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
3,401
H32814
H
301.4
310.7
1,536
44.4
96
0
0
0
0
0
0
3,402
M18261
M
301.4
310.7
1,617
34.3
101
0
0
0
0
0
0
3,403
L50582
L
301.4
310.6
1,347
53.3
104
0
0
0
0
0
0
3,404
L50583
L
301.3
310.5
1,337
52.7
106
0
0
0
0
0
0
3,405
L50584
L
301.3
310.4
1,695
30.9
108
0
0
0
0
0
0
3,406
M18265
M
301.3
310.4
1,635
32.5
110
0
0
0
0
0
0
3,407
L50586
L
301.2
310.4
1,470
44
113
0
0
0
0
0
0
3,408
L50587
L
301.2
310.4
1,381
49.8
115
0
0
0
0
0
0
3,409
M18268
M
301.2
310.4
1,382
41.6
117
0
0
0
0
0
0
3,410
M18269
M
301.2
310.4
1,697
30
120
0
0
0
0
0
0
3,411
L50590
L
301.2
310.3
1,451
39.7
123
0
0
0
0
0
0
3,412
L50591
L
301.3
310.3
1,419
55.7
125
0
0
0
0
0
0
3,413
L50592
L
301.3
310.3
1,313
55.6
127
0
0
0
0
0
0
3,414
L50593
L
301.3
310.3
1,560
36.3
129
0
0
0
0
0
0
3,415
L50594
L
301.3
310.3
1,555
41.2
131
0
0
0
0
0
0
3,416
L50595
L
301.4
310.4
1,579
36.9
133
0
0
0
0
0
0
3,417
L50596
L
301.5
310.5
1,435
44.6
135
0
0
0
0
0
0
3,418
L50597
L
301.6
310.6
1,621
33.7
137
0
0
0
0
0
0
3,419
H32832
H
301.6
310.6
1,555
40.4
139
0
0
0
0
0
0
3,420
L50599
L
301.5
310.5
1,611
33.8
144
0
0
0
0
0
0
3,421
L50600
L
301.6
310.6
1,834
23.5
146
0
0
0
0
0
0
3,422
M18281
M
301.5
310.5
1,612
29.8
148
0
0
0
0
0
0
3,423
L50602
L
301.5
310.4
1,629
34.1
151
0
0
0
0
0
0
3,424
L50603
L
301.4
310.4
1,496
35.2
153
0
0
0
0
0
0
3,425
L50604
L
301.5
310.5
1,593
32.9
155
0
0
0
0
0
0
3,426
M18285
M
301.5
310.5
1,623
33.5
157
0
0
0
0
0
0
3,427
L50606
L
301.5
310.5
1,380
48.7
160
0
0
0
0
0
0
3,428
L50607
L
301.6
310.6
1,562
34.4
162
0
0
0
0
0
0
3,429
L50608
L
301.6
310.6
1,391
49.4
164
0
0
0
0
0
0
3,430
H32843
H
301.5
310.5
1,551
34.3
166
0
0
0
0
0
0
3,431
H32844
H
301.6
310.6
1,821
26.2
171
0
0
0
0
0
0
3,432
L50611
L
301.6
310.7
1,429
43.6
176
0
0
0
0
0
0
3,433
M18292
M
301.6
310.7
2,012
20.7
178
0
0
0
0
0
0
3,434
M18293
M
301.6
310.6
1,924
23.6
181
0
0
0
0
0
0
3,435
M18294
M
301.5
310.5
1,412
44.1
184
0
0
0
0
0
0
3,436
L50615
L
301.5
310.5
1,389
54.9
187
0
0
0
0
0
0
3,437
L50616
L
301.5
310.5
1,466
48.1
189
0
0
0
0
0
0
3,438
L50617
L
301.5
310.5
2,297
15.8
191
0
0
0
0
0
0
3,439
L50618
L
301.4
310.4
1,471
37.5
193
0
0
0
0
0
0
3,440
L50619
L
301.4
310.3
1,492
41.4
195
0
0
0
0
0
0
3,441
L50620
L
301.3
310.3
1,460
41.5
197
0
0
0
0
0
0
3,442
L50621
L
301.4
310.4
1,559
39.4
199
0
0
0
0
0
0
3,443
M18302
M
301.4
310.5
1,495
52.5
201
0
0
0
0
0
0
3,444
L50623
L
301.5
310.5
1,535
39
204
0
0
0
0
0
0
3,445
L50624
L
301.5
310.6
1,381
50.7
206
0
0
0
0
0
0
3,446
M18305
M
301.6
310.6
1,599
36.1
208
0
0
0
0
0
0
3,447
H32860
H
301.6
310.6
1,400
49.5
211
0
0
0
0
0
0
3,448
L50627
L
301.7
310.6
1,624
34.5
216
0
0
0
0
0
0
3,449
L50628
L
301.6
310.6
1,478
36.6
218
0
0
0
0
0
0
3,450
L50629
L
301.7
310.7
1,605
33.3
220
0
0
0
0
0
0
3,451
L50630
L
301.6
310.6
1,506
43.4
222
0
0
0
0
0
0
3,452
L50631
L
301.6
310.6
1,455
43.9
0
0
0
0
0
0
0
3,453
H32866
H
301.6
310.5
1,602
32.3
2
0
0
0
0
0
1
3,454
L50633
L
301.5
310.4
1,425
54.4
7
0
0
0
0
0
0
3,455
L50634
L
301.5
310.4
1,918
21.8
9
0
0
0
0
0
0
3,456
H32869
H
301.4
310.3
1,611
41.5
11
0
0
0
0
0
0
3,457
H32870
H
301.4
310.4
1,610
38.6
16
0
0
0
0
0
0
3,458
M18317
M
301.5
310.4
2,639
12
21
1
0
0
1
0
0
3,459
L50638
L
301.5
310.4
1,329
46.6
24
0
0
0
0
0
0
3,460
L50639
L
301.5
310.4
1,270
54.2
26
0
0
0
0
0
0
3,461
L50640
L
301.5
310.3
1,415
41.6
28
0
0
0
0
0
0
3,462
H32875
H
301.6
310.4
1,330
49.5
30
0
0
0
0
0
0
3,463
H32876
H
301.6
310.5
1,786
27.1
35
0
0
0
0
0
0
3,464
L50643
L
301.6
310.5
1,809
25.5
40
0
0
0
0
0
0
3,465
L50644
L
301.7
310.6
1,303
59.7
42
0
0
0
0
0
0
3,466
M18325
M
301.8
310.7
1,383
45.7
44
0
0
0
0
0
0
3,467
L50646
L
301.7
310.6
1,447
56.9
47
0
0
0
0
0
0
3,468
L50647
L
301.8
310.7
1,461
44.2
49
0
0
0
0
0
0
3,469
L50648
L
301.8
310.7
2,092
18.6
51
0
0
0
0
0
0
3,470
M18329
M
301.8
310.7
1,429
47.9
53
0
0
0
0
0
0
3,471
L50650
L
301.8
310.8
1,736
26.5
56
0
0
0
0
0
0
3,472
L50651
L
301.8
310.7
1,441
49.3
58
0
0
0
0
0
0
3,473
L50652
L
301.8
310.7
1,523
43.3
60
0
0
0
0
0
0
3,474
M18333
M
301.8
310.8
1,691
33.4
62
0
0
0
0
0
0
3,475
M18334
M
301.9
310.8
1,557
35.3
65
0
0
0
0
0
0
3,476
L50655
L
301.8
310.7
1,644
33.4
68
0
0
0
0
0
0
3,477
L50656
L
301.8
310.6
1,522
43.8
70
0
0
0
0
0
0
3,478
L50657
L
301.8
310.7
1,547
41.7
72
0
0
0
0
0
0
3,479
L50658
L
301.8
310.7
1,597
30.8
74
0
0
0
0
0
0
3,480
M18339
M
301.8
310.8
1,619
31
76
0
0
0
0
0
0
3,481
L50660
L
301.9
310.8
1,400
58.2
79
0
0
0
0
0
0
3,482
L50661
L
302
310.9
1,663
31.5
81
0
0
0
0
0
0
3,483
L50662
L
301.9
310.8
1,540
37.6
83
0
0
0
0
0
0
3,484
H32897
H
301.9
310.8
1,455
42.7
85
0
0
0
0
0
0
3,485
L50664
L
301.9
310.8
1,519
39
90
0
0
0
0
0
0
3,486
L50665
L
301.9
310.8
1,427
47.7
92
0
0
0
0
0
0
3,487
L50666
L
301.9
310.8
1,650
29.8
94
0
0
0
0
0
0
3,488
M18347
M
301.8
310.8
1,508
38.8
96
0
0
0
0
0
0
3,489
L50668
L
301.9
310.9
1,379
54.8
99
0
0
0
0
0
0
3,490
L50669
L
301.9
310.9
1,542
36.7
101
0
0
0
0
0
0
3,491
M18350
M
301.9
310.9
1,763
28.4
103
0
0
0
0
0
0
3,492
H32905
H
301.9
310.9
1,590
34.3
106
0
0
0
0
0
0
3,493
H32906
H
301.9
311
1,336
63.6
111
0
0
0
0
0
0
3,494
M18353
M
301.9
311
1,638
35.4
116
0
0
0
0
0
0
3,495
L50674
L
301.9
311
1,356
45.7
119
0
0
0
0
0
0
3,496
M18355
M
301.9
311
1,384
47.4
121
0
0
0
0
0
0
3,497
L50676
L
301.9
310.9
1,309
48
124
0
0
0
0
0
0
3,498
L50677
L
301.9
311
1,642
33.1
126
0
0
0
0
0
0
3,499
L50678
L
301.9
311
1,289
54.9
128
0
0
0
0
0
0
3,500
L50679
L
301.9
311
1,353
43.8
130
0
0
0
0
0
0