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
8,615
L55794
L
297.5
308.5
1,691
33.1
9
0
No Failure
2,698
L49877
L
300
309.6
1,618
28.7
53
0
No Failure
4,611
L51790
L
303.1
311.2
1,394
45.3
144
0
No Failure
6,784
L53963
L
301.3
310.8
1,450
46.9
59
0
No Failure
6,872
L54051
L
301
311.3
1,349
47
71
0
No Failure
2,835
L50014
L
300.3
309.1
1,368
46
171
0
No Failure
9,096
L56275
L
297.3
308.1
1,458
45.7
202
0
No Failure
1,524
L48703
L
298.3
309
1,519
36.9
41
0
No Failure
9,089
M23948
M
297.1
307.9
1,662
26.9
183
0
No Failure
782
L47961
L
296.8
308
1,675
29.7
46
0
No Failure
6,621
M21480
M
301.6
310.7
1,791
23.8
81
0
No Failure
7,748
M22607
M
300.5
311.8
1,331
55.3
167
0
No Failure
8,729
M23588
M
297.2
308.7
1,398
38.1
88
0
No Failure
789
M15648
M
296.9
308.1
1,440
46.3
64
0
No Failure
4,477
L51656
L
302.6
310.4
1,415
52.1
12
0
No Failure
5,535
M20394
M
302.3
311.7
1,494
37.1
114
0
No Failure
9,510
M24369
M
299.2
310.4
1,502
39.8
34
0
No Failure
4,961
L52140
L
303.9
312.7
1,339
62.3
156
0
No Failure
1,410
L48589
L
298.9
310.1
1,466
42.5
187
0
No Failure
3,721
M18580
M
302.4
311.4
1,508
41.2
60
0
No Failure
8,453
M23312
M
298.6
310
1,512
37.5
27
0
No Failure
2,310
L49489
L
299.1
308.6
1,611
31.4
161
0
No Failure
6,705
M21564
M
301.5
310.7
1,510
36
64
0
No Failure
8,208
L55387
L
299.2
310.7
1,535
42.6
17
0
No Failure
8,960
L56139
L
297.3
308
1,420
46.5
73
0
No Failure
9,307
M24166
M
298.3
309.2
1,783
28.3
130
0
No Failure
8,372
L55551
L
298.7
309.7
1,881
21.7
29
0
No Failure
507
L47686
L
297.6
309.3
1,543
34.3
8
0
No Failure
3,169
M18028
M
300.4
309.6
1,614
30.3
161
0
No Failure
2,654
L49833
L
299.9
309.5
1,779
26.1
169
0
No Failure
9,941
M24800
M
298.3
308.1
1,722
28.6
89
0
No Failure
3,078
L50257
L
300.1
309.3
1,841
23
125
0
No Failure
6,542
L53721
L
301.4
310.7
1,509
38.3
95
0
No Failure
3,783
L50962
L
302.2
310.8
1,827
23.8
9
0
No Failure
7,025
L54204
L
300.6
310.6
2,127
18.7
53
0
No Failure
3,805
L50984
L
302.3
310.9
1,529
33.4
62
0
No Failure
9,246
L56425
L
298.3
308.9
1,708
27.3
170
0
No Failure
9,344
M24203
M
298.3
308.8
1,391
50.4
13
0
No Failure
5,957
L53136
L
300.7
310.9
1,535
37.1
113
0
No Failure
4,004
L51183
L
302.1
311.2
1,519
39.3
155
0
No Failure
1,628
L48807
L
297.9
307.8
1,499
37.5
78
0
No Failure
8,922
L56101
L
297.1
308.1
1,633
33.3
192
0
No Failure
945
M15804
M
295.7
306.3
1,712
28.5
43
0
No Failure
4,545
L51724
L
302.5
310.4
1,349
55.1
187
1
Heat Dissipation Failure
378
M15237
M
297.4
308.2
1,424
53.9
120
0
No Failure
7,169
L54348
L
300.3
310.3
1,704
29.5
0
0
No Failure
1,665
L48844
L
298.2
308
1,535
38
179
0
No Failure
413
L47592
L
297.5
308.6
1,388
48.2
203
0
No Failure
4,953
M19812
M
303.8
312.7
1,374
53.6
136
0
No Failure
8,346
H37759
H
298.8
309.8
1,490
35.9
171
0
No Failure
2,397
M17256
M
299.1
308.5
1,592
34.2
153
0
No Failure
1,986
L49165
L
298.1
307.7
1,537
40.8
169
0
No Failure
7,394
M22253
M
299.7
310.5
1,594
35.4
134
0
No Failure
5,577
H34990
H
302.4
312
1,457
43.4
23
0
No Failure
7,931
L55110
L
300.6
311.6
1,455
48
203
0
No Failure
4,656
L51835
L
303.1
311.1
1,854
22.6
19
0
No Failure
7,450
L54629
L
300.3
311.8
1,418
45.9
53
0
No Failure
8,503
H37916
H
298.6
309.8
1,279
55.9
152
0
No Failure
1,230
L48409
L
297.1
308.4
1,304
53.5
153
0
No Failure
9,306
H38719
H
298.3
309.1
1,646
30.2
125
0
No Failure
2,773
L49952
L
299.9
309.4
1,467
41.2
20
0
No Failure
5,782
M20641
M
301.7
311.1
1,618
36.7
115
0
No Failure
4,662
L51841
L
303.3
311.3
1,350
48.1
32
1
Heat Dissipation Failure
8,041
L55220
L
300.8
311.9
1,498
39.3
23
0
No Failure
7,509
M22368
M
300.5
311.9
1,730
27.5
209
0
No Failure
5,677
L52856
L
302.3
311.8
1,565
37.8
59
0
No Failure
4,002
H33415
H
302.1
311.2
1,598
37.9
148
0
No Failure
4,089
L51268
L
301.9
310.5
1,477
42.4
128
0
No Failure
342
M15201
M
297.4
308.2
1,530
32.6
22
0
No Failure
4,713
L51892
L
303.4
311.8
1,564
35.9
171
0
No Failure
8,312
M23171
M
298.8
310
1,295
52.7
74
0
No Failure
4,919
L52098
L
303.3
312.2
1,457
40.7
48
0
No Failure
9,858
M24717
M
298.6
309.5
1,366
55
65
0
No Failure
2,497
M17356
M
299.2
308.9
1,573
37.4
212
0
No Failure
6,604
M21463
M
301.5
310.6
1,403
47.4
34
0
No Failure
112
H29525
H
298.7
308.6
1,499
43.5
84
0
No Failure
5,983
L53162
L
300.7
310.8
1,486
37.1
186
0
No Failure
7,947
L55126
L
300.8
311.6
1,516
35.6
14
0
No Failure
4,796
L51975
L
303.6
312.5
1,431
49
162
0
No Failure
3,207
M18066
M
300.1
309
1,612
33
34
0
No Failure
9,073
H38486
H
297.2
308.1
1,770
27.2
140
0
No Failure
118
L47297
L
298.8
308.6
1,599
33
101
0
No Failure
9,581
M24440
M
299.5
310.7
1,423
56.5
7
0
No Failure
6,767
M21626
M
301.4
311
1,427
43.2
13
0
No Failure
2,728
L49907
L
299.7
309.3
1,434
38.5
127
0
No Failure
5,159
L52338
L
304.1
313.3
1,459
50.3
39
0
No Failure
8,329
L55508
L
298.6
309.5
1,325
52.2
127
0
No Failure
3,395
L50574
L
301.5
310.6
1,405
42.3
83
0
No Failure
917
M15776
M
295.3
305.8
1,589
36.2
184
0
No Failure
9,642
L56821
L
299.3
310.4
1,365
53.9
171
0
No Failure
2,405
M17264
M
299.1
308.7
2,008
20.3
178
0
No Failure
1,670
L48849
L
298.2
307.9
1,544
31.4
192
0
No Failure
8,228
M23087
M
299.1
310.4
1,524
51.4
66
0
No Failure
2,614
M17473
M
299.3
309.1
1,571
38.3
59
0
No Failure
252
M15111
M
298
308.2
1,466
42.6
2
0
No Failure
8,755
L55934
L
297.4
308.6
1,635
30.5
159
0
No Failure
3,594
M18453
M
301.6
310.4
1,377
44.9
161
0
No Failure
1,555
M16414
M
298.4
308.7
1,584
31.7
117
0
No Failure
2,334
L49513
L
299.2
308.5
1,445
45.2
222
0
No Failure
1,568
L48747
L
298.1
308.2
1,521
39.3
151
0
No Failure