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
9,829
L57008
L
298.4
309.4
1,385
50
201
0
No Failure
4,532
L51711
L
302.5
310.5
1,520
41.2
154
0
No Failure
1,735
M16594
M
298.5
308.1
1,501
39.2
127
0
No Failure
8,309
L55488
L
298.7
310.1
1,401
45.3
67
0
No Failure
7,598
L54777
L
300.5
311
2,074
18.9
9
0
No Failure
8,134
L55313
L
299.8
311.1
1,466
46.1
58
0
No Failure
2,710
L49889
L
299.6
309.1
1,641
35.8
81
0
No Failure
915
M15774
M
295.4
305.9
1,518
40.6
178
0
No Failure
850
H30263
H
296.4
307.4
1,586
35.5
0
0
No Failure
3,475
M18334
M
301.9
310.8
1,557
35.3
65
0
No Failure
9,034
L56213
L
297.4
308.2
1,386
41
35
0
No Failure
1,810
L48989
L
298.1
307.7
1,767
27
127
0
No Failure
9,274
H38687
H
298.2
308.7
1,520
35.7
40
0
No Failure
3,769
L50948
L
302.2
311
1,555
34.2
185
0
No Failure
6,688
L53867
L
301.7
311
1,700
28.7
19
0
No Failure
2,452
L49631
L
299.2
308.7
1,650
30.5
93
0
No Failure
8,870
L56049
L
297.9
309
1,528
37.5
54
0
No Failure
6,240
L53419
L
301.2
310.7
1,644
31.6
166
0
No Failure
392
L47571
L
297.6
308.6
1,491
38.1
152
0
No Failure
67
M14926
M
298.9
308.9
1,679
28.7
181
0
No Failure
7,976
M22835
M
301.2
312.3
1,548
38.3
87
0
No Failure
9,705
L56884
L
298.9
310.1
1,577
41.4
80
0
No Failure
484
L47663
L
297.4
309
1,324
56.9
173
0
No Failure
3,260
M18119
M
301.2
310
1,625
31.6
173
0
No Failure
8,571
H37984
H
297.9
308.7
1,545
35.9
120
0
No Failure
8,631
L55810
L
297.4
308.4
1,371
57.4
52
0
No Failure
8,852
M23711
M
297.7
308.9
1,573
35.1
9
0
No Failure
1,640
M16499
M
297.9
307.8
1,450
43.5
106
0
No Failure
2,589
L49768
L
299
308.7
1,706
28.6
206
0
No Failure
2,434
L49613
L
299
308.3
1,441
44
48
0
No Failure
5,764
H35177
H
301.8
311.2
1,451
39.4
70
0
No Failure
8,320
L55499
L
298.7
309.7
1,393
45.7
99
0
No Failure
1,593
L48772
L
298.1
308.4
1,592
38.2
211
0
No Failure
544
H29957
H
297.5
309.3
1,563
36.1
100
0
No Failure
5,707
L52886
L
302.4
311.9
1,290
70
139
1
Power Failure
4,358
L51537
L
302
309.9
1,407
52.8
154
0
No Failure
4,389
L51568
L
302
309.8
1,701
27.2
4
0
No Failure
1,476
M16335
M
298.4
309.5
1,519
35.4
133
0
No Failure
6,939
L54118
L
300.7
311.2
1,452
44.4
33
0
No Failure
9,907
M24766
M
298.6
309.1
1,587
37.3
203
0
No Failure
6,771
M21630
M
301.3
310.8
1,509
40.1
25
0
No Failure
9,632
L56811
L
299
310
1,672
33.2
144
0
No Failure
1,037
M15896
M
296.4
307.5
1,684
31.4
72
0
No Failure
7,103
M21962
M
300.8
310.3
1,494
42.2
35
0
No Failure
7,615
L54794
L
300.5
311.4
1,432
47.5
51
0
No Failure
9,452
H38865
H
298
308.7
1,536
39.6
99
0
No Failure
1,275
H30688
H
298.1
309.5
1,530
40.2
65
0
No Failure
4,012
L51191
L
302.2
311.1
1,447
52.1
174
0
No Failure
7,908
L55087
L
300.8
312.3
1,858
26.3
144
0
No Failure
277
M15136
M
298
307.9
1,750
26.6
67
0
No Failure
8,395
M23254
M
298.6
309.5
1,566
38.1
89
0
No Failure
7,815
L54994
L
300
311.4
1,927
24.6
132
0
No Failure
2,091
L49270
L
299.5
309.2
1,393
47.3
20
0
No Failure
8,894
L56073
L
297.5
308.7
1,371
46.5
121
0
No Failure
1,102
H30515
H
296.7
307.5
1,607
33.6
38
0
No Failure
6,731
M21590
M
301.6
311
1,431
42.3
129
0
No Failure
8,002
L55181
L
300.8
312
1,374
50.2
154
0
No Failure
3,711
L50890
L
302.2
311.5
1,489
38.3
35
0
No Failure
2,593
L49772
L
298.9
308.6
1,539
45.4
4
0
No Failure
3,962
M18821
M
302.2
311.4
1,642
32.1
42
0
No Failure
2,332
L49511
L
299.3
308.6
1,384
53.6
218
1
Overstrain Failure
5,827
M20686
M
301.3
311.1
1,492
41.2
223
0
No Failure
2,089
L49268
L
299.6
309.4
1,331
46.4
16
0
No Failure
6,450
L53629
L
300.6
310.2
1,519
44.6
69
0
No Failure
7,235
M22094
M
299.8
310
1,397
48.1
164
0
No Failure
5,229
M20088
M
303.9
313.1
1,343
61.4
14
0
No Failure
5,023
L52202
L
304
313.1
1,404
47.1
90
0
No Failure
9,831
L57010
L
298.3
309.3
1,337
56.1
206
1
Overstrain Failure
3,669
L50848
L
302.3
311.7
1,510
38.7
141
0
No Failure
12
H29425
H
298.6
309.1
1,423
44.3
29
0
No Failure
5,672
H35085
H
302.2
311.6
1,534
37.2
41
0
No Failure
428
M15287
M
297.5
308.5
1,496
42.2
22
0
No Failure
1,888
M16747
M
297.9
307.5
1,642
32.4
126
0
No Failure
4,744
L51923
L
303.3
311.3
1,409
51.8
16
0
No Failure
4,707
L51886
L
303.5
311.7
1,959
22.3
157
0
No Failure
4,422
L51601
L
302.6
310.2
1,325
62.4
92
1
Heat Dissipation Failure
2,581
L49760
L
299.3
309.1
1,293
53.7
189
0
No Failure
4,314
L51493
L
301.4
310.1
1,502
46.6
37
0
No Failure
8,841
M23700
M
297.3
308.7
1,542
37
184
0
No Failure
8,802
L55981
L
297.4
308.6
1,488
36.4
71
0
No Failure
9,303
M24162
M
298.1
308.9
1,804
25.1
118
0
No Failure
3,732
M18591
M
302.2
311.2
1,377
43
91
0
No Failure
9,154
L56333
L
297.5
308.6
1,546
33.8
139
0
No Failure
8,161
M23020
M
299.7
311.1
1,618
30.3
125
0
No Failure
7,856
M22715
M
300.3
311.8
1,592
32.1
11
0
No Failure
472
H29885
H
297.3
308.8
1,419
42.4
139
0
No Failure
1,715
L48894
L
298.2
307.8
1,388
48.6
76
0
No Failure
1,748
L48927
L
298.4
307.9
2,381
14.2
164
0
No Failure
5,179
H34592
H
304
313.2
1,517
43.1
96
0
No Failure
6,013
H35426
H
300.8
310.9
1,425
44
33
0
No Failure
5,231
M20090
M
303.8
313.1
2,117
18.6
22
0
No Failure
322
L47501
L
297.8
308.4
1,518
32.5
190
0
No Failure
2,719
L49898
L
299.5
309.1
1,357
47.3
106
0
No Failure
2,857
H32270
H
300.5
309.3
1,471
45.2
223
0
No Failure
1,838
L49017
L
297.7
307.2
1,392
43
197
0
No Failure
5,526
M20385
M
302.6
312
1,363
45.7
91
0
No Failure
6,285
M21144
M
301.2
310.8
1,734
31.3
64
0
No Failure
6,393
L53572
L
300.1
309.7
1,680
33.8
140
0
No Failure
1,044
L48223
L
296.5
307.6
1,431
45.2
90
0
No Failure
7,254
L54433
L
300.3
310.5
1,522
39.1
217
0
No Failure