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
6,401
L53580
L
300.1
309.7
1,601
35.8
160
0
0
0
0
0
0
6,402
M21261
M
300
309.6
1,573
39.7
162
0
0
0
0
0
0
6,403
M21262
M
300.1
309.6
1,584
36.7
165
0
0
0
0
0
0
6,404
L53583
L
300.1
309.6
1,649
33.6
168
0
0
0
0
0
0
6,405
M21264
M
300.2
309.7
1,183
61.4
170
0
0
0
0
0
0
6,406
L53585
L
300.1
309.7
2,151
17.5
173
0
0
0
0
0
0
6,407
L53586
L
300.2
309.8
1,526
45.6
175
0
0
0
0
0
0
6,408
M21267
M
300.3
309.9
1,611
29
177
0
0
0
0
0
0
6,409
L53588
L
300.3
309.9
1,601
31.7
180
0
0
0
0
0
0
6,410
L53589
L
300.3
310
1,560
40.8
182
0
0
0
0
0
0
6,411
L53590
L
300.4
310.1
1,544
41.9
184
0
0
0
0
0
0
6,412
M21271
M
300.4
310
1,560
42.3
186
0
0
0
0
0
0
6,413
L53592
L
300.4
310
1,423
44.2
189
0
0
0
0
0
0
6,414
L53593
L
300.4
310.1
1,614
33.5
191
0
0
0
0
0
0
6,415
M21274
M
300.4
310.1
1,457
35.1
193
0
0
0
0
0
0
6,416
L53595
L
300.4
310.1
1,503
42.2
196
0
0
0
0
0
0
6,417
H35830
H
300.4
310.1
1,484
38
198
0
0
0
0
0
0
6,418
L53597
L
300.3
309.9
1,540
39.9
203
0
0
0
0
0
0
6,419
H35832
H
300.3
309.9
1,405
52.1
205
0
0
0
0
0
0
6,420
H35833
H
300.3
309.9
1,394
46.7
210
1
1
0
0
0
0
6,421
L53600
L
300.3
309.9
1,518
36.4
0
0
0
0
0
0
0
6,422
L53601
L
300.3
309.9
1,527
41.4
2
0
0
0
0
0
0
6,423
L53602
L
300.3
309.9
1,377
55.3
4
0
0
0
0
0
0
6,424
M21283
M
300.3
310
1,537
37.5
6
0
0
0
0
0
0
6,425
M21284
M
300.3
310
1,409
43.2
9
0
0
0
0
0
0
6,426
L53605
L
300.3
309.9
1,393
56.1
12
0
0
0
0
0
0
6,427
L53606
L
300.2
309.7
1,448
36.8
14
0
0
0
0
0
0
6,428
L53607
L
300.2
309.8
1,418
49.3
16
0
0
0
0
0
0
6,429
M21288
M
300.2
309.8
1,743
24.1
18
0
0
0
0
0
0
6,430
M21289
M
300.2
309.8
1,394
47.4
21
0
0
0
0
0
0
6,431
L53610
L
300.3
309.8
1,523
39.2
24
0
0
0
0
0
0
6,432
L53611
L
300.2
309.8
1,353
59.4
26
0
0
0
0
0
0
6,433
M21292
M
300.3
309.9
1,447
46.5
28
0
0
0
0
0
0
6,434
L53613
L
300.3
309.9
1,570
34
31
0
0
0
0
0
0
6,435
M21294
M
300.3
309.9
1,494
38.5
33
0
0
0
0
0
0
6,436
L53615
L
300.3
309.9
1,621
34.1
36
0
0
0
0
0
0
6,437
L53616
L
300.4
310
1,769
26.1
38
0
0
0
0
0
0
6,438
L53617
L
300.4
310
1,282
66.1
40
0
0
0
0
0
0
6,439
L53618
L
300.4
310
1,581
30.3
42
0
0
0
0
0
0
6,440
L53619
L
300.6
310.1
1,656
32.7
44
0
0
0
0
0
0
6,441
L53620
L
300.6
310.2
1,648
31.7
46
0
0
0
0
0
0
6,442
L53621
L
300.7
310.2
1,639
31.4
48
0
0
0
0
0
0
6,443
L53622
L
300.7
310.2
1,348
54.8
50
0
0
0
0
0
0
6,444
L53623
L
300.8
310.3
1,537
33.3
52
0
0
0
0
0
0
6,445
M21304
M
300.8
310.3
1,270
61
54
0
0
0
0
0
0
6,446
L53625
L
300.7
310.3
1,662
34.4
57
0
0
0
0
0
0
6,447
M21306
M
300.7
310.3
1,471
40.2
59
0
0
0
0
0
0
6,448
L53627
L
300.6
310.1
1,337
45.8
62
0
0
0
0
0
0
6,449
H35862
H
300.7
310.2
1,877
24.8
64
0
0
0
0
0
0
6,450
L53629
L
300.6
310.2
1,519
44.6
69
0
0
0
0
0
0
6,451
L53630
L
300.6
310.2
1,378
47.3
71
0
0
0
0
0
0
6,452
L53631
L
300.7
310.2
1,696
27.5
73
0
0
0
0
0
0
6,453
L53632
L
300.7
310.1
1,376
50.8
75
0
0
0
0
0
0
6,454
L53633
L
300.7
310.2
1,807
24.2
77
0
0
0
0
0
0
6,455
L53634
L
300.7
310.1
1,598
32.8
79
0
0
0
0
0
0
6,456
L53635
L
300.7
310.1
1,565
40.2
81
0
0
0
0
0
0
6,457
L53636
L
300.7
310.2
1,387
50.6
83
0
0
0
0
0
0
6,458
L53637
L
300.7
310
1,395
48
85
0
0
0
0
0
0
6,459
M21318
M
300.6
310
1,302
62.9
87
0
0
0
0
0
0
6,460
M21319
M
300.6
310
1,397
55.2
90
0
0
0
0
0
0
6,461
L53640
L
300.6
310
1,313
52.9
93
0
0
0
0
0
0
6,462
L53641
L
300.6
310
1,505
35.9
95
0
0
0
0
0
0
6,463
H35876
H
300.6
310
1,483
44
97
0
0
0
0
0
0
6,464
H35877
H
300.5
310
1,358
60.4
102
0
0
0
0
0
0
6,465
M21324
M
300.5
309.9
1,735
27
107
0
0
0
0
0
0
6,466
M21325
M
300.5
309.8
1,416
48.5
110
0
0
0
0
0
0
6,467
L53646
L
300.4
309.7
1,740
31.1
113
0
0
0
0
0
0
6,468
L53647
L
300.4
309.7
1,692
27.4
115
0
0
0
0
0
0
6,469
L53648
L
300.5
309.8
1,507
42.5
117
0
0
0
0
0
0
6,470
M21329
M
300.4
309.6
1,521
35
119
0
0
0
0
0
0
6,471
L53650
L
300.4
309.6
1,379
54.5
122
0
0
0
0
0
0
6,472
L53651
L
300.4
309.6
1,523
38.5
124
0
0
0
0
0
0
6,473
H35886
H
300.4
309.6
1,571
33.6
126
0
0
0
0
0
0
6,474
H35887
H
300.4
309.5
1,547
50.7
131
0
0
0
0
0
0
6,475
M21334
M
300.5
309.7
1,347
54.3
136
0
0
0
0
0
0
6,476
L53655
L
300.5
309.7
1,560
30.2
139
0
0
0
0
0
0
6,477
L53656
L
300.5
309.7
1,384
48.6
141
0
0
0
0
0
0
6,478
L53657
L
300.5
309.7
1,841
24.6
143
0
0
0
0
0
0
6,479
L53658
L
300.5
309.8
1,663
29.1
145
1
0
0
0
0
0
6,480
L53659
L
300.6
309.8
1,418
42.7
147
0
0
0
0
0
0
6,481
L53660
L
300.7
309.9
1,775
26.6
149
0
0
0
0
0
0
6,482
L53661
L
300.7
309.8
1,406
48.4
151
0
0
0
0
0
0
6,483
L53662
L
300.6
309.9
1,480
43.7
153
0
0
0
0
0
0
6,484
L53663
L
300.7
309.9
1,412
45.3
155
0
0
0
0
0
0
6,485
H35898
H
300.6
309.8
1,913
22.5
157
0
0
0
0
0
0
6,486
L53665
L
300.6
309.8
1,629
37.6
162
0
0
0
0
0
0
6,487
L53666
L
300.5
309.8
1,939
21.4
164
0
0
0
0
0
0
6,488
H35901
H
300.6
309.8
1,541
36.2
166
0
0
0
0
0
0
6,489
L53668
L
300.7
309.8
1,330
54.4
171
0
0
0
0
0
0
6,490
M21349
M
300.7
309.8
1,490
38.8
173
0
0
0
0
0
0
6,491
L53670
L
300.7
309.9
1,383
44.5
176
0
0
0
0
0
0
6,492
L53671
L
300.8
310
1,468
52.7
178
0
0
0
0
0
0
6,493
M21352
M
300.8
309.9
1,444
46
180
0
0
0
0
0
0
6,494
L53673
L
300.7
309.8
1,363
53.1
183
0
0
0
0
0
0
6,495
L53674
L
300.6
309.7
1,617
33.2
185
0
0
0
0
0
0
6,496
M21355
M
300.6
309.8
1,694
31.1
187
0
0
0
0
0
0
6,497
L53676
L
300.7
309.9
1,815
27
190
0
0
0
0
0
0
6,498
L53677
L
300.8
309.9
1,312
65.3
192
1
0
0
0
1
0
6,499
H35912
H
300.8
309.9
2,041
19.2
194
0
0
0
0
0
0
6,500
L53679
L
300.9
310
1,671
26.8
199
0
0
0
0
0
0