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
4,773
M19632
M
303.6
312
1,435
37.9
98
0
No Failure
5,546
H34959
H
302.2
311.6
1,357
44.2
142
0
No Failure
8,573
M23432
M
297.7
308.5
1,559
35.2
127
0
No Failure
2,578
L49757
L
299.5
309.4
1,563
41.5
183
0
No Failure
5,138
L52317
L
304.3
313.5
1,464
36.7
194
0
No Failure
7,232
L54411
L
299.8
309.9
1,553
36.6
157
0
No Failure
433
M15292
M
297.6
308.5
1,466
39.7
34
0
No Failure
1,047
L48226
L
296.4
307.5
1,331
47.8
99
0
No Failure
9,129
M23988
M
297.5
308.6
1,486
45.9
78
0
No Failure
5,912
M20771
M
300.8
310.4
1,288
64
3
0
No Failure
473
M15332
M
297.4
309
1,497
41.8
144
0
No Failure
164
M15023
M
298.4
308.2
1,468
43.8
2
0
No Failure
5,610
M20469
M
303.1
312.4
1,378
50.1
104
0
No Failure
768
L47947
L
296.9
308
1,546
31.1
11
0
No Failure
6,861
L54040
L
301.1
311.2
1,910
20.2
41
0
No Failure
8,269
M23128
M
299.2
310.8
1,502
39.8
177
0
No Failure
6,121
M20980
M
300.9
311.2
1,472
40
93
0
No Failure
9,573
M24432
M
299.7
310.8
1,405
47.6
192
0
No Failure
8,007
L55186
L
300.9
312.1
1,462
46
166
0
No Failure
4,729
L51908
L
303.4
311.7
1,406
47.1
213
0
No Failure
5,869
L53048
L
301.5
311.1
1,731
27.9
101
0
No Failure
6,474
H35887
H
300.4
309.5
1,547
50.7
131
0
No Failure
44
H29457
H
298.8
309.2
1,372
48.5
120
0
No Failure
9,482
L56661
L
298.9
309.6
1,365
50.9
183
0
No Failure
2,743
L49922
L
299.6
309.1
1,369
51.4
164
0
No Failure
3,455
L50634
L
301.5
310.4
1,918
21.8
9
0
No Failure
2,125
L49304
L
299.2
308.9
1,430
39.1
117
0
No Failure
7,460
L54639
L
300
311.5
1,591
32
79
0
No Failure
6,814
M21673
M
300.9
310.7
1,420
43
133
0
No Failure
4,684
L51863
L
303.6
311.8
1,736
32.9
99
0
No Failure
2,232
L49411
L
299.4
308.6
1,415
56.4
175
0
No Failure
7,575
L54754
L
300.4
311.1
1,487
37.4
162
0
No Failure
3,023
L50202
L
300.5
309.6
1,760
30.6
213
0
No Failure
245
M15104
M
298
308.2
1,395
49.1
206
0
No Failure
3,654
L50833
L
302.1
311.4
1,518
37.4
102
0
No Failure
3,025
L50204
L
300.5
309.6
1,465
41.6
217
0
No Failure
5,557
H34970
H
302.5
312
1,357
42
179
0
No Failure
5,874
M20733
M
301.5
311.1
1,396
43.5
112
0
No Failure
9,797
H39210
H
298.4
309.3
1,694
30.9
111
0
No Failure
9,128
L56307
L
297.4
308.5
1,761
27.2
76
0
No Failure
8,856
L56035
L
297.7
308.9
1,662
28.1
19
0
No Failure
4,902
M19761
M
303.6
312.3
1,630
32.4
223
0
No Failure
876
M15735
M
295.8
306.3
1,444
45.5
76
0
No Failure
7,882
L55061
L
300.8
312.4
1,493
39.1
79
0
No Failure
8,932
L56111
L
297.4
308.4
1,434
39.9
2
0
No Failure
8,044
L55223
L
300.7
311.9
1,486
35.8
32
0
No Failure
8,929
L56108
L
297.4
308.4
1,531
41.5
213
0
No Failure
9,639
H39052
H
299.3
310.4
1,393
44.9
162
0
No Failure
1,005
H30418
H
296.3
307.2
1,424
42
196
0
No Failure
8,935
L56114
L
297.3
308.2
1,601
35.7
9
0
No Failure
7,753
M22612
M
300.4
311.7
1,832
24.2
179
0
No Failure
6,696
M21555
M
301.7
311
1,311
55.8
39
0
No Failure
9,116
M23975
M
297.6
308.6
1,444
48.2
46
0
No Failure
3,875
L51054
L
302.6
311.7
1,254
54.1
19
0
No Failure
9,098
L56277
L
297.3
308.1
1,642
36.9
206
0
No Failure
6,141
L53320
L
300.8
310.7
1,589
34.3
144
0
No Failure
9,714
L56893
L
299.1
310.2
1,496
45
104
0
No Failure
3,865
M18724
M
302.5
311.4
1,629
31.7
225
0
No Failure
5,004
L52183
L
303.7
312.8
1,437
51.3
42
0
No Failure
4,449
L51628
L
302.4
310.3
1,374
51.2
163
1
Heat Dissipation Failure
5,674
L52853
L
302.2
311.6
1,462
50
51
0
No Failure
7,636
L54815
L
300.3
311.4
1,526
38.5
101
0
No Failure
1,988
M16847
M
298.2
307.8
1,599
31.2
173
0
No Failure
4,469
L51648
L
302.7
310.5
1,725
29
209
0
No Failure
2,327
M17186
M
299.4
308.7
1,487
52.6
205
0
No Failure
7,127
M21986
M
300.6
310
1,542
33.9
100
0
No Failure
791
L47970
L
296.8
307.9
1,420
45.4
70
0
No Failure
359
M15218
M
297.6
308.3
1,467
36.7
68
0
No Failure
7,632
L54811
L
300.5
311.6
1,444
49.3
92
0
No Failure
1,079
H30492
H
296.9
307.7
1,656
30.8
181
0
No Failure
7,485
M22344
M
300.3
311.6
1,312
53.4
151
0
No Failure
5,388
L52567
L
302.8
312.2
1,433
50
216
0
No Failure
7,992
L55171
L
301.1
312.3
1,534
39
129
0
No Failure
8,596
M23455
M
297.5
308.2
1,624
30.9
186
0
No Failure
9,463
L56642
L
298.5
309.3
1,570
40.1
131
0
No Failure
275
L47454
L
298.1
308
1,652
28.5
63
0
No Failure
3,939
L51118
L
302.5
311.5
1,603
32.4
194
0
No Failure
5,520
L52699
L
302.5
311.9
1,452
47.4
77
0
No Failure
2,881
L50060
L
300.7
309.5
1,541
37.2
48
0
No Failure
4,685
M19544
M
303.6
311.8
1,421
44.8
101
1
No Failure
4,337
H33750
H
301.6
309.9
1,423
53.6
95
0
No Failure
4,036
L51215
L
302
310.8
1,454
36.6
0
0
No Failure
9,507
H38920
H
299.3
310.4
1,548
41.6
25
0
No Failure
9,636
L56815
L
299.2
310.2
1,609
33.2
156
0
No Failure
4,060
L51239
L
301.9
310.8
1,465
44.3
57
0
No Failure
3,553
M18412
M
301.8
310.9
1,358
52.3
56
0
No Failure
1,925
L49104
L
297.9
307.7
1,353
50.7
13
0
No Failure
2,376
M17235
M
299.2
308.4
1,476
32.7
101
0
No Failure
6,931
M21790
M
300.9
311.5
1,836
21.8
12
0
No Failure
3,685
L50864
L
302
311.2
1,270
65.3
182
1
Overstrain Failure
645
H30058
H
297.7
309.4
1,608
30.2
135
0
No Failure
1,514
L48693
L
298.1
308.7
1,568
32.9
10
0
No Failure
7,511
L54690
L
300.5
311.8
1,524
38.9
214
1
Tool Wear Failure
8,452
L55631
L
298.5
310
1,435
42.5
25
0
No Failure
3,695
M18554
M
302.1
311.3
1,511
45
204
0
No Failure
4,528
M19387
M
302.4
310.5
1,372
45.7
144
1
Heat Dissipation Failure
8,236
M23095
M
299.2
310.6
1,443
50.9
85
0
No Failure
1,976
L49155
L
298
307.7
1,422
45.6
140
0
No Failure
406
L47585
L
297.3
308.5
1,350
57.6
186
0
No Failure
7,773
H37186
H
300.3
311.5
1,464
41
29
0
No Failure