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
8,464
M23323
M
298.7
309.9
1,411
45.1
51
0
No Failure
2,540
L49719
L
299.1
308.8
1,413
42.1
86
0
No Failure
9,043
M23902
M
297.3
308.4
1,599
32.9
58
0
No Failure
1,967
L49146
L
297.9
307.6
1,515
40.5
118
0
No Failure
9,713
M24572
M
299.1
310.2
1,456
48.4
101
0
No Failure
893
L48072
L
295.7
306.1
1,343
54.4
119
0
No Failure
2,611
H32024
H
299.4
309.1
1,547
40.9
50
0
No Failure
5,031
M19890
M
303.9
313.1
1,437
48.3
110
0
No Failure
4,257
M19116
M
302.6
311
1,591
33.9
119
0
No Failure
6,536
H35949
H
301.2
310.5
1,505
43.6
78
0
No Failure
6,146
M21005
M
301.1
311.1
1,436
41.8
156
0
No Failure
3,421
L50600
L
301.6
310.6
1,834
23.5
146
0
No Failure
4,163
L51342
L
302
310.4
1,591
29.8
105
0
No Failure
4,654
M19513
M
303.1
311.1
1,594
35.5
13
0
No Failure
8,394
L55573
L
298.5
309.5
1,428
43.5
87
0
No Failure
2,266
M17125
M
299.2
308.4
1,330
51.2
56
0
No Failure
1,224
L48403
L
297
308.3
1,492
48.1
137
0
No Failure
652
L47831
L
297.6
309.1
1,503
38.9
157
0
No Failure
4,942
M19801
M
303.6
312.7
1,699
31.5
105
0
No Failure
5,718
L52897
L
302.3
312
1,746
28.1
167
0
No Failure
8,771
L55950
L
297.4
308.6
1,680
32.8
200
0
No Failure
5,461
M20320
M
303
312.4
1,526
36.1
142
0
No Failure
7,138
M21997
M
300.6
310
1,486
41.2
127
0
No Failure
5,473
L52652
L
302.8
312.3
1,386
57.8
172
0
No Failure
2,338
L49517
L
299.2
308.4
1,877
23.9
4
0
No Failure
7,384
M22243
M
299.7
310.4
1,410
44.5
105
0
No Failure
3,512
L50691
L
301.8
311
1,322
53
166
0
No Failure
4,890
L52069
L
303.7
312.5
1,632
36.6
186
0
No Failure
1,340
M16199
M
298.6
310.2
1,668
31.5
7
0
No Failure
312
M15171
M
298
308.6
1,453
44.1
165
0
No Failure
5,661
L52840
L
302.2
311.4
1,477
41.7
15
0
No Failure
2,848
L50027
L
300.4
309.3
1,525
39.6
202
0
No Failure
7,171
M22030
M
300.3
310.2
1,442
39.5
4
0
No Failure
9,240
H38653
H
298.2
308.8
1,436
51.9
153
0
No Failure
6,385
H35798
H
300.1
309.6
1,463
45.1
113
0
No Failure
6,620
M21479
M
301.7
310.7
1,627
31.3
78
0
No Failure
4,638
M19497
M
303.1
311.3
1,847
24.7
212
0
No Failure
7,299
L54478
L
300.1
310.5
1,532
36
109
0
No Failure
9,817
M24676
M
298.5
309.2
1,721
29.4
170
0
No Failure
4,005
L51184
L
302
311.1
1,373
55.7
157
0
No Failure
5,165
M20024
M
304.3
313.4
1,624
32.1
53
0
No Failure
4,725
L51904
L
303.4
311.9
1,771
31.6
202
0
No Failure
8,327
H37740
H
298.6
309.5
1,523
34.2
119
0
No Failure
4,566
H33979
H
302.7
310.8
1,275
55
25
1
Heat Dissipation Failure
934
L48113
L
295.5
306
1,597
37.2
16
0
No Failure
383
L47562
L
297.5
308.5
1,335
48
131
0
No Failure
2,991
L50170
L
300.6
309.8
1,688
28.6
135
0
No Failure
7,480
M22339
M
300.1
311.3
1,523
34.1
135
0
No Failure
8,238
L55417
L
299.1
310.6
1,796
26
90
0
No Failure
7,354
L54533
L
299.8
310.3
1,687
30.4
33
0
No Failure
8,758
L55937
L
297.5
308.8
1,587
34.9
166
0
No Failure
5,699
L52878
L
302.5
311.9
1,265
59.8
119
0
No Failure
819
L47998
L
296.8
307.6
1,304
48.7
142
0
No Failure
4,622
L51801
L
303
311.2
1,341
51
174
1
Heat Dissipation Failure
7,940
L55119
L
300.8
311.8
1,417
43.4
223
0
No Failure
4,451
L51630
L
302.5
310.3
1,551
37.3
168
0
No Failure
4,918
M19777
M
303.4
312.2
1,561
38.2
45
0
No Failure
9,762
L56941
L
298.6
309.7
1,703
26.1
5
0
No Failure
9,229
M24088
M
298.1
309.1
1,572
37.5
126
0
No Failure
8,175
L55354
L
299.9
311.3
1,371
52.3
167
0
No Failure
6,594
L53773
L
301.6
310.7
1,679
29.5
10
0
No Failure
9,700
L56879
L
298.8
309.8
1,508
36.3
69
0
No Failure
3,995
L51174
L
302.3
311.4
1,434
40.3
133
0
No Failure
6,958
L54137
L
300.7
311.1
1,324
52.2
85
0
No Failure
8,426
L55605
L
299.2
310.6
1,567
38.4
172
0
No Failure
6,431
L53610
L
300.3
309.8
1,523
39.2
24
0
No Failure
7,263
M22122
M
300.4
310.6
1,545
35.6
16
0
No Failure
7,889
L55068
L
300.7
312.3
1,577
33.2
100
0
No Failure
3,369
L50548
L
301.5
310.8
1,350
58.5
13
0
No Failure
8,706
L55885
L
297.2
308.6
1,437
52.4
37
0
No Failure
2,017
L49196
L
298.5
308.3
1,458
44
44
0
No Failure
8,368
L55547
L
298.9
309.8
1,390
49.9
21
0
No Failure
5,542
L52721
L
302.4
311.8
1,433
42.2
134
0
No Failure
7,350
L54529
L
299.7
310.2
1,633
36.5
24
0
No Failure
7,466
M22325
M
300.1
311.4
1,390
52.1
94
0
No Failure
5,146
L52325
L
304.5
313.7
1,670
32.9
7
0
No Failure
7,231
L54410
L
299.8
309.8
1,542
39.4
155
0
No Failure
1,786
L48965
L
298.2
308
1,538
38.2
59
0
No Failure
9,519
L56698
L
299
310.1
1,580
41.9
55
0
No Failure
4,322
L51501
L
301.7
310.2
1,686
28.9
59
0
No Failure
2,854
M17713
M
300.5
309.3
1,539
39.1
216
0
No Failure
5,493
M20352
M
302.9
312.4
1,334
50.9
5
0
No Failure
3,822
L51001
L
302.3
310.9
1,596
33.5
104
0
No Failure
7,104
H36517
H
300.8
310.3
1,777
30.1
38
0
No Failure
8,772
L55951
L
297.5
308.6
1,536
39
202
0
No Failure
6,779
M21638
M
301.3
310.7
1,819
25.5
46
0
No Failure
47
M14906
M
298.7
309
1,843
25.8
130
0
No Failure
1,892
L49071
L
297.7
307.4
1,764
29
139
0
No Failure
3,034
M17893
M
300.6
309.7
1,934
22.8
15
0
No Failure
963
M15822
M
295.8
306.6
1,480
43.2
92
0
No Failure
2,428
L49607
L
298.9
308.3
1,855
23.8
33
0
No Failure
5,173
L52352
L
304.2
313.4
1,740
28.2
78
0
No Failure
4,357
L51536
L
302
309.8
1,649
31
152
0
No Failure
9,915
L57094
L
298.5
308.8
1,670
29.6
13
0
No Failure
2,769
L49948
L
300
309.5
1,675
30.2
11
0
No Failure
3,658
L50837
L
302.1
311.5
1,477
45.4
111
0
No Failure
5,215
L52394
L
303.7
312.7
1,572
37.2
192
0
No Failure
1,479
L48658
L
298.3
309.4
1,568
35.8
140
0
No Failure
2,047
L49226
L
299.3
309.1
1,388
45.5
123
0
No Failure
1,642
M16501
M
298
308
1,555
37
111
0
No Failure