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
6,989
L54168
L
300.7
311.1
1,478
46.8
165
0
No Failure
5,094
M19953
M
304
313.3
1,415
52.8
82
0
No Failure
1,424
L48603
L
298.7
309.8
1,539
33.4
2
0
No Failure
4,597
L51776
L
303
311.2
1,361
47.6
106
1
Heat Dissipation Failure
2,464
L49643
L
298.9
308.5
1,580
39.1
119
0
No Failure
8,205
L55384
L
299.4
310.9
1,751
27.8
10
0
No Failure
1,054
M15913
M
296.7
307.7
1,597
32.1
114
0
No Failure
9,598
L56777
L
298.9
310.1
1,510
38
52
0
No Failure
8,945
L56124
L
297.3
308.3
1,471
38.2
37
0
No Failure
574
L47753
L
297.9
309.9
1,472
45
183
0
No Failure
1,246
M16105
M
297.1
308.4
1,588
33.4
204
0
No Failure
3,771
L50950
L
302.3
311
1,609
31
190
0
No Failure
9,963
L57142
L
298.2
307.9
1,429
49.4
141
0
No Failure
3,997
M18856
M
302.3
311.3
1,625
33.1
137
0
No Failure
343
L47522
L
297.4
308.2
1,471
46.5
25
0
No Failure
2,282
L49461
L
299.3
308.7
1,536
38.9
94
0
No Failure
6,769
H36182
H
301.3
310.8
1,434
39.5
18
0
No Failure
2,145
L49324
L
299.4
308.9
1,451
40.5
168
0
No Failure
817
L47996
L
296.8
307.6
1,434
48.3
138
0
No Failure
1,200
M16059
M
296.9
307.9
1,979
20.4
68
0
No Failure
4,353
L51532
L
301.9
309.7
1,424
42.8
140
0
No Failure
2,690
L49869
L
300
309.5
1,641
30.1
35
0
No Failure
4,251
L51430
L
302.6
311
1,660
38
99
0
No Failure
4,994
L52173
L
303.8
312.9
1,819
23.7
16
0
No Failure
9,377
H38790
H
297.7
308.4
1,738
27.7
96
0
No Failure
2,390
L49569
L
299.2
308.5
1,867
27
138
0
No Failure
7,974
L55153
L
301.1
312.3
1,682
29.7
83
0
No Failure
7,812
M22671
M
300
311.4
1,466
39
125
0
No Failure
8,928
M23787
M
297.4
308.4
1,789
25
210
0
No Failure
3,599
L50778
L
301.7
310.5
1,399
53.2
174
0
No Failure
4,021
L51200
L
302.1
311
1,351
49.5
196
0
No Failure
657
M15516
M
297.7
309.1
1,732
28.1
167
0
No Failure
9,005
M23864
M
297.1
307.8
1,538
34.3
181
0
No Failure
7,118
L54297
L
300.9
310.5
1,570
40.1
79
0
No Failure
2,481
L49660
L
299
308.6
1,734
32.4
161
0
No Failure
7,933
L55112
L
300.7
311.8
1,478
41.9
207
0
No Failure
10,000
M24859
M
299
308.7
1,500
40.2
30
0
No Failure
8,087
L55266
L
300.2
311.4
1,463
37.5
145
0
No Failure
4,173
L51352
L
302.2
310.6
1,386
50
132
0
No Failure
3,315
L50494
L
301.4
310.5
1,489
43.5
98
0
No Failure
3,225
M18084
M
300.6
309.5
1,557
33.8
84
0
No Failure
4,845
M19704
M
303.4
311.8
1,316
50.9
69
1
Heat Dissipation Failure
7,496
L54675
L
300.3
311.9
1,609
34
177
0
No Failure
5,767
M20626
M
301.7
311.2
1,413
42.6
79
0
No Failure
1,236
H30649
H
297.1
308.4
1,654
31.4
171
0
No Failure
1,680
L48859
L
298
307.5
1,792
27.9
217
0
No Failure
4,231
L51410
L
302.2
310.8
1,673
32.9
52
0
No Failure
9,679
M24538
M
299.1
310.2
1,711
28.1
17
0
No Failure
293
L47472
L
298.1
308.4
1,335
40.2
109
0
No Failure
7,581
L54760
L
300.4
311.3
1,495
51.2
175
0
No Failure
4,434
H33847
H
302.4
310.2
1,435
44.9
127
0
No Failure
1,136
L48315
L
296.9
307.9
1,535
39.2
133
0
No Failure
3,283
L50462
L
301.2
309.9
1,515
40.9
21
0
No Failure
8,787
L55966
L
297.5
308.5
1,306
50.7
38
0
No Failure
8,050
H37463
H
300.6
311.9
1,604
30.5
45
0
No Failure
3,488
M18347
M
301.8
310.8
1,508
38.8
96
0
No Failure
1,364
L48543
L
298.7
310.1
1,433
54.6
66
0
No Failure
6,819
M21678
M
301
310.7
1,657
29.9
148
0
No Failure
9,272
L56451
L
298.2
308.7
1,991
20.5
36
0
No Failure
426
M15285
M
297.3
308.4
1,665
28.9
17
0
No Failure
6,943
M21802
M
300.8
311.4
1,732
26.9
45
0
No Failure
3,109
L50288
L
299.8
309.2
1,504
38.7
212
0
No Failure
3,625
M18484
M
302
311.4
1,587
35.9
30
0
No Failure
9,856
L57035
L
298.7
309.6
1,516
38.5
61
0
No Failure
7,884
H37297
H
300.7
312.3
1,446
45.4
86
0
No Failure
4,204
M19063
M
302.3
310.9
1,558
31.9
207
0
No Failure
950
L48129
L
295.6
306.3
1,636
32.7
56
0
No Failure
8,257
H37670
H
299
310.5
1,336
56.8
136
0
No Failure
3,401
H32814
H
301.4
310.7
1,536
44.4
96
0
No Failure
8,344
H37757
H
298.8
309.8
1,437
48.2
164
0
No Failure
9,340
L56519
L
298.5
309
1,458
44.8
217
0
No Failure
5,497
M20356
M
302.9
312.5
1,924
24
17
0
No Failure
3,425
L50604
L
301.5
310.5
1,593
32.9
155
0
No Failure
2,046
M16905
M
299.3
309.1
1,703
31.3
120
0
No Failure
8,878
M23737
M
298.1
309.2
1,460
45.8
80
0
No Failure
8,197
L55376
L
299.4
310.8
1,622
33.6
217
0
No Failure
4,603
M19462
M
303
311
1,409
41.7
120
0
No Failure
5,010
L52189
L
303.7
312.8
1,523
40.7
59
0
No Failure
8,514
M23373
M
298.2
309.5
1,478
36.5
182
0
No Failure
2,619
M17478
M
299.4
309.1
1,461
48.6
70
0
No Failure
4,997
M19856
M
303.6
312.8
1,400
43.2
23
0
No Failure
1,558
L48737
L
298.3
308.4
1,585
30.6
127
0
No Failure
1,065
M15924
M
296.8
307.9
1,409
44.3
145
0
No Failure
4,183
L51362
L
302.4
310.7
1,362
54.8
155
1
Heat Dissipation Failure
9,483
H38896
H
298.8
309.6
1,309
57.4
185
0
No Failure
5,839
M20698
M
301.4
311.2
1,476
36.5
25
0
No Failure
5,503
L52682
L
302.6
312.1
1,439
52.3
35
0
No Failure
6,961
L54140
L
300.7
311
1,413
52
91
0
random failures
865
M15724
M
296
306.7
2,044
22.3
48
0
No Failure
9,059
M23918
M
297.2
308.3
1,326
57.2
100
0
No Failure
3,141
H32554
H
300.4
309.9
2,563
12.8
81
1
Power Failure
534
L47713
L
297.5
309.3
1,675
29.8
72
0
No Failure
4,385
L51564
L
301.8
309.6
1,443
42.7
231
0
No Failure
1,707
L48886
L
298.2
307.8
1,521
42.9
60
0
No Failure
1,778
H31191
H
298.6
308.2
1,555
36.8
36
0
No Failure
4,787
L51966
L
303.8
312.6
1,577
41.3
134
0
No Failure
7,880
M22739
M
300.8
312.3
1,535
40.3
71
0
No Failure
9,201
M24060
M
297.9
308.8
1,602
32.1
59
0
No Failure
3,534
L50713
L
302
311
1,563
36.2
8
0
No Failure
8,982
L56161
L
297
307.7
1,502
39.4
126
0
No Failure