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
7,401
M22260
M
299.6
310.6
1,633
34.2
151
0
0
0
0
0
0
7,402
L54581
L
299.8
310.8
1,409
51.9
154
0
0
0
0
0
0
7,403
M22262
M
299.8
310.8
1,463
43.5
156
0
0
0
0
0
0
7,404
L54583
L
299.8
310.8
1,376
48.6
159
0
0
0
0
0
0
7,405
L54584
L
299.8
310.8
1,553
32.2
161
0
0
0
0
0
0
7,406
M22265
M
299.8
310.8
1,530
35.2
163
0
0
0
0
0
0
7,407
L54586
L
299.8
310.9
1,545
40.7
166
0
0
0
0
0
0
7,408
H36821
H
299.8
310.9
1,427
47.2
168
0
0
0
0
0
0
7,409
L54588
L
299.9
310.9
1,292
51.1
173
0
0
0
0
0
0
7,410
L54589
L
299.8
310.9
2,084
17.6
175
0
0
0
0
0
0
7,411
L54590
L
299.9
311
1,747
27.6
177
0
0
0
0
0
0
7,412
L54591
L
300
311.1
1,425
47.8
179
0
0
0
0
0
0
7,413
L54592
L
300
311
1,637
33.6
181
0
0
0
0
0
0
7,414
M22273
M
300.1
311.1
1,616
35.2
183
0
0
0
0
0
0
7,415
L54594
L
300.1
311.1
1,619
33.4
186
0
0
0
0
0
0
7,416
L54595
L
300.1
311.2
1,489
39.1
188
0
0
0
0
0
0
7,417
M22276
M
300.1
311.2
1,452
42.4
190
0
0
0
0
0
0
7,418
M22277
M
300.1
311.3
1,495
41
193
0
0
0
0
0
0
7,419
M22278
M
300.2
311.4
1,427
39.7
196
0
0
0
0
0
0
7,420
L54599
L
300.1
311.4
1,572
36.2
199
0
0
0
0
0
0
7,421
L54600
L
300.1
311.3
1,547
40
201
0
0
0
0
0
0
7,422
M22281
M
300.1
311.4
1,342
48.5
203
0
0
0
0
0
0
7,423
L54602
L
300
311.2
1,351
44.1
206
0
0
0
0
0
0
7,424
L54603
L
300
311.3
1,407
47.3
208
0
0
0
0
0
0
7,425
M22284
M
300.1
311.4
1,575
29.8
210
0
0
0
0
0
0
7,426
M22285
M
300
311.4
1,791
24.1
213
0
0
0
0
0
0
7,427
M22286
M
300
311.4
1,692
29
216
1
1
0
0
0
0
7,428
L54607
L
300
311.4
1,634
31.9
0
0
0
0
0
0
0
7,429
M22288
M
300
311.4
1,864
23.3
2
0
0
0
0
0
0
7,430
L54609
L
300
311.4
1,590
33.6
5
0
0
0
0
0
0
7,431
M22290
M
300
311.4
1,384
46.1
7
0
0
0
0
0
0
7,432
M22291
M
300
311.4
1,352
61.8
10
0
0
0
0
0
0
7,433
L54612
L
300.1
311.4
1,484
43.1
13
0
0
0
0
0
0
7,434
M22293
M
300.1
311.4
1,913
21.9
15
0
0
0
0
0
0
7,435
L54614
L
300
311.4
1,508
38.2
18
0
0
0
0
0
0
7,436
L54615
L
299.9
311.3
1,504
40.7
20
0
0
0
0
0
0
7,437
L54616
L
300
311.4
1,487
41.2
22
0
0
0
0
0
0
7,438
L54617
L
299.8
311.3
1,727
30
24
0
0
0
0
0
0
7,439
L54618
L
299.9
311.3
1,647
27.5
26
0
0
0
0
0
0
7,440
L54619
L
300
311.3
1,493
41.4
28
0
0
0
0
0
0
7,441
L54620
L
300
311.4
1,655
29.6
30
0
0
0
0
0
0
7,442
M22301
M
299.9
311.4
1,337
54.8
32
0
0
0
0
0
0
7,443
L54622
L
300
311.5
1,601
36.9
35
0
0
0
0
0
0
7,444
H36857
H
300.1
311.6
1,589
37.9
37
0
0
0
0
0
0
7,445
L54624
L
300.2
311.7
1,286
55.1
42
0
0
0
0
0
0
7,446
L54625
L
300.2
311.7
1,553
41.3
44
0
0
0
0
0
0
7,447
L54626
L
300.2
311.8
1,379
51
46
0
0
0
0
0
0
7,448
M22307
M
300.3
311.9
1,677
30.8
48
0
0
0
0
0
0
7,449
L54628
L
300.3
311.8
1,488
38.4
51
0
0
0
0
0
0
7,450
L54629
L
300.3
311.8
1,418
45.9
53
0
0
0
0
0
0
7,451
L54630
L
300.3
311.8
1,451
41
55
0
0
0
0
0
0
7,452
L54631
L
300.3
311.8
1,508
43.1
57
0
0
0
0
0
0
7,453
L54632
L
300.3
311.7
1,579
33.6
59
0
0
0
0
0
0
7,454
H36867
H
300.3
311.7
1,432
47.7
61
0
0
0
0
0
0
7,455
L54634
L
300.2
311.6
1,446
47.3
66
0
0
0
0
0
0
7,456
M22315
M
300.2
311.7
1,597
39.5
68
0
0
0
0
0
0
7,457
M22316
M
300.2
311.7
1,397
50.2
71
0
0
0
0
0
0
7,458
L54637
L
300.1
311.6
1,530
36.6
74
0
0
0
0
0
0
7,459
M22318
M
300.1
311.6
1,433
51.4
76
0
0
0
0
0
0
7,460
L54639
L
300
311.5
1,591
32
79
0
0
0
0
0
0
7,461
L54640
L
300
311.5
1,445
41.6
81
0
0
0
0
0
0
7,462
L54641
L
300
311.5
1,749
28.3
83
0
0
0
0
0
0
7,463
L54642
L
300
311.3
1,703
30.4
85
0
0
0
0
0
0
7,464
H36877
H
300.1
311.4
1,518
46.9
87
0
0
0
0
0
0
7,465
L54644
L
300.1
311.3
1,535
42.3
92
0
0
0
0
0
0
7,466
M22325
M
300.1
311.4
1,390
52.1
94
0
0
0
0
0
0
7,467
H36880
H
300.3
311.6
1,801
23.6
97
0
0
0
0
0
0
7,468
H36881
H
300.3
311.6
1,463
41.6
102
0
0
0
0
0
0
7,469
L54648
L
300.3
311.6
1,560
37.7
107
0
0
0
0
0
0
7,470
L54649
L
300.3
311.6
1,607
33.5
109
0
0
0
0
0
0
7,471
L54650
L
300.4
311.6
1,332
54.6
111
0
0
0
0
0
0
7,472
L54651
L
300.3
311.7
1,365
53.3
113
0
0
0
0
0
0
7,473
M22332
M
300.3
311.6
1,617
32.5
115
0
0
0
0
0
0
7,474
M22333
M
300.3
311.6
1,304
62.8
118
0
0
0
0
0
0
7,475
L54654
L
300.3
311.7
1,989
22.3
121
0
0
0
0
0
0
7,476
H36889
H
300.3
311.6
1,339
53.4
123
0
0
0
0
0
0
7,477
L54656
L
300.2
311.5
1,492
41.8
128
0
0
0
0
0
0
7,478
M22337
M
300.1
311.3
1,518
40.2
130
0
0
0
0
0
0
7,479
L54658
L
300.1
311.3
1,479
39.5
133
0
0
0
0
0
0
7,480
M22339
M
300.1
311.3
1,523
34.1
135
0
0
0
0
0
0
7,481
M22340
M
300.2
311.4
1,570
35.3
138
0
0
0
0
0
0
7,482
H36895
H
300.2
311.4
1,506
36.1
141
0
0
0
0
0
0
7,483
M22342
M
300.2
311.6
1,510
47.5
146
0
0
0
0
0
0
7,484
L54663
L
300.2
311.6
1,671
28.8
149
0
0
0
0
0
0
7,485
M22344
M
300.3
311.6
1,312
53.4
151
0
0
0
0
0
0
7,486
L54665
L
300.3
311.6
1,595
38.8
154
0
0
0
0
0
0
7,487
L54666
L
300.3
311.7
1,635
31.8
156
0
0
0
0
0
0
7,488
L54667
L
300.3
311.7
1,707
33.6
158
0
0
0
0
0
0
7,489
L54668
L
300.3
311.7
1,545
43.5
160
0
0
0
0
0
1
7,490
M22349
M
300.2
311.6
1,751
28
162
0
0
0
0
0
0
7,491
M22350
M
300.4
311.8
1,707
30
165
0
0
0
0
0
0
7,492
L54671
L
300.4
311.8
1,320
57.9
168
0
0
0
0
0
0
7,493
M22352
M
300.3
311.7
1,319
51.4
170
0
0
0
0
0
0
7,494
L54673
L
300.2
311.7
1,448
54.2
173
0
0
0
0
0
0
7,495
L54674
L
300.2
311.8
1,436
48.2
175
0
0
0
0
0
0
7,496
L54675
L
300.3
311.9
1,609
34
177
0
0
0
0
0
0
7,497
L54676
L
300.2
311.8
1,464
44.5
179
0
0
0
0
0
0
7,498
M22357
M
300.3
311.8
1,483
45.1
181
0
0
0
0
0
0
7,499
M22358
M
300.2
311.8
1,748
28.5
184
0
0
0
0
0
0
7,500
L54679
L
300.3
311.8
1,746
26.3
187
0
0
0
0
0
0