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
8,062
M22921
M
300.2
311.6
1,465
41.4
78
0
No Failure
7,156
M22015
M
300.2
309.9
1,569
31.2
176
0
No Failure
1,625
M16484
M
297.8
307.8
1,310
57.9
70
0
No Failure
1,024
L48203
L
296.2
307.3
1,881
24.3
40
0
No Failure
2,782
L49961
L
300.2
309.5
2,183
17.8
39
0
No Failure
928
H30341
H
295.6
306
1,396
52.4
0
0
No Failure
5,381
L52560
L
302.8
312.3
1,494
37.5
198
0
No Failure
6,290
L53469
L
301
310.5
1,248
61.4
77
0
No Failure
2,511
L49690
L
299.1
309
1,405
53.8
18
0
No Failure
8,720
L55899
L
297.2
308.8
1,451
43.1
68
0
No Failure
1,387
L48566
L
298.9
310.2
1,445
40
129
0
No Failure
2,953
H32366
H
300.7
309.5
1,667
30.5
29
0
No Failure
1,938
L49117
L
298.2
308
1,411
42.4
48
0
No Failure
1,759
L48938
L
298.1
307.4
1,608
33.9
193
0
No Failure
4,844
L52023
L
303.3
311.8
1,842
24.5
67
0
No Failure
2,604
M17463
M
299.3
309.2
1,334
46.3
31
0
No Failure
5,697
H35110
H
302.5
311.9
1,595
34.6
112
0
No Failure
24
L47203
L
299
309.4
1,758
25.7
68
0
No Failure
3,671
L50850
L
302.3
311.7
1,701
27.5
145
0
No Failure
9,021
L56200
L
297.3
308.2
1,553
33.5
2
0
No Failure
2,537
L49716
L
298.9
308.8
1,281
53.9
77
0
No Failure
8,496
L55675
L
298.3
309.4
1,668
27.1
136
0
No Failure
2,642
H32055
H
299.8
309.5
1,420
46.7
136
0
No Failure
8,867
H38280
H
297.9
308.9
1,416
39.6
45
0
No Failure
388
L47567
L
297.7
308.7
1,249
60.4
143
0
No Failure
2,815
L49994
L
300
309.3
1,395
56.5
122
0
No Failure
9,342
M24201
M
298.3
308.9
1,363
46.1
5
0
No Failure
7,337
H36750
H
299.9
310.5
1,549
42.8
208
0
No Failure
8,371
L55550
L
298.8
309.8
1,634
33.6
27
0
No Failure
8,178
L55357
L
299.7
311.1
1,439
44.9
174
0
No Failure
3,676
M18535
M
302.1
311.5
1,866
23.1
159
0
No Failure
9,366
M24225
M
298
308.6
1,254
55.8
65
0
No Failure
186
L47365
L
298.2
308.2
1,446
38.2
61
0
No Failure
715
L47894
L
297.4
308.6
1,609
36.2
116
0
No Failure
7,564
M22423
M
300.4
311.2
1,831
23.4
133
0
No Failure
8,350
M23209
M
298.7
309.5
1,487
33.6
183
0
No Failure
4,882
M19741
M
303.8
312.6
1,406
47.1
162
0
No Failure
686
M15545
M
297.7
309
1,636
29.7
32
0
No Failure
9,481
M24340
M
298.9
309.6
1,434
43.8
180
0
No Failure
8,704
M23563
M
297.2
308.6
1,284
51.3
32
0
No Failure
6,053
L53232
L
300.9
311
2,003
20.2
138
0
No Failure
5,114
L52293
L
304.1
313.6
1,382
46.7
134
0
No Failure
929
L48108
L
295.6
306
1,949
21.9
5
0
No Failure
4,644
L51823
L
303.2
311.4
1,324
54.2
228
1
Heat Dissipation Failure
3,621
H33034
H
301.9
311.2
1,474
41.8
18
0
No Failure
308
M15167
M
297.8
308.4
1,579
36.6
152
0
No Failure
5,502
L52681
L
302.7
312.1
1,543
37.5
33
0
No Failure
2,554
L49733
L
299.3
309.1
1,473
40.3
125
0
No Failure
6,910
L54089
L
300.8
311.2
1,376
48.1
172
0
No Failure
8,214
M23073
M
299.2
310.5
1,548
33.5
35
0
No Failure
4,020
M18879
M
302
310.9
1,558
45.3
193
0
No Failure
9,401
L56580
L
297.7
308.2
1,446
43.9
172
0
No Failure
1,834
L49013
L
297.8
307.3
1,327
61
186
1
Overstrain Failure
743
L47922
L
296.8
308.2
1,643
34.7
191
0
No Failure
8,949
M23808
M
297.4
308.3
1,483
41.9
47
0
No Failure
1,194
L48373
L
297.1
308.2
1,347
50.8
49
0
No Failure
9,511
M24370
M
299.2
310.4
1,504
43.3
37
0
No Failure
4,338
L51517
L
301.6
309.9
1,440
43.4
100
0
No Failure
4,514
L51693
L
302.4
310.3
1,900
24.4
113
0
No Failure
7,670
L54849
L
300.7
311.8
1,336
58.4
189
1
Overstrain Failure
2,073
L49252
L
299.6
309.5
1,570
35.5
189
0
random failures
7,317
L54496
L
299.9
310.4
1,497
47
150
0
No Failure
788
L47967
L
296.9
308.1
1,435
45.3
62
0
No Failure
4,859
L52038
L
303.7
312.3
1,349
51
105
0
No Failure
709
M15568
M
297.6
308.8
1,416
45.9
101
0
No Failure
3,334
M18193
M
301.6
310.8
1,343
49.5
140
0
No Failure
9,927
M24786
M
298.5
308.6
1,897
20.2
50
0
No Failure
3,847
L51026
L
302.3
310.9
1,403
47.2
173
0
No Failure
4,215
L51394
L
301.9
310.6
1,573
36.6
15
0
No Failure
6,509
H35922
H
301
310.1
1,756
30.7
2
0
No Failure
3,495
L50674
L
301.9
311
1,356
45.7
119
0
No Failure
9,580
L56759
L
299.5
310.7
1,589
33.5
5
0
No Failure
862
M15721
M
296.1
306.9
1,951
23.3
38
0
No Failure
560
L47739
L
297.5
309.4
1,503
40.6
144
0
No Failure
7,082
L54261
L
300.7
310.4
1,366
52.6
205
0
No Failure
9,176
L56355
L
297.8
309
1,403
64.2
0
1
Power Failure
6,986
H36399
H
300.8
311.1
1,698
24.8
156
0
No Failure
5,877
L53056
L
301.5
311.1
1,426
52.1
121
0
No Failure
5,047
M19906
M
304.1
313.2
1,410
42.4
155
0
No Failure
5,434
L52613
L
302.9
312.5
1,550
45.5
72
0
No Failure
7,895
M22754
M
300.8
312.6
1,588
35.6
114
0
No Failure
6,964
H36377
H
300.7
311
1,981
19.9
99
0
No Failure
1,634
L48813
L
297.9
307.9
1,476
45.2
91
0
No Failure
6,044
M20903
M
300.7
310.9
1,468
41.8
112
0
No Failure
8,564
L55743
L
298
308.9
1,500
36.7
104
0
No Failure
6,130
M20989
M
301
311
1,508
46.9
113
0
No Failure
6,297
L53476
L
301
310.5
1,429
39.4
98
0
No Failure
2,570
H31983
H
299.5
309.2
1,872
22.6
162
0
No Failure
6,947
L54126
L
300.7
311.2
1,486
46.8
56
0
No Failure
5,296
L52475
L
303.8
313.2
1,336
47.8
176
0
No Failure
1,188
M16047
M
297.4
308.6
1,522
38
33
0
No Failure
1,269
L48448
L
298
309.5
1,496
45.8
46
0
No Failure
5,807
L52986
L
301.4
310.9
1,440
45.4
177
0
No Failure
5,896
M20755
M
301.2
310.9
1,460
46.7
166
0
No Failure
4,726
M19585
M
303.4
311.8
1,515
42.6
204
0
No Failure
1,094
M15953
M
296.8
307.5
1,443
39.2
13
0
No Failure
5,525
L52704
L
302.6
311.9
1,633
30.9
89
0
No Failure
6,305
L53484
L
301.1
310.5
1,532
37.5
119
0
No Failure
3,526
L50705
L
301.8
310.9
1,609
31.7
202
0
No Failure
8,953
M23812
M
297.2
308
1,478
42.5
56
0
No Failure