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
1,401
H30814
H
298.9
310.1
1,366
62.7
161
0
0
0
0
0
0
1,402
H30815
H
298.9
310.2
1,532
37.7
166
0
0
0
0
0
0
1,403
M16262
M
298.9
310.1
1,313
56.8
171
0
0
0
0
0
0
1,404
L48583
L
299
310.2
1,372
48
174
0
0
0
0
0
0
1,405
M16264
M
298.9
310.1
1,555
40.6
176
0
0
0
0
0
0
1,406
L48585
L
298.9
310.1
1,394
42.7
179
0
0
0
0
0
0
1,407
L48586
L
298.9
310.1
1,442
48
181
0
0
0
0
0
0
1,408
L48587
L
298.9
310
1,564
33.8
183
0
0
0
0
0
0
1,409
L48588
L
298.9
310
1,452
48.9
185
0
0
0
0
0
0
1,410
L48589
L
298.9
310.1
1,466
42.5
187
0
0
0
0
0
0
1,411
M16270
M
298.9
310.1
1,469
53.2
189
0
0
0
0
0
0
1,412
L48591
L
298.9
310.1
1,944
23.4
192
0
0
0
0
0
0
1,413
M16272
M
298.8
309.9
1,415
53.2
194
0
0
0
0
0
0
1,414
M16273
M
298.7
309.8
1,528
36.7
197
0
0
0
0
0
0
1,415
M16274
M
298.7
309.8
1,570
42.1
200
0
0
0
0
0
0
1,416
L48595
L
298.7
309.9
1,617
33
203
0
0
0
0
0
0
1,417
M16276
M
298.7
309.9
2,083
18.2
205
0
0
0
0
0
0
1,418
L48597
L
298.7
309.9
1,541
38.5
208
0
0
0
0
0
0
1,419
L48598
L
298.8
309.9
1,320
47.4
210
0
0
0
0
0
0
1,420
L48599
L
298.7
309.8
1,354
53.3
212
1
0
0
0
1
0
1,421
M16280
M
298.8
309.9
1,495
35.2
214
0
0
0
0
0
0
1,422
L48601
L
298.7
309.8
1,589
31.8
217
0
0
0
0
0
0
1,423
L48602
L
298.7
309.8
1,530
35.5
0
0
0
0
0
0
0
1,424
L48603
L
298.7
309.8
1,539
33.4
2
0
0
0
0
0
0
1,425
L48604
L
298.7
309.7
1,462
46.8
4
0
0
0
0
0
0
1,426
L48605
L
298.6
309.7
1,356
54
6
0
0
0
0
0
0
1,427
M16286
M
298.7
309.7
1,622
34.6
8
0
0
0
0
0
0
1,428
L48607
L
298.7
309.8
1,394
40.3
11
0
0
0
0
0
0
1,429
L48608
L
298.8
309.9
1,568
33.7
13
0
0
0
0
0
0
1,430
M16289
M
298.9
310
1,456
43.8
15
0
0
0
0
0
0
1,431
L48610
L
298.9
310
1,378
49.3
18
0
0
0
0
0
0
1,432
M16291
M
298.9
309.9
1,404
41.4
20
0
0
0
0
0
0
1,433
L48612
L
298.8
309.8
1,437
42.8
23
0
0
0
0
0
0
1,434
L48613
L
298.8
309.8
1,363
44
25
0
0
0
0
0
0
1,435
M16294
M
298.8
309.8
1,377
49.6
27
0
0
0
0
0
0
1,436
H30849
H
298.8
309.9
1,526
42.1
30
0
0
0
0
0
0
1,437
H30850
H
298.8
309.8
1,510
44.2
35
0
0
0
0
0
0
1,438
H30851
H
298.8
309.9
1,439
45.2
40
1
0
0
0
0
0
1,439
L48618
L
298.8
309.9
1,482
39.1
45
0
0
0
0
0
0
1,440
M16299
M
298.8
309.8
1,534
37
47
0
0
0
0
0
0
1,441
M16300
M
298.8
309.9
1,741
27.7
50
0
0
0
0
0
0
1,442
L48621
L
298.8
309.9
1,550
38.8
53
0
0
0
0
0
0
1,443
M16302
M
298.8
310
1,486
38.5
55
0
0
0
0
0
0
1,444
L48623
L
298.9
310.1
1,602
38.2
58
0
0
0
0
0
0
1,445
L48624
L
299
310.2
1,477
37.9
60
0
0
0
0
0
0
1,446
L48625
L
299
310.1
1,618
29.2
62
0
0
0
0
0
0
1,447
M16306
M
299
310.2
1,628
35.8
64
0
0
0
0
0
0
1,448
M16307
M
299
310.3
1,662
33.6
67
0
0
0
0
0
0
1,449
M16308
M
299
310.3
1,657
31
70
0
0
0
0
0
0
1,450
H30863
H
299
310.4
1,677
30.8
73
0
0
0
0
0
0
1,451
M16310
M
299
310.3
1,447
39.9
78
0
0
0
0
0
0
1,452
L48631
L
298.9
310.4
1,831
25.4
81
0
0
0
0
0
0
1,453
L48632
L
299
310.3
1,584
34.4
83
0
0
0
0
0
0
1,454
L48633
L
299.1
310.4
1,450
40.9
85
0
0
0
0
0
0
1,455
L48634
L
299.1
310.4
1,428
46.9
87
0
0
0
0
0
0
1,456
L48635
L
299
310.4
1,382
53
89
0
0
0
0
0
0
1,457
L48636
L
299
310.3
1,501
43
91
0
0
0
0
0
0
1,458
L48637
L
299
310.3
1,475
42.4
93
0
0
0
0
0
0
1,459
L48638
L
298.9
310.3
1,364
54
95
0
0
0
0
0
0
1,460
L48639
L
299
310.3
1,472
36.1
97
0
0
0
0
0
0
1,461
L48640
L
299
310.3
1,437
47.8
99
0
0
0
0
0
0
1,462
L48641
L
298.9
310.2
1,491
45.1
101
0
0
0
0
0
0
1,463
L48642
L
298.9
310.2
1,706
27.6
103
0
0
0
0
0
0
1,464
L48643
L
298.8
310.1
1,607
39.5
105
0
0
0
0
0
0
1,465
L48644
L
298.8
310
1,412
46.3
107
0
0
0
0
0
0
1,466
L48645
L
298.7
309.8
1,546
40.9
109
0
0
0
0
0
0
1,467
L48646
L
298.7
309.8
1,365
50.5
111
0
0
0
0
0
0
1,468
L48647
L
298.6
309.8
1,544
30.2
113
0
0
0
0
0
0
1,469
M16328
M
298.6
309.8
1,419
44.9
115
0
0
0
0
0
0
1,470
L48649
L
298.6
309.8
1,497
41.6
118
0
0
0
0
0
0
1,471
L48650
L
298.5
309.7
1,437
42.6
120
0
0
0
0
0
0
1,472
L48651
L
298.5
309.6
1,421
53.6
122
0
0
0
0
0
0
1,473
M16332
M
298.5
309.6
1,438
44.5
124
0
0
0
0
0
0
1,474
M16333
M
298.5
309.5
1,315
48.9
127
0
0
0
0
0
0
1,475
M16334
M
298.5
309.5
1,366
61.9
130
0
0
0
0
0
0
1,476
M16335
M
298.4
309.5
1,519
35.4
133
0
0
0
0
0
0
1,477
L48656
L
298.4
309.5
1,692
28.3
136
0
0
0
0
0
0
1,478
L48657
L
298.3
309.4
1,570
35.6
138
0
0
0
0
0
0
1,479
L48658
L
298.3
309.4
1,568
35.8
140
0
0
0
0
0
0
1,480
L48659
L
298.2
309.3
1,355
43.8
142
0
0
0
0
0
0
1,481
M16340
M
298.2
309.3
2,056
18.7
144
0
0
0
0
0
0
1,482
M16341
M
298.2
309.2
1,332
60.2
147
0
0
0
0
0
0
1,483
M16342
M
298.1
309.1
1,448
52.5
150
0
0
0
0
0
0
1,484
L48663
L
298
308.9
1,578
35.6
153
0
0
0
0
0
0
1,485
M16344
M
298
309
1,562
39.2
155
0
0
0
0
0
0
1,486
M16345
M
298.1
309
1,976
19.3
158
0
0
0
0
0
0
1,487
M16346
M
298.2
309.2
1,524
34.6
161
0
0
0
0
0
0
1,488
L48667
L
298.2
309.1
1,429
48.5
164
0
0
0
0
0
0
1,489
L48668
L
298.2
309.1
1,568
36.3
166
0
0
0
0
0
0
1,490
M16349
M
298.2
309
1,723
26.6
168
0
0
0
0
0
0
1,491
L48670
L
298.2
309
1,341
43.8
171
0
0
0
0
0
0
1,492
M16351
M
298.1
308.9
1,353
46.2
173
0
0
0
0
0
0
1,493
M16352
M
298
308.7
1,479
58.5
176
1
0
0
1
0
0
1,494
L48673
L
298
308.8
1,496
44.9
179
0
0
0
0
0
0
1,495
M16354
M
298
308.7
1,377
48.5
181
0
0
0
0
0
0
1,496
H30909
H
297.9
308.5
1,383
44.6
184
0
0
0
0
0
0
1,497
L48676
L
298
308.7
1,268
69.4
189
1
0
0
1
1
0
1,498
L48677
L
298
308.7
1,629
34.3
191
0
0
0
0
0
0
1,499
L48678
L
298
308.8
1,790
27.2
193
0
0
0
0
0
0
1,500
M16359
M
298.1
308.8
2,206
16.3
195
0
0
0
0
0
0