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
2,401
H31814
H
299.2
308.6
1,462
55
163
0
0
0
0
0
0
2,402
M17261
M
299.2
308.6
1,367
47.6
168
0
0
0
0
0
0
2,403
L49582
L
299.2
308.7
1,325
51
171
0
0
0
0
0
0
2,404
H31817
H
299.2
308.7
1,448
51.4
173
0
0
0
0
0
0
2,405
M17264
M
299.1
308.7
2,008
20.3
178
0
0
0
0
0
0
2,406
L49585
L
299.1
308.7
1,498
38.9
181
0
0
0
0
0
0
2,407
L49586
L
299.1
308.6
1,437
41.6
183
0
0
0
0
0
0
2,408
M17267
M
299.1
308.6
1,499
45.1
185
0
0
0
0
0
0
2,409
L49588
L
299
308.4
1,356
52.6
188
0
0
0
0
0
0
2,410
L49589
L
299.1
308.5
1,539
46.8
190
0
0
0
0
0
0
2,411
L49590
L
299.1
308.5
1,689
32.1
192
0
0
0
0
0
0
2,412
L49591
L
299
308.5
1,559
38.1
194
0
0
0
0
0
0
2,413
L49592
L
299.1
308.6
1,408
46.7
196
0
0
0
0
0
0
2,414
L49593
L
299
308.5
1,886
23
198
0
0
0
0
0
0
2,415
L49594
L
299.1
308.5
1,415
43.4
0
0
0
0
0
0
0
2,416
M17275
M
299.1
308.5
1,587
35.6
2
0
0
0
0
0
0
2,417
L49596
L
299
308.4
1,571
38.6
5
0
0
0
0
0
0
2,418
L49597
L
298.9
308.3
1,576
36.6
7
0
0
0
0
0
0
2,419
L49598
L
298.9
308.3
1,660
34.4
9
0
0
0
0
0
0
2,420
M17279
M
298.9
308.2
1,328
49.2
11
0
0
0
0
0
0
2,421
H31834
H
298.8
308.2
1,450
44.7
14
0
0
0
0
0
0
2,422
L49601
L
298.9
308.2
2,384
15
19
0
0
0
0
0
0
2,423
L49602
L
298.8
308.2
1,443
53.4
21
0
0
0
0
0
0
2,424
M17283
M
298.9
308.2
2,022
20
23
0
0
0
0
0
0
2,425
L49604
L
298.9
308.2
1,828
23.8
26
0
0
0
0
0
0
2,426
L49605
L
298.8
308.1
1,472
53.5
28
0
0
0
0
0
0
2,427
M17286
M
298.9
308.2
1,372
63.6
30
1
0
0
1
0
0
2,428
L49607
L
298.9
308.3
1,855
23.8
33
0
0
0
0
0
0
2,429
M17288
M
299
308.3
1,377
47.2
35
0
0
0
0
0
0
2,430
L49609
L
298.9
308.3
1,432
48.9
38
0
0
0
0
0
0
2,431
M17290
M
298.9
308.2
1,335
47.8
40
0
0
0
0
0
0
2,432
M17291
M
298.9
308.2
1,411
51.3
43
0
0
0
0
0
0
2,433
L49612
L
298.9
308.2
1,510
43.5
46
0
0
0
0
0
0
2,434
L49613
L
299
308.3
1,441
44
48
0
0
0
0
0
0
2,435
M17294
M
299
308.2
1,358
42.7
50
0
0
0
0
0
0
2,436
L49615
L
298.9
308.2
1,686
30.4
53
0
0
0
0
0
0
2,437
H31850
H
299
308.2
1,662
30.4
55
0
0
0
0
0
0
2,438
L49617
L
299.1
308.3
1,426
40.1
60
0
0
0
0
0
0
2,439
M17298
M
299.1
308.4
1,330
53.6
62
0
0
0
0
0
0
2,440
L49619
L
299.1
308.4
1,693
31.6
65
0
0
0
0
0
0
2,441
L49620
L
299.1
308.4
1,426
47.9
67
0
0
0
0
0
0
2,442
L49621
L
299.1
308.5
1,676
31
69
0
0
0
0
0
0
2,443
M17302
M
299.1
308.4
1,332
51.7
71
0
0
0
0
0
0
2,444
L49623
L
299.1
308.5
1,647
35
74
0
0
0
0
0
0
2,445
L49624
L
299.2
308.6
1,267
68.2
76
1
0
0
1
0
0
2,446
H31859
H
299.2
308.7
1,375
55.1
78
0
0
0
0
0
0
2,447
L49626
L
299.3
308.6
1,422
48.9
83
0
0
0
0
0
0
2,448
L49627
L
299.3
308.7
1,408
48.7
85
0
0
0
0
0
0
2,449
L49628
L
299.4
308.9
1,440
42.5
87
0
0
0
0
0
0
2,450
L49629
L
299.3
308.8
1,772
25.2
89
0
0
0
0
0
0
2,451
L49630
L
299.2
308.7
1,492
37.8
91
0
0
0
0
0
0
2,452
L49631
L
299.2
308.7
1,650
30.5
93
0
0
0
0
0
0
2,453
M17312
M
299.1
308.6
2,329
14.6
95
0
0
0
0
0
0
2,454
L49633
L
299
308.6
1,648
30.8
98
0
0
0
0
0
0
2,455
L49634
L
299
308.6
1,653
31.7
100
0
0
0
0
0
0
2,456
L49635
L
299
308.6
1,946
22.3
102
0
0
0
0
0
0
2,457
L49636
L
299.1
308.6
1,555
36.6
104
0
0
0
0
0
0
2,458
L49637
L
299
308.6
1,661
32.2
106
0
0
0
0
0
0
2,459
L49638
L
299
308.6
1,434
45.9
108
0
0
0
0
0
0
2,460
L49639
L
299
308.6
1,297
54.2
110
0
0
0
0
0
0
2,461
L49640
L
299
308.6
1,466
46.4
112
0
0
0
0
0
0
2,462
M17321
M
298.9
308.6
1,517
39.8
114
0
0
0
0
0
0
2,463
L49642
L
298.9
308.5
1,742
34.5
117
0
0
0
0
0
0
2,464
L49643
L
298.9
308.5
1,580
39.1
119
0
0
0
0
0
0
2,465
M17324
M
298.9
308.5
1,534
42.9
121
0
0
0
0
0
0
2,466
L49645
L
298.9
308.6
1,481
40.7
124
0
0
0
0
0
0
2,467
L49646
L
299
308.6
1,429
37.7
126
0
0
0
0
0
0
2,468
M17327
M
298.9
308.6
1,574
33.5
128
0
0
0
0
0
0
2,469
M17328
M
298.9
308.6
1,524
40.4
131
0
0
0
0
0
0
2,470
L49649
L
299
308.7
1,507
37.5
134
0
0
0
0
0
0
2,471
L49650
L
298.9
308.5
1,467
44.7
136
0
0
0
0
0
0
2,472
L49651
L
298.9
308.4
1,301
51.1
138
0
0
0
0
0
0
2,473
L49652
L
298.9
308.5
1,429
55.1
140
0
0
0
0
0
0
2,474
M17333
M
298.9
308.5
1,555
37.6
142
0
0
0
0
0
0
2,475
L49654
L
298.9
308.5
1,503
40.6
145
0
0
0
0
0
0
2,476
L49655
L
298.9
308.5
1,459
43.1
147
0
0
0
0
0
0
2,477
H31890
H
298.9
308.4
1,449
42.4
149
0
0
0
0
0
0
2,478
L49657
L
298.9
308.5
1,387
57.3
154
0
0
0
0
0
0
2,479
M17338
M
298.9
308.5
1,456
50
156
0
0
0
0
0
0
2,480
L49659
L
299
308.5
1,604
34.7
159
0
0
0
0
0
0
2,481
L49660
L
299
308.6
1,734
32.4
161
0
0
0
0
0
0
2,482
L49661
L
299
308.6
1,378
47.8
163
0
0
0
0
0
0
2,483
L49662
L
298.9
308.7
1,504
41.8
165
0
0
0
0
0
0
2,484
M17343
M
298.9
308.7
1,402
49.8
167
0
0
0
0
0
0
2,485
H31898
H
298.8
308.6
1,524
37.7
170
0
0
0
0
0
0
2,486
L49665
L
298.8
308.6
1,593
35.5
175
0
0
0
0
0
0
2,487
M17346
M
298.9
308.7
1,772
28.4
177
0
0
0
0
0
0
2,488
H31901
H
298.9
308.6
1,623
31
180
0
0
0
0
0
0
2,489
L49668
L
298.9
308.7
1,356
50.7
185
0
0
0
0
0
0
2,490
H31903
H
298.9
308.7
1,500
41.6
187
0
0
0
0
0
0
2,491
H31904
H
299.1
308.8
1,566
46.6
192
0
0
0
0
0
0
2,492
L49671
L
299.1
308.9
1,445
43.4
197
0
0
0
0
0
0
2,493
H31906
H
299
308.8
1,382
58.5
199
0
0
0
0
0
0
2,494
M17353
M
299
308.8
1,418
45.7
204
0
0
0
0
0
0
2,495
L49674
L
299.1
308.8
1,329
53.6
207
1
0
0
0
1
0
2,496
M17355
M
299.1
308.8
1,491
41
209
0
0
0
0
0
0
2,497
M17356
M
299.2
308.9
1,573
37.4
212
0
0
0
0
0
0
2,498
M17357
M
299.2
308.9
1,521
42.3
215
0
0
0
0
0
0
2,499
L49678
L
299.1
308.9
1,467
47.2
218
0
0
0
0
0
0
2,500
M17359
M
299.1
308.9
1,325
48.4
220
0
0
0
0
0
0