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
9,401
L56580
L
297.7
308.2
1,446
43.9
172
0
0
0
0
0
0
9,402
M24261
M
297.7
308.2
1,720
25.6
174
0
0
0
0
0
0
9,403
L56582
L
297.7
308.1
1,734
30.7
177
0
0
0
0
0
0
9,404
L56583
L
297.7
308.1
1,697
29.1
179
0
0
0
0
0
0
9,405
L56584
L
297.7
308.2
2,007
19.3
181
0
0
0
0
0
0
9,406
M24265
M
297.7
308.1
1,469
48.8
183
0
0
0
0
0
0
9,407
M24266
M
297.7
308.1
2,189
15.6
186
0
0
0
0
0
0
9,408
L56587
L
297.8
308.3
1,435
50.1
189
0
0
0
0
0
0
9,409
H38822
H
297.9
308.4
1,637
34.5
191
0
0
0
0
0
0
9,410
L56589
L
298
308.5
1,664
28.3
196
0
0
0
0
0
0
9,411
M24270
M
298
308.5
1,666
31
198
0
0
0
0
0
0
9,412
L56591
L
298
308.5
1,404
46.6
201
0
0
0
0
0
0
9,413
L56592
L
298
308.5
1,702
26.7
203
0
0
0
0
0
0
9,414
L56593
L
298.1
308.6
1,439
44.9
205
0
0
0
0
0
0
9,415
L56594
L
298.1
308.6
1,354
53.9
207
1
0
0
0
1
0
9,416
M24275
M
298.2
308.7
1,361
44.2
0
0
0
0
0
0
0
9,417
M24276
M
298.1
308.5
1,463
45.9
3
0
0
0
0
0
0
9,418
H38831
H
298.1
308.4
1,515
43.8
6
0
0
0
0
0
0
9,419
L56598
L
298
308.4
1,432
46.2
11
0
0
0
0
0
0
9,420
L56599
L
298
308.4
1,911
22
13
0
0
0
0
0
0
9,421
L56600
L
298
308.4
1,472
42
15
0
0
0
0
0
0
9,422
M24281
M
298.1
308.5
1,382
54.5
17
0
0
0
0
0
0
9,423
L56602
L
298.1
308.5
1,665
29.6
20
0
0
0
0
0
0
9,424
L56603
L
298.1
308.5
1,676
30.5
22
0
0
0
0
0
0
9,425
M24284
M
298
308.5
1,585
33
24
0
0
0
0
0
0
9,426
M24285
M
298.1
308.6
1,415
46.3
27
0
0
0
0
0
0
9,427
L56606
L
298.1
308.7
1,341
55.7
30
0
0
0
0
0
0
9,428
L56607
L
298.2
308.8
1,540
34.8
32
0
0
0
0
0
0
9,429
H38842
H
298.2
308.8
1,837
28.4
34
0
0
0
0
0
0
9,430
L56609
L
298.2
308.8
1,498
36
39
0
0
0
0
0
0
9,431
L56610
L
298.1
308.7
1,671
28.8
41
0
0
0
0
0
0
9,432
L56611
L
298
308.6
1,430
57
43
0
0
0
0
0
0
9,433
L56612
L
298
308.7
1,619
40.1
45
0
0
0
0
0
0
9,434
M24293
M
298
308.7
1,430
51.9
47
0
0
0
0
0
0
9,435
L56614
L
298
308.6
1,626
33.3
50
0
0
0
0
0
0
9,436
L56615
L
298
308.7
1,443
49.3
52
0
0
0
0
0
0
9,437
L56616
L
298
308.6
1,481
42.5
54
0
0
0
0
0
0
9,438
M24297
M
298.1
308.7
1,527
43
56
0
0
0
0
0
0
9,439
M24298
M
298.1
308.7
1,315
56.8
59
0
0
0
0
0
0
9,440
M24299
M
298.1
308.8
1,433
48.2
62
0
0
0
0
0
0
9,441
M24300
M
298.1
308.8
1,378
53.5
65
0
0
0
0
0
0
9,442
L56621
L
298.1
308.8
1,432
43.4
68
0
0
0
0
0
0
9,443
M24302
M
298.1
308.8
1,394
47.9
70
0
0
0
0
0
0
9,444
H38857
H
298
308.8
1,411
53.8
73
0
0
0
0
0
0
9,445
L56624
L
298.1
308.9
2,136
15.9
78
0
0
0
0
0
0
9,446
M24305
M
298.2
309
1,446
45.8
80
0
0
0
0
0
0
9,447
H38860
H
298.1
308.9
1,388
53.5
83
0
0
0
0
0
0
9,448
M24307
M
298.1
308.9
1,323
51.7
88
0
0
0
0
0
0
9,449
L56628
L
298.2
309
1,780
29.3
91
0
0
0
0
0
0
9,450
M24309
M
298.1
308.8
1,434
41.8
93
0
0
0
0
0
0
9,451
M24310
M
298
308.7
1,494
42.6
96
0
0
0
0
0
0
9,452
H38865
H
298
308.7
1,536
39.6
99
0
0
0
0
0
0
9,453
M24312
M
298
308.7
1,392
53.4
104
0
0
0
0
0
0
9,454
H38867
H
298.2
309
1,360
56.8
107
0
0
0
0
0
0
9,455
L56634
L
298.4
309.2
1,583
35.4
112
0
0
0
0
0
0
9,456
L56635
L
298.5
309.2
1,983
20.2
114
0
0
0
0
0
0
9,457
L56636
L
298.5
309.3
1,630
33.3
116
0
0
0
0
0
0
9,458
M24317
M
298.5
309.3
1,692
26.7
118
0
0
0
0
0
0
9,459
L56638
L
298.4
309.1
1,417
40.6
121
0
0
0
0
0
0
9,460
L56639
L
298.4
309.1
1,579
36.1
123
0
0
0
0
0
0
9,461
M24320
M
298.4
309.2
1,399
45.2
125
0
0
0
0
0
0
9,462
M24321
M
298.4
309.2
1,414
46.4
128
0
0
0
0
0
0
9,463
L56642
L
298.5
309.3
1,570
40.1
131
0
0
0
0
0
0
9,464
M24323
M
298.5
309.3
1,552
36.8
133
0
0
0
0
0
0
9,465
L56644
L
298.6
309.4
1,440
48.2
136
0
0
0
0
0
0
9,466
M24325
M
298.6
309.4
1,460
43.8
138
0
0
0
0
0
0
9,467
L56646
L
298.6
309.4
1,471
48
141
0
0
0
0
0
0
9,468
L56647
L
298.6
309.3
1,702
27.6
143
0
0
0
0
0
0
9,469
L56648
L
298.6
309.4
1,375
55.4
145
0
0
0
0
0
0
9,470
L56649
L
298.6
309.4
1,698
33.2
147
0
0
0
0
0
0
9,471
H38884
H
298.6
309.4
1,439
47.1
149
0
0
0
0
0
0
9,472
M24331
M
298.6
309.4
1,774
27.5
154
0
0
0
0
0
0
9,473
M24332
M
298.7
309.4
1,375
48.3
157
0
0
0
0
0
0
9,474
L56653
L
298.7
309.5
1,446
40
160
0
0
0
0
0
0
9,475
M24334
M
298.7
309.6
1,455
46.8
162
0
0
0
0
0
0
9,476
L56655
L
298.8
309.6
1,523
41.9
165
0
0
0
0
0
0
9,477
M24336
M
298.8
309.6
1,692
31.9
167
0
0
0
0
0
0
9,478
M24337
M
298.8
309.6
1,693
33.3
170
0
0
0
0
0
0
9,479
L56658
L
298.8
309.6
1,890
24
173
0
0
0
0
0
0
9,480
H38893
H
298.9
309.6
1,600
33.5
175
0
0
0
0
0
0
9,481
M24340
M
298.9
309.6
1,434
43.8
180
0
0
0
0
0
0
9,482
L56661
L
298.9
309.6
1,365
50.9
183
0
0
0
0
0
0
9,483
H38896
H
298.8
309.6
1,309
57.4
185
0
0
0
0
0
0
9,484
H38897
H
298.9
309.6
1,546
35.3
190
0
0
0
0
0
0
9,485
L56664
L
298.9
309.6
1,663
33.7
195
0
0
0
0
0
0
9,486
L56665
L
298.9
309.6
1,589
34.2
197
0
0
0
0
0
0
9,487
M24346
M
298.9
309.6
1,472
46
199
0
0
0
0
0
0
9,488
L56667
L
298.9
309.6
1,583
39.8
202
0
0
0
0
0
0
9,489
M24348
M
298.9
309.6
1,567
34.5
204
0
0
0
0
0
0
9,490
L56669
L
298.9
309.7
1,407
41.9
207
0
0
0
0
0
0
9,491
M24350
M
299
309.7
1,418
44.7
209
0
0
0
0
0
0
9,492
M24351
M
299
309.7
1,489
40.7
212
0
0
0
0
0
0
9,493
L56672
L
299.1
309.9
1,586
36.6
215
0
0
0
0
0
0
9,494
L56673
L
299.1
309.8
1,398
55.4
217
1
0
0
0
1
0
9,495
L56674
L
299.2
309.9
1,516
41.4
219
0
0
0
0
0
0
9,496
H38909
H
299.3
310
1,373
44.8
221
0
0
0
0
0
0
9,497
M24356
M
299.2
310
1,349
50.4
226
0
0
0
0
0
0
9,498
H38911
H
299.1
309.9
1,443
40.3
0
0
0
0
0
0
0
9,499
H38912
H
299.2
310.1
1,542
36.1
5
0
0
0
0
0
0
9,500
L56679
L
299.2
310.1
1,534
37.7
10
0
0
0
0
0
0