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
4,721
M19580
M
303.4
311.7
1,353
44.1
192
1
Heat Dissipation Failure
1,959
H31372
H
297.9
307.7
1,464
43.2
97
0
No Failure
8,837
L56016
L
297.4
308.9
1,708
28.8
174
0
No Failure
9,457
L56636
L
298.5
309.3
1,630
33.3
116
0
No Failure
1,492
M16351
M
298.1
308.9
1,353
46.2
173
0
No Failure
5,059
L52238
L
303.9
312.9
1,526
42.5
194
0
No Failure
134
M14993
M
298.7
308.4
1,430
49.6
135
0
No Failure
2,188
M17047
M
299.8
309.4
1,439
47.4
57
0
No Failure
6,615
L53794
L
301.7
310.6
1,660
28.7
66
0
No Failure
385
L47564
L
297.5
308.5
1,712
26.8
136
0
No Failure
9,177
L56356
L
297.8
308.9
1,518
40.4
2
0
No Failure
8,518
M23377
M
298.3
309.6
1,469
54.8
191
0
No Failure
4,743
L51922
L
303.3
311.3
1,592
33.7
14
0
No Failure
9,576
M24435
M
299.6
310.8
1,603
35.4
202
0
No Failure
2,825
M17684
M
300.3
309.5
1,448
42.4
145
0
No Failure
1,157
H30570
H
297
307.8
1,404
40.7
184
0
No Failure
3,693
L50872
L
302.1
311.3
1,758
24.4
200
0
No Failure
7,078
M21937
M
300.7
310.5
1,594
31
196
0
No Failure
298
L47477
L
298
308.5
1,713
25.3
124
0
No Failure
4,473
L51652
L
302.7
310.6
1,501
48.7
4
0
No Failure
4,792
M19651
M
303.7
312.7
1,469
48.5
147
0
No Failure
5,463
L52642
L
302.9
312.3
1,889
22.8
148
0
No Failure
1,294
H30707
H
298.7
309.8
1,582
33.4
121
0
No Failure
8,362
L55541
L
298.6
309.5
1,450
44.3
7
0
No Failure
4,516
L51695
L
302.5
310.4
1,415
48.2
117
0
No Failure
7,020
L54199
L
300.8
310.8
1,741
27.1
39
0
No Failure
2,638
L49817
L
299.9
309.6
1,294
49.7
126
0
No Failure
9,903
H39316
H
298.7
309.3
1,402
45.3
190
0
No Failure
4,751
M19610
M
303.2
311.2
1,688
31.9
33
0
No Failure
19
H29432
H
298.8
309.2
1,306
54.5
50
0
No Failure
6,422
L53601
L
300.3
309.9
1,527
41.4
2
0
No Failure
5,234
L52413
L
303.6
312.9
1,450
45.3
29
0
No Failure
230
L47409
L
298.3
308.5
1,538
32.2
173
0
No Failure
6,718
M21577
M
301.4
310.6
1,464
48.6
96
0
No Failure
8,977
L56156
L
296.7
307.4
1,535
34.6
114
0
No Failure
7,751
L54930
L
300.4
311.7
1,444
51.2
174
0
No Failure
5,364
L52543
L
303.2
312.5
1,518
39.9
146
0
No Failure
2,425
L49604
L
298.9
308.2
1,828
23.8
26
0
No Failure
3,051
L50230
L
300.2
309.2
1,431
51.3
57
0
No Failure
5,129
L52308
L
304.2
313.4
1,434
42.5
175
0
No Failure
1,571
L48750
L
298.2
308.4
1,452
43.5
158
0
No Failure
4,596
M19455
M
303
311.2
1,460
43.9
103
0
No Failure
890
L48069
L
295.6
306.1
1,389
46.2
113
0
No Failure
913
L48092
L
295.6
306
1,569
40.4
174
0
No Failure
1,082
L48261
L
297
307.8
1,521
40.2
190
0
No Failure
3,230
L50409
L
300.6
309.4
1,442
43.2
96
0
No Failure
2,700
L49879
L
299.9
309.4
1,363
60.9
57
0
No Failure
7,269
L54448
L
300.5
310.6
1,543
36.2
30
0
No Failure
1,921
L49100
L
298.1
307.9
2,161
17.5
5
0
No Failure
7,830
L55009
L
299.8
311.2
1,664
28.3
173
0
No Failure
3,298
L50477
L
301.2
310.3
1,548
38.6
59
0
No Failure
3,806
M18665
M
302.4
311
1,580
36.5
64
0
No Failure
8,528
L55707
L
298.4
309.3
1,531
37.4
16
0
No Failure
9,788
H39201
H
298.6
309.5
1,420
50.4
82
0
No Failure
2,298
L49477
L
299.3
308.7
1,802
26
130
0
No Failure
323
L47502
L
297.8
308.5
1,448
40
192
0
No Failure
3,868
M18727
M
302.7
311.6
2,709
9.7
2
1
Power Failure
5,799
L52978
L
301.5
310.9
1,600
39
160
0
No Failure
4,876
L52055
L
303.7
312.4
1,702
31.2
144
0
No Failure
9,895
L57074
L
298.9
309.5
1,645
31.1
169
0
No Failure
8,209
L55388
L
299.2
310.7
1,477
44
19
0
No Failure
2,416
M17275
M
299.1
308.5
1,587
35.6
2
0
No Failure
5,893
L53072
L
301.4
311.1
1,472
44.5
159
0
No Failure
2,488
H31901
H
298.9
308.6
1,623
31
180
0
No Failure
2,196
L49375
L
299.6
308.9
1,613
30.8
80
0
No Failure
1,218
L48397
L
297
308.1
1,455
43.5
122
0
No Failure
3,759
M18618
M
302.2
311
1,476
47.4
161
0
No Failure
5,192
L52371
L
304
313.2
1,416
46
128
0
No Failure
5,629
L52808
L
302.7
312.1
1,688
32
155
0
No Failure
6,455
L53634
L
300.7
310.1
1,598
32.8
79
0
No Failure
3,335
M18194
M
301.6
310.8
1,548
34.2
143
0
No Failure
9,720
L56899
L
298.9
309.9
1,309
56.2
119
0
No Failure
667
L47846
L
297.5
309
1,470
43.5
191
0
No Failure
3,113
M17972
M
299.8
309.1
1,355
56.7
7
0
No Failure
2,352
L49531
L
299.2
308.4
1,393
48.4
35
0
No Failure
3,327
L50506
L
301.5
310.6
1,962
20.2
124
0
No Failure
7,120
L54299
L
301
310.5
1,378
44.4
83
0
No Failure
6,105
M20964
M
300.8
310.8
1,461
41.3
53
0
No Failure
4,310
M19169
M
301.3
309.9
1,501
39.5
27
0
No Failure
9,352
L56531
L
298.3
308.8
1,645
30.4
33
0
No Failure
4,388
L51567
L
302
309.8
1,532
39.4
2
0
No Failure
6,681
L53860
L
301.5
310.8
1,417
49.7
5
0
No Failure
1,706
M16565
M
298.1
307.8
1,608
32.6
57
0
No Failure
7,638
H37051
H
300.4
311.4
1,445
52.4
105
0
No Failure
500
L47679
L
297.5
309.1
1,515
35.1
213
0
No Failure
8,568
L55747
L
298
308.7
1,511
45.8
114
0
No Failure
6,117
L53296
L
300.8
310.9
1,453
43.9
84
0
No Failure
2,287
M17146
M
299.4
308.7
1,289
60.5
104
0
No Failure
1,736
L48915
L
298.4
308
1,380
47.6
130
0
No Failure
8,983
L56162
L
297
307.7
1,315
60.1
128
0
No Failure
1,365
L48544
L
298.7
310.2
1,566
33.1
68
0
No Failure
441
L47620
L
297.4
308.5
1,389
39.2
54
0
No Failure
2,528
L49707
L
298.8
308.5
1,450
50.8
57
0
No Failure
4,738
M19597
M
303.2
311.5
1,336
58.2
2
1
Heat Dissipation Failure
9,477
M24336
M
298.8
309.6
1,692
31.9
167
0
No Failure
6,066
L53245
L
301
310.9
1,568
38.2
172
0
No Failure
9,944
M24803
M
298.3
308
1,766
26
96
0
No Failure
2,348
L49527
L
299.2
308.3
1,410
43
26
0
No Failure
8,963
L56142
L
297.3
307.9
1,628
30.2
80
0
No Failure
1,013
M15872
M
296.1
307.1
1,433
38.5
14
0
No Failure