Datasets:
EddyGiusepe
/
Modified_dataset_for_predictive_maintenance

Dataset card Data Studio Files 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
5,515
L52694
L
302.7
312
1,828
24
63
0
No Failure
8,458
L55637
L
298.6
309.9
1,393
45.5
38
0
No Failure
1,739
H31152
H
298.4
307.9
1,948
21.4
136
0
No Failure
247
L47426
L
297.9
308.1
1,585
33.5
212
0
No Failure
7,839
L55018
L
300.2
311.6
1,372
49.2
195
0
No Failure
4,774
L51953
L
303.6
312
1,391
50.3
101
0
No Failure
7,035
H36448
H
300.6
310.6
1,830
26.2
78
0
No Failure
2,084
H31497
H
299.4
309.3
1,743
28.2
0
0
No Failure
6,907
M21766
M
301
311.5
1,530
43.9
165
0
No Failure
7,781
L54960
L
300.4
311.6
1,815
23.5
49
0
No Failure
6,038
L53217
L
300.7
311.1
1,426
46.2
97
0
No Failure
910
L48089
L
295.5
306
1,456
39.2
167
0
No Failure
3,850
L51029
L
302.3
311
1,561
37.2
180
0
No Failure
9,267
L56446
L
298.2
308.9
1,737
25.5
26
0
No Failure
463
L47642
L
297.4
308.7
1,433
43.4
116
0
No Failure
8,224
L55403
L
299.1
310.5
1,329
54.9
58
0
No Failure
8,562
L55741
L
298.2
308.9
1,332
44.4
100
0
No Failure
6,005
L53184
L
300.5
310.4
1,761
26.5
12
0
No Failure
2,471
L49650
L
298.9
308.5
1,467
44.7
136
0
No Failure
7,609
L54788
L
300.5
311.4
1,642
27.1
37
0
No Failure
9,830
M24689
M
298.4
309.4
1,429
41.8
203
0
No Failure
9,565
L56744
L
299.8
311.1
1,820
24.9
174
0
No Failure
594
L47773
L
297.5
309.6
1,312
50.7
0
0
No Failure
468
L47647
L
297.2
308.5
2,182
16.5
127
0
No Failure
8,893
L56072
L
297.6
308.8
1,475
43
119
0
No Failure
2,280
L49459
L
299.4
308.7
1,525
39
90
0
No Failure
640
L47819
L
298
309.6
1,403
51.3
122
0
No Failure
8,410
L55589
L
298.5
309.6
1,861
26.9
130
0
No Failure
1,408
L48587
L
298.9
310
1,564
33.8
183
0
No Failure
8,398
L55577
L
298.5
309.6
1,724
26.4
100
0
No Failure
5,887
L53066
L
301.4
311.1
1,494
41.9
142
0
No Failure
6,639
L53818
L
301.5
310.5
1,453
44.2
129
0
No Failure
1,799
M16658
M
298
307.5
1,431
52.9
92
0
No Failure
932
L48111
L
295.5
305.9
1,542
36.2
12
0
No Failure
7,920
L55099
L
300.8
312
1,496
40
175
0
No Failure
4,147
L51326
L
301.8
310.3
1,482
41.4
63
0
No Failure
2,908
M17767
M
300.6
309.4
1,581
35.7
117
0
No Failure
7,563
M22422
M
300.3
311.1
1,350
58.7
130
0
No Failure
4,279
L51458
L
302
310.1
1,409
50.4
172
0
No Failure
1,583
H30996
H
298.1
308.3
1,530
42
184
0
No Failure
8,926
M23785
M
297.2
308.2
1,405
42.5
204
0
No Failure
6,142
L53321
L
300.8
310.8
1,486
45.7
146
0
No Failure
310
M15169
M
297.9
308.5
1,449
40.8
157
0
No Failure
7,133
L54312
L
300.5
309.9
1,423
47.9
114
0
No Failure
7,377
L54556
L
299.5
310
1,481
43.1
90
0
No Failure
7,172
M22031
M
300.2
310.2
1,438
51.5
7
0
No Failure
1,702
L48881
L
298
307.7
1,479
42.5
47
0
No Failure
7,388
H36801
H
299.8
310.6
1,423
44.6
116
0
No Failure
2,853
M17712
M
300.5
309.4
1,347
50.1
213
0
No Failure
5,870
L53049
L
301.5
311.1
2,076
18.7
103
0
No Failure
8,814
L55993
L
297.1
308.4
1,693
29.5
100
0
No Failure
7,791
L54970
L
300.1
311.4
1,729
29.3
71
0
No Failure
5,445
L52624
L
303
312.7
2,024
19.9
102
0
No Failure
8,585
L55764
L
297.4
307.9
1,390
47.7
156
0
No Failure
8,390
L55569
L
298.8
309.9
1,525
39.7
77
0
No Failure
7,335
L54514
L
299.8
310.4
1,694
30.3
204
0
No Failure
9,103
L56282
L
297.3
308.3
1,494
38.2
14
0
No Failure
7,008
L54187
L
300.5
310.6
1,499
45.2
8
0
No Failure
2,687
L49866
L
299.8
309.4
1,633
27.5
29
0
No Failure
4,836
M19695
M
303.4
311.9
1,419
50.9
39
0
No Failure
5,691
L52870
L
302.3
311.8
1,435
44.8
98
0
No Failure
612
L47791
L
298.1
310
1,553
40.9
49
0
No Failure
6,484
L53663
L
300.7
309.9
1,412
45.3
155
0
No Failure
9,925
M24784
M
298.5
308.6
1,384
54.4
44
0
No Failure
5,379
L52558
L
302.9
312.4
1,550
36.9
194
0
No Failure
5,470
M20329
M
302.7
312.2
1,439
42.5
164
0
No Failure
8,190
L55369
L
299.7
311
1,983
21
201
0
No Failure
9,237
L56416
L
298.1
308.7
1,556
31.6
145
0
No Failure
4,674
L51853
L
303.4
311.5
1,501
36.2
69
0
No Failure
8,516
L55695
L
298.2
309.4
1,443
45.4
187
0
No Failure
6,224
M21083
M
301.1
310.9
1,552
37.9
126
0
No Failure
7,155
L54334
L
300.3
310.1
1,483
39.9
174
0
No Failure
8,263
L55442
L
299.1
310.6
1,921
23.9
158
0
No Failure
4,410
M19269
M
302.4
310.1
1,358
54.6
61
1
Heat Dissipation Failure
4,290
M19149
M
301.8
310
1,781
23.9
198
0
No Failure
4,033
L51212
L
302
310.8
1,383
50.3
231
1
Overstrain Failure
4,911
M19770
M
303.5
312.4
1,606
31.7
22
0
No Failure
33
L47212
L
299
309.4
1,419
48.3
91
0
No Failure
9,862
M24721
M
298.7
309.6
1,800
24.8
78
0
No Failure
8,664
L55843
L
297.5
308.6
1,671
29.4
136
0
No Failure
2,990
L50169
L
300.6
309.8
1,502
42.4
133
0
No Failure
6,175
L53354
L
300.9
310.7
1,573
31.2
2
0
No Failure
3,278
L50457
L
301.3
310.1
1,531
41.6
9
0
No Failure
4,362
M19221
M
302.1
310.1
1,379
48.2
166
1
Heat Dissipation Failure
4,452
L51631
L
302.5
310.3
1,549
40.9
170
0
No Failure
9,848
L57027
L
298.4
309.1
1,362
46.1
37
0
No Failure
1,204
H30617
H
297
308.1
1,410
47.6
79
0
No Failure
8,944
M23803
M
297.3
308.4
1,449
44.4
34
0
No Failure
5,324
M20183
M
303.4
312.7
1,399
48.4
34
0
No Failure
7,359
M22218
M
299.5
310.1
1,659
31.5
44
0
No Failure
8,428
L55607
L
299.1
310.4
1,505
46.1
176
0
No Failure
5,517
L52696
L
302.6
312
1,674
32.2
70
0
No Failure
1,950
M16809
M
298.1
308
1,543
41.9
73
0
No Failure
6,577
L53756
L
301.5
310.5
1,644
34.9
186
0
No Failure
8,252
L55431
L
299
310.4
1,981
21.2
125
0
No Failure
4,762
H34175
H
303.7
311.9
1,332
52.7
66
1
Heat Dissipation Failure
9,753
L56932
L
298.6
309.8
1,561
32.6
201
0
No Failure
8,933
L56112
L
297.4
308.4
1,474
43.6
4
0
No Failure
7,040
H36453
H
300.6
310.5
1,519
37
91
0
No Failure
113
M14972
M
298.8
308.7
1,498
39.5
89
0
No Failure