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
2,712
L49891
L
299.6
309.1
1,407
50.6
85
0
No Failure
6,394
L53573
L
300.2
309.7
1,678
30.5
142
0
No Failure
7,367
H36780
H
299.6
310.1
1,531
36.8
62
0
No Failure
820
L47999
L
296.8
307.6
1,398
46.7
144
0
No Failure
1,880
M16739
M
298.2
307.7
1,608
33.8
106
0
No Failure
918
L48097
L
295.3
305.7
1,475
51
187
0
No Failure
8,298
M23157
M
298.8
310.2
1,595
33.1
34
0
No Failure
4,255
L51434
L
302.6
311
1,284
68
114
1
Heat Dissipation Failure
9,031
M23890
M
297.5
308.4
1,403
44.3
25
0
No Failure
7,553
L54732
L
300.3
311.3
1,525
40.7
105
0
No Failure
2,752
L49931
L
299.7
309.1
1,417
50.1
187
0
No Failure
563
L47742
L
297.6
309.5
1,574
30.9
151
0
No Failure
9,125
L56304
L
297.4
308.4
1,426
50.4
70
0
No Failure
8,732
H38145
H
297.2
308.6
1,486
46.6
98
0
No Failure
3,533
L50712
L
301.9
310.9
1,486
40.3
6
0
No Failure
8,519
M23378
M
298.3
309.6
1,681
27.1
194
0
No Failure
728
H30141
H
297.3
308.6
1,499
37.6
147
0
No Failure
8,494
M23353
M
298.3
309.5
1,560
36.9
131
0
No Failure
2,476
L49655
L
298.9
308.5
1,459
43.1
147
0
No Failure
2,214
L49393
L
299.7
309.1
1,473
39.4
125
0
No Failure
2,663
M17522
M
299.9
309.4
1,483
38.1
193
0
No Failure
4,573
M19432
M
302.9
311
1,556
36.5
44
0
No Failure
402
L47581
L
297.5
308.5
1,722
30.4
178
0
No Failure
2,206
L49385
L
299.9
309.2
1,624
34.6
105
0
No Failure
1,795
M16654
M
298.1
307.8
1,514
43.5
78
0
No Failure
8,486
L55665
L
298.4
309.5
1,450
47.9
112
0
No Failure
4,206
L51385
L
302.3
310.8
1,723
26.3
213
0
No Failure
964
L48143
L
295.8
306.6
1,621
31.6
95
0
No Failure
64
M14923
M
298.9
309
1,812
25.9
174
0
No Failure
808
L47987
L
297
307.7
1,867
22.8
118
0
No Failure
331
M15190
M
297.6
308.4
1,398
41.9
215
0
No Failure
5,014
M19873
M
303.8
312.9
1,594
35.2
69
0
No Failure
1,255
H30668
H
297.5
308.8
1,430
49.4
2
0
No Failure
3,810
L50989
L
302.2
310.8
1,350
56.6
76
0
No Failure
680
L47859
L
297.8
309.2
1,372
47.3
15
0
No Failure
632
L47811
L
298.4
310
1,554
37.3
103
0
No Failure
1,368
M16227
M
298.8
310.2
1,581
37.5
75
0
No Failure
4,794
H34207
H
303.6
312.6
1,498
40.2
155
0
No Failure
5,583
L52762
L
302.5
312
2,052
18.9
40
0
No Failure
7,136
L54315
L
300.5
309.9
1,443
48.3
122
0
No Failure
5,968
L53147
L
300.4
310.8
1,390
52.5
144
0
No Failure
7,680
L54859
L
300.7
311.7
1,635
32.4
213
0
No Failure
4,785
L51964
L
303.9
312.6
1,642
32.3
127
0
No Failure
3,138
L50317
L
300.4
309.9
1,567
36.5
72
0
No Failure
9,821
M24680
M
298.6
309.5
1,568
36.7
182
0
No Failure
291
L47470
L
298.1
308.4
1,438
45.6
105
0
No Failure
875
L48054
L
295.9
306.4
1,575
28.5
74
0
No Failure
1,844
L49023
L
297.6
307.1
1,496
39.2
12
0
No Failure
7,176
L54355
L
300.1
310.1
1,569
43.5
17
0
No Failure
9,447
H38860
H
298.1
308.9
1,388
53.5
83
0
No Failure
3,951
L51130
L
302.3
311.4
1,570
37.2
15
0
No Failure
2,219
L49398
L
299.7
309.1
1,713
33.5
141
0
No Failure
8,739
L55918
L
297.3
308.7
1,531
36.7
116
0
No Failure
8,416
M23275
M
298.7
309.9
1,434
53
144
0
No Failure
878
M15737
M
295.6
306.2
1,584
33.6
81
0
No Failure
5,106
L52285
L
304.1
313.4
1,374
56.6
115
0
No Failure
8,792
M23651
M
297.4
308.5
1,412
45.5
49
0
No Failure
4,702
H34115
H
303.5
311.7
1,584
32.7
143
0
No Failure
497
M15356
M
297.5
309.2
1,530
40
206
0
No Failure
5,299
M20158
M
303.7
313.1
2,130
18.1
185
0
No Failure
2,383
L49562
L
299.1
308.3
1,601
31.4
121
0
No Failure
1,616
L48795
L
297.8
307.9
1,447
48.6
46
0
No Failure
9,461
M24320
M
298.4
309.2
1,399
45.2
125
0
No Failure
4,229
L51408
L
302.2
310.8
2,203
16.6
47
0
No Failure
6,616
L53795
L
301.7
310.6
1,545
42.1
68
0
No Failure
3,936
M18795
M
302.6
311.6
1,227
68.2
187
1
Overstrain Failure
1,042
L48221
L
296.6
307.6
1,809
25.1
86
0
No Failure
1,610
L48789
L
297.7
307.7
1,581
34.9
31
0
No Failure
815
M15674
M
296.8
307.5
1,470
45.9
132
0
No Failure
6,228
L53407
L
301.2
310.8
1,479
38.2
139
0
No Failure
5,763
L52942
L
301.8
311.2
1,334
52.3
68
0
No Failure
6,713
H36126
H
301.4
310.7
1,516
36.4
83
0
No Failure
5,032
M19891
M
303.8
313
1,514
45
113
0
No Failure
3,444
L50623
L
301.5
310.5
1,535
39
204
0
No Failure
3,648
L50827
L
302.2
311.5
1,427
43.8
88
0
No Failure
1,495
M16354
M
298
308.7
1,377
48.5
181
0
No Failure
7,464
H36877
H
300.1
311.4
1,518
46.9
87
0
No Failure
3,762
M18621
M
302.4
311
1,490
37.1
168
0
No Failure
6,184
H35597
H
301
310.9
1,495
37.3
21
0
No Failure
8,619
L55798
L
297.7
308.7
1,829
24.9
17
0
No Failure
2,430
L49609
L
298.9
308.3
1,432
48.9
38
0
No Failure
5,386
H34799
H
302.9
312.3
1,754
26.9
209
0
No Failure
8,930
M23789
M
297.4
308.4
1,620
35.8
215
0
No Failure
1,187
L48366
L
297.3
308.4
1,417
47.8
31
0
No Failure
2,004
M16863
M
298.5
308.2
1,564
37.5
15
0
No Failure
7,108
H36521
H
300.9
310.5
1,512
41.2
49
0
No Failure
2,595
L49774
L
298.8
308.5
1,446
37
11
0
No Failure
584
H29997
H
297.7
309.6
1,697
32.2
210
0
No Failure
6,292
M21151
M
301.1
310.5
1,547
35.8
81
0
No Failure
273
L47452
L
298.1
308.1
1,484
40.4
59
0
No Failure
5,895
L53074
L
301.2
310.9
1,597
37.9
164
0
No Failure
1,090
M15949
M
296.9
307.7
2,008
17.5
3
0
No Failure
3,640
L50819
L
302.4
311.6
1,622
35
68
0
No Failure
5,415
L52594
L
302.6
312.3
1,534
34.3
31
0
No Failure
3,991
H33404
H
302.2
311.2
1,692
28.2
122
0
No Failure
7,396
M22255
M
299.7
310.6
1,572
38
139
0
No Failure
949
M15808
M
295.6
306.3
1,426
45.5
53
0
No Failure
246
M15105
M
297.9
308.1
1,627
31.4
209
0
No Failure
9,641
L56820
L
299.4
310.5
1,514
36.1
169
0
No Failure
4,922
L52101
L
303.4
312.3
1,287
54.8
54
0
No Failure