Datasets:
EddyGiusepe
/
Modified_dataset_for_predictive_maintenance

Dataset card Data Studio Files 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
2,500
M17359
M
299.1
308.9
1,325
48.4
220
0
No Failure
3,081
M17940
M
299.9
309.2
1,539
43.2
132
0
No Failure
8,653
H38066
H
297.3
308.3
1,461
41.5
108
0
No Failure
2,729
L49908
L
299.7
309.3
1,779
25.5
129
0
No Failure
8,043
L55222
L
300.8
311.9
1,486
45.1
30
0
No Failure
3,714
L50893
L
302.3
311.5
1,565
35.6
41
0
No Failure
4,754
H34167
H
303.2
311.4
1,607
36.6
43
0
No Failure
1,586
L48765
L
298.2
308.3
1,400
48.7
194
0
No Failure
4,561
L51740
L
302.7
310.7
1,597
41.9
15
0
No Failure
2,212
M17071
M
299.6
309
1,245
64
120
0
No Failure
8,258
M23117
M
299
310.6
1,587
34.2
141
0
No Failure
858
M15717
M
296.1
307.1
1,350
53.3
22
0
No Failure
1,957
M16816
M
297.9
307.7
1,364
46.8
89
0
No Failure
1,378
L48557
L
298.8
310.2
1,461
46.7
105
0
No Failure
3,519
L50698
L
301.9
311
1,376
44.9
186
0
No Failure
3,285
H32698
H
301.2
309.9
1,362
50.7
25
0
No Failure
6,315
M21174
M
301
310.4
1,793
25
142
0
No Failure
3,747
H33160
H
302.5
311.3
1,393
47.5
130
0
No Failure
741
M15600
M
296.9
308.4
1,450
46.9
186
0
No Failure
5,910
H35323
H
300.7
310.2
1,364
65.3
208
1
Tool Wear Failure
922
H30335
H
295.5
305.9
1,593
37.2
197
0
No Failure
8,321
M23180
M
298.8
309.7
1,453
47.7
101
0
No Failure
4,671
L51850
L
303.2
311.4
1,610
35.5
63
0
No Failure
5,466
L52645
L
302.9
312.4
1,424
49.5
155
0
No Failure
449
L47628
L
297.5
308.6
1,552
44.9
77
0
No Failure
7,538
L54717
L
300.1
311.3
1,305
64.7
66
0
No Failure
1,486
M16345
M
298.1
309
1,976
19.3
158
0
No Failure
6,473
H35886
H
300.4
309.6
1,571
33.6
126
0
No Failure
6,906
M21765
M
301
311.5
1,550
34.9
162
0
No Failure
1,407
L48586
L
298.9
310.1
1,442
48
181
0
No Failure
5,978
L53157
L
300.6
310.7
1,750
30.6
171
0
No Failure
424
L47603
L
297.3
308.3
1,484
43.9
13
0
No Failure
157
M15016
M
298.4
308.1
1,495
46
203
0
No Failure
4,256
M19115
M
302.5
311
1,387
52.1
116
0
No Failure
5,689
M20548
M
302.3
311.7
1,423
44.6
93
0
No Failure
4,212
L51391
L
302.1
310.7
1,314
52.8
8
1
Heat Dissipation Failure
7,443
L54622
L
300
311.5
1,601
36.9
35
0
No Failure
7,492
L54671
L
300.4
311.8
1,320
57.9
168
0
No Failure
489
L47668
L
297.4
309.2
1,584
42.8
186
0
No Failure
8,425
L55604
L
299.1
310.6
1,380
44.7
170
0
No Failure
6,320
L53499
L
300.8
310.2
1,514
40
155
0
No Failure
106
L47285
L
298.8
308.7
1,591
31.1
68
0
No Failure
3,134
H32547
H
300.2
309.6
1,442
49.2
61
0
No Failure
7,757
L54936
L
300.5
311.8
1,368
57.9
191
1
Overstrain Failure
8,219
L55398
L
299.1
310.5
1,485
37.8
46
0
No Failure
3,838
L51017
L
302.4
311.2
1,450
47.9
154
0
No Failure
9,172
M24031
M
297.7
308.8
1,388
45.6
190
0
No Failure
4,319
L51498
L
301.5
310.1
1,541
42.2
52
0
No Failure
5,623
L52802
L
302.9
312.2
1,571
40.6
139
0
No Failure
88
L47267
L
299
309
1,544
31.8
25
0
No Failure
4,572
L51751
L
302.8
310.9
1,708
29.8
42
0
No Failure
637
L47816
L
298.3
309.9
1,463
43.9
116
0
No Failure
1,107
L48286
L
296.7
307.6
1,540
38.6
53
0
No Failure
3,337
L50516
L
301.6
310.8
1,535
35.4
148
0
No Failure
6,323
M21182
M
300.7
310.1
1,483
40.2
162
0
No Failure
7,067
M21926
M
300.8
310.7
1,572
36.2
167
0
No Failure
5,214
M20073
M
303.7
312.6
1,429
43.3
189
0
No Failure
3,494
M18353
M
301.9
311
1,638
35.4
116
0
No Failure
4,563
L51742
L
302.7
310.7
1,398
57.7
19
0
No Failure
9,037
L56216
L
297.3
308.3
1,519
37.7
45
0
No Failure
7,346
L54525
L
299.6
310.2
1,381
60.5
13
0
No Failure
1,158
L48337
L
297
307.8
1,583
37.2
189
0
No Failure
48
L47227
L
298.8
309.1
1,418
46.3
133
0
No Failure
714
L47893
L
297.4
308.6
1,439
46.4
114
0
No Failure
8,797
L55976
L
297.2
308.3
1,796
23.8
61
0
No Failure
8,844
H38257
H
297.3
308.8
1,564
38
191
0
No Failure
8,422
L55601
L
298.9
310.3
1,496
36.3
161
0
No Failure
2,283
L49462
L
299.4
308.7
1,459
47.6
96
0
No Failure
8,459
L55638
L
298.7
309.9
1,753
26.8
40
0
No Failure
2,194
M17053
M
299.5
308.9
1,448
42.9
74
0
No Failure
3,270
M18129
M
301.3
310
1,696
32.4
202
0
No Failure
4,127
M18986
M
302
310.6
1,623
34.3
9
0
No Failure
7,912
L55091
L
300.7
312.1
1,512
36.9
153
0
No Failure
4,291
L51470
L
301.8
310
1,642
32.6
201
0
No Failure
1,768
M16627
M
298.3
307.7
1,520
41.4
10
0
No Failure
8,860
L56039
L
297.9
309.1
1,457
44.4
28
0
No Failure
4,103
L51282
L
302
310.4
1,450
46.6
165
0
No Failure
6,923
L54102
L
301.2
311.7
1,463
48.3
204
0
No Failure
6,345
H35758
H
300.2
309.8
1,374
47.7
8
0
No Failure
529
M15388
M
297.5
309.5
1,553
42.4
60
0
No Failure
9,391
M24250
M
297.5
308
1,560
39
141
0
No Failure
3,950
L51129
L
302.3
311.5
1,384
50.8
13
0
No Failure
3,879
L51058
L
302.6
311.7
1,773
27.1
30
0
No Failure
3,359
L50538
L
301.5
310.6
1,522
36.6
202
0
No Failure
4,854
L52033
L
303.7
312.2
1,487
34
94
0
No Failure
3,002
L50181
L
300.5
309.8
1,445
43.9
164
0
No Failure
8,213
H37626
H
299.2
310.5
1,329
48.9
30
0
No Failure
7,051
L54230
L
300.6
310.4
1,457
47.7
120
0
No Failure
3,967
L51146
L
302.3
311.5
1,530
37.8
57
0
No Failure
4,414
M19273
M
302.7
310.5
1,398
47.3
70
0
No Failure
6,073
M20932
M
300.9
310.8
1,695
30.2
188
0
No Failure
2,502
M17361
M
299.1
308.9
1,476
42.7
225
0
No Failure
1,954
L49133
L
297.9
307.7
1,593
34.9
83
0
No Failure
9,335
L56514
L
298.4
308.9
1,402
44.8
201
0
No Failure
4,933
L52112
L
303.3
312.1
1,418
44.7
83
0
No Failure
2,278
H31691
H
299.3
308.7
1,408
44.4
82
0
No Failure
9,849
H39262
H
298.5
309.2
1,568
40.6
39
0
No Failure
6,375
L53554
L
300
309.5
1,506
38.8
87
0
No Failure
3,770
M18629
M
302.2
311
1,436
47
187
0
No Failure
7,921
L55100
L
300.8
312
1,382
49.3
177
0
No Failure