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
6,753
L53932
L
301.6
310.9
1,706
29.5
193
0
No Failure
102
L47281
L
298.8
308.8
1,991
20.7
59
0
No Failure
7,702
H37115
H
300.8
311.7
1,468
38.7
39
0
No Failure
3,165
L50344
L
300.4
309.7
1,685
31.3
152
0
No Failure
6,595
L53774
L
301.6
310.6
2,103
19.7
12
0
No Failure
4,969
M19828
M
303.9
312.7
1,485
43.3
174
0
No Failure
3,678
M18537
M
302.3
311.7
1,368
53.6
165
0
No Failure
8,262
H37675
H
299.2
310.6
1,434
48.4
153
0
No Failure
9,743
L56922
L
298.9
310.2
1,623
37.2
177
0
No Failure
2,264
M17123
M
299.2
308.4
1,529
43
50
0
No Failure
5,982
M20841
M
300.7
310.7
1,347
46.5
183
0
No Failure
2,401
H31814
H
299.2
308.6
1,462
55
163
0
No Failure
1,698
M16557
M
297.9
307.6
1,519
44
37
0
No Failure
1,591
L48770
L
298.2
308.4
1,497
37.7
207
0
No Failure
288
L47467
L
298.2
308.3
1,805
31.6
96
0
No Failure
7,821
M22680
M
299.8
311.2
1,706
29.2
148
0
No Failure
6,845
M21704
M
301.3
311.4
1,838
23.2
215
0
No Failure
5,685
H35098
H
302.2
311.6
1,594
36.8
82
0
No Failure
6,512
M21371
M
301.2
310.1
2,280
15.7
11
0
No Failure
9,715
L56894
L
299.1
310.1
1,894
20.1
106
0
No Failure
5,927
L53106
L
300.2
310.1
1,440
51.1
41
0
No Failure
6,229
L53408
L
301.2
310.9
1,413
50.1
141
0
No Failure
8,457
L55636
L
298.6
309.9
1,556
38.6
36
0
No Failure
5,898
M20757
M
301
310.7
1,517
40.2
171
0
No Failure
1,776
L48955
L
298.5
308
1,404
48.1
32
0
No Failure
4,326
L51505
L
301.6
310.2
1,384
57.1
68
0
No Failure
4,898
H34311
H
303.8
312.5
1,525
38
209
0
No Failure
2,598
L49777
L
299
308.7
1,449
38.9
18
0
No Failure
1,931
M16790
M
298.1
307.9
1,569
37
29
0
No Failure
5,413
L52592
L
302.9
312.6
1,328
59.9
24
0
No Failure
992
M15851
M
296.1
307
1,523
42
164
0
No Failure
1,919
M16778
M
298.1
307.9
1,496
40
0
0
No Failure
1,051
L48230
L
296.6
307.6
1,671
28.8
108
0
No Failure
5,740
M20599
M
302.2
311.7
1,653
31.4
2
0
No Failure
6,953
L54132
L
300.8
311.3
1,498
40.2
73
0
No Failure
6,145
M21004
M
301.1
311.1
1,615
37.7
153
0
No Failure
3,502
H32915
H
301.9
311
1,291
63.6
137
0
No Failure
283
M15142
M
298.1
308.1
1,390
49.8
85
0
No Failure
9,402
M24261
M
297.7
308.2
1,720
25.6
174
0
No Failure
7,013
L54192
L
300.4
310.4
1,298
61.4
19
0
No Failure
9,393
L56572
L
297.6
308.1
1,437
46.3
149
0
No Failure
6,884
L54063
L
300.9
311.3
1,953
19.4
107
0
No Failure
6,382
L53561
L
300.2
309.7
1,771
27.1
104
0
No Failure
4,074
M18933
M
301.9
310.6
1,412
46.5
89
0
No Failure
7,567
L54746
L
300.3
311
1,613
34.7
142
0
No Failure
4,455
L51634
L
302.4
310.1
1,401
48.8
177
0
No Failure
1,193
M16052
M
297.2
308.3
1,431
43.7
46
0
No Failure
85
L47264
L
298.9
308.9
1,422
47.6
15
0
No Failure
9,811
L56990
L
298.1
309
1,502
40.9
153
0
No Failure
7,006
M21865
M
300.6
310.7
1,339
52.9
0
0
No Failure
2,983
L50162
L
300.5
309.5
1,795
27.7
117
0
No Failure
6,543
L53722
L
301.4
310.8
1,543
36.9
97
0
No Failure
3,584
L50763
L
301.8
310.7
1,751
29.3
133
0
No Failure
6,334
M21193
M
300.4
309.9
1,415
31.8
192
0
No Failure
9,504
M24363
M
299.2
310.3
1,551
44.8
18
0
No Failure
8,975
L56154
L
296.8
307.5
1,474
42.4
107
0
No Failure
3,305
L50484
L
301.2
310.3
1,497
45.7
76
0
No Failure
2,532
M17391
M
298.8
308.5
1,510
38.7
66
0
No Failure
2,530
M17389
M
298.8
308.6
1,571
33.7
61
0
No Failure
5,932
L53111
L
300.3
310.4
1,336
54.4
52
0
No Failure
5,622
M20481
M
302.9
312.2
1,292
54.4
136
0
No Failure
2,950
M17809
M
300.7
309.5
1,470
48.7
21
0
No Failure
3,304
L50483
L
301.2
310.4
1,390
49.9
74
0
No Failure
7,786
L54965
L
300.2
311.5
1,383
42.1
60
0
No Failure
2,265
M17124
M
299.2
308.4
1,415
43.5
53
0
No Failure
9,775
H39188
H
298.6
309.5
1,375
41
39
0
No Failure
2,381
L49560
L
299
308.1
1,242
60.9
117
0
No Failure
1,402
H30815
H
298.9
310.2
1,532
37.7
166
0
No Failure
1,303
L48482
L
298.6
309.8
1,505
45.7
144
0
random failures
6,927
H36340
H
301.1
311.6
1,417
53.4
0
0
No Failure
456
L47635
L
297.4
308.7
1,429
57.4
96
0
No Failure
8,789
L55968
L
297.4
308.5
1,369
53.2
43
0
No Failure
1,907
L49086
L
297.9
307.6
1,430
52.4
178
0
No Failure
8,962
M23821
M
297.3
308
1,403
45
77
0
No Failure
6,222
M21081
M
301.2
310.9
1,359
50.8
118
0
No Failure
988
M15847
M
296.3
307.1
1,534
33.8
151
0
No Failure
9,885
L57064
L
298.7
309.5
1,673
30.8
141
0
No Failure
860
H30273
H
296.2
307
1,542
40.6
28
0
No Failure
6,900
L54079
L
300.9
311.6
1,671
33.5
148
0
No Failure
3,826
H33239
H
302.2
310.7
1,413
48.9
114
0
No Failure
723
L47902
L
297.5
308.9
1,427
44.7
135
0
No Failure
8,588
M23447
M
297.4
307.9
1,627
34.3
166
0
No Failure
9,712
H39125
H
299.1
310.1
1,429
42.9
96
0
No Failure
1,440
M16299
M
298.8
309.8
1,534
37
47
0
No Failure
6,051
M20910
M
300.9
311.1
1,546
37.7
133
0
No Failure
9,293
L56472
L
298.2
309
1,643
34.1
91
0
No Failure
3,724
L50903
L
302.3
311.2
1,758
24.4
68
0
No Failure
7,939
L55118
L
300.8
311.7
1,681
31.3
221
0
No Failure
4,392
M19251
M
302.2
310.1
1,368
51.6
12
1
Heat Dissipation Failure
4,869
L52048
L
303.6
312.4
1,418
46
128
0
No Failure
2,284
L49463
L
299.2
308.5
1,387
51.1
98
0
No Failure
6,098
H35511
H
300.9
310.8
1,477
38.4
31
0
No Failure
1,996
L49175
L
298.3
308
1,451
47.1
196
0
No Failure
5,873
M20732
M
301.5
311
1,504
42.6
109
0
No Failure
445
L47624
L
297.4
308.4
1,582
37.2
68
0
No Failure
7,944
L55123
L
300.8
311.7
1,753
29
8
0
No Failure
321
H29734
H
297.8
308.4
1,550
38.2
185
0
No Failure
2,838
L50017
L
300.3
309.1
1,699
30.3
178
0
No Failure
5,437
M20296
M
302.9
312.5
1,679
30.9
79
0
No Failure
4,400
L51579
L
302.3
310.1
1,653
29.7
34
0
No Failure