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
2,301
L49480
L
299.3
308.6
1,371
50.5
136
0
0
0
0
0
0
2,302
M17161
M
299.2
308.6
1,586
35.7
138
0
0
0
0
0
0
2,303
L49482
L
299.2
308.5
1,515
39.8
141
0
0
0
0
0
0
2,304
L49483
L
299.2
308.5
1,374
53.6
143
0
0
0
0
0
0
2,305
L49484
L
299.1
308.5
1,455
39.8
145
0
0
0
0
0
0
2,306
H31719
H
299.2
308.5
1,342
47.5
147
0
0
0
0
0
0
2,307
L49486
L
299.1
308.6
1,260
57.8
152
0
0
0
0
0
0
2,308
H31721
H
299
308.5
1,623
33.5
154
0
0
0
0
0
0
2,309
L49488
L
299.1
308.5
1,371
55.5
159
0
0
0
0
0
0
2,310
L49489
L
299.1
308.6
1,611
31.4
161
0
0
0
0
0
0
2,311
M17170
M
299
308.4
1,535
47.5
163
0
0
0
0
0
0
2,312
M17171
M
299.1
308.6
1,491
38.5
166
0
0
0
0
0
0
2,313
M17172
M
299.1
308.6
1,441
36.2
169
0
0
0
0
0
0
2,314
M17173
M
299.1
308.8
1,725
26.6
172
0
0
0
0
0
0
2,315
L49494
L
299.2
308.9
1,368
47.2
175
0
0
0
0
0
0
2,316
L49495
L
299.2
308.9
1,526
37.9
177
0
0
0
0
0
0
2,317
L49496
L
299.2
308.8
1,542
39.2
179
0
0
0
0
0
0
2,318
L49497
L
299.2
308.8
1,605
31.1
181
0
0
0
0
0
0
2,319
L49498
L
299.2
308.8
1,405
51.4
183
0
0
0
0
0
0
2,320
M17179
M
299.2
308.8
1,700
33.5
185
0
0
0
0
0
0
2,321
H31734
H
299.2
308.8
1,440
39.1
188
0
0
0
0
0
0
2,322
M17181
M
299.2
308.8
1,314
52.5
193
0
0
0
0
0
0
2,323
L49502
L
299.2
308.7
1,514
41.9
196
0
0
0
0
0
0
2,324
M17183
M
299.2
308.7
1,401
47
198
0
0
0
0
0
0
2,325
L49504
L
299.3
308.8
1,636
29.9
201
0
0
0
0
0
0
2,326
L49505
L
299.3
308.8
1,603
33.9
203
0
0
0
0
0
0
2,327
M17186
M
299.4
308.7
1,487
52.6
205
0
0
0
0
0
0
2,328
M17187
M
299.3
308.7
1,420
50.3
208
0
0
0
0
0
0
2,329
L49508
L
299.3
308.7
1,579
36.3
211
0
0
0
0
0
0
2,330
L49509
L
299.3
308.7
1,484
40.5
213
0
0
0
0
0
0
2,331
M17190
M
299.3
308.7
1,390
49.3
215
0
0
0
0
0
0
2,332
L49511
L
299.3
308.6
1,384
53.6
218
1
0
0
0
1
0
2,333
L49512
L
299.2
308.5
1,378
50.4
220
1
0
0
0
1
0
2,334
L49513
L
299.2
308.5
1,445
45.2
222
0
0
0
0
0
0
2,335
L49514
L
299.2
308.4
1,445
43.5
224
0
0
0
0
0
0
2,336
L49515
L
299.2
308.4
1,509
39.4
0
0
0
0
0
0
0
2,337
L49516
L
299.2
308.4
1,434
46.8
2
0
0
0
0
0
0
2,338
L49517
L
299.2
308.4
1,877
23.9
4
0
0
0
0
0
0
2,339
L49518
L
299.3
308.3
1,651
28
6
0
0
0
0
0
0
2,340
L49519
L
299.2
308.2
1,466
41.3
8
0
0
0
0
0
0
2,341
L49520
L
299.1
308.1
1,479
40.7
10
0
0
0
0
0
0
2,342
L49521
L
299.1
308.2
1,409
46.4
12
0
0
0
0
0
0
2,343
M17202
M
299.2
308.2
1,674
28.2
14
0
0
0
0
0
0
2,344
L49523
L
299.1
308.3
1,305
61.4
17
0
0
0
0
0
0
2,345
M17204
M
299.2
308.3
1,755
26.4
19
0
0
0
0
0
0
2,346
L49525
L
299.2
308.4
1,475
38.7
22
0
0
0
0
0
0
2,347
L49526
L
299.2
308.4
1,402
47.7
24
0
0
0
0
0
0
2,348
L49527
L
299.2
308.3
1,410
43
26
0
0
0
0
0
0
2,349
L49528
L
299.2
308.4
1,436
41.8
28
0
0
0
0
0
0
2,350
M17209
M
299.3
308.5
1,386
42.2
30
0
0
0
0
0
0
2,351
L49530
L
299.3
308.6
1,744
26.4
33
0
0
0
0
0
0
2,352
L49531
L
299.2
308.4
1,393
48.4
35
0
0
0
0
0
0
2,353
M17212
M
299.3
308.5
1,422
45.4
37
0
0
0
0
0
0
2,354
L49533
L
299.2
308.4
1,841
22.8
40
0
0
0
0
0
0
2,355
L49534
L
299.3
308.6
1,433
37.7
42
0
0
0
0
0
0
2,356
M17215
M
299.3
308.5
1,305
60.6
44
0
0
0
0
0
0
2,357
H31770
H
299.3
308.6
1,498
39.5
47
0
0
0
0
0
0
2,358
L49537
L
299.3
308.5
1,772
26.1
52
0
0
0
0
0
0
2,359
M17218
M
299.2
308.4
1,381
42.5
54
0
0
0
0
0
0
2,360
L49539
L
299.3
308.5
1,413
38.5
57
0
0
0
0
0
0
2,361
H31774
H
299.2
308.4
1,388
53.2
59
0
0
0
0
0
0
2,362
M17221
M
299.2
308.6
1,631
35.4
64
0
0
0
0
0
0
2,363
H31776
H
299.3
308.6
1,520
41.4
67
0
0
0
0
0
0
2,364
L49543
L
299.3
308.5
1,510
45.4
72
0
0
0
0
0
0
2,365
L49544
L
299.2
308.5
1,366
49.7
74
0
0
0
0
0
0
2,366
L49545
L
299.4
308.5
1,845
22.9
76
0
0
0
0
0
0
2,367
L49546
L
299.3
308.5
1,485
44.7
78
0
0
0
0
0
0
2,368
M17227
M
299.3
308.5
1,496
39.4
80
0
0
0
0
0
0
2,369
M17228
M
299.3
308.4
1,468
42.2
83
0
0
0
0
0
0
2,370
M17229
M
299.2
308.4
1,856
22.7
86
0
0
0
0
0
0
2,371
L49550
L
299.2
308.4
1,620
34.1
89
0
0
0
0
0
0
2,372
L49551
L
299.3
308.5
1,409
44.8
91
0
0
0
0
0
0
2,373
M17232
M
299.3
308.5
1,404
49.4
93
0
0
0
0
0
0
2,374
L49553
L
299.2
308.4
1,350
51.3
96
0
0
0
0
0
0
2,375
M17234
M
299.2
308.4
1,538
38
98
0
0
0
0
0
0
2,376
M17235
M
299.2
308.4
1,476
32.7
101
0
0
0
0
0
0
2,377
M17236
M
299.2
308.3
1,364
51.8
104
0
0
0
0
0
0
2,378
M17237
M
299.2
308.3
1,582
45.5
107
0
0
0
0
0
0
2,379
L49558
L
299.1
308.2
1,348
56.1
110
0
0
0
0
0
0
2,380
H31793
H
299.1
308.2
1,450
46.1
112
0
0
0
0
0
0
2,381
L49560
L
299
308.1
1,242
60.9
117
0
0
0
0
0
0
2,382
L49561
L
299.1
308.2
1,493
34.9
119
0
0
0
0
0
0
2,383
L49562
L
299.1
308.3
1,601
31.4
121
0
0
0
0
0
0
2,384
L49563
L
299.1
308.2
1,568
33.3
123
0
0
0
0
0
0
2,385
M17244
M
299.1
308.3
1,506
38
125
0
0
0
0
0
0
2,386
L49565
L
299.1
308.3
1,524
34.1
128
0
0
0
0
0
0
2,387
L49566
L
299.1
308.4
1,543
37.9
130
0
0
0
0
0
0
2,388
M17247
M
299.2
308.5
1,474
47.2
132
0
0
0
0
0
0
2,389
M17248
M
299.2
308.5
1,526
37.3
135
0
0
0
0
0
0
2,390
L49569
L
299.2
308.5
1,867
27
138
0
0
0
0
0
0
2,391
L49570
L
299.2
308.5
1,487
41.2
140
0
0
0
0
0
0
2,392
L49571
L
299.2
308.4
1,580
32.6
142
0
0
0
0
0
0
2,393
L49572
L
299.2
308.5
1,340
50
144
0
0
0
0
0
0
2,394
L49573
L
299.2
308.5
1,544
41.6
146
0
0
0
0
0
0
2,395
L49574
L
299.2
308.5
1,488
40.3
148
0
0
0
0
0
0
2,396
M17255
M
299.2
308.5
1,742
28.9
150
0
0
0
0
0
0
2,397
M17256
M
299.1
308.5
1,592
34.2
153
0
0
0
0
0
0
2,398
L49577
L
299.2
308.6
1,582
38.8
156
0
0
0
0
0
0
2,399
L49578
L
299.2
308.5
1,490
43.2
158
0
0
0
0
0
0
2,400
M17259
M
299.2
308.5
1,594
35.8
160
0
0
0
0
0
0