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
6,599
L53778
L
301.5
310.7
1,424
51.1
22
0
No Failure
8,694
M23553
M
297.2
308.5
1,584
40
4
0
No Failure
582
L47761
L
297.8
309.7
1,394
42.9
206
0
No Failure
2,379
L49558
L
299.1
308.2
1,348
56.1
110
0
No Failure
4,757
H34170
H
303.4
311.7
1,991
19
53
0
No Failure
2,762
L49941
L
299.8
309.3
1,299
65.1
212
1
Overstrain Failure
3,220
M18079
M
300.6
309.6
1,503
38.4
68
0
No Failure
9,050
L56229
L
297.3
308.5
1,545
34.3
74
0
No Failure
572
M15431
M
297.8
309.8
1,676
29
178
0
No Failure
9,109
M23968
M
297.5
308.6
1,440
38.8
29
0
No Failure
8,920
L56099
L
297.2
308.3
1,693
28
188
0
No Failure
2,475
L49654
L
298.9
308.5
1,503
40.6
145
0
No Failure
7,787
L54966
L
300.3
311.5
1,466
46.2
62
0
No Failure
2,874
H32287
H
300.6
309.4
1,555
37.9
24
0
No Failure
870
L48049
L
295.8
306.5
1,358
49.2
63
0
No Failure
4,126
L51305
L
302.1
310.6
1,439
40
7
0
No Failure
9,158
L56337
L
297.5
308.5
1,462
52.3
148
0
No Failure
5,260
L52439
L
303.5
312.9
1,544
36.9
87
0
No Failure
2,977
M17836
M
300.5
309.3
1,881
25.5
98
0
No Failure
4,093
H33506
H
302
310.5
1,812
24.4
138
0
No Failure
7,999
L55178
L
300.9
312.1
1,359
51.7
146
0
No Failure
455
L47634
L
297.4
308.7
1,468
46.6
94
0
No Failure
3,067
M17926
M
300.1
309.2
1,457
44.3
98
0
No Failure
1,293
M16152
M
298.7
309.7
1,868
23.8
118
0
No Failure
4,822
L52001
L
303.5
311.9
1,405
45.6
10
0
No Failure
655
L47834
L
297.8
309.2
1,683
30.9
163
0
No Failure
8,624
M23483
M
297.5
308.3
1,476
45.6
31
0
No Failure
9,130
L56309
L
297.6
308.6
1,664
30.1
81
0
No Failure
8,937
L56116
L
297.4
308.3
1,465
42
13
0
No Failure
7,730
H37143
H
300.7
311.9
1,329
59.2
121
0
No Failure
811
L47990
L
296.9
307.7
1,550
39.7
124
0
No Failure
3,306
M18165
M
301.3
310.4
1,577
48.3
78
0
No Failure
4,948
L52127
L
303.7
312.7
1,395
53.9
123
0
No Failure
1,302
L48481
L
298.7
309.9
1,483
32.8
142
0
No Failure
8,966
L56145
L
297.1
307.9
1,496
44.7
88
0
No Failure
8,401
L55580
L
298.6
309.6
1,533
40.7
106
0
No Failure
7,101
L54280
L
300.7
310.2
1,569
32.8
31
0
No Failure
8,708
L55887
L
297.2
308.5
1,471
41.7
41
0
No Failure
200
L47379
L
298.4
308.6
1,433
47.1
101
0
No Failure
6,715
L53894
L
301.3
310.6
1,440
53.8
90
0
No Failure
174
M15033
M
298.2
308
1,591
33.7
32
0
No Failure
2,957
M17816
M
300.8
309.6
1,404
38.7
44
0
No Failure
8,487
M23346
M
298.5
309.5
1,501
40.2
114
0
No Failure
8,782
L55961
L
297.6
308.7
1,552
42.3
27
0
No Failure
1,398
L48577
L
299.1
310.2
1,569
38.2
155
0
No Failure
2,065
L49244
L
299.6
309.5
1,453
41.4
168
0
No Failure
8,201
L55380
L
299.3
310.8
1,426
42.4
0
0
No Failure
5,538
L52717
L
302.4
311.8
1,648
30
122
0
No Failure
7,765
M22624
M
300.4
311.7
1,555
38.7
5
0
No Failure
4,045
M18904
M
301.9
310.9
1,419
47.7
20
1
No Failure
1,103
L48282
L
296.8
307.5
1,347
54.8
43
0
No Failure
646
L47825
L
297.7
309.4
1,392
44.1
140
0
No Failure
1,034
H30447
H
296.4
307.5
1,556
38
62
0
No Failure
3,314
L50493
L
301.4
310.4
1,737
31.9
96
0
No Failure
959
L48138
L
295.8
306.4
1,399
47.6
84
0
No Failure
2,539
L49718
L
299.1
308.8
1,429
50.1
84
0
No Failure
6,883
L54062
L
300.9
311.4
2,073
21.4
105
0
No Failure
8,555
L55734
L
298.1
309
1,592
33.9
85
0
No Failure
8,280
L55459
L
298.8
310.6
1,803
25.4
209
0
No Failure
4,460
L51639
L
302.6
310.4
1,743
26.3
191
0
No Failure
6,763
L53942
L
301.4
310.8
1,362
53.2
4
0
No Failure
4,781
L51960
L
303.7
312.4
1,404
46.6
119
0
No Failure
6,264
M21123
M
301
310.6
1,698
27.3
14
0
No Failure
5,929
M20788
M
300.2
310.1
1,550
38.7
45
0
No Failure
335
M15194
M
297.5
308.1
1,469
44.8
5
0
No Failure
5,079
M19938
M
304.3
313.4
1,482
43.8
41
0
No Failure
4,161
M19020
M
302
310.4
1,608
33.1
97
0
No Failure
4,619
M19478
M
303
311.3
1,335
53.6
164
1
Heat Dissipation Failure
5,271
L52450
L
303.5
312.9
1,275
64.4
113
0
No Failure
3,124
H32537
H
300
309.4
1,498
38.5
37
0
No Failure
7,282
L54461
L
300
310.2
1,675
29.7
64
0
No Failure
7,192
L54371
L
300.3
310.3
1,629
34.1
52
0
No Failure
1,083
H30496
H
297.1
307.9
1,420
39.8
192
0
No Failure
9,194
M24053
M
297.9
309
1,530
40.9
42
0
No Failure
8,293
H37706
H
298.9
310.5
1,429
39.9
19
0
No Failure
3,084
L50263
L
300.1
309.3
1,712
28.5
141
0
No Failure
7,306
M22165
M
300
310.5
1,790
25.7
123
0
No Failure
5,382
L52561
L
302.8
312.4
1,651
27
200
0
No Failure
371
M15230
M
297.5
308.3
1,622
37.2
103
0
No Failure
9,894
M24753
M
298.9
309.6
1,284
55.3
166
0
No Failure
417
L47596
L
297.4
308.5
1,495
37.8
211
0
No Failure
6,695
M21554
M
301.7
310.9
1,300
62.7
36
0
No Failure
2,659
L49838
L
300
309.4
1,395
44.5
181
0
No Failure
7,227
L54406
L
299.7
309.6
1,399
51.3
144
0
No Failure
4,786
H34199
H
303.9
312.7
1,401
50
129
0
No Failure
4,080
L51259
L
302
310.5
1,978
22
106
0
No Failure
3,959
L51138
L
302.2
311.3
1,378
55.5
35
0
No Failure
7,500
L54679
L
300.3
311.8
1,746
26.3
187
0
No Failure
4,877
M19736
M
303.7
312.4
1,540
37.4
146
0
No Failure
4,524
L51703
L
302.5
310.4
1,488
48.4
134
0
No Failure
5,347
L52526
L
303.4
312.7
1,534
35.5
98
0
No Failure
4,956
M19815
M
303.8
312.5
1,366
45.1
143
0
No Failure
5,433
L52612
L
302.8
312.4
1,392
46.2
70
0
No Failure
5,984
H35397
H
300.8
310.8
1,466
45.2
188
0
No Failure
6,467
L53646
L
300.4
309.7
1,740
31.1
113
0
No Failure
6,741
L53920
L
301.8
311.2
1,417
55.9
156
0
No Failure
3,788
L50967
L
302.3
310.8
1,377
47.3
22
1
Heat Dissipation Failure
7,890
M22749
M
300.7
312.4
1,371
61.7
102
0
No Failure
2,155
M17014
M
299.3
308.9
1,767
24.8
196
0
No Failure
4,690
M19549
M
303.4
311.5
1,560
36.4
114
0
No Failure