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
2,650
M17509
M
299.9
309.5
1,582
38.2
160
0
No Failure
8,237
L55416
L
299.2
310.6
1,498
41.1
88
0
No Failure
7,868
L55047
L
300.5
312
1,461
38.1
39
0
No Failure
1,780
M16639
M
298.6
308.2
1,488
44
43
0
No Failure
636
L47815
L
298.3
310
1,858
23.9
114
0
No Failure
8,769
M23628
M
297.5
308.7
1,363
53.6
194
0
No Failure
2,550
L49729
L
299.4
309.2
1,489
42.3
114
0
No Failure
1,738
L48917
L
298.4
307.9
1,743
27.3
134
0
No Failure
8,370
L55549
L
298.8
309.7
1,953
20.6
25
0
No Failure
4,591
L51770
L
302.8
311.1
1,456
36.1
89
0
No Failure
1,533
M16392
M
298.1
308.9
1,417
39.2
65
0
No Failure
8,447
L55626
L
298.5
309.9
1,482
42.1
15
0
No Failure
2,315
L49494
L
299.2
308.9
1,368
47.2
175
0
No Failure
1,354
M16213
M
298.6
310.1
1,444
48.1
39
0
No Failure
7,150
L54329
L
300.2
309.8
1,506
41.8
161
0
No Failure
5,326
L52505
L
303.5
312.7
1,694
27.3
40
0
No Failure
3,683
L50862
L
302.1
311.2
1,550
34.8
177
0
No Failure
4,166
M19025
M
302.2
310.5
1,507
40.4
111
0
No Failure
3,088
M17947
M
300
309.1
1,474
45.2
152
0
No Failure
3,746
L50925
L
302.6
311.4
1,738
25.8
128
0
No Failure
315
M15174
M
297.9
308.5
1,300
53
172
0
No Failure
7,526
H36939
H
300.1
311.5
1,383
49.1
33
0
No Failure
1,019
L48198
L
296.3
307.2
1,291
58.6
29
0
No Failure
1,201
M16060
M
296.9
308
1,430
55.9
71
0
No Failure
1,861
L49040
L
297.8
307.6
1,607
30.3
62
0
No Failure
2,061
L49240
L
299.6
309.5
1,803
27.7
159
0
No Failure
6,286
M21145
M
301.2
310.7
1,426
46.1
67
0
No Failure
421
M15280
M
297.3
308.3
1,301
39.6
5
0
No Failure
9,880
M24739
M
298.8
309.8
1,490
38.6
127
0
No Failure
8,601
L55780
L
297.5
308.3
1,435
40.3
197
0
No Failure
9,473
M24332
M
298.7
309.4
1,375
48.3
157
0
No Failure
5,069
M19928
M
304.3
313.3
1,540
39
14
0
No Failure
4,189
M19048
M
302.3
310.8
1,611
31.8
169
0
No Failure
6,806
M21665
M
301
310.7
1,497
37.6
116
0
No Failure
8,957
L56136
L
297.4
308.1
1,348
57.4
66
0
No Failure
9,133
M23992
M
297.6
308.6
1,585
42
90
0
No Failure
4,580
L51759
L
303
311.2
1,374
48.2
65
1
Heat Dissipation Failure
3,809
M18668
M
302.3
310.9
1,762
24.5
73
0
No Failure
8,032
L55211
L
300.7
312
1,550
32.4
5
0
No Failure
2,621
L49800
L
299.4
309.2
1,556
35.7
75
0
No Failure
4,526
M19385
M
302.4
310.4
1,463
42.2
139
0
No Failure
4,642
H34055
H
303.1
311.3
1,494
42.7
221
0
No Failure
1,970
H31383
H
297.8
307.5
1,631
31.3
124
0
No Failure
7,236
L54415
L
299.8
310
1,361
53.8
167
0
No Failure
5,186
L52365
L
304
313
2,012
21.1
115
0
No Failure
2,395
L49574
L
299.2
308.5
1,488
40.3
148
0
No Failure
4,048
L51227
L
301.9
311
1,455
46
29
0
No Failure
5,221
L52400
L
303.8
313
1,633
32.9
207
0
No Failure
4,344
L51523
L
301.7
309.8
1,491
39.3
114
0
No Failure
6,158
L53337
L
301.1
311.2
1,774
29.6
186
0
No Failure
188
L47367
L
298.2
308.4
1,379
43.1
65
0
No Failure
6,194
L53373
L
301
310.9
1,578
38.4
49
0
No Failure
2,756
L49935
L
299.7
309.2
1,478
38.8
199
0
No Failure
9,442
L56621
L
298.1
308.8
1,432
43.4
68
0
No Failure
4,110
M18969
M
301.9
310.6
1,475
47.8
179
0
No Failure
5,549
L52728
L
302.3
311.8
1,605
35.2
152
0
No Failure
350
L47529
L
297.6
308.3
1,595
34.3
41
0
No Failure
9,795
L56974
L
298.5
309.3
1,590
33.9
107
0
No Failure
3,924
M18783
M
302.6
311.4
1,718
31.2
154
0
No Failure
8,283
M23142
M
298.9
310.7
1,638
33.6
218
0
No Failure
2,839
L50018
L
300.3
309.3
1,478
39.5
180
0
No Failure
2,148
L49327
L
299.4
308.9
1,550
33.7
174
0
No Failure
6,302
M21161
M
301.2
310.6
1,576
39.6
109
0
No Failure
3,398
L50577
L
301.4
310.6
1,648
30.7
90
0
No Failure
1,689
L48868
L
297.9
307.4
1,606
35.5
14
0
No Failure
4,370
H33783
H
302
309.9
1,735
27.2
192
0
No Failure
173
M15032
M
298.1
308
1,924
20.8
29
0
No Failure
1,292
M16151
M
298.6
309.7
1,675
28.4
115
0
No Failure
7,134
M21993
M
300.5
309.9
1,552
41.3
116
0
No Failure
8,120
L55299
L
300.3
311.7
1,333
55.2
18
0
No Failure
3,977
H33390
H
302.3
311.4
1,372
46
86
0
No Failure
5,259
M20118
M
303.5
312.9
1,572
44.7
84
0
No Failure
7,897
L55076
L
300.8
312.6
1,376
53.6
119
0
No Failure
6,550
H35963
H
301.3
310.6
1,527
44
114
0
No Failure
4,806
L51985
L
303.6
312.6
1,606
33.6
184
0
No Failure
9,763
L56942
L
298.6
309.7
1,925
22.1
7
0
No Failure
698
M15557
M
297.6
308.8
1,453
39.7
69
0
No Failure
5,196
L52375
L
303.9
313
1,551
36.8
140
0
No Failure
8,741
M23600
M
297.4
308.8
1,573
33.9
123
0
No Failure
4,595
M19454
M
303
311.2
1,387
41.4
100
0
No Failure
6,730
H36143
H
301.5
310.9
1,524
40.4
124
0
No Failure
9,264
L56443
L
298.3
309.1
1,593
40.1
18
0
No Failure
9,937
H39350
H
298.3
308.2
1,534
33.2
75
0
No Failure
6,358
L53537
L
300.2
309.8
1,398
54.8
39
0
No Failure
1,215
M16074
M
296.8
307.8
1,694
33
115
0
No Failure
1,542
L48721
L
298.4
309
2,304
15.1
89
0
No Failure
9,298
M24157
M
298.1
308.9
1,479
43.4
105
0
No Failure
771
L47950
L
296.8
308
1,391
54.4
17
0
No Failure
6,161
L53340
L
301
310.9
1,570
34
192
0
No Failure
2,111
H31524
H
299.3
309
1,508
35
70
0
No Failure
5,374
M20233
M
302.9
312.3
1,809
25
180
0
No Failure
95
L47274
L
299
308.9
1,622
31.9
42
0
No Failure
4,769
L51948
L
303.6
312
1,309
52.9
86
1
Heat Dissipation Failure
3,686
M18545
M
301.9
311.1
1,380
51.6
184
0
No Failure
7,899
L55078
L
300.8
312.5
1,423
47.3
123
0
No Failure
7,852
L55031
L
300.4
311.7
1,373
47.2
3
0
No Failure
9,748
L56927
L
298.8
310.1
1,481
47.4
187
0
No Failure
9,384
H38797
H
297.5
308.1
1,548
38.2
117
0
No Failure
9,749
M24608
M
298.9
310.1
1,441
41.2
189
0
No Failure
724
M15583
M
297.4
308.9
1,500
46.3
137
0
No Failure