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
301
L47480
L
297.8
308.4
1,622
38.3
134
0
0
0
0
0
0
302
L47481
L
297.7
308.4
1,740
27.1
136
0
0
0
0
0
0
303
H29716
H
297.8
308.4
1,512
35.1
138
0
0
0
0
0
0
304
M15163
M
297.8
308.4
1,479
43.5
143
0
0
0
0
0
0
305
L47484
L
297.8
308.4
1,737
27.5
146
0
0
0
0
0
0
306
L47485
L
297.8
308.4
2,129
19.2
148
0
0
0
0
0
0
307
L47486
L
297.8
308.4
1,374
47.1
150
0
0
0
0
0
0
308
M15167
M
297.8
308.4
1,579
36.6
152
0
0
0
0
0
0
309
L47488
L
297.9
308.5
1,305
47.2
155
0
0
0
0
0
0
310
M15169
M
297.9
308.5
1,449
40.8
157
0
0
0
0
0
0
311
H29724
H
298
308.6
1,526
41.8
160
0
0
0
0
0
0
312
M15171
M
298
308.6
1,453
44.1
165
0
0
0
0
0
0
313
L47492
L
297.9
308.6
1,468
36
168
0
0
0
0
0
0
314
L47493
L
298
308.6
1,313
50.8
170
0
0
0
0
0
0
315
M15174
M
297.9
308.5
1,300
53
172
0
0
0
0
0
0
316
L47495
L
297.9
308.4
1,646
40.6
175
0
0
0
0
0
0
317
L47496
L
297.8
308.4
1,714
33.2
177
0
0
0
0
0
0
318
L47497
L
297.8
308.4
1,685
28.4
179
0
0
0
0
0
0
319
L47498
L
297.8
308.4
1,512
39.9
181
0
0
0
0
0
0
320
L47499
L
297.8
308.4
1,612
32.1
183
0
0
0
0
0
0
321
H29734
H
297.8
308.4
1,550
38.2
185
0
0
0
0
0
0
322
L47501
L
297.8
308.4
1,518
32.5
190
0
0
0
0
0
0
323
L47502
L
297.8
308.5
1,448
40
192
0
0
0
0
0
0
324
L47503
L
297.8
308.5
1,561
46.3
194
0
0
0
0
0
0
325
M15184
M
297.8
308.5
1,488
41.9
196
0
0
0
0
0
0
326
L47505
L
297.8
308.5
1,699
27.8
199
0
0
0
0
0
0
327
L47506
L
297.7
308.5
1,501
41.4
201
0
0
0
0
0
0
328
L47507
L
297.7
308.5
1,373
56.7
203
1
0
0
0
1
0
329
H29742
H
297.6
308.4
1,703
31.4
205
0
0
0
0
0
0
330
H29743
H
297.7
308.5
1,720
29.9
210
0
0
0
0
0
0
331
M15190
M
297.6
308.4
1,398
41.9
215
0
0
0
0
0
0
332
M15191
M
297.6
308.4
1,391
51.9
218
0
0
0
0
0
0
333
M15192
M
297.6
308.3
1,538
40.2
0
0
0
0
0
0
0
334
L47513
L
297.5
308.2
1,647
31.3
3
0
0
0
0
0
0
335
M15194
M
297.5
308.1
1,469
44.8
5
0
0
0
0
0
0
336
L47515
L
297.4
308.1
1,749
25.9
8
0
0
0
0
0
0
337
M15196
M
297.6
308.2
1,995
20.5
10
0
0
0
0
0
0
338
L47517
L
297.6
308.3
1,742
27.7
13
0
0
0
0
0
0
339
L47518
L
297.5
308.2
1,563
38.2
15
0
0
0
0
0
0
340
M15199
M
297.5
308.2
1,713
32.2
17
0
0
0
0
0
0
341
L47520
L
297.4
308.1
1,474
39.4
20
0
0
0
0
0
0
342
M15201
M
297.4
308.2
1,530
32.6
22
0
0
0
0
0
0
343
L47522
L
297.4
308.2
1,471
46.5
25
0
0
0
0
0
0
344
L47523
L
297.5
308.3
1,388
48.6
27
0
0
0
0
0
0
345
M15204
M
297.5
308.2
2,448
13.8
29
0
0
0
0
0
0
346
L47525
L
297.5
308.3
1,585
32.9
32
0
0
0
0
0
0
347
M15206
M
297.5
308.3
1,459
45.2
34
0
0
0
0
0
0
348
L47527
L
297.5
308.3
1,544
40.8
37
0
0
0
0
0
0
349
L47528
L
297.6
308.3
1,617
31.7
39
0
0
0
0
0
0
350
L47529
L
297.6
308.3
1,595
34.3
41
0
0
0
0
0
0
351
H29764
H
297.6
308.3
1,400
44.3
43
0
0
0
0
0
0
352
M15211
M
297.6
308.4
1,611
31
48
0
0
0
0
0
0
353
M15212
M
297.6
308.4
1,507
46
51
0
0
0
0
0
0
354
H29767
H
297.5
308.3
1,674
30
54
0
0
0
0
0
0
355
L47534
L
297.6
308.3
1,658
34.3
59
0
0
0
0
0
0
356
L47535
L
297.6
308.3
1,623
36.9
61
0
0
0
0
0
0
357
M15216
M
297.6
308.4
1,398
48.9
63
0
0
0
0
0
0
358
L47537
L
297.6
308.4
1,517
34.2
66
0
0
0
0
0
0
359
M15218
M
297.6
308.3
1,467
36.7
68
0
0
0
0
0
0
360
M15219
M
297.6
308.3
1,567
34.6
71
0
0
0
0
0
0
361
M15220
M
297.5
308.3
1,521
38.2
74
0
0
0
0
0
0
362
L47541
L
297.5
308.3
1,596
36.8
77
0
0
0
0
0
0
363
H29776
H
297.6
308.3
1,640
30.9
79
0
0
0
0
0
0
364
L47543
L
297.6
308.3
1,438
47.8
84
0
0
0
0
0
0
365
L47544
L
297.6
308.4
1,407
55.2
86
0
0
0
0
0
0
366
L47545
L
297.6
308.4
1,353
57.5
88
0
0
0
0
0
0
367
M15226
M
297.6
308.5
1,552
40.9
90
0
0
0
0
0
0
368
M15227
M
297.6
308.4
1,569
38.3
93
0
0
0
0
0
0
369
L47548
L
297.5
308.4
1,489
39.5
96
0
0
0
0
0
0
370
H29783
H
297.5
308.4
1,587
36.1
98
0
0
0
0
0
0
371
M15230
M
297.5
308.3
1,622
37.2
103
0
0
0
0
0
0
372
L47551
L
297.5
308.4
1,604
38.1
106
0
0
0
0
0
0
373
M15232
M
297.4
308.3
1,405
51.7
108
0
0
0
0
0
0
374
L47553
L
297.4
308.3
1,412
42
111
0
0
0
0
0
0
375
L47554
L
297.4
308.3
1,431
43
113
0
0
0
0
0
0
376
L47555
L
297.4
308.2
1,533
37.4
115
0
0
0
0
0
0
377
M15236
M
297.4
308.2
1,401
51.9
117
0
0
0
0
0
0
378
M15237
M
297.4
308.2
1,424
53.9
120
0
0
0
0
0
0
379
L47558
L
297.3
308.2
1,754
29.4
123
0
0
0
0
0
0
380
L47559
L
297.3
308.2
1,754
26.8
125
0
0
0
0
0
0
381
L47560
L
297.5
308.3
2,564
12.8
127
1
0
0
1
0
0
382
L47561
L
297.5
308.5
1,546
40.4
129
0
0
0
0
0
0
383
L47562
L
297.5
308.5
1,335
48
131
0
0
0
0
0
0
384
M15243
M
297.5
308.6
1,842
27
133
0
0
0
0
0
0
385
L47564
L
297.5
308.5
1,712
26.8
136
0
0
0
0
0
0
386
M15245
M
297.6
308.6
1,414
45.4
138
0
0
0
0
0
0
387
L47566
L
297.6
308.7
1,319
50.9
141
0
0
0
0
0
0
388
L47567
L
297.7
308.7
1,249
60.4
143
0
0
0
0
0
0
389
L47568
L
297.6
308.7
1,455
48.2
145
0
0
0
0
0
0
390
M15249
M
297.6
308.7
1,408
54.8
147
0
0
0
0
0
0
391
L47570
L
297.6
308.7
1,460
46.7
150
0
0
0
0
0
0
392
L47571
L
297.6
308.6
1,491
38.1
152
0
0
0
0
0
0
393
M15252
M
297.6
308.5
1,490
43.4
154
0
0
0
0
0
0
394
M15253
M
297.5
308.4
1,350
52.2
157
0
0
0
0
0
0
395
L47574
L
297.5
308.4
1,528
39.9
160
0
0
0
0
0
0
396
L47575
L
297.4
308.3
1,571
37.7
162
0
0
0
0
0
0
397
L47576
L
297.4
308.3
1,490
42.6
164
0
0
0
0
0
0
398
M15257
M
297.4
308.3
1,774
28.9
166
0
0
0
0
0
0
399
H29812
H
297.4
308.3
1,502
43.6
169
0
0
0
0
0
0
400
L47579
L
297.4
308.4
1,392
49.7
174
0
0
0
0
0
0