,385
45.8
217
0
0
0
0
0
0
4,380
M19239
M
301.8
309.5
1,732
30.1
220
0
0
0
0
0
0
4,381
L51560
L
301.9
309.6
1,410
49
223
0
0
0
0
0
0
4,382
L51561
L
301.9
309.6
1,446
43.2
225
0
0
0
0
0
0
4,383
L51562
L
301.8
309.5
1,525
39.6
227
0
0
0
0
0
0
4,384
L51563
L
301.7
309.5
1,298
65.5
229
1
0
1
0
1
0
4,385
L51564
L
301.8
309.6
1,443
42.7
231
0
0
0
0
0
0
4,386
L51565
L
301.8
309.7
1,442
45.3
233
1
1
0
0
0
0
4,387
L51566
L
301.9
309.7
1,719
31.9
0
0
0
0
0
0
0
4,388
L51567
L
302
309.8
1,532
39.4
2
0
0
0
0
0
0
4,389
L51568
L
302
309.8
1,701
27.2
4
0
0
0
0
0
0
4,390
M19249
M
302.1
310
1,355
45.1
6
1
0
1
0
0
0
4,391
M19250
M
302.2
310.1
1,421
45.4
9
0
0
0
0
0
0
4,392
M19251
M
302.2
310.1
1,368
51.6
12
1
0
1
0
0
0
4,393
L51572
L
302.2
310.1
1,458
45.1
15
0
0
0
0
0
0
4,394
M19253
M
302.2
310.1
1,572
34.6
17
0
0
0
0
0
0
4,395
L51574
L
302.2
310
1,483
48.7
20
0
0
0
0
0
0
4,396
L51575
L
302.3
310.1
1,513
40.4
22
0
0
0
0
0
0
4,397
H33810
H
302.3
310.1
1,383
42.9
24
0
0
0
0
0
0
4,398
L51577
L
302.4
310.2
1,539
37.7
29
0
0
0
0
0
0
4,399
M19258
M
302.3
310.1
1,563
37.8
31
0
0
0
0
0
0
4,400
L51579
L
302.3
310.1
1,653
29.7
34
0
0
0
0
0
0