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
3,715
M18574
M
302.3
311.4
1,855
23.9
43
0
No Failure
9,803
H39216
H
298.4
309.3
1,984
19.2
132
0
No Failure
8,373
M23232
M
298.8
309.7
1,448
44.8
31
0
No Failure
7,524
M22383
M
300.1
311.5
1,343
46.2
28
0
No Failure
8,970
L56149
L
297
307.8
1,396
50
96
0
No Failure
8,187
L55366
L
299.7
311
1,827
25.4
194
0
No Failure
9,491
M24350
M
299
309.7
1,418
44.7
209
0
No Failure
52
L47231
L
298.9
309.1
1,383
54.9
145
0
No Failure
143
M15002
M
298.6
308.4
1,778
28.2
161
0
No Failure
2,263
L49442
L
299.1
308.3
1,533
42.4
48
0
No Failure
4,703
L51882
L
303.6
311.8
1,222
66.8
148
1
Heat Dissipation Failure
867
L48046
L
295.9
306.6
1,678
26.7
53
0
No Failure
6,569
L53748
L
301.3
310.6
1,521
36.3
166
0
No Failure
8,409
M23268
M
298.5
309.6
1,572
33
127
0
No Failure
9,234
L56413
L
298.3
309.1
1,403
45.1
138
0
No Failure
1,238
M16097
M
297.1
308.4
1,502
37.3
181
0
No Failure
9,656
H39069
H
299.1
310
1,431
49.5
205
0
No Failure
7,678
L54857
L
300.6
311.7
1,428
52.6
208
0
No Failure
8,602
H38015
H
297.4
308.2
1,359
46.9
199
0
No Failure
7,119
L54298
L
300.9
310.5
1,565
35.9
81
0
No Failure
2,549
M17408
M
299.3
309.2
1,440
37.5
111
0
No Failure
2,572
M17431
M
299.5
309.2
1,497
40.9
169
0
No Failure
5,634
L52813
L
302.7
312.2
1,447
47.5
166
0
No Failure
3,179
M18038
M
300.2
309.4
1,329
53.6
186
0
No Failure
2,524
L49703
L
298.8
308.7
1,635
35.2
47
0
No Failure
8,279
L55458
L
298.8
310.5
1,464
46.4
207
0
No Failure
3,491
M18350
M
301.9
310.9
1,763
28.4
103
0
No Failure
2,564
L49743
L
299.3
309.1
1,496
37.2
149
0
No Failure
4,200
M19059
M
302.5
311.1
1,638
32
198
0
No Failure
501
M15360
M
297.5
309.2
1,804
27.4
215
0
No Failure
2,970
L50149
L
300.6
309.4
1,468
44.1
76
0
No Failure
8,285
L55464
L
298.8
310.6
1,651
33.3
0
0
No Failure
8,713
L55892
L
297.2
308.6
1,652
32.1
52
0
No Failure
9,455
L56634
L
298.4
309.2
1,583
35.4
112
0
No Failure
9,560
L56739
L
299.5
310.9
1,496
38.5
162
0
No Failure
5,217
M20076
M
303.7
312.7
1,316
51.8
197
0
No Failure
7,344
L54523
L
299.6
310.2
1,468
48
9
0
No Failure
6,497
L53676
L
300.7
309.9
1,815
27
190
0
No Failure
7,611
M22470
M
300.5
311.3
1,507
43.4
41
0
No Failure
480
M15339
M
297.4
308.9
1,323
57.3
163
0
No Failure
4,429
L51608
L
302.4
310.1
1,906
21.2
110
0
No Failure
5,793
M20652
M
301.8
311.3
1,624
31.6
145
0
No Failure
4,963
M19822
M
304
312.7
1,456
51.2
160
0
No Failure
90
M14949
M
298.9
308.9
1,487
39.5
30
0
No Failure
4,497
M19356
M
302.5
310.4
1,605
36
69
0
No Failure
1,990
L49169
L
298.2
307.9
1,785
23.4
181
0
No Failure
5,553
H34966
H
302.5
312
1,579
35.7
167
0
No Failure
5,921
L53100
L
300.5
310.2
1,764
25.9
27
0
No Failure
8,640
L55819
L
297.5
308.4
1,384
56
73
0
No Failure
1,850
L49029
L
297.7
307.2
1,668
32.7
31
0
No Failure
2,432
M17291
M
298.9
308.2
1,411
51.3
43
0
No Failure
8,226
L55405
L
299.1
310.5
1,532
36.6
62
0
No Failure
6,843
L54022
L
301.2
311.2
1,635
29.6
211
0
No Failure
6,058
L53237
L
300.8
310.8
1,689
32.9
151
0
No Failure
6,160
L53339
L
301
311
1,399
58
190
1
Overstrain Failure
9,767
H39180
H
298.6
309.6
1,449
42.5
16
0
No Failure
5,527
L52706
L
302.5
311.9
1,520
44.9
94
0
No Failure
2,470
L49649
L
299
308.7
1,507
37.5
134
0
No Failure
9,386
M24245
M
297.5
308.1
1,907
23.5
125
0
No Failure
1,962
L49141
L
297.8
307.5
1,448
51.2
107
0
No Failure
4,446
L51625
L
302.5
310.2
1,716
29.9
156
0
No Failure
3,065
M17924
M
300.1
309.1
1,731
30.4
92
0
No Failure
223
L47402
L
298.4
308.6
1,304
45
158
0
No Failure
5,394
L52573
L
302.8
312.3
1,473
42.6
232
0
No Failure
5,516
H34929
H
302.7
312
1,484
41.5
65
0
No Failure
9,396
L56575
L
297.7
308.2
1,500
39.9
158
0
No Failure
9,337
L56516
L
298.5
308.9
1,725
31.9
205
0
No Failure
5,108
L52287
L
303.9
313.2
1,540
44.4
119
0
No Failure
9,933
L57112
L
298.3
308.2
1,663
28.4
67
0
No Failure
4,041
L51220
L
302
310.8
1,767
27.4
11
0
No Failure
2,840
M17699
M
300.4
309.4
1,362
42.1
182
0
No Failure
3,150
H32563
H
300.4
309.7
1,500
35.2
112
0
No Failure
9,137
L56316
L
297.7
308.7
1,694
29.1
102
0
No Failure
4,955
L52134
L
303.7
312.6
1,702
29.1
141
0
No Failure
1,902
M16761
M
297.9
307.6
1,505
40.1
166
0
No Failure
2,787
M17646
M
300.2
309.5
1,630
28.3
51
0
No Failure
7,867
L55046
L
300.5
311.9
1,431
49.4
37
0
No Failure
3,496
M18355
M
301.9
311
1,384
47.4
121
0
No Failure
1,958
H31371
H
297.9
307.7
1,618
35.9
92
0
No Failure
316
L47495
L
297.9
308.4
1,646
40.6
175
0
No Failure
8,261
H37674
H
299.1
310.6
1,332
48
148
0
No Failure
1,174
H30587
H
297.1
308
1,559
38.8
229
0
No Failure
1,439
L48618
L
298.8
309.9
1,482
39.1
45
0
No Failure
8,031
L55210
L
300.6
312
1,490
42.2
3
0
No Failure
6,301
L53480
L
301.2
310.7
1,517
39.4
107
0
No Failure
7,033
L54212
L
300.7
310.9
1,723
31
73
0
No Failure
7,199
M22058
M
300
309.9
1,530
34.5
71
0
No Failure
5,362
L52541
L
303.3
312.7
1,643
30.7
142
0
No Failure
1,858
L49037
L
297.7
307.4
1,643
36.5
55
0
No Failure
7,626
L54805
L
300.6
311.7
1,556
34.9
76
0
No Failure
1,995
M16854
M
298.2
307.9
1,403
45.1
193
0
No Failure
7,055
H36468
H
300.7
310.5
1,476
43.1
134
0
No Failure
4,162
H33575
H
301.9
310.3
1,653
32.4
100
0
No Failure
1,123
L48302
L
296.5
307.6
1,541
38.5
98
0
No Failure
5,573
L52752
L
302.4
312
1,545
36.4
12
0
No Failure
2,120
M16979
M
299.3
308.9
1,858
24.7
101
0
No Failure
7,910
L55089
L
300.7
312.2
1,590
38.5
148
0
No Failure
3,501
H32914
H
301.9
311
1,871
26
132
0
No Failure
9,773
L56952
L
298.5
309.5
1,561
34.8
35
0
No Failure
4,047
M18906
M
301.9
310.9
1,421
46.2
26
0
No Failure