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
6,301
L53480
L
301.2
310.7
1,517
39.4
107
0
0
0
0
0
0
6,302
M21161
M
301.2
310.6
1,576
39.6
109
0
0
0
0
0
0
6,303
L53482
L
301.2
310.6
1,437
51.2
112
0
0
0
0
0
0
6,304
H35717
H
301.2
310.6
1,457
50.5
114
0
0
0
0
0
0
6,305
L53484
L
301.1
310.5
1,532
37.5
119
0
0
0
0
0
0
6,306
M21165
M
301.1
310.5
1,603
32.6
121
0
0
0
0
0
0
6,307
L53486
L
301
310.4
1,563
34.4
124
0
0
0
0
0
0
6,308
L53487
L
301
310.3
1,617
34.5
126
0
0
0
0
0
0
6,309
M21168
M
300.8
310.1
1,686
26.9
128
0
0
0
0
0
0
6,310
L53489
L
300.9
310.2
1,382
50.4
131
0
0
0
0
0
0
6,311
L53490
L
300.9
310.1
2,090
17.8
133
0
0
0
0
0
0
6,312
L53491
L
300.9
310.3
1,446
44.5
135
0
0
0
0
0
0
6,313
M21172
M
300.9
310.2
1,533
38.1
137
0
0
0
0
0
0
6,314
L53493
L
300.9
310.3
1,440
47.6
140
0
0
0
0
0
0
6,315
M21174
M
301
310.4
1,793
25
142
0
0
0
0
0
0
6,316
M21175
M
301
310.4
1,517
46.1
145
0
0
0
0
0
0
6,317
L53496
L
300.9
310.4
1,544
36
148
0
0
0
0
0
0
6,318
L53497
L
300.9
310.3
1,321
48.8
150
0
0
0
0
0
0
6,319
M21178
M
300.9
310.3
1,416
50.9
152
0
0
0
0
0
0
6,320
L53499
L
300.8
310.2
1,514
40
155
0
0
0
0
0
0
6,321
M21180
M
300.8
310.2
1,304
52.5
157
0
0
0
0
0
0
6,322
L53501
L
300.7
310.2
1,286
64.9
160
0
0
0
0
0
0
6,323
M21182
M
300.7
310.1
1,483
40.2
162
0
0
0
0
0
0
6,324
L53503
L
300.7
310.1
1,351
46.9
165
0
0
0
0
0
0
6,325
M21184
M
300.7
310.1
1,367
52.6
167
0
0
0
0
0
0
6,326
L53505
L
300.7
310.1
1,721
32.3
170
0
0
0
0
0
0
6,327
L53506
L
300.6
310
1,455
40.4
172
0
0
0
0
0
0
6,328
L53507
L
300.6
310
1,425
49.5
174
0
0
0
0
0
0
6,329
L53508
L
300.7
310
1,672
29.7
176
0
0
0
0
0
0
6,330
M21189
M
300.7
310
1,641
34.6
178
0
0
0
0
0
0
6,331
M21190
M
300.5
310
1,580
37
181
0
0
0
0
0
0
6,332
H35745
H
300.5
310
1,495
47.4
184
0
0
0
0
0
0
6,333
M21192
M
300.5
309.9
1,994
19.8
189
0
0
0
0
0
0
6,334
M21193
M
300.4
309.9
1,415
31.8
192
0
0
0
0
0
0
6,335
M21194
M
300.4
309.8
1,725
30.4
195
0
0
0
0
0
0
6,336
M21195
M
300.4
309.8
1,430
43.4
198
0
0
0
0
0
0
6,337
L53516
L
300.4
309.8
1,395
48.1
201
0
0
0
0
0
0
6,338
M21197
M
300.4
309.8
1,435
43.6
203
0
0
0
0
0
0
6,339
L53518
L
300.4
309.9
1,681
28.6
206
0
0
0
0
0
0
6,340
L53519
L
300.5
310
1,451
48.6
208
0
0
0
0
0
0
6,341
H35754
H
300.5
309.9
1,397
45.9
210
1
1
0
0
0
0
6,342
M21201
M
300.4
309.8
1,421
47.2
0
0
0
0
0
0
0
6,343
M21202
M
300.3
309.8
1,444
42
3
0
0
0
0
0
0
6,344
L53523
L
300.2
309.8
1,827
23
6
0
0
0
0
0
0
6,345
H35758
H
300.2
309.8
1,374
47.7
8
0
0
0
0
0
0
6,346
L53525
L
300.2
309.8
1,650
29.6
13
0
0
0
0
0
0
6,347
L53526
L
300.2
309.7
1,275
60.7
15
0
0
0
0
0
0
6,348
L53527
L
300.2
309.7
1,421
44.6
17
0
0
0
0
0
0
6,349
L53528
L
300.2
309.8
1,557
33.8
19
0
0
0
0
0
0
6,350
L53529
L
300.1
309.8
1,506
35.2
21
0
0
0
0
0
0
6,351
L53530
L
300.1
309.7
1,362
49.1
23
0
0
0
0
0
0
6,352
L53531
L
300
309.7
1,542
47.1
25
0
0
0
0
0
0
6,353
L53532
L
300
309.6
1,496
38.8
27
0
0
0
0
0
0
6,354
M21213
M
300
309.6
1,491
42
29
0
0
0
0
0
0
6,355
L53534
L
300.1
309.6
1,565
34.8
32
0
0
0
0
0
0
6,356
L53535
L
300.1
309.7
1,481
37.9
34
0
0
0
0
0
0
6,357
M21216
M
300.1
309.7
1,420
48.4
36
0
0
0
0
0
0
6,358
L53537
L
300.2
309.8
1,398
54.8
39
0
0
0
0
0
0
6,359
M21218
M
300.2
309.8
1,466
45.7
41
0
0
0
0
0
0
6,360
L53539
L
300.1
309.8
1,430
56.7
44
0
0
0
0
0
0
6,361
L53540
L
300.1
309.7
1,441
40.1
46
0
0
0
0
0
0
6,362
M21221
M
300.1
309.7
1,348
57.3
48
0
0
0
0
0
0
6,363
L53542
L
300
309.6
1,738
28.7
51
0
0
0
0
0
0
6,364
M21223
M
300
309.6
1,618
36.2
53
0
0
0
0
0
0
6,365
M21224
M
299.9
309.6
1,489
41.7
56
0
0
0
0
0
0
6,366
M21225
M
299.9
309.5
1,412
57.9
59
0
0
0
0
0
0
6,367
M21226
M
299.9
309.5
2,065
18.1
62
0
0
0
0
0
0
6,368
L53547
L
300
309.6
1,571
33.1
65
0
0
0
0
0
0
6,369
M21228
M
300
309.6
1,423
48.7
67
0
0
0
0
0
0
6,370
H35783
H
300
309.5
1,781
24.9
70
0
0
0
0
0
0
6,371
L53550
L
300.1
309.6
1,321
46.9
75
0
0
0
0
0
0
6,372
L53551
L
300.1
309.6
1,546
36.7
77
0
0
0
0
0
0
6,373
M21232
M
300
309.5
1,879
22.4
79
0
0
0
0
0
0
6,374
H35787
H
300
309.5
1,735
28.9
82
0
0
0
0
0
0
6,375
L53554
L
300
309.5
1,506
38.8
87
0
0
0
0
0
0
6,376
H35789
H
300
309.6
1,629
32.3
89
0
0
0
0
0
0
6,377
L53556
L
300
309.6
1,694
28.7
94
0
0
0
0
0
0
6,378
L53557
L
300.1
309.6
1,541
37
96
0
0
0
0
0
0
6,379
L53558
L
300
309.6
1,514
44.6
98
0
0
0
0
0
0
6,380
L53559
L
300.1
309.7
1,485
45.9
100
0
0
0
0
0
0
6,381
L53560
L
300.2
309.8
1,430
55
102
0
0
0
0
0
0
6,382
L53561
L
300.2
309.7
1,771
27.1
104
0
0
0
0
0
0
6,383
L53562
L
300.2
309.8
1,481
41.9
106
0
0
0
0
0
0
6,384
H35797
H
300.2
309.7
1,483
43.8
108
0
0
0
0
0
0
6,385
H35798
H
300.1
309.6
1,463
45.1
113
0
0
0
0
0
0
6,386
L53565
L
300.1
309.7
1,410
48.3
118
0
0
0
0
0
0
6,387
L53566
L
300.2
309.7
1,656
34.3
120
0
0
0
0
0
0
6,388
M21247
M
300.2
309.8
1,487
39.2
122
0
0
0
0
0
0
6,389
H35802
H
300.3
309.9
1,509
46.6
125
0
0
0
0
0
0
6,390
H35803
H
300.3
309.9
1,677
30.1
130
0
0
0
0
0
0
6,391
L53570
L
300.3
309.8
1,450
55
135
0
0
0
0
0
0
6,392
M21251
M
300.2
309.7
1,413
43
137
0
0
0
0
0
0
6,393
L53572
L
300.1
309.7
1,680
33.8
140
0
0
0
0
0
0
6,394
L53573
L
300.2
309.7
1,678
30.5
142
0
0
0
0
0
0
6,395
M21254
M
300.2
309.7
1,408
44
144
0
0
0
0
0
0
6,396
M21255
M
300.1
309.6
1,376
52.1
147
0
0
0
0
0
0
6,397
L53576
L
300
309.6
1,526
46.4
150
0
0
0
0
0
0
6,398
M21257
M
300
309.6
1,587
32.6
152
0
0
0
0
0
0
6,399
L53578
L
300.1
309.7
1,351
58.2
155
0
0
0
0
0
0
6,400
M21259
M
300.1
309.6
1,501
38
157
0
0
0
0
0
0