Datasets:
mascalmeida
/
industrial_machine_predictive_maintenance_classification

Dataset card Data Studio Files
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1
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
5,301
M20160
M
303.8
313.2
1,710
26.5
190
0
0
0
0
0
0
5,302
L52481
L
303.8
313.1
1,309
55.8
193
0
0
0
0
0
0
5,303
L52482
L
303.9
313.1
1,491
37.2
195
0
0
0
0
0
0
5,304
L52483
L
303.9
313.2
1,481
44.1
197
0
0
0
0
0
0
5,305
L52484
L
303.9
313.1
1,425
49.3
199
0
0
0
0
0
0
5,306
H34719
H
303.9
313.2
1,680
29.1
201
0
0
0
0
0
0
5,307
H34720
H
304
313.2
1,612
31.7
206
0
0
0
0
0
0
5,308
L52487
L
304
313.3
1,530
34.8
211
0
0
0
0
0
0
5,309
L52488
L
304
313.2
1,481
42.6
213
0
0
0
0
0
0
5,310
M20169
M
303.9
313.2
1,422
48
215
1
1
0
0
0
0
5,311
L52490
L
303.8
313
1,427
43
0
0
0
0
0
0
0
5,312
H34725
H
303.7
312.9
1,460
49.8
2
0
0
0
0
0
0
5,313
L52492
L
303.6
312.9
1,873
23.5
7
0
0
0
0
0
0
5,314
M20173
M
303.7
312.9
1,566
32.6
9
0
0
0
0
0
0
5,315
L52494
L
303.6
312.8
1,701
30.8
12
0
0
0
0
0
0
5,316
L52495
L
303.6
312.8
1,710
27.2
14
0
0
0
0
0
0
5,317
M20176
M
303.6
312.8
1,689
33.1
16
0
0
0
0
0
0
5,318
L52497
L
303.6
312.7
1,637
32.9
19
0
0
0
0
0
0
5,319
L52498
L
303.5
312.6
1,496
39
21
0
0
0
0
0
0
5,320
M20179
M
303.5
312.7
1,402
47
23
0
0
0
0
0
0
5,321
L52500
L
303.4
312.7
1,363
45.5
26
0
0
0
0
0
0
5,322
M20181
M
303.4
312.7
1,576
49.9
28
0
0
0
0
0
0
5,323
M20182
M
303.4
312.7
1,357
55.3
31
0
0
0
0
0
0
5,324
M20183
M
303.4
312.7
1,399
48.4
34
0
0
0
0
0
0
5,325
M20184
M
303.4
312.8
1,526
30.8
37
0
0
0
0
0
0
5,326
L52505
L
303.5
312.7
1,694
27.3
40
0
0
0
0
0
0
5,327
M20186
M
303.5
312.7
1,420
49.1
42
0
0
0
0
0
0
5,328
M20187
M
303.5
312.7
2,116
16.7
45
0
0
0
0
0
0
5,329
M20188
M
303.7
312.9
1,406
41.9
48
0
0
0
0
0
0
5,330
L52509
L
303.7
313
1,456
45.5
51
0
0
0
0
0
0
5,331
L52510
L
303.6
312.9
1,588
31.9
53
0
0
0
0
0
0
5,332
L52511
L
303.7
312.8
1,448
44.5
55
0
0
0
0
0
0
5,333
H34746
H
303.6
312.7
1,403
46.2
57
0
0
0
0
0
0
5,334
M20193
M
303.5
312.6
1,405
51.6
62
0
0
0
0
0
0
5,335
M20194
M
303.4
312.6
2,706
9.8
65
1
0
0
1
0
0
5,336
M20195
M
303.3
312.4
1,505
38.9
68
0
0
0
0
0
0
5,337
L52516
L
303.2
312.4
1,663
33.7
71
0
0
0
0
0
0
5,338
M20197
M
303.3
312.6
1,482
44.4
73
0
0
0
0
0
0
5,339
M20198
M
303.3
312.5
1,674
32.7
76
0
0
0
0
0
0
5,340
M20199
M
303.4
312.7
1,594
32.8
79
0
0
0
0
0
0
5,341
L52520
L
303.5
312.7
1,393
49.3
82
0
0
0
0
0
0
5,342
H34755
H
303.5
312.8
1,404
55.8
84
0
0
0
0
0
0
5,343
M20202
M
303.5
312.8
1,375
45.7
89
0
0
0
0
0
0
5,344
L52523
L
303.5
312.8
1,607
38.4
92
0
0
0
0
0
0
5,345
L52524
L
303.4
312.8
1,360
50.8
94
0
0
0
0
0
0
5,346
L52525
L
303.5
312.8
1,524
39.4
96
0
0
0
0
0
0
5,347
L52526
L
303.4
312.7
1,534
35.5
98
0
0
0
0
0
0
5,348
L52527
L
303.3
312.7
1,262
63.8
100
0
0
0
0
0
0
5,349
L52528
L
303.3
312.6
1,623
34.6
102
0
0
0
0
0
0
5,350
M20209
M
303.3
312.7
1,642
33.6
104
0
0
0
0
0
0
5,351
M20210
M
303.4
312.8
1,622
35.1
107
0
0
0
0
0
0
5,352
M20211
M
303.5
312.9
1,530
34.5
110
0
0
0
0
0
0
5,353
M20212
M
303.4
312.8
1,590
36.3
113
0
0
0
0
0
0
5,354
L52533
L
303.4
312.7
1,589
34
116
0
0
0
0
0
0
5,355
L52534
L
303.4
312.6
1,462
37.5
118
0
0
0
0
0
0
5,356
H34769
H
303.3
312.5
1,328
49.8
120
0
0
0
0
0
0
5,357
H34770
H
303.3
312.6
1,692
29
125
0
0
0
0
0
0
5,358
L52537
L
303.3
312.5
1,968
20.6
130
0
0
0
0
0
0
5,359
H34772
H
303.3
312.6
1,827
24.2
132
0
0
0
0
0
0
5,360
M20219
M
303.3
312.6
1,397
47.1
137
0
0
0
0
0
0
5,361
L52540
L
303.3
312.6
1,463
44
140
0
0
0
0
0
0
5,362
L52541
L
303.3
312.7
1,643
30.7
142
0
0
0
0
0
0
5,363
L52542
L
303.2
312.6
1,281
57
144
0
0
0
0
0
0
5,364
L52543
L
303.2
312.5
1,518
39.9
146
0
0
0
0
0
0
5,365
L52544
L
303.2
312.6
1,601
35.3
148
0
0
0
0
0
0
5,366
L52545
L
303.1
312.6
1,548
36.4
150
0
0
0
0
0
0
5,367
H34780
H
303.1
312.6
1,404
40.6
152
0
0
0
0
0
0
5,368
M20227
M
303.1
312.5
1,766
26.7
157
0
0
0
0
0
0
5,369
M20228
M
303.1
312.5
1,667
30
160
0
0
0
0
0
0
5,370
H34783
H
303
312.5
1,507
37.9
163
0
0
0
0
0
0
5,371
H34784
H
303
312.4
1,627
37.1
168
0
0
0
0
0
0
5,372
L52551
L
302.9
312.3
1,435
47.7
173
0
0
0
0
0
0
5,373
H34786
H
302.9
312.3
1,509
46.8
175
0
0
0
0
0
0
5,374
M20233
M
302.9
312.3
1,809
25
180
0
0
0
0
0
0
5,375
L52554
L
302.9
312.3
1,515
40.8
183
0
0
0
0
0
0
5,376
L52555
L
302.9
312.3
1,530
34.9
185
0
0
0
0
0
0
5,377
H34790
H
302.8
312.3
1,336
57.5
187
0
0
0
0
0
0
5,378
L52557
L
302.9
312.4
2,030
19.1
192
0
0
0
0
0
0
5,379
L52558
L
302.9
312.4
1,550
36.9
194
0
0
0
0
0
0
5,380
L52559
L
302.9
312.4
1,446
41.7
196
0
0
0
0
0
0
5,381
L52560
L
302.8
312.3
1,494
37.5
198
0
0
0
0
0
0
5,382
L52561
L
302.8
312.4
1,651
27
200
0
0
0
0
0
0
5,383
L52562
L
302.9
312.4
1,698
33.8
202
0
0
0
0
0
0
5,384
L52563
L
302.8
312.3
1,504
40.3
204
0
0
0
0
0
0
5,385
M20244
M
302.9
312.4
1,421
46
206
0
0
0
0
0
0
5,386
H34799
H
302.9
312.3
1,754
26.9
209
0
0
0
0
0
0
5,387
L52566
L
302.9
312.2
1,469
42
214
0
0
0
0
0
0
5,388
L52567
L
302.8
312.2
1,433
50
216
0
0
0
0
0
0
5,389
M20248
M
302.8
312.3
1,432
49
218
0
0
0
0
0
0
5,390
L52569
L
302.8
312.3
1,366
49.1
221
0
0
0
0
0
0
5,391
H34804
H
302.8
312.3
1,483
47.2
223
0
0
0
0
0
0
5,392
L52571
L
302.7
312.2
1,572
34.4
228
0
0
0
0
0
0
5,393
L52572
L
302.8
312.2
1,481
40.2
230
0
0
0
0
0
0
5,394
L52573
L
302.8
312.3
1,473
42.6
232
0
0
0
0
0
0
5,395
M20254
M
302.8
312.3
1,262
70.5
234
1
0
0
1
1
0
5,396
L52575
L
302.8
312.4
1,529
36.8
237
0
0
0
0
0
0
5,397
L52576
L
302.8
312.4
1,523
39.7
239
0
0
0
0
0
0
5,398
M20257
M
302.8
312.3
1,416
42.7
241
0
0
0
0
0
0
5,399
L52578
L
302.9
312.4
1,923
23.9
244
0
0
0
0
0
0
5,400
H34813
H
302.8
312.4
1,411
53.8
246
1
0
0
0
1
0