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
5,601
L52780
L
302.8
312.1
1,487
36.6
84
0
0
0
0
0
0
5,602
L52781
L
302.9
312.2
1,605
33.9
86
0
0
0
0
0
0
5,603
L52782
L
302.9
312.1
1,334
54.7
88
0
0
0
0
0
0
5,604
L52783
L
302.9
312.2
1,340
57.8
90
0
0
0
0
0
0
5,605
L52784
L
302.9
312.2
1,513
37.8
92
0
0
0
0
0
0
5,606
L52785
L
302.9
312.2
1,510
41.4
94
0
0
0
0
0
0
5,607
L52786
L
302.9
312.2
1,729
23.6
96
0
0
0
0
0
0
5,608
M20467
M
302.9
312.2
1,745
25.5
98
0
0
0
0
0
0
5,609
M20468
M
303.1
312.3
1,623
31.6
101
0
0
0
0
0
0
5,610
M20469
M
303.1
312.4
1,378
50.1
104
0
0
0
0
0
0
5,611
L52790
L
303.1
312.4
1,407
41.2
107
0
0
0
0
0
0
5,612
M20471
M
303
312.3
1,674
29.5
109
0
0
0
0
0
0
5,613
L52792
L
303
312.3
1,486
42.4
112
0
0
0
0
0
0
5,614
M20473
M
303
312.3
1,483
38.8
114
0
0
0
0
0
0
5,615
H35028
H
303
312.2
1,624
28.8
117
0
0
0
0
0
0
5,616
M20475
M
303
312.2
1,257
71.3
122
1
0
0
1
0
0
5,617
L52796
L
303
312.3
1,480
41.4
125
0
0
0
0
0
0
5,618
L52797
L
303.1
312.4
1,404
61.5
127
1
0
0
1
0
0
5,619
M20478
M
303
312.4
1,645
29.6
129
0
0
0
0
0
0
5,620
L52799
L
303
312.3
1,932
21.9
132
0
0
0
0
0
0
5,621
L52800
L
303
312.3
1,533
38.5
134
0
0
0
0
0
0
5,622
M20481
M
302.9
312.2
1,292
54.4
136
0
0
0
0
0
0
5,623
L52802
L
302.9
312.2
1,571
40.6
139
0
0
0
0
0
0
5,624
L52803
L
302.9
312.3
1,578
36.3
141
0
0
0
0
0
0
5,625
M20484
M
302.8
312.2
1,469
36.9
143
0
0
0
0
0
0
5,626
L52805
L
302.7
312.1
1,728
24.4
146
0
0
0
0
0
0
5,627
H35040
H
302.7
312.1
1,603
32.5
148
0
0
0
0
0
0
5,628
L52807
L
302.7
312.1
1,597
39.8
153
0
0
0
0
0
0
5,629
L52808
L
302.7
312.1
1,688
32
155
0
0
0
0
0
0
5,630
L52809
L
302.7
312.2
1,405
51.4
157
0
0
0
0
0
0
5,631
M20490
M
302.8
312.2
1,615
32.9
159
0
0
0
0
0
0
5,632
L52811
L
302.8
312.2
1,515
36.8
162
0
0
0
0
0
0
5,633
L52812
L
302.7
312.2
1,376
52.8
164
0
0
0
0
0
0
5,634
L52813
L
302.7
312.2
1,447
47.5
166
0
0
0
0
0
0
5,635
M20494
M
302.6
312.2
1,353
56.5
168
0
0
0
0
0
0
5,636
L52815
L
302.6
312.1
1,502
47.3
171
0
0
0
0
0
0
5,637
L52816
L
302.6
312
1,447
45.5
173
0
0
0
0
0
0
5,638
M20497
M
302.5
312
1,487
46.1
175
0
0
0
0
0
0
5,639
L52818
L
302.6
312.1
1,519
38.1
178
0
0
0
0
0
0
5,640
L52819
L
302.6
312.1
1,668
28.7
180
0
0
0
0
0
1
5,641
L52820
L
302.6
312.1
1,420
51.6
182
0
0
0
0
0
0
5,642
L52821
L
302.6
312.1
1,473
37.3
184
0
0
0
0
0
0
5,643
L52822
L
302.5
312
1,495
38.8
186
0
0
0
0
0
0
5,644
L52823
L
302.5
312
1,574
42
188
0
0
0
0
0
0
5,645
L52824
L
302.5
312
1,383
51.3
190
0
0
0
0
0
0
5,646
M20505
M
302.5
312
1,591
29.4
192
0
0
0
0
0
0
5,647
M20506
M
302.4
311.8
1,644
37.2
195
0
0
0
0
0
0
5,648
H35061
H
302.5
311.8
2,370
14.7
198
0
0
0
0
0
0
5,649
L52828
L
302.5
311.9
1,401
44.9
203
0
0
0
0
0
0
5,650
M20509
M
302.5
311.9
1,414
51.6
205
0
0
0
0
0
0
5,651
L52830
L
302.5
312
1,456
46.3
208
0
0
0
0
0
0
5,652
M20511
M
302.5
312
1,447
45.7
210
0
0
0
0
0
0
5,653
L52832
L
302.4
311.8
1,727
26.5
213
0
0
0
0
0
0
5,654
L52833
L
302.4
311.7
1,495
36.8
215
0
0
0
0
0
0
5,655
L52834
L
302.3
311.6
1,544
34.3
0
0
0
0
0
0
0
5,656
L52835
L
302.3
311.5
1,387
47.3
2
0
0
0
0
0
0
5,657
M20516
M
302.3
311.5
1,316
47.2
4
0
0
0
0
0
0
5,658
L52837
L
302.3
311.5
1,794
26.1
7
0
0
0
0
0
0
5,659
M20518
M
302.2
311.4
1,372
55.1
9
0
0
0
0
0
0
5,660
M20519
M
302.3
311.5
1,674
30
12
0
0
0
0
0
0
5,661
L52840
L
302.2
311.4
1,477
41.7
15
0
0
0
0
0
0
5,662
L52841
L
302.2
311.4
1,397
53
17
0
0
0
0
0
0
5,663
L52842
L
302.2
311.5
1,616
34
19
0
0
0
0
0
0
5,664
M20523
M
302.3
311.5
1,530
42.3
21
0
0
0
0
0
0
5,665
M20524
M
302.2
311.4
1,539
35.1
24
0
0
0
0
0
0
5,666
L52845
L
302.3
311.4
1,845
21.9
27
0
0
0
0
0
0
5,667
L52846
L
302.2
311.4
1,430
43.1
29
0
0
0
0
0
0
5,668
L52847
L
302.2
311.4
2,080
19.2
31
0
0
0
0
0
0
5,669
M20528
M
302.2
311.4
1,432
45.3
33
0
0
0
0
0
0
5,670
M20529
M
302.2
311.5
1,479
39.5
36
0
0
0
0
0
0
5,671
L52850
L
302.2
311.5
1,424
45.2
39
0
0
0
0
0
0
5,672
H35085
H
302.2
311.6
1,534
37.2
41
0
0
0
0
0
0
5,673
H35086
H
302.1
311.6
1,701
26.2
46
0
0
0
0
0
0
5,674
L52853
L
302.2
311.6
1,462
50
51
0
0
0
0
0
0
5,675
M20534
M
302.2
311.7
1,393
42.5
53
0
0
0
0
0
0
5,676
M20535
M
302.3
311.7
1,453
42.5
56
0
0
0
0
0
0
5,677
L52856
L
302.3
311.8
1,565
37.8
59
0
0
0
0
0
0
5,678
L52857
L
302.3
311.8
1,281
51.7
61
0
0
0
0
0
0
5,679
M20538
M
302.2
311.7
1,584
36.2
63
0
0
0
0
0
0
5,680
M20539
M
302.2
311.7
1,466
49
66
0
0
0
0
0
0
5,681
M20540
M
302.2
311.6
1,386
50.5
69
0
0
0
0
0
0
5,682
L52861
L
302.2
311.6
1,383
44.3
72
0
0
0
0
0
0
5,683
H35096
H
302.3
311.6
1,441
53.9
74
0
0
0
0
0
0
5,684
M20543
M
302.2
311.6
1,592
37.7
79
0
0
0
0
0
0
5,685
H35098
H
302.2
311.6
1,594
36.8
82
0
0
0
0
0
0
5,686
L52865
L
302.2
311.5
1,482
45.6
87
0
0
0
0
0
0
5,687
L52866
L
302.2
311.6
1,658
31.4
89
0
0
0
0
0
0
5,688
L52867
L
302.3
311.7
2,170
18.2
91
0
0
0
0
0
0
5,689
M20548
M
302.3
311.7
1,423
44.6
93
0
0
0
0
0
0
5,690
L52869
L
302.4
311.8
1,543
31.1
96
0
0
0
0
0
0
5,691
L52870
L
302.3
311.8
1,435
44.8
98
0
0
0
0
0
0
5,692
L52871
L
302.4
311.8
1,320
56.4
100
0
0
0
0
0
0
5,693
M20552
M
302.4
311.9
1,313
55.7
102
0
0
0
0
0
0
5,694
M20553
M
302.4
311.8
1,453
42.1
105
0
0
0
0
0
0
5,695
L52874
L
302.4
311.8
1,508
45.7
108
0
0
0
0
0
0
5,696
L52875
L
302.4
311.8
1,451
42
110
0
0
0
0
0
0
5,697
H35110
H
302.5
311.9
1,595
34.6
112
0
0
0
0
0
0
5,698
L52877
L
302.5
311.9
1,354
49.4
117
0
0
0
0
0
0
5,699
L52878
L
302.5
311.9
1,265
59.8
119
0
0
0
0
0
0
5,700
L52879
L
302.4
311.9
1,867
25.9
121
0
0
0
0
0
0