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
7,301
L54480
L
300.2
310.6
1,431
42.3
113
0
0
0
0
0
0
7,302
L54481
L
300.1
310.4
1,554
39.4
115
0
0
0
0
0
0
7,303
L54482
L
300.1
310.5
1,494
44.2
117
0
0
0
0
0
0
7,304
L54483
L
300.1
310.6
1,374
45.4
119
0
0
0
0
0
0
7,305
L54484
L
300.1
310.5
1,394
44.3
121
0
0
0
0
0
0
7,306
M22165
M
300
310.5
1,790
25.7
123
0
0
0
0
0
0
7,307
L54486
L
300.1
310.5
1,356
45.8
126
0
0
0
0
0
0
7,308
M22167
M
300
310.4
1,385
52.1
128
0
0
0
0
0
0
7,309
L54488
L
300
310.4
1,333
49.1
131
0
0
0
0
0
0
7,310
L54489
L
300
310.4
1,505
44.9
133
0
0
0
0
0
0
7,311
L54490
L
300
310.5
1,606
33.5
135
0
0
0
0
0
0
7,312
H36725
H
300
310.5
1,558
36.7
137
0
0
0
0
0
0
7,313
L54492
L
300
310.5
1,412
52.4
142
0
0
0
0
0
0
7,314
L54493
L
299.9
310.4
1,408
38.4
144
0
0
0
0
0
0
7,315
L54494
L
299.9
310.3
1,268
53.3
146
0
0
0
0
0
0
7,316
L54495
L
299.9
310.4
1,470
50
148
0
0
0
0
0
0
7,317
L54496
L
299.9
310.4
1,497
47
150
0
0
0
0
0
0
7,318
L54497
L
299.9
310.3
1,638
29.1
152
0
0
0
0
0
0
7,319
H36732
H
299.9
310.3
1,535
43.9
154
0
0
0
0
0
0
7,320
L54499
L
299.8
310.2
1,654
32.7
159
0
0
0
0
0
0
7,321
H36734
H
299.8
310.2
1,411
49.7
161
0
0
0
0
0
0
7,322
L54501
L
299.8
310.2
1,911
23.5
166
0
0
0
0
0
0
7,323
H36736
H
299.8
310.2
1,573
33.3
168
0
0
0
0
0
0
7,324
L54503
L
299.9
310.2
1,479
46.3
173
0
0
0
0
0
0
7,325
M22184
M
299.9
310.4
1,820
26.6
175
0
0
0
0
0
0
7,326
L54505
L
299.9
310.4
1,419
45.7
178
0
0
0
0
0
0
7,327
M22186
M
299.9
310.5
1,335
52.9
180
0
0
0
0
0
0
7,328
M22187
M
299.9
310.5
1,576
39.4
183
0
0
0
0
0
0
7,329
L54508
L
300
310.5
1,517
42.2
186
0
0
0
0
0
0
7,330
M22189
M
299.9
310.4
1,576
34.3
188
0
0
0
0
0
0
7,331
H36744
H
299.8
310.2
1,537
36.6
191
0
0
0
0
0
0
7,332
L54511
L
299.8
310.3
1,524
34.2
196
0
0
0
0
0
0
7,333
M22192
M
299.8
310.3
1,805
23.7
198
0
0
0
0
0
0
7,334
M22193
M
299.9
310.4
1,367
53.3
201
0
0
0
0
0
0
7,335
L54514
L
299.8
310.4
1,694
30.3
204
0
0
0
0
0
0
7,336
L54515
L
299.9
310.4
1,328
49.9
206
0
0
0
0
0
0
7,337
H36750
H
299.9
310.5
1,549
42.8
208
0
0
0
0
0
0
7,338
L54517
L
299.9
310.5
1,539
32.8
213
0
0
0
0
0
0
7,339
L54518
L
299.8
310.5
1,496
38.8
215
0
0
0
0
0
0
7,340
L54519
L
299.8
310.4
1,579
36.4
0
0
0
0
0
0
0
7,341
L54520
L
299.7
310.3
1,386
46.6
2
0
0
0
0
0
0
7,342
L54521
L
299.7
310.3
1,505
37.7
4
0
0
0
0
0
0
7,343
M22202
M
299.7
310.3
1,661
34.5
6
0
0
0
0
0
0
7,344
L54523
L
299.6
310.2
1,468
48
9
0
0
0
0
0
0
7,345
L54524
L
299.6
310.1
1,384
49.8
11
0
0
0
0
0
0
7,346
L54525
L
299.6
310.2
1,381
60.5
13
0
0
0
0
0
0
7,347
L54526
L
299.6
310.2
1,469
47
15
0
0
0
0
0
0
7,348
L54527
L
299.6
310.2
1,627
36.6
17
0
0
0
0
0
0
7,349
H36762
H
299.7
310.3
1,462
40.4
19
0
0
0
0
0
0
7,350
L54529
L
299.7
310.2
1,633
36.5
24
0
0
0
0
0
0
7,351
L54530
L
299.7
310.2
1,469
39.5
26
0
0
0
0
0
0
7,352
L54531
L
299.7
310.2
1,458
43.4
28
0
0
0
0
0
0
7,353
M22212
M
299.7
310.2
1,440
42.8
30
0
0
0
0
0
0
7,354
L54533
L
299.8
310.3
1,687
30.4
33
0
0
0
0
0
0
7,355
M22214
M
299.7
310.3
1,429
47.7
35
0
0
0
0
0
0
7,356
L54535
L
299.6
310.2
1,588
34.1
38
0
0
0
0
0
0
7,357
L54536
L
299.6
310.2
1,333
51.2
40
0
0
0
0
0
0
7,358
L54537
L
299.6
310.1
1,487
42.9
42
0
0
0
0
0
0
7,359
M22218
M
299.5
310.1
1,659
31.5
44
0
0
0
0
0
0
7,360
M22219
M
299.4
310
1,512
43.2
47
0
0
0
0
0
0
7,361
L54540
L
299.5
310.1
1,585
35.2
50
0
0
0
0
0
0
7,362
L54541
L
299.5
310
1,502
38.5
52
0
0
0
0
0
0
7,363
L54542
L
299.5
310
1,594
35.1
54
0
0
0
0
0
0
7,364
L54543
L
299.5
310
1,412
48.9
56
0
0
0
0
0
0
7,365
L54544
L
299.5
309.9
1,402
51.7
58
0
0
0
0
0
0
7,366
L54545
L
299.6
310.1
2,057
20.4
60
0
0
0
0
0
0
7,367
H36780
H
299.6
310.1
1,531
36.8
62
0
0
0
0
0
0
7,368
M22227
M
299.5
310.1
1,359
61.1
67
0
0
0
0
0
0
7,369
M22228
M
299.6
310.2
1,620
30
70
0
0
0
0
0
0
7,370
M22229
M
299.6
310.1
1,646
29.6
73
0
0
0
0
0
0
7,371
M22230
M
299.6
310.1
1,455
46.1
76
0
0
0
0
0
0
7,372
L54551
L
299.6
310.2
1,512
44
79
0
0
0
0
0
0
7,373
L54552
L
299.6
310.2
1,473
42.7
81
0
0
0
0
0
0
7,374
L54553
L
299.6
310.1
1,553
38
83
0
0
0
0
0
0
7,375
L54554
L
299.5
310
1,379
50.4
85
0
0
0
0
0
0
7,376
M22235
M
299.4
309.9
1,567
40.6
87
0
0
0
0
0
0
7,377
L54556
L
299.5
310
1,481
43.1
90
0
0
0
0
0
0
7,378
L54557
L
299.5
310
1,349
52.7
92
0
0
0
0
0
0
7,379
L54558
L
299.5
310
1,388
52.4
94
0
0
0
0
0
0
7,380
M22239
M
299.6
310.1
1,357
48.7
96
0
0
0
0
0
0
7,381
L54560
L
299.6
310.2
1,743
24.8
99
0
0
0
0
0
0
7,382
L54561
L
299.7
310.3
1,495
43.1
101
0
0
0
0
0
0
7,383
L54562
L
299.8
310.4
1,698
28.3
103
0
0
0
0
0
0
7,384
M22243
M
299.7
310.4
1,410
44.5
105
0
0
0
0
0
0
7,385
L54564
L
299.7
310.4
1,614
36.2
108
0
0
0
0
0
0
7,386
M22245
M
299.8
310.5
1,375
53.9
110
0
0
0
0
0
0
7,387
M22246
M
299.8
310.6
1,574
31.8
113
0
0
0
0
0
0
7,388
H36801
H
299.8
310.6
1,423
44.6
116
0
0
0
0
0
0
7,389
M22248
M
299.8
310.6
1,694
31.3
121
0
0
0
0
0
0
7,390
L54569
L
299.8
310.6
1,707
32.5
124
0
0
0
0
0
0
7,391
M22250
M
299.7
310.5
1,490
41.2
126
0
0
0
0
0
0
7,392
L54571
L
299.7
310.6
1,675
31.3
129
0
0
0
0
0
0
7,393
M22252
M
299.7
310.5
1,492
39.3
131
0
0
0
0
0
0
7,394
M22253
M
299.7
310.5
1,594
35.4
134
0
0
0
0
0
0
7,395
L54574
L
299.7
310.6
1,479
38
137
0
0
0
0
0
0
7,396
M22255
M
299.7
310.6
1,572
38
139
0
0
0
0
0
0
7,397
L54576
L
299.7
310.6
1,616
35.1
142
0
0
0
0
0
0
7,398
L54577
L
299.7
310.6
1,737
26.1
144
0
0
0
0
0
0
7,399
M22258
M
299.7
310.7
1,498
37.8
146
0
0
0
0
0
0
7,400
L54579
L
299.6
310.6
1,642
35.1
149
0
0
0
0
0
0