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
9,362
L56541
L
298
308.6
1,610
33.1
56
0
No Failure
3,000
L50179
L
300.5
309.7
1,395
61
157
0
No Failure
7,871
M22730
M
300.6
312.1
1,293
52.3
49
0
No Failure
8,672
L55851
L
297.5
308.8
1,530
37.8
157
0
No Failure
1,694
H31107
H
298
307.5
1,683
27.8
26
0
No Failure
7,970
L55149
L
300.9
312.1
1,711
28.8
74
0
No Failure
7,470
L54649
L
300.3
311.6
1,607
33.5
109
0
No Failure
3,384
H32797
H
301.4
310.6
1,674
33.6
49
0
No Failure
1,885
M16744
M
298
307.6
1,792
26
119
0
No Failure
8,726
M23585
M
297.1
308.5
1,515
42.1
81
0
No Failure
2,096
L49275
L
299.4
309.3
1,525
41.5
30
0
No Failure
8,195
L55374
L
299.4
310.7
1,426
45.7
213
0
No Failure
6,563
M21422
M
301.5
310.7
1,871
21.3
152
0
No Failure
7,685
M22544
M
300.7
311.8
1,407
42.4
224
0
No Failure
9,957
M24816
M
298.2
307.8
1,578
34.5
127
0
No Failure
6,912
L54091
L
300.8
311.1
1,480
41.1
176
0
No Failure
1,747
L48926
L
298.4
308
1,526
41.1
162
0
No Failure
7,479
L54658
L
300.1
311.3
1,479
39.5
133
0
No Failure
2,506
L49685
L
299.2
309.1
1,387
48.7
4
0
No Failure
8,838
M23697
M
297.5
309.1
1,540
38.5
176
0
No Failure
6,147
M21006
M
301.1
311.1
1,470
40.6
159
0
No Failure
6,298
M21157
M
301.1
310.5
1,309
60.7
100
0
No Failure
7,525
L54704
L
300.2
311.5
1,639
31.1
31
0
No Failure
127
L47306
L
299
308.6
1,329
60.5
120
0
No Failure
5,391
H34804
H
302.8
312.3
1,483
47.2
223
0
No Failure
6,003
L53182
L
300.5
310.3
1,683
31.5
8
0
No Failure
631
L47810
L
298.3
310
1,460
47.6
101
0
No Failure
3,710
L50889
L
302.2
311.4
1,754
26.9
33
0
No Failure
9,508
L56687
L
299.3
310.5
1,505
38.8
30
0
No Failure
9,760
L56939
L
298.5
309.7
1,613
36.7
0
0
No Failure
8,551
L55730
L
298.3
309.2
1,456
45.5
75
0
No Failure
4,697
L51876
L
303.4
311.6
1,449
41.7
132
0
No Failure
9,855
H39268
H
298.6
309.4
1,362
45.3
56
0
No Failure
6,627
L53806
L
301.6
310.6
1,613
42.5
97
0
No Failure
7,091
M21950
M
300.6
310.2
1,478
40.1
5
0
No Failure
1,910
L49089
L
298
307.7
1,435
45.6
184
0
No Failure
803
L47982
L
296.9
307.8
1,571
35
102
0
No Failure
7,116
M21975
M
301
310.6
1,460
53.6
74
0
No Failure
3,981
M18840
M
302.2
311.3
1,375
47
98
0
No Failure
8,900
M23759
M
297.3
308.5
1,710
27.7
138
0
No Failure
7,011
M21870
M
300.5
310.5
1,469
42.9
14
0
No Failure
4,924
M19783
M
303.4
312.2
1,972
23.5
59
0
No Failure
9,513
L56692
L
299
310.2
1,575
37.8
42
0
No Failure
4,820
L51999
L
303.6
312.2
1,696
30.7
5
0
No Failure
2,770
M17629
M
300
309.6
1,477
38.1
13
0
No Failure
2,606
L49785
L
299.4
309.2
1,552
37.4
37
0
No Failure
2,331
M17190
M
299.3
308.7
1,390
49.3
215
0
No Failure
6,255
L53434
L
301
310.5
1,408
47
202
0
No Failure
352
M15211
M
297.6
308.4
1,611
31
48
0
No Failure
6,357
M21216
M
300.1
309.7
1,420
48.4
36
0
No Failure
6,635
L53814
L
301.5
310.5
1,396
44.5
117
0
No Failure
3,272
M18131
M
301.4
310
1,689
32.1
207
0
No Failure
5,733
L52912
L
302.2
311.7
1,412
44.5
204
0
No Failure
2,946
H32359
H
300.7
309.6
1,925
20.5
9
0
No Failure
1,630
M16489
M
297.9
307.9
1,336
54.4
82
0
No Failure
5,648
H35061
H
302.5
311.8
2,370
14.7
198
0
No Failure
327
L47506
L
297.7
308.5
1,501
41.4
201
0
No Failure
6,724
M21583
M
301.4
310.6
1,565
36.1
110
0
No Failure
6,865
L54044
L
301.1
311.3
1,268
60
53
0
No Failure
6,941
H36354
H
300.8
311.4
1,453
44.6
38
0
No Failure
886
L48065
L
295.7
306.2
1,397
52
101
0
No Failure
7,872
L55051
L
300.6
312.2
1,308
54.7
52
0
No Failure
1,772
L48951
L
298.4
307.9
1,446
45.3
23
0
No Failure
8,240
L55419
L
299
310.4
1,339
49.6
94
0
No Failure
8,776
H38189
H
297.5
308.6
1,536
38.7
7
0
No Failure
6,611
L53790
L
301.5
310.4
1,543
34
55
0
No Failure
7,366
L54545
L
299.6
310.1
2,057
20.4
60
0
No Failure
8,698
L55877
L
297.3
308.6
1,505
33.5
14
0
No Failure
9,000
L56179
L
297.1
307.9
1,492
39.4
171
0
No Failure
739
L47918
L
296.8
308.3
1,506
45.9
182
0
No Failure
2,353
M17212
M
299.3
308.5
1,422
45.4
37
0
No Failure
1,787
L48966
L
298.4
308.2
1,618
33
61
0
No Failure
1,595
M16454
M
298
308.2
1,373
51.2
215
0
No Failure
6,930
M21789
M
301
311.6
1,301
55
9
0
No Failure
9,097
L56276
L
297.2
308.1
1,712
30.9
204
0
No Failure
3,010
M17869
M
300.4
309.7
1,466
39.8
184
0
No Failure
1,250
L48429
L
297.3
308.7
1,467
36.8
216
0
No Failure
7,038
L54217
L
300.6
310.6
1,514
39.5
87
0
No Failure
5,140
M19999
M
304.4
313.6
1,510
38.9
199
0
No Failure
84
L47263
L
299
309
1,469
40.1
13
0
No Failure
6,862
H36275
H
301.1
311.3
2,207
16.6
43
0
No Failure
2,954
L50133
L
300.7
309.5
1,578
35.4
34
0
No Failure
1,421
M16280
M
298.8
309.9
1,495
35.2
214
0
No Failure
8,334
M23193
M
298.8
309.7
1,477
48.5
138
0
No Failure
4,360
M19219
M
302.1
310
1,531
38
161
0
No Failure
2,623
M17482
M
299.6
309.4
1,642
30.3
80
0
No Failure
8,034
L55213
L
300.7
311.9
1,485
38.8
9
0
No Failure
1,097
L48276
L
297
307.6
1,680
35.8
20
0
No Failure
1,267
L48446
L
298
309.6
1,633
34.8
41
0
No Failure
6,237
M21096
M
301.3
310.9
1,512
36.9
159
0
No Failure
8,701
M23560
M
297.3
308.7
1,451
43.8
24
0
No Failure
2,329
L49508
L
299.3
308.7
1,579
36.3
211
0
No Failure
697
M15556
M
297.6
309
1,815
25.3
66
0
No Failure
3,990
L51169
L
302.2
311.3
1,602
32.8
120
0
No Failure
7,620
L54799
L
300.6
311.5
1,459
47
63
0
No Failure
3,237
M18096
M
300.8
309.4
1,342
62.4
113
1
Heat Dissipation Failure
5,334
M20193
M
303.5
312.6
1,405
51.6
62
0
No Failure
3,774
M18633
M
302.4
311.1
1,887
22.4
197
0
No Failure
4,910
L52089
L
303.5
312.4
1,481
43.7
20
0
No Failure
8,126
L55305
L
300.2
311.4
1,452
47.8
34
0
No Failure