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
9,301
L56480
L
298.1
308.9
1,367
41.9
113
0
0
0
0
0
0
9,302
M24161
M
298.1
308.9
1,459
50.3
115
0
0
0
0
0
0
9,303
M24162
M
298.1
308.9
1,804
25.1
118
0
0
0
0
0
0
9,304
L56483
L
298.2
309
1,491
38.3
121
0
0
0
0
0
0
9,305
L56484
L
298.3
309.1
1,537
43
123
0
0
0
0
0
0
9,306
H38719
H
298.3
309.1
1,646
30.2
125
0
0
0
0
0
0
9,307
M24166
M
298.3
309.2
1,783
28.3
130
0
0
0
0
0
0
9,308
L56487
L
298.3
309.1
1,395
49.8
133
0
0
0
0
0
0
9,309
L56488
L
298.4
309.1
1,423
48
135
0
0
0
0
0
0
9,310
L56489
L
298.3
309.2
1,562
37.6
137
0
0
0
0
0
0
9,311
L56490
L
298.4
309.3
1,549
40.8
139
0
0
0
0
0
0
9,312
L56491
L
298.4
309.4
1,540
43.2
141
0
0
0
0
0
0
9,313
H38726
H
298.5
309.4
1,573
33.6
143
0
0
0
0
0
0
9,314
L56493
L
298.5
309.4
1,418
45.1
148
0
0
0
0
0
0
9,315
M24174
M
298.5
309.4
1,565
33.7
150
0
0
0
0
0
0
9,316
L56495
L
298.5
309.5
1,569
41
153
0
0
0
0
0
0
9,317
H38730
H
298.5
309.4
1,417
41.2
155
0
0
0
0
0
0
9,318
L56497
L
298.5
309.5
1,480
38.1
160
0
0
0
0
0
0
9,319
L56498
L
298.5
309.4
1,364
44.5
162
0
0
0
0
0
0
9,320
L56499
L
298.5
309.4
1,911
21.5
164
0
0
0
0
0
0
9,321
L56500
L
298.4
309.3
1,409
43.1
166
0
0
0
0
0
0
9,322
L56501
L
298.4
309.2
1,335
53.5
168
0
0
0
0
0
0
9,323
M24182
M
298.5
309.3
1,512
38.1
170
0
0
0
0
0
0
9,324
L56503
L
298.6
309.4
1,447
40.2
173
0
0
0
0
0
0
9,325
L56504
L
298.6
309.3
1,537
37.6
175
0
0
0
0
0
0
9,326
M24185
M
298.6
309.3
1,510
40.8
177
0
0
0
0
0
0
9,327
L56506
L
298.6
309.3
1,677
31.2
180
0
0
0
0
0
0
9,328
L56507
L
298.5
309.2
1,504
33.7
182
0
0
0
0
0
0
9,329
H38742
H
298.5
309.1
2,051
19
184
0
0
0
0
0
0
9,330
L56509
L
298.5
309.1
1,474
41.3
189
0
0
0
0
0
0
9,331
M24190
M
298.4
309
1,507
36.1
191
0
0
0
0
0
0
9,332
L56511
L
298.4
308.9
1,496
37.9
194
0
0
0
0
0
0
9,333
M24192
M
298.5
309
1,921
22
196
0
0
0
0
0
0
9,334
L56513
L
298.5
309
1,450
40.5
199
0
0
0
0
0
0
9,335
L56514
L
298.4
308.9
1,402
44.8
201
0
0
0
0
0
0
9,336
L56515
L
298.4
308.9
1,501
50
203
0
0
0
0
0
0
9,337
L56516
L
298.5
308.9
1,725
31.9
205
0
0
0
0
0
0
9,338
H38751
H
298.5
308.9
1,500
40.3
207
0
0
0
0
0
0
9,339
H38752
H
298.5
309
1,531
30.8
212
0
0
0
0
0
0
9,340
L56519
L
298.5
309
1,458
44.8
217
0
0
0
0
0
0
9,341
H38754
H
298.4
308.9
1,577
37.1
0
0
0
0
0
0
0
9,342
M24201
M
298.3
308.9
1,363
46.1
5
0
0
0
0
0
0
9,343
H38756
H
298.3
308.9
1,706
31.8
8
0
0
0
0
0
0
9,344
M24203
M
298.3
308.8
1,391
50.4
13
0
0
0
0
0
0
9,345
L56524
L
298.2
308.8
1,616
33.7
16
0
0
0
0
0
0
9,346
L56525
L
298.2
308.8
1,442
47
18
0
0
0
0
0
0
9,347
M24206
M
298.2
308.8
1,626
40.4
20
0
0
0
0
0
0
9,348
M24207
M
298.2
308.7
1,426
42.6
23
0
0
0
0
0
0
9,349
L56528
L
298.2
308.7
1,436
49.1
26
0
0
0
0
0
0
9,350
M24209
M
298.2
308.7
1,599
36.2
28
0
0
0
0
0
0
9,351
L56530
L
298.2
308.7
2,186
17.8
31
0
0
0
0
0
0
9,352
L56531
L
298.3
308.8
1,645
30.4
33
0
0
0
0
0
0
9,353
L56532
L
298.2
308.7
1,780
27.9
35
0
0
0
0
0
0
9,354
L56533
L
298.2
308.8
1,345
44.3
37
0
0
0
0
0
0
9,355
M24214
M
298.2
308.8
1,607
31.9
39
0
0
0
0
0
0
9,356
L56535
L
298.3
308.9
1,708
28
42
0
0
0
0
0
0
9,357
L56536
L
298.3
308.9
1,270
52.7
44
0
0
0
0
0
0
9,358
M24217
M
298.3
308.9
1,646
25.4
46
0
0
0
0
0
0
9,359
L56538
L
298.2
308.7
1,407
45.1
49
0
0
0
0
0
0
9,360
M24219
M
298.1
308.7
1,581
47.4
51
0
0
0
0
0
0
9,361
L56540
L
298
308.6
1,532
42.6
54
0
0
0
0
0
0
9,362
L56541
L
298
308.6
1,610
33.1
56
0
0
0
0
0
0
9,363
M24222
M
298
308.5
1,682
33
58
0
0
0
0
0
0
9,364
L56543
L
297.9
308.5
1,519
34.3
61
0
0
0
0
0
0
9,365
L56544
L
297.9
308.5
1,683
28.5
63
0
0
0
0
0
0
9,366
M24225
M
298
308.6
1,254
55.8
65
0
0
0
0
0
0
9,367
L56546
L
298
308.5
1,461
48
68
0
0
0
0
0
0
9,368
L56547
L
297.9
308.5
1,472
45.1
70
0
0
0
0
0
0
9,369
L56548
L
297.7
308.4
1,510
38.6
72
0
0
0
0
0
0
9,370
M24229
M
297.7
308.3
1,547
36.8
74
0
0
0
0
0
0
9,371
H38784
H
297.7
308.4
1,418
51.9
77
0
0
0
0
0
0
9,372
L56551
L
297.7
308.4
1,289
51.3
82
0
0
0
0
0
0
9,373
L56552
L
297.7
308.4
1,487
41.4
84
0
0
0
0
0
0
9,374
L56553
L
297.7
308.5
1,453
45.5
86
0
0
0
0
0
0
9,375
M24234
M
297.8
308.5
1,466
44.7
88
0
0
0
0
0
0
9,376
H38789
H
297.7
308.4
1,288
49.5
91
0
0
0
0
0
0
9,377
H38790
H
297.7
308.4
1,738
27.7
96
0
0
0
0
0
0
9,378
H38791
H
297.7
308.3
1,488
41
101
0
0
0
0
0
0
9,379
L56558
L
297.6
308.3
1,816
28.8
106
0
0
0
0
0
0
9,380
L56559
L
297.5
308.2
1,419
48.5
108
0
0
0
0
0
0
9,381
L56560
L
297.4
308.1
1,435
45.7
110
0
0
0
0
0
0
9,382
M24241
M
297.5
308.1
1,480
42.4
112
0
0
0
0
0
0
9,383
L56562
L
297.5
308.2
1,610
33.6
115
0
0
0
0
0
0
9,384
H38797
H
297.5
308.1
1,548
38.2
117
0
0
0
0
0
0
9,385
M24244
M
297.6
308.1
1,379
57.4
122
0
0
0
0
0
0
9,386
M24245
M
297.5
308.1
1,907
23.5
125
0
0
0
0
0
0
9,387
M24246
M
297.5
308
2,033
16.7
128
0
0
0
0
0
0
9,388
H38801
H
297.4
307.9
1,390
52
131
0
0
0
0
0
0
9,389
M24248
M
297.5
307.9
1,544
37.9
136
0
0
0
0
0
0
9,390
L56569
L
297.6
308
1,258
57.4
139
0
0
0
0
0
0
9,391
M24250
M
297.5
308
1,560
39
141
0
0
0
0
0
0
9,392
H38805
H
297.6
308.2
2,071
18.5
144
0
0
0
0
0
0
9,393
L56572
L
297.6
308.1
1,437
46.3
149
0
0
0
0
0
0
9,394
H38807
H
297.7
308.2
1,489
43
151
0
0
0
0
0
0
9,395
L56574
L
297.7
308.2
1,334
53
156
0
0
0
0
0
0
9,396
L56575
L
297.7
308.2
1,500
39.9
158
0
0
0
0
0
0
9,397
L56576
L
297.8
308.3
1,498
47.3
160
0
0
0
0
0
0
9,398
M24257
M
297.7
308.2
1,370
53.4
162
0
0
0
0
0
0
9,399
H38812
H
297.7
308.2
1,526
40.1
165
0
0
0
0
0
0
9,400
L56579
L
297.8
308.3
1,477
44.8
170
0
0
0
0
0
0