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
6,388
M21247
M
300.2
309.8
1,487
39.2
122
0
No Failure
8,723
L55902
L
297.2
308.6
1,366
50.4
74
0
No Failure
8,586
M23445
M
297.4
307.9
1,338
48.5
158
0
No Failure
1,671
L48850
L
298.2
307.8
1,528
31.1
194
0
No Failure
7,494
L54673
L
300.2
311.7
1,448
54.2
173
0
No Failure
1,548
L48727
L
298.3
308.9
1,348
55.5
102
0
No Failure
1,045
L48224
L
296.5
307.6
1,512
43.6
92
0
No Failure
8,077
L55256
L
300.3
311.8
1,360
48
119
0
No Failure
8,753
M23612
M
297.4
308.5
1,465
55.9
153
0
No Failure
3,441
L50620
L
301.3
310.3
1,460
41.5
197
0
No Failure
8,216
L55395
L
299.1
310.5
1,437
43.1
40
0
No Failure
6,764
M21623
M
301.4
310.8
1,782
26.5
6
0
No Failure
7,320
L54499
L
299.8
310.2
1,654
32.7
159
0
No Failure
5,545
L52724
L
302.2
311.7
1,471
45.6
140
0
No Failure
8,557
L55736
L
298.2
309
1,489
40.6
89
0
No Failure
7,983
L55162
L
301
312.3
1,488
42.6
107
0
No Failure
7,942
M22801
M
300.7
311.7
1,499
38.9
3
0
No Failure
225
L47404
L
298.3
308.6
1,584
29.3
162
0
No Failure
5,859
L53038
L
301.3
311
1,348
44.5
78
0
No Failure
2,245
M17104
M
299.3
308.4
1,542
37.5
203
1
Tool Wear Failure
2,533
L49712
L
298.9
308.7
1,389
44.9
69
0
No Failure
702
L47881
L
297.7
308.8
1,515
40.1
82
0
No Failure
1,217
L48396
L
296.9
308
1,514
41
120
0
No Failure
2,808
M17667
M
299.9
309.3
1,452
41.9
106
0
No Failure
8,617
L55796
L
297.6
308.6
1,355
46.4
13
0
No Failure
7,493
M22352
M
300.3
311.7
1,319
51.4
170
0
No Failure
6,162
L53341
L
301
310.9
1,479
44.3
194
0
No Failure
8,479
M23338
M
298.5
309.7
1,354
60.8
96
0
No Failure
695
L47874
L
297.6
309.1
1,394
50
62
0
No Failure
7,723
L54902
L
300.5
311.7
1,409
54.7
104
0
No Failure
3,586
L50765
L
301.9
310.7
1,947
25
137
0
No Failure
5,328
M20187
M
303.5
312.7
2,116
16.7
45
0
No Failure
7,597
L54776
L
300.5
311.1
1,547
37.2
7
0
No Failure
76
L47255
L
298.8
308.9
1,379
46.7
204
0
No Failure
7,520
L54699
L
300.2
311.6
1,999
21
19
0
No Failure
3,099
M17958
M
299.9
309.2
1,389
51.2
185
0
No Failure
6,902
L54081
L
301
311.7
1,547
34.5
152
0
No Failure
4,832
L52011
L
303.5
312
1,366
54.5
30
1
Heat Dissipation Failure
1,651
M16510
M
298
307.9
1,417
51
137
0
No Failure
6,847
M21706
M
301.2
311.5
1,498
49.5
3
0
No Failure
7,179
L54358
L
300.2
310.2
1,600
31.5
23
0
No Failure
5,002
M19861
M
303.6
312.7
2,174
17.6
37
0
No Failure
2,446
H31859
H
299.2
308.7
1,375
55.1
78
0
No Failure
6,691
L53870
L
301.7
311
1,343
49.2
25
0
No Failure
5,519
M20378
M
302.5
311.8
2,023
19.1
74
0
No Failure
1,597
L48776
L
298
308.1
1,877
24.3
0
0
No Failure
9,499
H38912
H
299.2
310.1
1,542
36.1
5
0
No Failure
1,328
L48507
L
298.8
310.2
1,814
26.8
204
0
No Failure
4,339
L51518
L
301.6
309.9
1,397
43.7
102
0
No Failure
9,784
H39197
H
298.8
309.9
1,466
44.6
66
0
No Failure
5,800
L52979
L
301.5
310.8
1,593
34.5
162
0
No Failure
2,161
L49340
L
299.4
309
1,507
41
213
0
No Failure
1,802
M16661
M
298
307.5
1,427
43.6
101
0
No Failure
3,129
M17988
M
300.1
309.5
1,462
42.8
50
0
No Failure
4,834
L52013
L
303.4
311.9
1,377
41.6
34
1
Heat Dissipation Failure
6,326
L53505
L
300.7
310.1
1,721
32.3
170
0
No Failure
8,817
M23676
M
297.2
308.5
1,425
45.8
109
0
No Failure
5,796
M20655
M
301.9
311.4
1,465
39.9
153
0
No Failure
9,906
M24765
M
298.7
309.1
1,423
49.5
200
0
No Failure
101
L47280
L
298.8
308.9
1,852
25
57
0
No Failure
6,596
M21455
M
301.5
310.7
1,460
38.6
14
0
No Failure
5,087
L52266
L
304
313
1,541
45.9
64
0
No Failure
9,540
L56719
L
299.4
310.8
1,424
47.7
109
0
No Failure
1,043
L48222
L
296.6
307.6
1,542
37.4
88
0
No Failure
8,727
L55906
L
297.2
308.6
1,562
33
84
0
No Failure
5,135
L52314
L
304.1
313.3
1,438
45.5
188
0
No Failure
1,884
M16743
M
298
307.6
1,472
46.7
116
0
No Failure
5,649
L52828
L
302.5
311.9
1,401
44.9
203
0
No Failure
9,121
L56300
L
297.4
308.4
1,525
38.7
62
0
No Failure
2,132
L49311
L
299.4
309.1
1,432
45.4
137
0
No Failure
9,436
L56615
L
298
308.7
1,443
49.3
52
0
No Failure
3,740
M18599
M
302.2
311.2
1,663
29.6
115
0
No Failure
7,541
M22400
M
300.2
311.3
1,587
31.2
73
0
No Failure
5,771
L52950
L
301.6
311.2
1,408
42.9
89
0
No Failure
9,987
M24846
M
298.8
308.6
1,507
42.3
207
0
No Failure
6,055
H35468
H
300.7
310.8
1,518
40.1
142
0
No Failure
4,387
L51566
L
301.9
309.7
1,719
31.9
0
0
No Failure
3,319
L50498
L
301.4
310.4
1,436
49.7
108
0
No Failure
7,756
M22615
M
300.4
311.8
1,362
47.6
188
0
No Failure
7,362
L54541
L
299.5
310
1,502
38.5
52
0
No Failure
8,815
L55994
L
297.2
308.4
1,462
51.2
102
0
No Failure
7,117
L54296
L
301
310.5
1,601
33.2
77
0
No Failure
769
L47948
L
296.9
308
1,713
29.3
13
0
No Failure
1,235
H30648
H
297.2
308.5
2,440
14
166
0
No Failure
156
H29569
H
298.4
308.2
1,987
19.8
198
0
No Failure
9,950
M24809
M
298.2
307.8
1,411
53.4
110
0
No Failure
2,897
M17756
M
300.7
309.5
1,633
31.3
90
0
No Failure
8,193
L55372
L
299.6
310.9
1,229
65.2
209
1
Overstrain Failure
5,016
L52195
L
303.9
313
1,759
28.4
74
0
No Failure
8,160
H37573
H
299.6
310.9
1,679
31.2
120
0
No Failure
3,985
L51164
L
302.3
311.3
1,652
32.8
108
0
No Failure
8,680
L55859
L
297.3
308.5
1,456
54.2
179
0
No Failure
2,587
L49766
L
299
308.7
1,537
42.8
202
0
No Failure
8,471
L55650
L
298.7
309.9
1,464
38
74
0
No Failure
7,001
M21860
M
300.6
310.6
1,463
45.5
196
0
No Failure
1,843
H31256
H
297.7
307.1
1,855
22.5
7
0
No Failure
6,490
M21349
M
300.7
309.8
1,490
38.8
173
0
No Failure
4,557
M19416
M
302.7
310.6
1,349
51.2
6
1
Heat Dissipation Failure
8,073
H37486
H
300.5
312
1,375
43.2
108
0
No Failure
2,775
L49954
L
300.1
309.4
1,559
39.7
24
0
No Failure