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
7,246
L54425
L
300
310.1
1,477
34.6
195
0
No Failure
5,295
L52474
L
303.9
313.4
1,442
48.5
174
0
No Failure
5,266
M20125
M
303.5
312.9
1,883
23.3
100
0
No Failure
6,342
M21201
M
300.4
309.8
1,421
47.2
0
0
No Failure
5,417
L52596
L
302.6
312.3
1,660
30.3
36
0
No Failure
3,203
L50382
L
300.2
309.2
1,430
43.4
24
0
No Failure
4,643
L51822
L
303.2
311.4
1,238
54.6
226
1
Heat Dissipation Failure
3,546
L50725
L
301.8
310.8
1,576
38.6
38
0
No Failure
9,373
L56552
L
297.7
308.4
1,487
41.4
84
0
No Failure
4,775
L51954
L
303.6
312
1,827
23.3
103
0
No Failure
712
L47891
L
297.5
308.7
1,443
46.2
110
0
No Failure
8,533
L55712
L
298.6
309.4
1,315
55.5
28
0
No Failure
7,066
L54245
L
300.8
310.6
1,384
52.9
165
0
No Failure
5,418
L52597
L
302.6
312.4
1,386
45.8
38
0
No Failure
7,000
M21859
M
300.6
310.7
1,457
36.7
193
0
No Failure
8,000
M22859
M
300.9
312.1
1,617
31
148
0
No Failure
2,665
M17524
M
299.9
309.4
1,487
42.2
198
0
No Failure
5,459
L52638
L
303.1
312.6
1,514
42.1
138
0
No Failure
2,072
M16931
M
299.7
309.6
1,313
60
186
0
No Failure
847
M15706
M
296.4
307.4
1,416
50
210
0
No Failure
966
L48145
L
295.8
306.6
1,508
46.5
99
0
No Failure
4,954
L52133
L
303.7
312.5
1,670
26.1
139
0
No Failure
4,564
L51743
L
302.7
310.7
1,977
20
21
0
No Failure
4,433
L51612
L
302.4
310.2
1,445
46.4
125
0
No Failure
7,853
L55032
L
300.3
311.7
1,515
37.5
5
0
No Failure
7,268
L54447
L
300.5
310.5
1,695
26.7
28
0
No Failure
8,200
L55379
L
299.2
310.7
1,737
27
225
1
Tool Wear Failure
3,466
M18325
M
301.8
310.7
1,383
45.7
44
0
No Failure
3,563
L50742
L
301.7
310.6
1,471
43.8
80
0
No Failure
2,078
L49257
L
299.4
309.4
1,701
31.2
199
0
No Failure
7,319
H36732
H
299.9
310.3
1,535
43.9
154
0
No Failure
2,066
L49245
L
299.7
309.6
1,419
45.1
170
0
No Failure
6,841
L54020
L
301.1
311.1
1,799
21.7
206
0
No Failure
6,827
L54006
L
301
310.9
1,822
21.6
168
0
No Failure
8,835
L56014
L
297.4
308.8
1,473
46.2
167
0
No Failure
3,075
L50254
L
300.1
309.2
1,783
27.3
118
0
No Failure
39
H29452
H
298.9
309.2
1,379
50.7
106
0
No Failure
3,753
H33166
H
302.3
311.1
1,455
40.3
145
0
No Failure
7,816
M22675
M
299.9
311.3
1,703
28.4
134
0
No Failure
8,547
L55726
L
298.4
309.3
1,716
28.4
66
0
No Failure
6,135
L53314
L
301
311
1,581
37
127
0
No Failure
6,426
L53605
L
300.3
309.9
1,393
56.1
12
0
No Failure
7,212
L54391
L
299.8
309.7
1,431
40.3
101
0
No Failure
2,489
L49668
L
298.9
308.7
1,356
50.7
185
0
No Failure
4,818
L51997
L
303.5
312.1
1,674
30.8
0
0
No Failure
3,485
L50664
L
301.9
310.8
1,519
39
90
0
No Failure
3
L47182
L
298.1
308.5
1,498
49.4
5
0
No Failure
4,704
M19563
M
303.6
311.8
1,432
42.5
150
0
No Failure
81
H29494
H
298.8
308.8
1,445
49.9
4
0
No Failure
9,284
M24143
M
298.3
309
1,802
27.5
71
0
No Failure
7,688
M22547
M
300.7
311.7
2,097
18.9
232
1
Tool Wear Failure
4,535
L51714
L
302.4
310.2
1,633
28
164
0
No Failure
6,109
M20968
M
300.8
310.9
1,678
28.1
63
0
No Failure
1,419
L48598
L
298.8
309.9
1,320
47.4
210
0
No Failure
7,266
L54445
L
300.4
310.6
1,384
48.7
24
0
No Failure
7,365
L54544
L
299.5
309.9
1,402
51.7
58
0
No Failure
4,224
L51403
L
302
310.7
1,657
31.9
37
0
No Failure
5,476
L52655
L
302.7
312.2
1,336
46.8
179
0
No Failure
6,553
L53732
L
301.4
310.7
1,786
26.1
123
0
No Failure
7,279
H36692
H
300
310.1
1,714
28.7
55
0
No Failure
4,242
L51421
L
302.4
311
1,475
47.9
79
0
No Failure
2,937
M17796
M
300.9
309.7
1,394
48.8
192
0
No Failure
6,914
L54093
L
300.8
311.2
1,481
38.5
181
0
random failures
5,959
L53138
L
300.6
310.8
1,533
38.5
117
0
No Failure
5,337
L52516
L
303.2
312.4
1,663
33.7
71
0
No Failure
6,487
L53666
L
300.5
309.8
1,939
21.4
164
0
No Failure
6,529
L53708
L
301.2
310.5
1,546
40
55
0
No Failure
9,339
H38752
H
298.5
309
1,531
30.8
212
0
No Failure
7,019
M21878
M
300.7
310.7
1,377
46.7
36
0
No Failure
6,398
M21257
M
300
309.6
1,587
32.6
152
0
No Failure
268
L47447
L
297.9
308
1,954
21.1
42
0
No Failure
454
L47633
L
297.4
308.7
1,510
36.2
92
0
No Failure
6,042
M20901
M
300.7
311
1,418
49.3
106
0
No Failure
1,369
H30782
H
298.8
310.3
1,708
27.1
78
0
No Failure
1,366
L48545
L
298.7
310.1
1,676
33.5
70
0
No Failure
7,514
L54693
L
300.4
311.8
2,261
14.9
5
0
No Failure
1,821
L49000
L
298.1
307.5
1,493
43.7
153
0
No Failure
2,174
M17033
M
299.5
309.2
1,495
41.6
17
0
No Failure
2,340
L49519
L
299.2
308.2
1,466
41.3
8
0
No Failure
6,122
L53301
L
300.9
311.1
1,457
37.4
96
0
No Failure
3,513
M18372
M
301.8
311
1,393
49.5
168
0
No Failure
2,947
M17806
M
300.7
309.5
1,622
30.5
14
0
No Failure
3,042
L50221
L
300.4
309.5
1,543
38.9
37
0
No Failure
1,769
M16628
M
298.3
307.8
1,485
42
13
0
No Failure
6,913
M21772
M
300.8
311.2
1,634
31.9
178
0
No Failure
4,931
L52110
L
303.4
312.3
1,663
33.9
78
0
No Failure
3,143
L50322
L
300.6
310
1,658
34.7
88
0
No Failure
7,084
L54263
L
300.7
310.4
1,416
61.8
209
1
Power Failure
7,487
L54666
L
300.3
311.7
1,635
31.8
156
0
No Failure
9,750
H39163
H
298.8
310.1
1,483
45.4
192
0
No Failure
7,173
M22032
M
300.1
310.1
1,402
46.6
10
0
No Failure
5,438
M20297
M
302.9
312.6
1,394
46.4
82
0
No Failure
621
M15480
M
298.3
310.1
1,389
49.6
75
0
No Failure
2,852
L50031
L
300.5
309.3
1,373
48.8
211
0
No Failure
57
L47236
L
298.8
309.1
1,477
42.4
158
0
No Failure
8,414
M23273
M
298.6
309.7
1,422
49.7
139
0
No Failure
9,445
L56624
L
298.1
308.9
2,136
15.9
78
0
No Failure
6,413
L53592
L
300.4
310
1,423
44.2
189
0
No Failure
8,323
L55502
L
298.7
309.6
1,364
44.9
106
0
No Failure
3,941
L51120
L
302.3
311.5
1,395
54.2
198
0
No Failure