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
6,856
M21715
M
301.1
311.3
1,654
30.7
28
0
No Failure
2,932
L50111
L
300.8
309.7
1,373
45.4
179
0
No Failure
5,642
L52821
L
302.6
312.1
1,473
37.3
184
0
No Failure
1,121
H30534
H
296.6
307.7
1,654
31
91
0
No Failure
4,540
L51719
L
302.5
310.3
1,592
32.6
174
0
No Failure
9,289
L56468
L
298.2
308.9
1,444
53.1
83
0
No Failure
2,227
M17086
M
299.6
308.9
1,685
27.8
161
0
No Failure
9,459
L56638
L
298.4
309.1
1,417
40.6
121
0
No Failure
5,510
L52689
L
302.8
312.2
1,509
36.5
52
0
random failures
3,538
M18397
M
302
311
1,980
21.5
20
0
No Failure
7,625
L54804
L
300.6
311.7
1,507
45.5
74
0
No Failure
1,508
M16367
M
298
308.6
1,376
55.7
214
0
No Failure
6,083
L53262
L
300.9
310.7
1,352
46.4
212
0
No Failure
1,478
L48657
L
298.3
309.4
1,570
35.6
138
0
No Failure
9,300
M24159
M
298.1
308.9
1,335
50.4
110
0
No Failure
9,674
M24533
M
299
310.1
1,593
35.4
5
0
No Failure
1,358
L48537
L
298.6
309.9
1,461
45.7
49
0
No Failure
925
L48104
L
295.5
306
1,800
27.6
208
0
No Failure
9,159
H38572
H
297.4
308.4
1,487
46.2
150
0
No Failure
9,313
H38726
H
298.5
309.4
1,573
33.6
143
0
No Failure
9,410
L56589
L
298
308.5
1,664
28.3
196
0
No Failure
2,297
L49476
L
299.4
308.7
1,553
42.7
128
0
No Failure
8,563
L55742
L
298.1
308.9
1,351
52.4
102
0
No Failure
1,943
L49122
L
298.1
308
1,456
42.4
59
0
No Failure
5,450
L52629
L
303.1
312.8
2,329
15.1
113
0
No Failure
1,327
L48506
L
298.9
310.2
1,411
46.5
202
0
No Failure
3,100
M17959
M
299.9
309.1
1,513
43.8
188
0
No Failure
9,989
L57168
L
298.9
308.6
1,771
24.1
213
0
No Failure
7,834
L55013
L
300
311.4
1,604
38.7
185
0
No Failure
2,558
M17417
M
299.4
309.1
1,440
50
134
0
No Failure
1,868
L49047
L
298.1
307.9
1,502
41.8
79
0
No Failure
8,230
L55409
L
299.1
310.5
1,739
27.4
72
0
No Failure
2,321
H31734
H
299.2
308.8
1,440
39.1
188
0
No Failure
8,859
L56038
L
297.8
308.9
1,506
33.5
26
0
No Failure
8,099
L55278
L
300.2
311.6
1,500
39
174
0
No Failure
798
L47977
L
296.8
307.7
1,565
40.1
89
0
No Failure
9,245
L56424
L
298.3
308.8
1,767
27.3
168
0
No Failure
9,754
L56933
L
298.5
309.8
1,593
35.1
203
0
No Failure
20
M14879
M
298.9
309.3
1,632
32.5
55
0
No Failure
1,669
L48848
L
298.2
307.9
1,551
34.1
190
0
No Failure
9,998
M24857
M
299
308.6
1,645
33.4
22
0
No Failure
1,314
L48493
L
298.9
310.2
1,359
56.9
166
0
No Failure
3,177
L50356
L
300.3
309.6
1,435
45.4
181
0
No Failure
9,918
M24777
M
298.5
308.8
1,557
36
21
0
No Failure
3,392
L50571
L
301.5
310.7
1,466
47.3
77
0
No Failure
7,586
L54765
L
300.4
311.1
1,397
50.8
189
0
No Failure
9,840
M24699
M
298.4
309.2
1,491
51.2
13
0
No Failure
6,479
L53658
L
300.5
309.8
1,663
29.1
145
1
No Failure
4,233
L51412
L
302.2
310.9
1,452
42.3
56
0
No Failure
5,270
L52449
L
303.5
312.9
1,504
44.8
111
0
No Failure
664
L47843
L
297.5
308.9
1,469
44
185
0
No Failure
2,794
L49973
L
300.3
309.6
1,597
31.8
73
0
No Failure
6,463
H35876
H
300.6
310
1,483
44
97
0
No Failure
8,954
L56133
L
297.3
308
1,518
36
59
0
No Failure
9,924
M24783
M
298.5
308.7
1,615
33.3
41
0
No Failure
9,816
M24675
M
298.4
309.1
1,576
38.8
167
0
No Failure
434
M15293
M
297.6
308.5
1,848
23.7
37
0
No Failure
8,286
L55465
L
298.9
310.6
1,387
52.7
2
0
No Failure
9,884
H39297
H
298.7
309.6
1,654
34.3
136
0
No Failure
1,513
H30926
H
298
308.7
1,503
36.3
5
0
No Failure
1,253
L48432
L
297.5
308.8
1,533
41.5
223
0
No Failure
8,103
L55282
L
300.3
311.8
1,413
46
182
0
No Failure
5,696
L52875
L
302.4
311.8
1,451
42
110
0
No Failure
4,503
L51682
L
302.4
310.2
1,642
28.3
88
0
No Failure
4,534
M19393
M
302.4
310.3
1,375
52.5
161
1
Heat Dissipation Failure
9,011
L56190
L
297.2
307.9
1,441
40
195
0
No Failure
3,120
L50299
L
300.1
309.4
1,858
23.6
26
0
No Failure
8,537
M23396
M
298.6
309.5
1,426
45.4
38
0
No Failure
3,590
L50769
L
301.7
310.5
2,465
13.7
149
0
No Failure
4,157
M19016
M
302
310.5
1,823
25.1
87
0
No Failure
9,599
L56778
L
299
310.2
1,490
41.1
54
0
No Failure
9,586
M24445
M
299.3
310.5
1,563
42.1
19
0
No Failure
1,417
M16276
M
298.7
309.9
2,083
18.2
205
0
No Failure
7,643
M22502
M
300.4
311.4
1,604
31.7
119
0
No Failure
2,198
L49377
L
299.7
309
1,412
49.2
85
0
No Failure
1,789
L48968
L
298.3
308
1,442
47.3
65
0
No Failure
8,684
L55863
L
297.2
308.5
1,447
47.9
188
0
No Failure
9,230
M24089
M
298.1
309
2,042
17.8
129
0
No Failure
4,078
L51257
L
302
310.5
1,635
39.8
99
0
No Failure
2,429
M17288
M
299
308.3
1,377
47.2
35
0
No Failure
8,895
M23754
M
297.5
308.7
1,546
38
123
0
No Failure
8,324
H37737
H
298.7
309.5
1,453
40.4
108
0
No Failure
2,002
L49181
L
298.4
308.2
1,604
34.9
11
0
No Failure
8,875
L56054
L
298.1
309.3
1,443
45.3
70
0
No Failure
3,366
M18225
M
301.4
310.6
1,630
30.3
2
0
No Failure
5,219
L52398
L
303.8
312.9
1,589
37.2
203
0
No Failure
4,148
L51327
L
301.9
310.3
1,398
44
65
0
No Failure
3,017
L50196
L
300.5
309.8
1,441
48.8
200
0
No Failure
4,049
L51228
L
301.9
311
2,691
12.1
31
1
Power Failure
1,404
L48583
L
299
310.2
1,372
48
174
0
No Failure
970
L48149
L
295.9
306.6
1,412
41
109
0
No Failure
602
L47781
L
297.9
309.7
2,194
16.8
27
0
No Failure
7,692
M22551
M
300.5
311.5
1,370
56.1
7
0
No Failure
3,704
M18563
M
302
311.2
1,418
49.5
17
0
No Failure
1,104
M15963
M
296.7
307.4
1,540
38.7
45
0
No Failure
5,650
M20509
M
302.5
311.9
1,414
51.6
205
0
No Failure
6,057
L53236
L
300.8
310.8
1,634
29.2
149
0
No Failure
4,464
L51643
L
302.8
310.6
2,016
19.9
199
0
No Failure
1,118
L48297
L
296.5
307.4
1,523
40.7
85
0
No Failure
4,731
L51910
L
303.3
311.7
1,508
35.5
217
0
No Failure