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
1,073
M15932
M
297
307.9
1,414
46.2
165
0
No Failure
6,918
L54097
L
301
311.4
1,481
37.5
193
0
No Failure
6,951
H36364
H
300.7
311.3
1,374
53.1
66
0
No Failure
2,608
L49787
L
299.4
309.3
1,448
48.6
44
0
No Failure
5,311
L52490
L
303.8
313
1,427
43
0
0
No Failure
8,819
M23678
M
297.4
308.7
1,481
48
117
0
No Failure
9,367
L56546
L
298
308.5
1,461
48
68
0
No Failure
3,287
L50466
L
301.2
310
1,618
37.6
32
0
No Failure
8,040
L55219
L
300.8
311.9
1,560
31.8
21
0
No Failure
2,330
L49509
L
299.3
308.7
1,484
40.5
213
0
No Failure
6,978
L54157
L
300.7
311.1
2,377
14.3
135
0
No Failure
9,857
L57036
L
298.6
309.5
1,450
44.2
63
0
No Failure
6,720
M21579
M
301.4
310.6
1,431
40.6
101
0
No Failure
2,747
L49926
L
299.7
309.2
1,411
46.1
173
0
No Failure
5,430
L52609
L
302.8
312.4
1,590
34.4
64
0
No Failure
5,761
M20620
M
301.9
311.3
1,522
35.6
63
0
No Failure
6,032
L53211
L
300.6
310.7
1,455
40.6
82
0
No Failure
8,146
M23005
M
299.7
310.9
1,685
32.1
88
0
No Failure
2,316
L49495
L
299.2
308.9
1,526
37.9
177
0
No Failure
7,892
L55071
L
300.8
312.5
1,517
39.2
107
0
No Failure
7,086
L54265
L
300.6
310.3
1,484
41
213
0
No Failure
543
L47722
L
297.5
309.4
1,803
24.7
98
0
No Failure
5,012
M19871
M
303.7
312.8
1,634
33.8
63
0
No Failure
9,118
M23977
M
297.6
308.7
1,475
46.6
54
0
No Failure
9,404
L56583
L
297.7
308.1
1,697
29.1
179
0
No Failure
8,973
M23832
M
296.8
307.4
1,455
49.9
102
0
No Failure
9,469
L56648
L
298.6
309.4
1,375
55.4
145
0
No Failure
4,474
L51653
L
302.7
310.5
1,551
35.9
6
0
No Failure
1,414
M16273
M
298.7
309.8
1,528
36.7
197
0
No Failure
6,832
L54011
L
301.1
311
1,565
52.3
183
0
No Failure
2,124
L49303
L
299.3
309
1,491
38.4
115
0
No Failure
2,994
M17853
M
300.5
309.8
1,370
55.9
143
0
No Failure
364
L47543
L
297.6
308.3
1,438
47.8
84
0
No Failure
5,468
L52647
L
302.9
312.4
1,383
51.4
160
0
No Failure
9,558
M24417
M
299.5
310.8
1,507
40.2
156
0
No Failure
8,465
H37878
H
298.6
309.7
1,672
27.5
54
0
No Failure
4,857
M19716
M
303.6
312.3
1,698
31.3
100
0
No Failure
6,072
M20931
M
300.9
310.8
1,452
43.6
185
0
No Failure
2,129
L49308
L
299.4
309
1,800
24.3
128
0
No Failure
9,399
H38812
H
297.7
308.2
1,526
40.1
165
0
No Failure
5,460
L52639
L
303.1
312.5
1,453
49.1
140
0
No Failure
2,067
L49246
L
299.7
309.6
1,512
36.2
172
0
No Failure
2,918
L50097
L
300.6
309.5
1,516
39
142
0
No Failure
611
L47790
L
298.1
310
1,534
33.7
47
0
No Failure
220
M15079
M
298.3
308.5
1,434
46.2
148
0
No Failure
2,026
L49205
L
298.7
308.5
1,469
39.9
67
0
No Failure
2,311
M17170
M
299
308.4
1,535
47.5
163
0
No Failure
9,348
M24207
M
298.2
308.7
1,426
42.6
23
0
No Failure
8,515
L55694
L
298.2
309.4
1,447
47.1
185
0
No Failure
1,437
H30850
H
298.8
309.8
1,510
44.2
35
0
No Failure
7,879
L55058
L
300.7
312.3
1,418
49
69
0
No Failure
3,058
L50237
L
300.1
309.1
1,400
46.7
77
0
No Failure
9,964
L57143
L
298.3
307.9
1,435
39.9
143
0
No Failure
5,226
M20085
M
304
313.2
1,437
53.9
7
0
No Failure
7,457
M22316
M
300.2
311.7
1,397
50.2
71
0
No Failure
730
L47909
L
297.3
308.6
1,586
37.7
155
0
No Failure
8,223
L55402
L
299
310.5
1,755
27.9
56
0
No Failure
1,722
L48901
L
298.2
307.7
1,688
32.4
91
0
No Failure
4,599
L51778
L
303.1
311.2
1,399
49.2
111
0
No Failure
6,241
M21100
M
301.2
310.7
1,394
42.8
168
0
No Failure
7,148
L54327
L
300.3
309.8
1,466
41.2
156
0
No Failure
3,705
M18564
M
302
311.2
1,400
49.5
20
0
No Failure
467
L47646
L
297.2
308.5
1,550
41.5
125
0
No Failure
8,052
L55231
L
300.6
311.8
1,652
27.2
52
0
No Failure
2,545
L49724
L
299.2
309
1,951
21.4
102
0
No Failure
5,947
L53126
L
300.7
310.8
1,496
46.4
90
0
No Failure
5,662
L52841
L
302.2
311.4
1,397
53
17
0
No Failure
3,720
L50899
L
302.4
311.5
1,590
39.9
58
0
No Failure
9,207
M24066
M
297.9
308.9
1,547
44
72
0
No Failure
3,387
H32800
H
301.5
310.8
1,474
38.7
58
0
No Failure
8,058
L55237
L
300.2
311.5
1,549
37.2
67
0
No Failure
4,850
M19709
M
303.5
312
1,475
42.9
85
0
No Failure
2,836
L50015
L
300.3
309.2
1,572
32
173
0
No Failure
9,369
L56548
L
297.7
308.4
1,510
38.6
72
0
No Failure
4,476
L51655
L
302.7
310.5
1,351
41.8
10
1
Heat Dissipation Failure
8,059
L55238
L
300.3
311.6
1,515
44.9
69
0
No Failure
8,871
M23730
M
297.9
309.1
1,338
49.6
56
0
No Failure
9,877
H39290
H
298.8
309.7
1,461
55.1
118
0
No Failure
8,737
L55916
L
297.3
308.7
1,491
40.2
112
0
No Failure
6,922
L54101
L
301.1
311.6
1,432
48.1
202
0
No Failure
3,656
L50835
L
302.1
311.4
1,686
30.9
106
0
No Failure
9,571
L56750
L
299.7
310.9
1,384
48.2
188
0
No Failure
9,364
L56543
L
297.9
308.5
1,519
34.3
61
0
No Failure
7,186
L54365
L
300.3
310.4
1,672
29.2
39
0
No Failure
541
L47720
L
297.4
309.4
1,473
45.5
94
0
No Failure
1,833
M16692
M
297.8
307.4
1,330
51.7
183
0
No Failure
1,537
M16396
M
298.2
308.9
1,326
54.4
75
0
No Failure
9,853
L57032
L
298.6
309.4
1,316
51.4
52
0
No Failure
591
L47770
L
297.5
309.4
1,517
36.7
233
0
No Failure
3,852
H33265
H
302.2
310.9
1,415
48.4
185
0
No Failure
7,286
M22145
M
300.2
310.4
1,202
61.7
74
0
No Failure
1,428
L48607
L
298.7
309.8
1,394
40.3
11
0
No Failure
6,572
M21431
M
301.3
310.6
1,378
49.4
173
0
No Failure
9,263
M24122
M
298.3
309.1
1,404
47
15
0
No Failure
2,751
H32164
H
299.7
309.2
1,456
40.6
182
0
No Failure
4,998
M19857
M
303.6
312.8
2,659
11.4
26
1
Power Failure
2,503
L49682
L
299.2
309
1,515
48.9
228
1
Overstrain Failure
5,383
L52562
L
302.9
312.4
1,698
33.8
202
0
No Failure
923
M15782
M
295.5
305.9
1,380
52.4
202
0
No Failure
8,812
L55991
L
297.2
308.5
1,574
35.8
95
0
No Failure