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
4,383
L51562
L
301.8
309.5
1,525
39.6
227
0
No Failure
5,550
H34963
H
302.3
311.9
1,374
52.4
154
0
No Failure
7,655
M22514
M
300.3
311.5
1,540
41.5
151
0
No Failure
6,207
M21066
M
300.8
310.6
1,669
28.4
79
0
No Failure
4,531
L51710
L
302.5
310.4
1,487
42
152
0
No Failure
9,068
L56247
L
297.1
308.2
1,351
56.6
126
0
No Failure
4,430
M19289
M
302.3
310.1
1,731
33.4
112
0
No Failure
3,373
L50552
L
301.4
310.8
1,431
44.3
21
0
No Failure
9,770
L56949
L
298.6
309.6
1,386
48.6
25
0
No Failure
4,992
M19851
M
303.9
313
1,475
41
11
0
No Failure
4,883
L52062
L
303.7
312.5
1,462
46.2
165
0
No Failure
1,470
L48649
L
298.6
309.8
1,497
41.6
118
0
No Failure
5,149
L52328
L
304.4
313.6
1,507
43.1
13
0
No Failure
9,610
L56789
L
299
310.1
1,470
40.3
83
0
No Failure
4,975
L52154
L
303.8
312.7
1,414
41.7
190
0
No Failure
6,694
M21553
M
301.8
311
1,756
26.7
33
0
No Failure
6,802
L53981
L
301.1
310.7
1,334
48.2
106
0
No Failure
7,412
L54591
L
300
311.1
1,425
47.8
179
0
No Failure
8,351
M23210
M
298.7
309.6
1,382
48.1
186
0
No Failure
7,858
L55037
L
300.5
311.9
1,432
43.1
16
0
No Failure
3,566
M18425
M
301.8
310.7
1,420
52
88
0
No Failure
8,869
L56048
L
297.9
309
1,456
46.5
52
0
No Failure
6,460
M21319
M
300.6
310
1,397
55.2
90
0
No Failure
6,849
M21708
M
301.1
311.3
1,389
53.3
8
0
No Failure
3,012
M17871
M
300.2
309.5
1,434
51.5
189
0
No Failure
8,872
M23731
M
297.9
309.1
1,558
39.2
59
0
No Failure
4,156
L51335
L
302
310.5
1,370
44.4
85
1
Heat Dissipation Failure
1,526
L48705
L
298.2
309
2,449
13.8
45
0
No Failure
3,255
M18114
M
301
309.7
1,288
58.4
162
0
No Failure
5,439
L52618
L
302.9
312.5
1,683
32.1
85
0
No Failure
5,411
M20270
M
302.7
312.5
1,417
51.5
19
0
No Failure
7,012
L54191
L
300.5
310.5
2,633
12.2
17
1
Power Failure
1,926
L49105
L
297.9
307.7
1,537
37.7
15
0
No Failure
1,406
L48585
L
298.9
310.1
1,394
42.7
179
0
No Failure
8,138
H37551
H
299.5
310.8
1,600
32.4
67
0
No Failure
5,590
M20449
M
302.5
311.9
1,298
57.5
57
0
No Failure
227
L47406
L
298.3
308.4
1,329
49.2
166
0
No Failure
1,639
L48818
L
297.9
307.8
1,397
45
104
0
No Failure
3,713
L50892
L
302.3
311.5
1,543
33.1
39
0
No Failure
1,822
L49001
L
298.1
307.6
1,354
43.3
155
0
No Failure
9,195
L56374
L
297.9
308.9
1,393
40.6
45
0
No Failure
7,724
L54903
L
300.5
311.6
1,730
30.2
106
0
No Failure
8,301
L55480
L
298.7
310.1
1,558
37.6
44
0
No Failure
9,301
L56480
L
298.1
308.9
1,367
41.9
113
0
No Failure
6,370
H35783
H
300
309.5
1,781
24.9
70
0
No Failure
6,414
L53593
L
300.4
310.1
1,614
33.5
191
0
No Failure
6,966
L54145
L
300.7
311
1,312
52.1
107
0
No Failure
8,657
M23516
M
297.3
308.3
1,697
27.4
121
0
No Failure
4,867
L52046
L
303.6
312.4
1,781
28.7
124
0
No Failure
4,483
H33896
H
302.7
310.5
1,568
36.9
28
0
No Failure
542
L47721
L
297.4
309.4
1,296
52.3
96
0
No Failure
5,110
M19969
M
304
313.4
1,389
45.8
123
0
No Failure
9,010
L56189
L
297.3
307.9
1,579
34.4
193
0
No Failure
1,847
H31260
H
297.7
307.3
1,514
38.6
19
0
No Failure
9,226
L56405
L
298
309.1
1,820
23.6
120
0
No Failure
1,615
M16474
M
297.8
307.9
1,802
25.8
43
0
No Failure
8,492
L55671
L
298.5
309.5
1,579
38.6
126
0
No Failure
2,691
L49870
L
300
309.5
1,728
26
37
0
No Failure
2,377
M17236
M
299.2
308.3
1,364
51.8
104
0
No Failure
1,129
M15988
M
296.8
307.9
1,843
25.2
116
0
No Failure
6,513
M21372
M
301.1
310
1,433
48.1
14
0
No Failure
4,778
M19637
M
303.5
312.2
1,818
23.6
109
0
No Failure
7,113
L54292
L
300.9
310.4
1,427
47
65
0
No Failure
8,096
L55275
L
300.2
311.7
1,493
48.3
167
0
No Failure
2,902
L50081
L
300.6
309.4
1,425
40.3
103
0
No Failure
2,210
L49389
L
299.8
309.3
1,386
49.4
116
0
No Failure
4,479
L51658
L
302.5
310.2
1,477
41.6
16
0
No Failure
1,208
M16067
M
297
308.1
1,573
34.9
93
0
No Failure
1,384
M16243
M
298.9
310.2
1,331
49
121
0
No Failure
9,897
M24756
M
298.8
309.3
1,618
35.1
173
0
No Failure
8,612
L55791
L
297.4
308.3
1,472
45.5
2
0
No Failure
6,962
M21821
M
300.7
311
1,378
41.2
93
0
No Failure
9,841
H39254
H
298.3
309.2
1,486
42.4
16
0
No Failure
296
M15155
M
298.1
308.6
1,716
30.7
119
0
No Failure
9,683
L56862
L
299.1
310
1,394
46.6
27
0
No Failure
6,528
L53707
L
301.2
310.4
1,516
44.4
53
0
No Failure
5,824
L53003
L
301.2
311
1,544
39.3
217
0
No Failure
7,813
L54992
L
300
311.5
1,666
32
128
0
No Failure
5,237
L52416
L
303.8
313.1
1,394
45.4
36
0
No Failure
5,423
M20282
M
302.7
312.4
1,422
44.5
49
0
No Failure
9,022
M23881
M
297.4
308.2
1,536
34.6
4
0
No Failure
2,417
L49596
L
299
308.4
1,571
38.6
5
0
No Failure
7,738
M22597
M
300.5
312
1,985
19.3
143
0
No Failure
4,265
M19124
M
302.6
311
1,542
39.7
141
0
No Failure
2,313
M17172
M
299.1
308.6
1,441
36.2
169
0
No Failure
4,499
H33912
H
302.6
310.4
1,614
36
74
0
No Failure
5,509
L52688
L
302.9
312.2
1,367
55.1
50
0
No Failure
4,342
L51521
L
301.7
309.8
1,398
46
109
0
No Failure
9,836
L57015
L
298.4
309.3
1,545
36.9
3
0
No Failure
8,534
M23393
M
298.6
309.4
1,465
41.1
30
0
No Failure
5,667
L52846
L
302.2
311.4
1,430
43.1
29
0
No Failure
9,787
M24646
M
298.7
309.6
1,738
27.3
79
0
No Failure
3,037
L50216
L
300.4
309.6
1,319
48.1
26
0
No Failure
6,795
L53974
L
301.3
310.8
1,428
55.2
88
0
No Failure
9,422
M24281
M
298.1
308.5
1,382
54.5
17
0
No Failure
3,400
L50579
L
301.4
310.7
1,605
34.2
94
0
No Failure
9,190
L56369
L
297.9
309.1
1,595
32
32
0
No Failure
4,454
L51633
L
302.4
310.2
1,400
53.7
175
0
No Failure
3,252
L50431
L
301.1
309.6
1,501
36.1
156
0
No Failure
976
M15835
M
296
306.6
1,628
36.8
121
0
No Failure