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
4,973
H34386
H
303.8
312.6
1,811
24.9
183
0
No Failure
3,628
L50807
L
302.2
311.5
1,588
30.6
39
0
No Failure
3,894
L51073
L
302.3
311.2
1,549
40.6
66
0
No Failure
7,071
L54250
L
300.7
310.7
1,333
61
177
0
No Failure
8,548
M23407
M
298.4
309.4
1,666
24.3
68
0
No Failure
1,260
M16119
M
297.5
308.9
1,280
48.5
19
0
No Failure
358
L47537
L
297.6
308.4
1,517
34.2
66
0
No Failure
5,955
L53134
L
300.8
310.9
1,732
25.7
109
0
No Failure
5,518
L52697
L
302.6
311.9
1,448
49.5
72
0
No Failure
6,949
L54128
L
300.7
311.2
1,457
51.4
61
0
No Failure
34
L47213
L
298.9
309.3
1,665
32.5
93
0
No Failure
779
L47958
L
296.7
308
1,580
32.2
39
0
No Failure
1,347
L48526
L
298.6
310.1
1,533
33.9
24
0
No Failure
8,511
L55690
L
298.3
309.7
1,484
44.3
173
0
No Failure
2,858
M17717
M
300.4
309.2
1,528
37.2
228
0
No Failure
1,304
L48483
L
298.7
309.9
1,593
42.5
146
0
No Failure
8,804
L55983
L
297.4
308.5
1,486
48.6
75
0
No Failure
5,100
L52279
L
304.2
313.5
1,438
50.1
100
0
No Failure
9,153
L56332
L
297.5
308.6
1,260
53.6
137
0
No Failure
5,373
H34786
H
302.9
312.3
1,509
46.8
175
0
No Failure
8,530
M23389
M
298.5
309.4
1,522
47.4
20
0
No Failure
479
L47658
L
297.4
309
1,833
22.6
161
0
No Failure
5,702
M20561
M
302.5
311.9
1,347
54.3
125
0
No Failure
8,595
L55774
L
297.4
308
1,356
51.9
184
0
No Failure
8,940
M23799
M
297.3
308.4
1,434
44.8
21
0
No Failure
5,576
H34989
H
302.4
312
1,477
39.7
18
0
No Failure
6,425
M21284
M
300.3
310
1,409
43.2
9
0
No Failure
7,482
H36895
H
300.2
311.4
1,506
36.1
141
0
No Failure
3,367
M18226
M
301.4
310.7
1,692
32.3
5
0
No Failure
5,041
H34454
H
304.1
313.2
1,586
34.6
139
0
No Failure
7,292
L54471
L
300.2
310.5
1,416
46.7
90
0
No Failure
8,367
M23226
M
298.9
309.8
1,836
22.8
18
0
No Failure
9,899
L57078
L
298.7
309.2
1,396
44.8
178
0
No Failure
1,699
L48878
L
297.9
307.6
1,481
38
40
0
No Failure
5,048
M19907
M
304.1
313.3
1,680
29.3
158
0
No Failure
4,100
L51279
L
302
310.4
1,464
47.2
159
0
No Failure
6,389
H35802
H
300.3
309.9
1,509
46.6
125
0
No Failure
4,077
M18936
M
302
310.6
1,539
37.4
96
0
No Failure
2,670
H32083
H
299.7
309.3
1,494
37.8
214
0
No Failure
8,057
L55236
L
300.1
311.5
1,499
43.4
65
0
No Failure
2,215
H31628
H
299.7
309.2
1,355
44.8
127
0
No Failure
6,725
L53904
L
301.3
310.6
1,560
36.8
113
0
No Failure
4,629
M19488
M
303
311.1
1,597
36.7
191
0
No Failure
2,699
L49878
L
300
309.4
2,010
20
55
0
No Failure
4,228
L51407
L
302.2
310.8
1,383
46.9
45
0
No Failure
8,828
L56007
L
297.2
308.7
1,463
49.9
146
0
No Failure
5,366
L52545
L
303.1
312.6
1,548
36.4
150
0
No Failure
9,536
M24395
M
299.3
310.6
1,609
31.4
99
0
No Failure
3,891
L51070
L
302.3
311.2
1,386
53.5
59
0
No Failure
3,386
L50565
L
301.5
310.7
1,466
43.6
56
0
No Failure
7,288
M22147
M
300.2
310.4
1,530
35.7
80
0
No Failure
1,262
H30675
H
297.6
309
1,885
25.2
24
0
No Failure
5,317
M20176
M
303.6
312.8
1,689
33.1
16
0
No Failure
5,320
M20179
M
303.5
312.7
1,402
47
23
0
No Failure
7,149
M22008
M
300.3
309.8
1,617
40.8
158
0
No Failure
8,656
L55835
L
297.3
308.3
1,268
60.6
119
0
No Failure
6,728
L53907
L
301.5
310.8
1,785
25.5
120
0
No Failure
8,795
M23654
M
297.4
308.5
1,497
36.4
56
0
No Failure
8,903
H38316
H
297.4
308.7
1,522
46.3
146
0
No Failure
1,512
L48691
L
298.1
308.7
1,642
30.3
3
0
No Failure
7,135
M21994
M
300.5
310
1,406
50.2
119
0
No Failure
6,120
L53299
L
300.9
311.1
1,471
39.3
91
0
No Failure
3,593
H33006
H
301.6
310.4
1,369
45.4
156
0
No Failure
8,014
M22873
M
300.9
312
1,402
50.7
185
0
No Failure
4,525
M19384
M
302.5
310.5
1,527
38.8
136
0
No Failure
3,291
L50470
L
301.2
310.2
1,385
42.3
42
0
No Failure
8,004
M22863
M
300.8
312
1,274
67.3
159
0
No Failure
5,091
M19950
M
303.9
313.2
1,570
40.7
74
0
No Failure
7,595
L54774
L
300.6
311.3
1,531
38.5
0
0
No Failure
1,721
L48900
L
298.2
307.7
1,459
44.5
89
0
No Failure
5,307
H34720
H
304
313.2
1,612
31.7
206
0
No Failure
7,529
M22388
M
300.1
311.3
1,748
26.6
42
0
No Failure
2,447
L49626
L
299.3
308.6
1,422
48.9
83
0
No Failure
3,026
L50205
L
300.5
309.6
1,366
50.2
219
0
No Failure
3,869
M18728
M
302.7
311.7
1,759
29.9
5
0
No Failure
1,196
M16055
M
297
308
1,408
47.9
54
0
No Failure
6,423
L53602
L
300.3
309.9
1,377
55.3
4
0
No Failure
2,008
L49187
L
298.6
308.4
1,562
34.4
25
0
No Failure
6,793
L53972
L
301.2
310.6
1,811
24
84
0
No Failure
1,316
L48495
L
299
310.3
1,520
45
171
0
No Failure
6,115
M20974
M
300.8
310.8
1,549
35.5
79
0
No Failure
5,848
L53027
L
301.4
311.3
1,397
42.3
48
0
No Failure
6,246
L53425
L
300.9
310.4
1,445
41.7
180
0
No Failure
62
M14921
M
298.8
309
1,592
38.2
169
0
No Failure
1,131
L48310
L
296.8
307.9
1,413
46.5
121
0
No Failure
2,618
L49797
L
299.4
309.1
1,670
35.9
68
0
No Failure
7,747
M22606
M
300.4
311.7
1,508
45.4
164
0
No Failure
7,219
H36632
H
299.9
309.8
1,400
48.7
119
0
No Failure
1,809
L48988
L
298.1
307.7
2,567
12.8
125
1
Power Failure
5,431
L52610
L
302.8
312.5
1,694
28.4
66
0
No Failure
2,123
M16982
M
299.2
308.8
1,523
38.9
112
0
No Failure
453
M15312
M
297.4
308.6
1,643
31
89
0
No Failure
2,110
M16969
M
299.3
309
1,496
43.4
67
0
No Failure
1,322
L48501
L
298.9
310.2
1,362
53
185
0
No Failure
2,367
L49546
L
299.3
308.5
1,485
44.7
78
0
No Failure
8,799
L55978
L
297.3
308.4
1,469
46.7
65
0
No Failure
3,254
L50433
L
301.1
309.6
1,502
48.9
160
0
No Failure
6,996
M21855
M
300.6
310.7
1,705
31.2
181
0
No Failure
9,736
L56915
L
299
310.1
1,444
47.7
161
0
No Failure
3,561
L50740
L
301.8
310.7
1,680
32.4
76
0
No Failure