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
3,555
L50734
L
301.9
310.8
1,525
43.2
62
0
No Failure
7,551
M22410
M
300.3
311.4
1,554
34.3
99
0
No Failure
175
L47354
L
298.2
308.1
1,306
58.3
35
0
No Failure
9,965
L57144
L
298.3
307.9
1,766
26.5
145
0
No Failure
7,426
M22285
M
300
311.4
1,791
24.1
213
0
No Failure
7,122
M21981
M
300.9
310.4
1,375
44.7
87
0
No Failure
9,243
M24102
M
298.2
308.7
1,269
60.9
163
0
No Failure
5,008
L52187
L
303.8
312.9
1,442
48.3
52
0
No Failure
7,238
M22097
M
299.8
310
1,632
33.7
172
0
No Failure
9,189
L56368
L
297.9
309
1,502
40.2
30
0
No Failure
2,601
L49780
L
299.3
309
1,422
47.3
25
0
No Failure
8,025
L55204
L
300.9
312
1,493
38.7
217
0
No Failure
5,659
M20518
M
302.2
311.4
1,372
55.1
9
0
No Failure
6,641
L53820
L
301.4
310.4
1,334
43.2
133
0
No Failure
1,152
L48331
L
297
307.9
1,350
47.7
168
0
No Failure
2,260
L49439
L
299.1
308.3
1,431
52.3
38
0
No Failure
4,970
L52149
L
303.9
312.7
1,528
38.4
177
0
No Failure
2,961
L50140
L
300.7
309.5
1,467
44.3
55
0
No Failure
5,346
L52525
L
303.5
312.8
1,524
39.4
96
0
No Failure
4,369
L51548
L
302
310
1,664
28.6
190
0
No Failure
4,030
H33443
H
302
310.9
1,679
29
222
0
No Failure
5,162
M20021
M
304.1
313.2
2,028
18.9
45
0
No Failure
3,630
L50809
L
302.1
311.3
1,415
44.1
43
0
No Failure
4,582
L51761
L
303
311.2
1,601
32.9
69
0
No Failure
1,725
M16584
M
298.3
307.8
1,457
52.5
98
0
No Failure
5,150
L52329
L
304.3
313.5
1,452
41.5
15
0
No Failure
8,029
L55208
L
300.6
311.8
1,501
44.8
226
0
No Failure
2,109
H31522
H
299.4
309
1,415
51.7
62
0
No Failure
4,608
L51787
L
303
311.1
1,980
20.2
137
0
No Failure
8,199
M23058
M
299.3
310.7
1,374
48.9
222
0
No Failure
6,644
M21503
M
301.5
310.5
1,308
60.5
139
0
No Failure
3,509
L50688
L
301.7
310.9
1,608
33
160
0
No Failure
8,666
L55845
L
297.6
308.7
1,365
50.6
143
0
No Failure
1,782
L48961
L
298.5
308.1
1,662
28.6
48
0
No Failure
744
L47923
L
296.8
308.2
1,361
53.8
193
0
No Failure
7,210
L54389
L
299.8
309.7
1,624
34.2
96
0
No Failure
8,433
L55612
L
298.8
310
1,537
39.9
190
0
No Failure
5,585
L52764
L
302.4
311.9
1,578
29.9
44
0
No Failure
7,141
L54320
L
300.5
309.9
1,382
46.5
134
0
No Failure
3,803
M18662
M
302.2
310.9
1,488
44.2
57
0
No Failure
873
M15732
M
295.8
306.4
1,335
51.7
69
0
No Failure
1,179
L48358
L
297.3
308.5
1,398
60.4
12
0
No Failure
4,791
L51970
L
303.8
312.8
1,443
40.7
145
0
No Failure
8,013
M22872
M
300.9
312
1,375
56.1
182
0
No Failure
3,193
M18052
M
300.1
309.2
1,418
39.8
221
0
No Failure
4,264
L51443
L
302.6
311
1,620
36.2
139
0
No Failure
2,863
L50042
L
300.6
309.5
1,867
23
242
0
No Failure
5,930
L53109
L
300.3
310.2
1,471
45.2
48
0
No Failure
1,535
L48714
L
298
308.8
1,757
29.1
71
0
No Failure
4,917
H34330
H
303.4
312.3
1,769
27.9
40
0
No Failure
2,697
L49876
L
300
309.6
1,452
46
51
0
No Failure
6,317
L53496
L
300.9
310.4
1,544
36
148
0
No Failure
4,106
L51285
L
302
310.6
1,583
35.2
171
0
No Failure
3,632
M18491
M
302.1
311.4
1,419
36.2
47
0
No Failure
4,412
L51591
L
302.5
310.3
1,688
31.6
66
0
No Failure
8,882
H38295
H
298
309.2
1,520
37.9
89
0
No Failure
4,864
M19723
M
303.6
312.3
1,915
22.3
116
0
No Failure
8,469
H37882
H
298.6
309.7
1,463
39.1
66
0
No Failure
9,046
L56225
L
297.4
308.4
1,603
34.6
65
0
No Failure
2,033
L49212
L
298.8
308.5
1,444
42.2
83
0
No Failure
639
L47818
L
298
309.6
1,536
37.3
120
0
No Failure
2,996
L50175
L
300.5
309.8
1,550
37.4
148
0
No Failure
7,495
L54674
L
300.2
311.8
1,436
48.2
175
0
No Failure
6,339
L53518
L
300.4
309.9
1,681
28.6
206
0
No Failure
1,934
L49113
L
298.1
308
1,638
35.1
38
0
No Failure
7,512
L54691
L
300.4
311.8
1,601
36.1
0
0
No Failure
1,310
L48489
L
298.9
310.2
1,654
31.1
158
0
No Failure
5,065
L52244
L
304
313
1,407
42.1
5
0
No Failure
6,997
M21856
M
300.5
310.6
1,621
32
184
0
No Failure
3,007
L50186
L
300.4
309.7
1,488
35.7
177
0
No Failure
6,937
L54116
L
300.6
311.1
1,471
40.7
26
0
No Failure
5,551
M20410
M
302.3
311.9
1,508
42.3
159
0
No Failure
4,830
L52009
L
303.4
311.9
1,491
38.2
26
0
No Failure
551
L47730
L
297.4
309.2
1,698
29.4
119
0
No Failure
2,218
L49397
L
299.7
309.1
1,347
55.3
139
0
No Failure
736
L47915
L
296.9
308.4
1,557
32.4
173
0
No Failure
7,811
L54990
L
300.1
311.5
2,218
17
123
0
No Failure
8,663
L55842
L
297.5
308.6
1,514
36.9
134
0
No Failure
5,369
M20228
M
303.1
312.5
1,667
30
160
0
No Failure
9,806
L56985
L
298.4
309.2
1,651
28.5
141
0
No Failure
9,259
H38672
H
298.3
309
1,379
43.2
0
0
No Failure
7,601
M22460
M
300.4
311
1,595
35.4
15
0
No Failure
6,446
L53625
L
300.7
310.3
1,662
34.4
57
0
No Failure
2,997
M17856
M
300.5
309.8
1,508
37.8
150
0
No Failure
7,617
M22476
M
300.6
311.4
1,468
40.4
55
0
No Failure
5,060
L52239
L
303.9
312.8
1,419
47.9
196
0
No Failure
2,095
L49274
L
299.4
309.3
1,377
43.6
28
0
No Failure
1,167
M16026
M
297.1
308.1
1,506
37.7
210
0
No Failure
2,361
H31774
H
299.2
308.4
1,388
53.2
59
0
No Failure
9,619
L56798
L
299
310.1
1,447
42.8
104
0
No Failure
2,262
M17121
M
299.1
308.2
1,435
45.2
45
0
No Failure
6,443
L53622
L
300.7
310.2
1,348
54.8
50
0
No Failure
6,195
L53374
L
300.9
310.8
1,571
39.9
51
0
No Failure
8,317
L55496
L
298.8
309.8
1,463
40
90
0
No Failure
6,526
L53705
L
301.1
310.4
1,312
73.6
49
1
Power Failure
9,271
L56450
L
298.2
308.8
1,302
60.4
34
0
No Failure
123
L47302
L
299
308.8
1,310
50.7
112
0
No Failure
9,818
M24677
M
298.5
309.3
1,465
42.4
173
0
No Failure
8,801
L55980
L
297.4
308.5
1,475
47.2
69
0
No Failure
8,764
L55943
L
297.5
308.8
1,603
36.7
184
0
No Failure