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
8,401
L55580
L
298.6
309.6
1,533
40.7
106
0
0
0
0
0
0
8,402
H37815
H
298.5
309.4
1,671
31.8
108
0
0
0
0
0
0
8,403
L55582
L
298.5
309.5
1,370
52.4
113
0
0
0
0
0
0
8,404
L55583
L
298.5
309.6
1,462
45.1
115
0
0
0
0
0
0
8,405
L55584
L
298.4
309.5
1,545
36.6
117
0
0
0
0
0
0
8,406
M23265
M
298.4
309.5
1,484
41.7
119
0
0
0
0
0
0
8,407
M23266
M
298.4
309.5
1,344
45.3
122
0
0
0
0
0
0
8,408
L55587
L
298.4
309.5
1,357
50.1
125
0
0
0
0
0
0
8,409
M23268
M
298.5
309.6
1,572
33
127
0
0
0
0
0
0
8,410
L55589
L
298.5
309.6
1,861
26.9
130
0
0
0
0
0
0
8,411
L55590
L
298.5
309.5
1,548
44.5
132
0
0
0
0
0
0
8,412
L55591
L
298.6
309.8
1,496
37.7
134
0
0
0
0
0
0
8,413
M23272
M
298.6
309.7
1,314
49.7
136
0
0
0
0
0
0
8,414
M23273
M
298.6
309.7
1,422
49.7
139
0
0
0
0
0
0
8,415
L55594
L
298.6
309.8
1,842
20.1
142
0
0
0
0
0
0
8,416
M23275
M
298.7
309.9
1,434
53
144
0
0
0
0
0
0
8,417
M23276
M
298.8
310.1
1,585
31.3
147
0
0
0
0
0
0
8,418
H37831
H
298.8
310.1
1,704
30.7
150
0
0
0
0
0
0
8,419
L55598
L
298.9
310.2
1,971
23.2
155
0
0
0
0
0
0
8,420
L55599
L
299
310.3
1,431
39.9
157
0
0
0
0
0
0
8,421
L55600
L
298.9
310.4
1,546
37.7
159
0
0
0
0
0
0
8,422
L55601
L
298.9
310.3
1,496
36.3
161
0
0
0
0
0
0
8,423
H37836
H
298.9
310.3
1,243
63
163
0
0
0
0
0
0
8,424
L55603
L
299
310.4
1,452
46.2
168
0
0
0
0
0
0
8,425
L55604
L
299.1
310.6
1,380
44.7
170
0
0
0
0
0
0
8,426
L55605
L
299.2
310.6
1,567
38.4
172
0
0
0
0
0
0
8,427
L55606
L
299.1
310.5
1,628
35.9
174
0
0
0
0
0
0
8,428
L55607
L
299.1
310.4
1,505
46.1
176
0
0
0
0
0
0
8,429
M23288
M
299
310.3
1,827
28
178
0
0
0
0
0
0
8,430
L55609
L
299
310.3
1,577
40
181
0
0
0
0
0
0
8,431
L55610
L
298.9
310.2
1,304
57.2
183
0
0
0
0
0
0
8,432
H37845
H
298.9
310.1
1,324
54.6
185
0
0
0
0
0
0
8,433
L55612
L
298.8
310
1,537
39.9
190
0
0
0
0
0
0
8,434
M23293
M
298.8
310.1
1,501
48.7
192
0
0
0
0
0
0
8,435
M23294
M
298.7
309.9
1,654
29.1
195
0
0
0
0
0
0
8,436
M23295
M
298.7
310
1,519
38.1
198
0
0
0
0
0
0
8,437
L55616
L
298.7
309.9
1,371
51.3
201
0
0
0
0
0
0
8,438
L55617
L
298.7
309.8
1,181
65.9
203
1
0
0
0
1
0
8,439
L55618
L
298.6
309.8
1,469
42.8
205
0
0
0
0
0
0
8,440
L55619
L
298.6
309.8
1,637
34.6
207
0
0
0
0
0
0
8,441
L55620
L
298.6
309.8
1,370
56
0
0
0
0
0
0
0
8,442
L55621
L
298.6
309.9
1,630
30.6
2
0
0
0
0
0
0
8,443
L55622
L
298.6
310
1,517
39
4
0
0
0
0
0
0
8,444
M23303
M
298.6
309.9
1,668
32.3
6
0
0
0
0
0
0
8,445
M23304
M
298.6
309.9
1,818
24.9
9
0
0
0
0
0
0
8,446
M23305
M
298.6
310
1,541
36.9
12
0
0
0
0
0
0
8,447
L55626
L
298.5
309.9
1,482
42.1
15
0
0
0
0
0
0
8,448
L55627
L
298.6
310.1
1,439
49.9
17
0
0
0
0
0
0
8,449
L55628
L
298.5
310
1,492
41.2
19
0
0
0
0
0
0
8,450
L55629
L
298.4
309.9
1,725
27.8
21
0
0
0
0
0
0
8,451
L55630
L
298.4
310
1,559
44.2
23
0
0
0
0
0
0
8,452
L55631
L
298.5
310
1,435
42.5
25
0
0
0
0
0
0
8,453
M23312
M
298.6
310
1,512
37.5
27
0
0
0
0
0
0
8,454
L55633
L
298.6
309.9
1,564
37.1
30
0
0
0
0
0
0
8,455
L55634
L
298.6
310
1,522
40.3
32
0
0
0
0
0
0
8,456
L55635
L
298.6
309.9
1,356
59.5
34
0
0
0
0
0
0
8,457
L55636
L
298.6
309.9
1,556
38.6
36
0
0
0
0
0
0
8,458
L55637
L
298.6
309.9
1,393
45.5
38
0
0
0
0
0
0
8,459
L55638
L
298.7
309.9
1,753
26.8
40
0
0
0
0
0
0
8,460
L55639
L
298.7
309.9
1,651
29.5
42
0
0
0
0
0
0
8,461
L55640
L
298.7
309.9
1,372
54.7
44
0
0
0
0
0
0
8,462
L55641
L
298.7
309.9
1,446
43.3
46
0
0
0
0
0
0
8,463
M23322
M
298.7
309.8
1,501
44.7
48
0
0
0
0
0
0
8,464
M23323
M
298.7
309.9
1,411
45.1
51
0
0
0
0
0
0
8,465
H37878
H
298.6
309.7
1,672
27.5
54
0
0
0
0
0
0
8,466
M23325
M
298.7
309.8
1,475
40.5
59
0
0
0
0
0
0
8,467
L55646
L
298.7
309.8
1,469
38.4
62
0
0
0
0
0
0
8,468
L55647
L
298.6
309.8
1,704
28.3
64
0
0
0
0
0
0
8,469
H37882
H
298.6
309.7
1,463
39.1
66
0
0
0
0
0
0
8,470
M23329
M
298.6
309.7
1,280
64.1
71
0
0
0
0
0
0
8,471
L55650
L
298.7
309.9
1,464
38
74
0
0
0
0
0
0
8,472
L55651
L
298.6
309.8
1,332
46.4
76
0
0
0
0
0
0
8,473
L55652
L
298.5
309.7
1,634
37.8
78
0
0
0
0
0
0
8,474
M23333
M
298.6
309.8
1,430
43.1
80
0
0
0
0
0
0
8,475
M23334
M
298.5
309.7
1,523
44.6
83
0
0
0
0
0
0
8,476
M23335
M
298.5
309.7
1,557
37.7
86
0
0
0
0
0
0
8,477
L55656
L
298.5
309.6
1,585
32.2
89
0
0
0
0
0
0
8,478
H37891
H
298.5
309.6
1,579
33.5
91
0
0
0
0
0
0
8,479
M23338
M
298.5
309.7
1,354
60.8
96
0
0
0
0
0
0
8,480
L55659
L
298.6
309.7
1,627
33.4
99
0
0
0
0
0
0
8,481
L55660
L
298.4
309.6
1,477
35.6
101
0
0
0
0
0
0
8,482
M23341
M
298.3
309.4
1,595
29
103
0
0
0
0
0
0
8,483
L55662
L
298.4
309.5
1,520
38.1
106
0
0
0
0
0
0
8,484
L55663
L
298.3
309.4
1,618
31.5
108
0
0
0
0
0
0
8,485
L55664
L
298.4
309.5
1,397
50.3
110
0
0
0
0
0
0
8,486
L55665
L
298.4
309.5
1,450
47.9
112
0
0
0
0
0
0
8,487
M23346
M
298.5
309.5
1,501
40.2
114
0
0
0
0
0
0
8,488
L55667
L
298.4
309.4
1,392
50.1
117
0
0
0
0
0
0
8,489
L55668
L
298.4
309.4
1,385
43.2
119
0
0
0
0
0
0
8,490
L55669
L
298.4
309.4
1,461
46.3
121
0
0
0
0
0
0
8,491
M23350
M
298.5
309.6
1,364
58.7
123
0
0
0
0
0
0
8,492
L55671
L
298.5
309.5
1,579
38.6
126
0
0
0
0
0
0
8,493
M23352
M
298.4
309.5
1,514
38.8
128
0
0
0
0
0
0
8,494
M23353
M
298.3
309.5
1,560
36.9
131
0
0
0
0
0
0
8,495
L55674
L
298.3
309.5
1,542
36.7
134
0
0
0
0
0
0
8,496
L55675
L
298.3
309.4
1,668
27.1
136
0
0
0
0
0
0
8,497
M23356
M
298.3
309.4
1,816
22.6
138
0
0
0
0
0
0
8,498
M23357
M
298.3
309.4
1,509
34.2
141
0
0
0
0
0
0
8,499
L55678
L
298.4
309.6
1,479
37.8
144
0
0
0
0
0
0
8,500
L55679
L
298.4
309.6
1,655
30.2
146
0
0
0
0
0
0