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
1,301
L48480
L
298.7
309.8
1,322
57
140
0
0
0
0
0
0
1,302
L48481
L
298.7
309.9
1,483
32.8
142
0
0
0
0
0
0
1,303
L48482
L
298.6
309.8
1,505
45.7
144
0
0
0
0
0
1
1,304
L48483
L
298.7
309.9
1,593
42.5
146
0
0
0
0
0
0
1,305
L48484
L
298.8
310
2,098
19.6
148
0
0
0
0
0
0
1,306
L48485
L
298.8
310
1,672
30.4
150
0
0
0
0
0
0
1,307
L48486
L
298.8
310
1,487
41.4
152
0
0
0
0
0
0
1,308
L48487
L
298.8
310
1,423
42.1
154
0
0
0
0
0
0
1,309
L48488
L
298.9
310.1
1,750
25
156
0
0
0
0
0
0
1,310
L48489
L
298.9
310.2
1,654
31.1
158
0
0
0
0
0
0
1,311
L48490
L
298.9
310.2
1,498
50.2
160
0
0
0
0
0
0
1,312
L48491
L
298.9
310.1
1,587
30.2
162
0
0
0
0
0
0
1,313
L48492
L
298.9
310.1
1,473
42.6
164
0
0
0
0
0
0
1,314
L48493
L
298.9
310.2
1,359
56.9
166
0
0
0
0
0
0
1,315
M16174
M
299
310.3
1,635
34.5
168
0
0
0
0
0
0
1,316
L48495
L
299
310.3
1,520
45
171
0
0
0
0
0
0
1,317
L48496
L
299
310.3
1,507
36.7
173
0
0
0
0
0
0
1,318
L48497
L
299
310.3
1,428
46.3
175
0
0
0
0
0
0
1,319
M16178
M
299
310.3
1,582
33.3
177
0
0
0
0
0
0
1,320
L48499
L
299
310.3
1,929
24.4
180
0
0
0
0
0
0
1,321
M16180
M
299
310.3
1,540
38.1
182
0
0
0
0
0
0
1,322
L48501
L
298.9
310.2
1,362
53
185
0
0
0
0
0
0
1,323
H30736
H
298.9
310.1
1,452
49.9
187
0
0
0
0
0
0
1,324
L48503
L
298.9
310.1
1,361
51.7
192
0
0
0
0
0
0
1,325
M16184
M
298.8
310.1
1,243
74.5
194
1
0
0
1
1
0
1,326
H30739
H
298.8
310.1
1,567
36.8
197
0
0
0
0
0
0
1,327
L48506
L
298.9
310.2
1,411
46.5
202
0
0
0
0
0
0
1,328
L48507
L
298.8
310.2
1,814
26.8
204
0
0
0
0
0
0
1,329
M16188
M
298.8
310.1
1,719
28.8
206
0
0
0
0
0
0
1,330
H30743
H
298.8
310.2
1,663
30.4
209
0
0
0
0
0
0
1,331
L48510
L
298.9
310.2
1,696
30.2
214
0
0
0
0
0
0
1,332
H30745
H
298.9
310.2
1,771
26.8
216
0
0
0
0
0
0
1,333
L48512
L
299
310.3
1,868
24
221
0
0
0
0
0
0
1,334
M16193
M
299
310.3
1,558
35.4
223
0
0
0
0
0
0
1,335
L48514
L
299
310.4
1,365
49.1
226
1
0
0
0
1
0
1,336
L48515
L
299
310.4
1,371
53.8
228
1
0
0
0
1
0
1,337
L48516
L
298.9
310.3
1,583
32.6
230
0
0
0
0
0
0
1,338
H30751
H
298.7
310.2
1,613
36
0
0
0
0
0
0
0
1,339
L48518
L
298.6
310.1
1,721
27.2
5
0
0
0
0
0
0
1,340
M16199
M
298.6
310.2
1,668
31.5
7
0
0
0
0
0
0
1,341
L48520
L
298.6
310.2
1,569
36.3
10
0
0
0
0
0
0
1,342
M16201
M
298.6
310.2
1,328
50.5
12
0
0
0
0
0
0
1,343
M16202
M
298.6
310.1
1,596
33
15
0
0
0
0
0
0
1,344
L48523
L
298.5
310.2
1,676
32.7
18
0
0
0
0
0
0
1,345
L48524
L
298.5
310.1
1,809
28.9
20
0
0
0
0
0
0
1,346
L48525
L
298.5
310
1,804
26.1
22
0
0
0
0
0
0
1,347
L48526
L
298.6
310.1
1,533
33.9
24
0
0
0
0
0
0
1,348
L48527
L
298.7
310.2
1,717
27.3
26
0
0
0
0
0
0
1,349
L48528
L
298.7
310.2
1,363
45.5
28
0
0
0
0
0
0
1,350
L48529
L
298.7
310.2
1,402
45.9
30
0
0
0
0
0
0
1,351
L48530
L
298.7
310.2
1,436
47.5
32
0
0
0
0
0
0
1,352
L48531
L
298.7
310.2
1,525
43.7
34
0
0
0
0
0
0
1,353
M16212
M
298.7
310.2
1,598
33.3
36
0
0
0
0
0
0
1,354
M16213
M
298.6
310.1
1,444
48.1
39
0
0
0
0
0
0
1,355
L48534
L
298.6
310
1,334
48
42
0
0
0
0
0
0
1,356
M16215
M
298.6
310
1,681
35.5
44
0
0
0
0
0
0
1,357
L48536
L
298.6
309.9
1,593
37.4
47
0
0
0
0
0
0
1,358
L48537
L
298.6
309.9
1,461
45.7
49
0
0
0
0
0
0
1,359
M16218
M
298.7
310.1
1,693
31.9
51
0
0
0
0
0
0
1,360
L48539
L
298.7
310.2
1,404
50.3
54
0
0
0
0
0
0
1,361
H30774
H
298.8
310.2
1,707
27.6
56
0
0
0
0
0
0
1,362
M16221
M
298.6
310.1
1,458
41.9
61
0
0
0
0
0
0
1,363
L48542
L
298.6
310
1,517
41.2
64
0
0
0
0
0
0
1,364
L48543
L
298.7
310.1
1,433
54.6
66
0
0
0
0
0
0
1,365
L48544
L
298.7
310.2
1,566
33.1
68
0
0
0
0
0
0
1,366
L48545
L
298.7
310.1
1,676
33.5
70
0
0
0
0
0
0
1,367
M16226
M
298.7
310.1
1,368
56.8
72
0
0
0
0
0
0
1,368
M16227
M
298.8
310.2
1,581
37.5
75
0
0
0
0
0
0
1,369
H30782
H
298.8
310.3
1,708
27.1
78
0
0
0
0
0
0
1,370
M16229
M
298.7
310.3
1,481
41.5
83
0
0
0
0
0
0
1,371
L48550
L
298.7
310.3
1,451
40
86
0
0
0
0
0
0
1,372
M16231
M
298.7
310.3
1,495
38.7
88
0
0
0
0
0
0
1,373
M16232
M
298.8
310.3
1,573
41.8
91
0
0
0
0
0
0
1,374
M16233
M
298.8
310.3
1,366
59
94
0
0
0
0
0
0
1,375
L48554
L
298.8
310.3
1,553
36.8
97
0
0
0
0
0
0
1,376
M16235
M
298.8
310.3
1,528
37.1
99
0
0
0
0
0
0
1,377
M16236
M
298.8
310.2
1,527
31.2
102
0
0
0
0
0
0
1,378
L48557
L
298.8
310.2
1,461
46.7
105
0
0
0
0
0
0
1,379
H30792
H
298.8
310.2
1,455
44.9
107
0
0
0
0
0
0
1,380
L48559
L
298.7
310.1
1,620
34.8
112
0
0
0
0
0
0
1,381
L48560
L
298.7
310.1
1,786
27.7
114
0
0
0
0
0
0
1,382
M16241
M
298.8
310.2
1,583
35.7
116
0
0
0
0
0
0
1,383
L48562
L
298.8
310.1
1,653
30.3
119
0
0
0
0
0
0
1,384
M16243
M
298.9
310.2
1,331
49
121
0
0
0
0
0
0
1,385
L48564
L
298.9
310.3
1,484
43.8
124
0
0
0
0
0
0
1,386
M16245
M
298.9
310.2
1,603
36.1
126
0
0
0
0
0
0
1,387
L48566
L
298.9
310.2
1,445
40
129
0
0
0
0
0
0
1,388
L48567
L
298.9
310.1
1,823
26.1
131
0
0
0
0
0
0
1,389
H30802
H
298.9
310.1
1,491
45.3
133
0
0
0
0
0
0
1,390
L48569
L
298.9
310.2
1,533
42.8
138
0
0
0
0
0
0
1,391
L48570
L
298.9
310.2
1,409
54.8
140
0
0
0
0
0
0
1,392
L48571
L
298.9
310.2
2,737
8.8
142
1
0
0
1
0
0
1,393
M16252
M
299
310.3
1,494
46.6
144
0
0
0
0
0
0
1,394
L48573
L
299.1
310.4
1,594
33.3
147
0
0
0
0
0
0
1,395
L48574
L
299.1
310.4
1,527
44
149
0
0
0
0
0
0
1,396
L48575
L
299.1
310.4
1,452
39.7
151
0
0
0
0
0
0
1,397
L48576
L
299
310.3
1,483
39.2
153
0
0
0
0
0
0
1,398
L48577
L
299.1
310.2
1,569
38.2
155
0
0
0
0
0
0
1,399
L48578
L
299.1
310.3
1,472
46.6
157
0
0
0
0
0
0
1,400
L48579
L
299
310.2
1,533
43.5
159
0
0
0
0
0
0