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
5,401
L52580
L
302.7
312.4
1,477
46.3
251
1
0
0
0
1
0
5,402
M20261
M
302.6
312.3
1,454
54.8
253
1
1
0
0
1
0
5,403
L52582
L
302.7
312.3
1,421
48.5
0
0
0
0
0
0
0
5,404
L52583
L
302.7
312.3
1,858
25.4
2
0
0
0
0
0
0
5,405
H34818
H
302.8
312.5
1,422
46.1
4
0
0
0
0
0
0
5,406
L52585
L
302.7
312.4
1,444
48.7
9
0
0
0
0
0
0
5,407
L52586
L
302.7
312.4
1,360
47.8
11
0
0
0
0
0
0
5,408
L52587
L
302.7
312.4
1,954
24.8
13
0
0
0
0
0
0
5,409
L52588
L
302.6
312.4
1,628
33
15
0
0
0
0
0
0
5,410
L52589
L
302.7
312.4
1,433
44.2
17
0
0
0
0
0
0
5,411
M20270
M
302.7
312.5
1,417
51.5
19
0
0
0
0
0
0
5,412
L52591
L
302.8
312.6
1,462
39.4
22
0
0
0
0
0
0
5,413
L52592
L
302.9
312.6
1,328
59.9
24
0
0
0
0
0
0
5,414
H34827
H
302.7
312.5
1,527
36.4
26
0
0
0
0
0
0
5,415
L52594
L
302.6
312.3
1,534
34.3
31
0
0
0
0
0
0
5,416
M20275
M
302.6
312.4
1,410
50.3
33
0
0
0
0
0
0
5,417
L52596
L
302.6
312.3
1,660
30.3
36
0
0
0
0
0
0
5,418
L52597
L
302.6
312.4
1,386
45.8
38
0
0
0
0
0
0
5,419
L52598
L
302.6
312.4
1,398
41.6
40
0
0
0
0
0
0
5,420
L52599
L
302.6
312.3
1,321
53.4
42
0
0
0
0
0
0
5,421
L52600
L
302.6
312.3
1,512
34.2
44
0
0
0
0
0
0
5,422
M20281
M
302.6
312.3
1,566
36.6
46
0
0
0
0
0
0
5,423
M20282
M
302.7
312.4
1,422
44.5
49
0
0
0
0
0
0
5,424
L52603
L
302.6
312.3
1,647
31.8
52
0
0
0
0
0
0
5,425
L52604
L
302.6
312.2
1,377
45.5
54
0
0
0
0
0
0
5,426
L52605
L
302.5
312.2
1,775
27.9
56
0
0
0
0
0
0
5,427
L52606
L
302.6
312.3
1,554
42
58
0
0
0
0
0
0
5,428
L52607
L
302.7
312.4
1,423
51.9
60
0
0
0
0
0
0
5,429
L52608
L
302.7
312.4
1,453
47.3
62
0
0
0
0
0
0
5,430
L52609
L
302.8
312.4
1,590
34.4
64
0
0
0
0
0
0
5,431
L52610
L
302.8
312.5
1,694
28.4
66
0
0
0
0
0
0
5,432
L52611
L
302.8
312.5
1,462
43.4
68
0
0
0
0
0
0
5,433
L52612
L
302.8
312.4
1,392
46.2
70
0
0
0
0
0
0
5,434
L52613
L
302.9
312.5
1,550
45.5
72
0
0
0
0
0
0
5,435
L52614
L
302.9
312.5
1,629
30.4
74
0
0
0
0
0
0
5,436
M20295
M
303
312.5
1,524
42.1
76
0
0
0
0
0
0
5,437
M20296
M
302.9
312.5
1,679
30.9
79
0
0
0
0
0
0
5,438
M20297
M
302.9
312.6
1,394
46.4
82
0
0
0
0
0
0
5,439
L52618
L
302.9
312.5
1,683
32.1
85
0
0
0
0
0
0
5,440
L52619
L
303
312.5
1,626
30.5
87
0
0
0
0
0
0
5,441
H34854
H
303
312.5
1,698
30
89
0
0
0
0
0
0
5,442
M20301
M
303
312.6
1,392
42.9
94
0
0
0
0
0
0
5,443
L52622
L
303.1
312.7
1,353
51.8
97
0
0
0
0
0
0
5,444
M20303
M
303
312.7
1,426
46.8
99
0
0
0
0
0
0
5,445
L52624
L
303
312.7
2,024
19.9
102
0
0
0
0
0
0
5,446
M20305
M
303
312.8
1,648
32.1
104
0
0
0
0
0
0
5,447
L52626
L
303.1
312.9
1,511
40.1
107
0
0
0
0
0
0
5,448
L52627
L
303.1
312.8
1,465
44.1
109
0
0
0
0
0
0
5,449
L52628
L
303
312.7
1,551
41.8
111
0
0
0
0
0
0
5,450
L52629
L
303.1
312.8
2,329
15.1
113
0
0
0
0
0
0
5,451
H34864
H
303.1
312.8
1,435
41.9
115
0
0
0
0
0
0
5,452
L52631
L
303
312.7
1,361
48.8
120
0
0
0
0
0
0
5,453
M20312
M
303
312.7
1,553
35.8
122
0
0
0
0
0
0
5,454
L52633
L
303
312.6
1,451
42.1
125
0
0
0
0
0
0
5,455
L52634
L
303
312.5
1,461
40.2
127
0
0
0
0
0
0
5,456
M20315
M
303.1
312.6
1,895
23.5
129
0
0
0
0
0
0
5,457
M20316
M
303.1
312.6
1,567
32.9
132
0
0
0
0
0
0
5,458
M20317
M
303
312.5
1,602
33.7
135
0
0
0
0
0
0
5,459
L52638
L
303.1
312.6
1,514
42.1
138
0
0
0
0
0
0
5,460
L52639
L
303.1
312.5
1,453
49.1
140
0
0
0
0
0
0
5,461
M20320
M
303
312.4
1,526
36.1
142
0
0
0
0
0
0
5,462
M20321
M
302.9
312.3
1,339
52.1
145
0
0
0
0
0
0
5,463
L52642
L
302.9
312.3
1,889
22.8
148
0
0
0
0
0
0
5,464
L52643
L
302.9
312.4
1,561
34.8
150
0
0
0
0
0
0
5,465
M20324
M
302.9
312.4
1,659
33.1
152
0
0
0
0
0
0
5,466
L52645
L
302.9
312.4
1,424
49.5
155
0
0
0
0
0
0
5,467
M20326
M
302.9
312.3
1,426
44.7
157
0
0
0
0
0
0
5,468
L52647
L
302.9
312.4
1,383
51.4
160
0
0
0
0
0
0
5,469
L52648
L
302.8
312.3
1,764
29.9
162
0
0
0
0
0
0
5,470
M20329
M
302.7
312.2
1,439
42.5
164
0
0
0
0
0
0
5,471
M20330
M
302.7
312.2
1,585
35.5
167
0
0
0
0
0
0
5,472
L52651
L
302.7
312.3
1,346
61.2
170
0
0
0
0
0
1
5,473
L52652
L
302.8
312.3
1,386
57.8
172
0
0
0
0
0
0
5,474
L52653
L
302.7
312.2
1,369
51.8
174
0
0
0
0
0
0
5,475
M20334
M
302.7
312.1
1,378
46.9
176
0
0
0
0
0
0
5,476
L52655
L
302.7
312.2
1,336
46.8
179
0
0
0
0
0
0
5,477
M20336
M
302.6
312.1
1,445
42
181
0
0
0
0
0
0
5,478
L52657
L
302.7
312.1
1,763
26.5
184
0
0
0
0
0
0
5,479
L52658
L
302.7
312.2
1,611
34.1
186
0
0
0
0
0
0
5,480
M20339
M
302.7
312.1
1,564
32.1
188
0
0
0
0
0
0
5,481
H34894
H
302.7
312.1
1,478
36
191
0
0
0
0
0
0
5,482
L52661
L
302.6
312
1,781
28.5
196
0
0
0
0
0
0
5,483
L52662
L
302.6
312.1
1,782
26.8
198
0
0
0
0
0
0
5,484
M20343
M
302.6
312.1
2,000
21.9
200
0
0
0
0
0
0
5,485
M20344
M
302.5
312
1,826
25.3
203
0
0
0
0
0
0
5,486
L52665
L
302.6
312.1
1,344
51
206
0
0
0
0
0
0
5,487
L52666
L
302.6
312.2
1,520
43
208
0
0
0
0
0
0
5,488
M20347
M
302.6
312.1
1,611
39.9
210
0
0
0
0
0
0
5,489
L52668
L
302.7
312.2
1,450
52.1
213
1
0
0
0
1
0
5,490
L52669
L
302.6
312.1
1,499
35
215
0
0
0
0
0
1
5,491
L52670
L
302.6
312.1
1,288
68.5
0
1
0
0
1
0
0
5,492
M20351
M
302.7
312.2
1,350
58.6
2
0
0
0
0
0
0
5,493
M20352
M
302.9
312.4
1,334
50.9
5
0
0
0
0
0
0
5,494
L52673
L
302.8
312.4
1,376
57.1
8
0
0
0
0
0
0
5,495
L52674
L
302.8
312.4
1,368
49.5
10
0
0
0
0
0
0
5,496
H34909
H
302.9
312.5
1,357
55
12
0
0
0
0
0
1
5,497
M20356
M
302.9
312.5
1,924
24
17
0
0
0
0
0
0
5,498
M20357
M
302.9
312.5
1,551
40
20
0
0
0
0
0
0
5,499
M20358
M
302.9
312.5
1,903
21.2
23
0
0
0
0
0
0
5,500
H34913
H
302.9
312.3
1,417
48.7
26
0
0
0
0
0
0