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
4,571
L51750
L
302.8
310.9
1,312
52.2
40
1
Heat Dissipation Failure
9,213
L56392
L
298
308.9
1,390
53.9
88
0
No Failure
5,396
L52575
L
302.8
312.4
1,529
36.8
237
0
No Failure
2,910
L50089
L
300.7
309.6
1,500
44.1
122
0
No Failure
6,131
L53310
L
301
310.9
1,473
44.2
116
0
No Failure
8,912
L56091
L
297.1
308.3
1,773
23.8
169
0
No Failure
5,722
M20581
M
302.3
311.8
1,443
43.4
175
0
No Failure
841
L48020
L
296.6
307.5
1,582
37.9
197
0
No Failure
7,932
L55111
L
300.7
311.7
1,499
38.4
205
0
No Failure
7,962
L55141
L
301
312.2
1,264
59
57
0
No Failure
9,910
L57089
L
298.7
309.1
1,607
32.7
2
0
No Failure
4,237
L51416
L
302.2
310.9
1,604
40.5
68
0
No Failure
6,064
L53243
L
301.1
311.1
1,450
43.3
168
0
No Failure
1,946
L49125
L
298.1
308.1
1,616
32.8
65
0
No Failure
9,600
L56779
L
299
310.1
1,463
37.4
56
0
No Failure
9,734
M24593
M
298.9
310.1
1,442
42.9
153
0
No Failure
2,097
M16956
M
299.5
309.4
1,387
56.2
32
0
No Failure
1,278
M16137
M
298.2
309.4
1,408
46.5
76
0
No Failure
6,397
L53576
L
300
309.6
1,526
46.4
150
0
No Failure
7,888
L55067
L
300.7
312.4
1,590
37.9
98
0
No Failure
9,697
L56876
L
298.9
309.9
1,404
39.8
62
0
No Failure
1,710
L48889
L
298.2
307.8
1,749
26.1
66
0
No Failure
8,863
M23722
M
298
309.2
1,558
41.7
35
0
No Failure
6,988
L54167
L
300.7
311.1
2,437
13.8
163
0
No Failure
3,755
L50934
L
302.3
311
1,442
43.7
152
0
No Failure
4,475
L51654
L
302.7
310.5
1,563
35
8
0
No Failure
3,831
L51010
L
302.3
310.9
1,891
22.7
135
0
No Failure
3,744
L50923
L
302.5
311.4
1,759
24.6
124
0
No Failure
513
L47692
L
297.5
309.2
1,426
44.8
24
0
No Failure
3,235
L50414
L
300.8
309.4
1,489
38.4
109
0
No Failure
103
L47282
L
298.8
308.8
1,555
40.6
61
0
No Failure
651
L47830
L
297.6
309.2
1,611
33.1
155
0
No Failure
3,980
L51159
L
302.3
311.3
1,439
41.8
96
0
No Failure
3,900
M18759
M
302.1
311
1,711
28.7
83
0
No Failure
6,289
L53468
L
301
310.5
1,317
50.9
75
0
No Failure
2,197
M17056
M
299.7
308.9
1,551
35.4
82
0
No Failure
2,895
L50074
L
300.7
309.6
1,733
24.8
85
0
No Failure
4,129
L51308
L
301.9
310.4
1,708
24.8
17
0
No Failure
7,207
L54386
L
299.8
309.7
1,457
51.9
89
0
No Failure
7,948
L55127
L
300.8
311.7
1,426
45.5
16
0
No Failure
9,672
L56851
L
299
310.2
1,412
44.1
246
0
No Failure
5,611
L52790
L
303.1
312.4
1,407
41.2
107
0
No Failure
4,968
L52147
L
303.9
312.6
1,426
53.4
172
0
No Failure
8,027
L55206
L
300.7
311.9
1,399
50.2
222
1
Overstrain Failure
3,641
H33054
H
302.4
311.6
1,544
39.1
70
0
No Failure
8,051
L55230
L
300.7
312
1,401
51.1
50
0
No Failure
8,284
H37697
H
298.9
310.6
1,615
33
221
0
No Failure
9,221
L56400
L
297.8
308.9
1,282
58.1
108
0
No Failure
9,509
L56688
L
299.2
310.4
1,611
36.4
32
0
No Failure
6,897
M21756
M
301
311.6
1,454
40
140
0
No Failure
6,519
H35932
H
301
310
1,212
67.9
30
0
No Failure
1,942
L49121
L
298.1
307.9
1,425
58.2
57
0
No Failure
9,872
M24731
M
298.9
309.8
1,947
21.7
105
0
No Failure
8,934
M23793
M
297.3
308.3
1,544
41.7
6
0
No Failure
6,379
L53558
L
300
309.6
1,514
44.6
98
0
No Failure
4,283
L51462
L
301.9
309.9
1,374
48.5
180
1
Heat Dissipation Failure
2,943
L50122
L
300.7
309.5
1,461
49.9
0
0
No Failure
4,367
L51546
L
302
309.9
1,388
51.4
183
0
No Failure
5,409
L52588
L
302.6
312.4
1,628
33
15
0
No Failure
5,380
L52559
L
302.9
312.4
1,446
41.7
196
0
No Failure
3,032
M17891
M
300.5
309.7
1,389
43.3
9
0
No Failure
7,305
L54484
L
300.1
310.5
1,394
44.3
121
0
No Failure
4,349
L51528
L
301.9
309.8
1,507
44.7
131
0
No Failure
4,872
L52051
L
303.7
312.4
1,513
40.1
135
0
No Failure
7,907
L55086
L
300.9
312.4
1,372
51
142
0
No Failure
9,428
L56607
L
298.2
308.8
1,540
34.8
32
0
No Failure
9,202
L56381
L
297.8
308.7
1,404
44.2
62
0
No Failure
7,896
L55075
L
300.8
312.6
1,422
50
117
0
No Failure
7,225
L54404
L
299.8
309.6
1,598
31
139
0
No Failure
4,311
L51490
L
301.4
310
1,776
25.6
30
0
No Failure
1,653
H31066
H
297.9
307.8
1,635
34
142
0
No Failure
66
L47245
L
299
309.1
1,394
45.1
179
0
No Failure
474
M15333
M
297.4
309
1,520
37
147
0
No Failure
661
M15520
M
297.7
309.2
1,700
27.4
176
0
No Failure
2,906
L50085
L
300.6
309.4
1,552
36.4
113
0
No Failure
8,603
L55782
L
297.4
308.1
1,729
31.7
204
0
No Failure
243
L47422
L
298
308.2
1,348
58.8
202
1
Overstrain Failure
7,352
L54531
L
299.7
310.2
1,458
43.4
28
0
No Failure
1,321
M16180
M
299
310.3
1,540
38.1
182
0
No Failure
5,083
H34496
H
304.1
313.2
1,590
43.4
52
0
No Failure
6,804
M21663
M
301.1
310.7
1,367
43.4
111
0
No Failure
6,556
H35969
H
301.5
310.7
1,394
46.7
130
0
No Failure
40
L47219
L
298.8
309.1
1,350
52.5
111
0
No Failure
4,320
M19179
M
301.6
310.2
1,411
45.1
54
0
No Failure
1,489
L48668
L
298.2
309.1
1,568
36.3
166
0
No Failure
2,333
L49512
L
299.2
308.5
1,378
50.4
220
1
Overstrain Failure
6,219
H35632
H
301
310.6
1,366
50.6
106
0
No Failure
2,674
L49853
L
299.8
309.4
1,480
40.9
2
0
No Failure
9,585
L56764
L
299.3
310.5
1,529
41.3
17
0
No Failure
5,171
M20030
M
304.1
313.3
1,480
38.4
72
0
No Failure
207
L47386
L
298.5
308.7
1,609
35.3
117
0
No Failure
345
M15204
M
297.5
308.2
2,448
13.8
29
0
No Failure
5,811
L52990
L
301.3
311
1,856
21.9
189
0
No Failure
7,097
L54276
L
300.6
310.2
1,489
47.8
21
0
No Failure
9,356
L56535
L
298.3
308.9
1,708
28
42
0
No Failure
5,719
L52898
L
302.4
312
1,621
32.5
169
0
No Failure
4,372
L51551
L
302
309.8
1,480
40
199
0
No Failure
7,929
L55108
L
300.6
311.7
1,497
43.6
198
0
No Failure
2,468
M17327
M
298.9
308.6
1,574
33.5
128
0
No Failure
4,559
L51738
L
302.7
310.7
1,369
47.5
11
1
Heat Dissipation Failure