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
4,379
M19238
M
301.9
309.6
1,385
45.8
217
0
No Failure
8,290
L55469
L
298.9
310.6
1,406
43.8
12
0
No Failure
9,359
L56538
L
298.2
308.7
1,407
45.1
49
0
No Failure
9,405
L56584
L
297.7
308.2
2,007
19.3
181
0
No Failure
3,159
L50338
L
300.4
309.7
1,679
30.1
136
0
No Failure
346
L47525
L
297.5
308.3
1,585
32.9
32
0
No Failure
9,688
M24547
M
299.1
310.1
1,649
31.6
41
0
No Failure
8,072
L55251
L
300.5
312
1,646
29.5
106
0
No Failure
3,416
L50595
L
301.4
310.4
1,579
36.9
133
0
No Failure
1,949
L49128
L
298.1
308.1
1,410
45.8
71
0
No Failure
6,789
M21648
M
301.1
310.6
1,410
43.9
73
0
No Failure
5,625
M20484
M
302.8
312.2
1,469
36.9
143
0
No Failure
105
L47284
L
298.8
308.7
1,450
43.4
66
0
No Failure
6,957
M21816
M
300.8
311.2
1,434
39.1
82
0
No Failure
1,434
L48613
L
298.8
309.8
1,363
44
25
0
No Failure
6,707
L53886
L
301.4
310.6
1,381
46.1
70
0
No Failure
8,215
L55394
L
299.2
310.5
1,391
45.8
38
0
No Failure
4,901
L52080
L
303.6
312.4
1,388
41.9
221
0
No Failure
3,644
L50823
L
302.3
311.6
1,784
26.4
79
0
No Failure
6,112
M20971
M
300.7
310.8
1,486
41.2
71
0
No Failure
9,682
M24541
M
299.1
310.1
1,412
44.4
24
0
No Failure
9,844
L57023
L
298.3
309.2
1,383
52.1
26
0
No Failure
3,576
L50755
L
301.7
310.5
1,567
39.1
114
0
No Failure
4,092
M18951
M
302
310.4
1,595
32.9
135
0
No Failure
197
H29610
H
298.3
308.6
1,432
49.5
91
0
No Failure
3,213
L50392
L
300.3
309.2
1,649
32.4
50
0
No Failure
8,170
M23029
M
299.8
311.2
1,745
26.3
150
0
No Failure
1,685
L48864
L
297.8
307.3
1,438
44.5
3
0
No Failure
2,890
M17749
M
300.7
309.7
1,523
38.2
73
0
No Failure
4,105
L51284
L
302.1
310.5
1,389
49.6
169
0
No Failure
1,244
M16103
M
297.1
308.4
1,432
53.4
199
0
No Failure
6,791
M21650
M
301.1
310.7
2,219
16.7
79
0
No Failure
2,738
M17597
M
299.7
309.1
1,508
41.2
152
0
No Failure
6,825
L54004
L
300.9
310.7
1,740
25.3
164
0
No Failure
9,695
L56874
L
298.9
310
1,559
33.4
58
0
No Failure
4,116
H33529
H
302
310.6
1,346
54.7
196
0
No Failure
6,523
L53702
L
301.1
310.1
1,489
45.8
42
0
No Failure
9,270
L56449
L
298.2
308.8
1,354
60.9
32
0
No Failure
900
H30313
H
295.6
306.2
1,329
55.3
135
0
No Failure
5,591
M20450
M
302.5
311.9
1,340
59.4
60
0
No Failure
6,007
M20866
M
300.6
310.5
2,156
18
16
0
No Failure
4,038
M18897
M
302
310.8
1,609
35.2
4
0
No Failure
6,587
L53766
L
301.5
310.6
1,453
44
208
0
No Failure
8,148
L55327
L
299.5
310.8
1,447
41
93
0
No Failure
3,022
L50201
L
300.5
309.8
1,421
49.6
211
0
No Failure
256
L47435
L
298
308.2
1,489
40.4
11
0
No Failure
1,573
L48752
L
298.2
308.3
1,230
59.6
162
0
No Failure
5,073
L52252
L
304.1
313
1,408
45.3
28
0
No Failure
9,561
L56740
L
299.6
310.9
1,487
42.5
164
0
No Failure
994
M15853
M
296.1
307.1
1,485
36
169
0
No Failure
1,553
L48732
L
298.5
308.9
1,781
27.8
113
0
No Failure
5,872
L53051
L
301.5
311.1
1,469
49.5
107
0
No Failure
2,813
M17672
M
300
309.3
1,413
40.7
117
0
No Failure
2,195
M17054
M
299.6
308.9
1,568
35.3
77
0
No Failure
9,493
L56672
L
299.1
309.9
1,586
36.6
215
0
No Failure
3,493
H32906
H
301.9
311
1,336
63.6
111
0
No Failure
7,936
M22795
M
300.8
311.9
1,356
44.3
214
0
No Failure
3,275
L50454
L
301.3
310
1,665
31.4
0
0
No Failure
43
M14902
M
298.8
309.1
1,368
49.1
117
0
No Failure
1,412
L48591
L
298.9
310.1
1,944
23.4
192
0
No Failure
6,668
H36081
H
301.4
310.5
1,536
39.9
201
0
No Failure
845
L48024
L
296.5
307.5
1,566
35.1
206
0
No Failure
555
H29968
H
297.5
309.4
1,368
45.3
129
0
No Failure
8,517
L55696
L
298.3
309.6
1,527
30.9
189
0
No Failure
737
L47916
L
296.9
308.3
1,555
38.2
175
0
No Failure
6,500
L53679
L
300.9
310
1,671
26.8
199
0
No Failure
3,434
M18293
M
301.6
310.6
1,924
23.6
181
0
No Failure
3,801
M18660
M
302.1
310.9
1,916
23.1
51
0
No Failure
3,675
L50854
L
302.2
311.5
1,346
52.4
157
0
No Failure
8,609
L55788
L
297.4
308.4
1,369
50.6
220
1
Overstrain Failure
2,568
L49747
L
299.4
309.1
1,766
24.6
158
0
No Failure
2,605
M17464
M
299.3
309.1
1,385
45.6
34
0
No Failure
8,127
L55306
L
300.2
311.4
1,433
37.9
36
0
No Failure
3,830
H33243
H
302.3
310.9
1,366
48.4
130
1
Heat Dissipation Failure
2,339
L49518
L
299.3
308.3
1,651
28
6
0
No Failure
8,101
L55280
L
300.3
311.7
1,682
27.8
178
0
No Failure
1,088
H30501
H
296.9
307.8
1,549
35.8
206
1
Tool Wear Failure
6,189
L53368
L
301
310.9
1,450
45.9
35
0
No Failure
505
M15364
M
297.6
309.3
1,529
41.9
3
0
No Failure
6,855
L54034
L
301
311.2
1,511
42.9
26
0
No Failure
9,062
M23921
M
297.2
308.4
1,863
26
110
0
No Failure
7,360
M22219
M
299.4
310
1,512
43.2
47
0
No Failure
2,984
L50163
L
300.6
309.6
1,290
57.4
119
0
No Failure
8,520
L55699
L
298.3
309.6
1,420
44.1
197
0
No Failure
8,710
L55889
L
297.1
308.5
1,578
35.6
46
0
No Failure
3,781
L50960
L
302.4
311.1
1,446
42.9
5
0
No Failure
3,214
L50393
L
300.4
309.2
1,752
29
52
0
No Failure
2,299
L49478
L
299.3
308.6
1,482
37.6
132
0
No Failure
5,619
M20478
M
303
312.4
1,645
29.6
129
0
No Failure
7,687
M22546
M
300.7
311.7
1,504
36.9
229
0
No Failure
8,355
L55534
L
298.6
309.6
1,390
50.3
196
0
No Failure
757
L47936
L
296.8
308
1,584
40.4
227
0
No Failure
919
M15778
M
295.3
305.7
1,473
38.5
189
0
No Failure
3,880
M18739
M
302.6
311.7
1,430
51.7
32
0
No Failure
7,700
M22559
M
300.7
311.5
1,441
40.6
33
0
No Failure
8,583
M23442
M
297.5
308.1
1,334
72
151
1
Power Failure
5,102
M19961
M
304.1
313.4
1,518
42.4
105
0
No Failure
5,402
M20261
M
302.6
312.3
1,454
54.8
253
1
Tool Wear Failure
3,954
M18813
M
302.3
311.4
1,484
39.5
22
0
No Failure
7,044
M21903
M
300.7
310.6
2,006
19.1
102
0
No Failure