Datasets:
EddyGiusepe
/
Modified_dataset_for_predictive_maintenance

Dataset card Data Studio Files
xet
Community
1
UDI
int64
2
10k
Product ID
stringlengths
6
6
Type
stringclasses
3 values
Air temperature [K]
float64
295
305
Process temperature [K]
float64
306
314
Rotational speed [rpm]
int64
1.17k
2.89k
Torque [Nm]
float64
3.8
76.6
Tool wear [min]
int64
0
253
Target
int64
0
1
Failure Type
stringclasses
6 values
6,828
M21687
M
301
310.9
1,515
41.8
170
0
No Failure
15
L47194
L
298.6
309.2
2,035
19.6
40
0
No Failure
4,897
M19756
M
303.7
312.4
1,642
32.3
206
0
No Failure
9,742
L56921
L
298.9
310.1
1,495
42.9
175
0
No Failure
5,240
L52419
L
303.7
313
1,753
29
42
0
No Failure
2,058
L49237
L
299.5
309.3
1,520
42.3
149
0
No Failure
3,095
L50274
L
300
309.3
1,972
22
175
0
No Failure
7,558
M22417
M
300.4
311.5
1,750
27.3
116
0
No Failure
2,085
L49264
L
299.5
309.3
1,442
46.2
5
0
No Failure
2,856
L50035
L
300.5
309.3
1,528
37
221
0
No Failure
5,706
L52885
L
302.4
311.9
1,452
43.1
137
0
No Failure
9,149
L56328
L
297.6
308.6
1,393
40.4
127
0
No Failure
6,735
M21594
M
301.6
310.9
1,575
40.1
139
0
No Failure
2,169
M17028
M
299.5
309.1
1,420
49.5
5
0
No Failure
1,309
L48488
L
298.9
310.1
1,750
25
156
0
No Failure
6,534
L53713
L
301.3
310.7
1,504
47.2
74
0
No Failure
8,244
H37657
H
299.1
310.4
1,369
54.5
104
0
No Failure
4,404
L51583
L
302.3
310.1
1,388
49.9
48
0
No Failure
7,277
M22136
M
300.1
310.3
1,350
48.8
50
0
No Failure
3,610
M18469
M
301.7
310.9
1,644
32.5
201
0
No Failure
8,911
L56090
L
297.1
308.4
1,550
37
167
0
No Failure
2,519
M17378
M
298.9
308.6
1,425
49.6
35
0
No Failure
4,930
L52109
L
303.5
312.4
1,340
44.5
76
0
No Failure
3,679
L50858
L
302.2
311.5
1,567
33.1
168
0
No Failure
9,804
L56983
L
298.4
309.2
1,692
29.8
137
0
No Failure
6,076
L53255
L
301
310.9
1,813
28.5
197
0
No Failure
2,707
M17566
M
299.6
309.1
1,560
37.1
73
0
No Failure
6,631
M21490
M
301.6
310.5
1,414
49.3
106
0
No Failure
8,848
L56027
L
297.5
308.9
1,443
43.5
0
0
No Failure
1,405
M16264
M
298.9
310.1
1,555
40.6
176
0
No Failure
7,737
H37150
H
300.6
312.1
1,354
46.9
138
0
No Failure
362
L47541
L
297.5
308.3
1,596
36.8
77
0
No Failure
7,218
L54397
L
299.9
309.8
1,716
28.2
117
0
No Failure
7,016
L54195
L
300.5
310.5
1,452
42.9
29
0
No Failure
955
H30368
H
295.6
306.2
1,414
42.5
69
0
No Failure
9,265
M24124
M
298.3
309
1,526
36.9
20
0
No Failure
8,825
M23684
M
297.3
308.9
1,799
24.5
137
0
No Failure
6,168
M21027
M
300.9
310.7
1,362
51.6
212
0
No Failure
7,209
L54388
L
299.8
309.7
1,707
29.1
94
0
No Failure
4,903
L52082
L
303.6
312.3
1,616
29.3
226
0
No Failure
49
H29462
H
298.8
309.2
1,425
53.9
135
0
No Failure
1,000
L48179
L
296.3
307.1
1,560
33.2
186
0
No Failure
1,206
L48385
L
296.8
308
1,371
54.5
86
0
No Failure
3,905
H33318
H
302.2
311.1
1,426
50.6
101
0
No Failure
6,352
L53531
L
300
309.7
1,542
47.1
25
0
No Failure
3,472
L50651
L
301.8
310.7
1,441
49.3
58
0
No Failure
2,563
L49742
L
299.3
309.1
1,551
39.1
147
0
No Failure
2,692
L49871
L
300
309.6
1,431
47.7
39
0
No Failure
6,899
M21758
M
301
311.6
1,448
43.9
145
0
No Failure
3,606
L50785
L
301.7
310.7
1,641
31.9
192
0
No Failure
1,130
L48309
L
296.7
307.9
1,690
29.6
119
0
No Failure
9,859
L57038
L
298.5
309.5
1,547
33.1
68
0
No Failure
6,748
M21607
M
301.8
311.1
1,597
29.8
177
0
No Failure
6,056
L53235
L
300.7
310.8
1,475
42
147
0
No Failure
826
L48005
L
296.6
307.3
1,474
40
158
0
No Failure
3,854
L51033
L
302.4
311
1,486
40.4
192
0
No Failure
5,905
M20764
M
300.8
310.5
1,330
59
190
0
No Failure
3,856
H33269
H
302.4
311.1
1,578
32.3
196
0
No Failure
7,168
L54347
L
300.3
310.3
1,362
60.3
206
1
Overstrain Failure
5,596
M20455
M
302.7
312
1,944
21.4
71
0
No Failure
690
H30103
H
297.6
309
1,354
55.6
46
0
No Failure
1,570
M16429
M
298.1
308.2
1,654
35.3
155
0
No Failure
721
L47900
L
297.4
308.9
1,809
23.8
131
0
No Failure
5,973
L53152
L
300.5
310.8
1,445
46.6
155
0
No Failure
1,852
M16711
M
297.7
307.3
1,365
49.2
36
0
No Failure
5,191
L52370
L
304.1
313.2
1,452
48
126
0
No Failure
2,776
L49955
L
300.1
309.4
1,560
47.7
26
0
No Failure
4,398
L51577
L
302.4
310.2
1,539
37.7
29
0
No Failure
330
H29743
H
297.7
308.5
1,720
29.9
210
0
No Failure
7,257
H36670
H
300.2
310.3
1,408
42.5
0
0
No Failure
8,790
L55969
L
297.4
308.5
1,471
43.9
45
0
No Failure
9,210
M24069
M
298
309
1,393
55.9
79
0
No Failure
9,392
H38805
H
297.6
308.2
2,071
18.5
144
0
No Failure
8,037
L55216
L
300.7
311.7
1,460
46.1
15
0
No Failure
2,616
L49795
L
299.3
309
1,516
38.7
64
0
No Failure
2,291
M17150
M
299.5
308.7
1,321
51.9
114
0
No Failure
398
M15257
M
297.4
308.3
1,774
28.9
166
0
No Failure
7,330
M22189
M
299.9
310.4
1,576
34.3
188
0
No Failure
2,672
M17531
M
299.7
309.3
1,399
41.9
221
1
Tool Wear Failure
7,253
H36666
H
300.2
310.4
1,501
42.9
212
0
No Failure
3,238
M18097
M
300.9
309.5
1,758
26.8
116
0
No Failure
4,803
M19662
M
303.5
312.4
1,318
54.2
177
0
No Failure
7,603
L54782
L
300.4
311.2
1,705
28.7
20
0
No Failure
2,449
L49628
L
299.4
308.9
1,440
42.5
87
0
No Failure
3,087
L50266
L
300
309.2
1,610
32.1
150
0
No Failure
9,277
L56456
L
298.1
308.7
1,691
30.3
49
0
No Failure
4,748
L51927
L
303.3
311.2
1,763
27.3
27
0
No Failure
4,819
M19678
M
303.6
312.1
1,967
20.9
2
0
No Failure
3,140
H32553
H
300.4
309.9
1,513
38.7
76
0
No Failure
2,685
L49864
L
299.8
309.4
1,460
37.4
25
0
No Failure
3,550
M18409
M
301.8
310.9
1,299
60.4
48
0
No Failure
6,294
H35707
H
301
310.4
1,512
44.9
86
0
No Failure
4,753
H34166
H
303.3
311.3
1,502
39.5
38
0
No Failure
17
M14876
M
298.6
309.2
1,311
46.6
44
0
No Failure
511
L47690
L
297.5
309.3
1,564
37.5
20
0
No Failure
8,462
L55641
L
298.7
309.9
1,446
43.3
46
0
No Failure
899
L48078
L
295.6
306.2
1,446
49.9
133
0
No Failure
1,300
M16159
M
298.7
309.9
1,458
40.2
137
0
No Failure
5,018
L52197
L
303.9
313
1,483
45
78
0
No Failure
7,750
L54929
L
300.4
311.6
1,674
33
172
0
No Failure