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
6,747
M21606
M
301.7
311.1
1,578
40.5
174
0
No Failure
6,625
L53804
L
301.7
310.7
1,532
39.8
92
0
No Failure
9,865
M24724
M
298.9
309.9
1,645
31.4
86
0
No Failure
3,944
L51123
L
302.3
311.4
1,333
66.7
205
1
Power Failure
8,508
L55687
L
298.4
309.7
1,518
39.8
165
0
No Failure
2,492
L49671
L
299.1
308.9
1,445
43.4
197
0
No Failure
2,757
L49936
L
299.7
309.2
1,781
29.6
201
0
No Failure
9,778
L56957
L
298.6
309.6
1,387
57.6
50
0
No Failure
8,273
L55452
L
298.9
310.6
1,363
52.6
190
0
No Failure
6,983
L54162
L
300.7
311.1
1,440
43
148
0
No Failure
4,687
M19546
M
303.5
311.6
1,562
34.2
107
0
No Failure
1,601
M16460
M
297.8
307.8
1,543
43.7
8
0
No Failure
1,370
M16229
M
298.7
310.3
1,481
41.5
83
0
No Failure
3,292
M18151
M
301.2
310.1
1,479
45.5
44
0
No Failure
5,731
L52910
L
302.3
311.7
1,793
25.3
200
0
No Failure
7,913
L55092
L
300.7
312.1
1,498
44
155
0
No Failure
8,632
H38045
H
297.3
308.3
1,506
37
54
0
No Failure
7,772
L54951
L
300.3
311.6
1,709
29.5
27
0
No Failure
2,987
L50166
L
300.6
309.8
1,455
48
125
0
No Failure
6,436
L53615
L
300.3
309.9
1,621
34.1
36
0
No Failure
8,570
L55749
L
297.9
308.6
1,757
27.5
118
0
No Failure
4,210
M19069
M
302.2
310.8
1,422
47
3
0
No Failure
6,670
L53849
L
301.4
310.5
1,571
33.9
208
0
No Failure
3,582
M18441
M
301.8
310.6
1,459
40.2
128
0
No Failure
3,492
H32905
H
301.9
310.9
1,590
34.3
106
0
No Failure
3,958
L51137
L
302.2
311.4
1,510
44.9
33
0
No Failure
2,677
L49856
L
299.7
309.3
1,592
34.2
8
0
No Failure
3,622
L50801
L
301.9
311.2
1,657
29.1
23
0
No Failure
7,701
M22560
M
300.7
311.6
1,348
62.5
36
0
No Failure
3,885
H33298
H
302.5
311.5
1,626
36
44
0
No Failure
5,952
L53131
L
300.7
310.9
1,650
29.4
102
0
No Failure
6,152
L53331
L
301.1
311.2
1,555
35.3
172
0
No Failure
6,119
M20978
M
300.9
311.1
1,325
61.4
88
0
No Failure
8,889
M23748
M
297.7
308.9
1,530
39.1
108
0
No Failure
5,341
L52520
L
303.5
312.7
1,393
49.3
82
0
No Failure
1,784
H31197
H
298.3
308
1,553
41
52
0
No Failure
8,553
L55732
L
298.2
309.1
1,467
44.5
80
0
No Failure
6,510
L53689
L
301.1
310.1
1,564
36.8
7
0
No Failure
3,339
M18198
M
301.6
310.9
1,510
40.9
152
0
No Failure
2,457
L49636
L
299.1
308.6
1,555
36.6
104
0
No Failure
3,568
L50747
L
301.8
310.5
1,548
34.1
93
0
No Failure
1,923
L49102
L
298
307.8
1,716
26.6
9
0
No Failure
1,913
M16772
M
298
307.7
1,621
34.9
194
0
No Failure
7,535
L54714
L
300
311.2
1,418
47.3
60
0
No Failure
8,717
M23576
M
297.1
308.6
1,717
31.3
61
0
No Failure
3,372
L50551
L
301.4
310.7
1,989
21.8
19
0
No Failure
5,544
L52723
L
302.4
311.8
1,255
59
138
0
No Failure
3,727
M18586
M
302.3
311.2
1,505
36.7
78
0
No Failure
6,129
L53308
L
300.9
311
1,499
38
111
0
No Failure
7,589
L54768
L
300.4
311.1
2,013
20.1
195
0
No Failure
614
L47793
L
298.1
309.9
1,634
30
53
0
No Failure
1,638
L48817
L
297.9
307.8
1,665
33.9
102
0
No Failure
9,178
L56357
L
297.9
309.1
1,504
43
4
0
No Failure
3,244
L50423
L
301
309.6
1,724
28.1
133
0
No Failure
7,434
M22293
M
300.1
311.4
1,913
21.9
15
0
No Failure
3,045
L50224
L
300.2
309.4
1,981
21.4
44
0
No Failure
7,161
M22020
M
300.2
310.1
1,485
40.5
188
0
No Failure
7,039
L54218
L
300.7
310.6
1,654
34.2
89
0
No Failure
2,708
M17567
M
299.6
309
1,539
36.1
76
0
No Failure
5,404
L52583
L
302.7
312.3
1,858
25.4
2
0
No Failure
1,504
L48683
L
298
308.7
1,771
26.2
206
0
No Failure
8,577
L55756
L
297.6
308.3
1,523
39.5
137
0
No Failure
4,692
L51871
L
303.5
311.5
1,535
33.3
120
0
No Failure
6,493
M21352
M
300.8
309.9
1,444
46
180
0
No Failure
8,681
L55860
L
297.2
308.5
1,494
39.6
181
0
No Failure
1,758
M16617
M
298.1
307.4
1,335
56.2
190
0
No Failure
2,049
L49228
L
299.3
309.2
1,465
41.5
127
0
No Failure
5,923
L53102
L
300.5
310.3
1,435
43.3
31
0
No Failure
4,835
M19694
M
303.4
311.9
1,510
42.2
36
0
No Failure
9,420
L56599
L
298
308.4
1,911
22
13
0
No Failure
5,901
M20760
M
300.9
310.7
1,485
41
181
0
No Failure
2,542
H31955
H
299.1
308.8
1,553
32.6
90
0
No Failure
2,496
M17355
M
299.1
308.8
1,491
41
209
0
No Failure
1,473
M16332
M
298.5
309.6
1,438
44.5
124
0
No Failure
5,446
M20305
M
303
312.8
1,648
32.1
104
0
No Failure
304
M15163
M
297.8
308.4
1,479
43.5
143
0
No Failure
1,055
H30468
H
296.8
307.8
1,627
30.5
117
0
No Failure
8,703
L55882
L
297.2
308.6
1,774
23
30
0
No Failure
6,318
L53497
L
300.9
310.3
1,321
48.8
150
0
No Failure
7,935
M22794
M
300.8
311.9
1,621
28.3
211
0
No Failure
4,983
L52162
L
303.7
313
1,811
24.3
209
0
No Failure
403
L47582
L
297.4
308.6
1,678
32.3
180
0
No Failure
5,389
M20248
M
302.8
312.3
1,432
49
218
0
No Failure
9,198
M24057
M
297.9
308.8
1,469
49
51
0
No Failure
7,304
L54483
L
300.1
310.6
1,374
45.4
119
0
No Failure
3,020
L50199
L
300.5
309.8
1,379
54.2
207
1
Overstrain Failure
3,093
M17952
M
300
309.3
2,293
16.3
170
0
No Failure
9,708
L56887
L
299
310.1
1,699
32.9
87
0
No Failure
5,508
L52687
L
302.8
312.1
1,520
39.9
48
0
No Failure
2,414
L49593
L
299
308.5
1,886
23
198
0
No Failure
5,844
L53023
L
301.5
311.2
1,700
28.8
39
0
No Failure
711
M15570
M
297.5
308.7
1,697
28.1
107
0
No Failure
1,220
M16079
M
296.9
308.1
1,357
41.8
127
0
No Failure
9,591
M24450
M
299.2
310.4
1,325
52
34
0
No Failure
9,014
H38427
H
297.2
308
1,435
43
202
0
No Failure
2,000
L49179
L
298.4
308
1,540
37.8
7
0
No Failure
8,849
M23708
M
297.5
308.9
1,436
44.8
2
0
No Failure
4,816
H34229
H
303.4
311.9
1,534
33.2
210
0
No Failure
8,561
L55740
L
298.3
309
1,408
45.4
98
0
No Failure
9,673
H39086
H
299
310.2
1,744
31.5
0
0
No Failure