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
2,226
M17085
M
299.7
309
1,465
49
158
0
No Failure
9,567
L56746
L
299.8
311.1
1,603
35.1
179
0
No Failure
7,734
L54913
L
300.6
312
1,481
40.9
132
0
No Failure
3,320
L50499
L
301.4
310.4
1,689
30.6
110
0
No Failure
1,546
M16405
M
298.4
309
1,544
38.8
97
0
No Failure
5,922
L53101
L
300.5
310.3
1,336
57.1
29
0
No Failure
2,378
M17237
M
299.2
308.3
1,582
45.5
107
0
No Failure
9,090
L56269
L
297.2
307.9
1,989
20.3
186
0
No Failure
3,011
L50190
L
300.3
309.6
1,537
37.1
187
0
No Failure
6,341
H35754
H
300.5
309.9
1,397
45.9
210
1
Tool Wear Failure
8,318
L55497
L
298.7
309.7
1,667
30.4
92
0
No Failure
8,987
M23846
M
297.1
307.8
1,443
43.9
137
0
No Failure
9,134
L56313
L
297.7
308.7
1,479
45.7
93
0
No Failure
7,202
L54381
L
300
309.8
1,474
40.6
78
0
No Failure
5,996
L53175
L
300.6
310.3
1,920
22.3
223
0
No Failure
9,920
L57099
L
298.5
308.8
1,305
58.7
26
0
No Failure
1,560
L48739
L
298.2
308.3
1,458
41.8
132
0
No Failure
638
L47817
L
298.2
309.7
1,585
37.4
118
0
No Failure
2,094
L49273
L
299.4
309.2
1,564
39
26
0
No Failure
3,976
H33389
H
302.4
311.5
1,540
43.7
81
0
No Failure
9,921
H39334
H
298.5
308.7
1,450
43.9
28
0
No Failure
5,377
H34790
H
302.8
312.3
1,336
57.5
187
0
No Failure
6,774
L53953
L
301.3
310.8
1,381
47.9
33
0
No Failure
9,814
L56993
L
298.3
309.1
1,387
52.3
160
0
No Failure
4,848
L52027
L
303.4
311.9
1,434
44.6
78
0
No Failure
8,668
M23527
M
297.5
308.8
1,455
46.1
147
0
No Failure
6,963
M21822
M
300.7
311.1
1,373
49.9
96
0
No Failure
8,111
H37524
H
300.3
311.8
2,141
18.5
204
0
No Failure
1,561
M16420
M
298.2
308.4
1,510
39.9
134
0
No Failure
6,299
L53478
L
301.1
310.5
1,428
44.1
103
0
No Failure
5,499
M20358
M
302.9
312.5
1,903
21.2
23
0
No Failure
3,378
H32791
H
301.5
310.8
1,591
29.6
33
0
No Failure
9,746
L56925
L
298.8
310
1,611
32.4
183
0
No Failure
1,127
L48306
L
296.8
307.9
1,706
30.8
111
0
No Failure
2,976
H32389
H
300.5
309.4
1,360
46.2
93
0
No Failure
3,988
M18847
M
302.3
311.3
1,444
43.1
115
0
No Failure
3,103
L50282
L
299.9
309.1
1,412
48.3
198
0
No Failure
6,699
L53878
L
301.6
310.8
1,418
44.7
46
0
No Failure
3,961
L51140
L
302.2
311.4
1,390
48.1
40
0
No Failure
2,981
L50160
L
300.4
309.5
1,447
39.3
110
0
No Failure
7,373
L54552
L
299.6
310.2
1,473
42.7
81
0
No Failure
7,331
H36744
H
299.8
310.2
1,537
36.6
191
0
No Failure
9,261
L56440
L
298.2
309
1,377
57.8
8
0
No Failure
516
L47695
L
297.5
309.2
1,715
28
30
0
No Failure
4,444
L51623
L
302.5
310.3
1,405
57.4
152
0
No Failure
1,663
H31076
H
298.2
307.9
1,462
45.5
171
0
No Failure
7,919
L55098
L
300.8
312.1
1,505
41.3
173
0
No Failure
3,974
L51153
L
302.3
311.4
1,535
41.8
77
0
No Failure
2,745
L49924
L
299.7
309.2
1,620
30
168
0
No Failure
2,292
M17151
M
299.5
308.8
1,886
20.9
117
0
No Failure
8,109
M22968
M
300.3
311.8
1,607
33.7
199
0
No Failure
8,115
H37528
H
300.4
311.8
2,496
13.5
5
0
No Failure
9,717
H39130
H
299
310
1,387
45.2
110
0
No Failure
1,282
H30695
H
298.3
309.5
1,427
54.3
89
0
No Failure
4,625
M19484
M
303
311.1
1,428
39.8
181
0
No Failure
9,552
L56731
L
299.4
310.8
1,391
48.9
139
0
No Failure
2,392
L49571
L
299.2
308.4
1,580
32.6
142
0
No Failure
9,218
L56397
L
297.8
308.8
1,421
49.6
101
0
No Failure
6,746
M21605
M
301.8
311.1
1,395
44.6
171
0
No Failure
4,235
H33648
H
302.2
310.9
1,522
35.9
61
0
No Failure
3,265
H32678
H
301.3
310.1
1,455
44.1
188
0
No Failure
5,852
L53031
L
301.2
311
1,573
32.8
57
0
No Failure
8,999
L56178
L
297.1
308
1,467
42.8
169
0
No Failure
767
L47946
L
296.8
308
1,561
38.3
9
0
No Failure
9,618
L56797
L
299
310.2
1,516
35.3
102
0
No Failure
9,662
H39075
H
299
310
1,458
44.9
221
0
No Failure
4,600
L51779
L
303.1
311.1
1,420
55.8
113
0
No Failure
6,675
L53854
L
301.5
310.7
1,618
35.5
218
0
No Failure
1,484
L48663
L
298
308.9
1,578
35.6
153
0
No Failure
8,669
L55848
L
297.5
308.8
1,502
45.9
150
0
No Failure
8,079
L55258
L
300.3
311.7
1,571
31.2
123
0
No Failure
7,027
L54206
L
300.6
310.7
1,543
39.6
60
0
No Failure
5,845
L53024
L
301.4
311.1
1,462
37.1
41
0
No Failure
6,004
L53183
L
300.4
310.2
1,529
36.2
10
0
No Failure
4,779
H34192
H
303.6
312.2
1,371
54.6
112
1
Heat Dissipation Failure
7,566
M22425
M
300.3
311.2
1,783
25.6
139
0
No Failure
2,261
H31674
H
299.1
308.3
1,521
36.5
40
0
No Failure
9,982
L57161
L
298.7
308.5
1,353
47
190
0
No Failure
7,462
L54641
L
300
311.5
1,749
28.3
83
0
No Failure
609
L47788
L
298
309.9
1,403
47.7
43
0
No Failure
8,338
M23197
M
298.8
309.7
1,589
35.3
149
0
No Failure
3,266
L50445
L
301.3
310.1
1,355
53.6
193
0
No Failure
2,767
M17626
M
299.9
309.4
1,889
26
6
0
No Failure
6,573
L53752
L
301.4
310.7
1,428
53.7
176
0
No Failure
4,863
L52042
L
303.5
312.1
1,326
55.7
114
0
No Failure
8,033
L55212
L
300.8
312
1,416
46.5
7
0
No Failure
4,581
L51760
L
303
311.2
1,494
37
67
0
No Failure
1,372
M16231
M
298.7
310.3
1,495
38.7
88
0
No Failure
140
L47319
L
298.8
308.6
1,268
55.8
155
0
No Failure
6,018
L53197
L
300.8
310.9
1,398
38.2
50
0
No Failure
3,867
L51046
L
302.6
311.6
1,311
53.2
0
0
No Failure
9,100
H38513
H
297.3
308.1
1,477
52.3
2
0
No Failure
7,014
M21873
M
300.4
310.4
1,544
36.3
21
0
No Failure
9,250
L56429
L
298.3
309
1,657
32.2
179
0
No Failure
8,536
L55715
L
298.6
309.5
1,547
44.8
36
0
No Failure
232
L47411
L
298.3
308.4
1,408
43.1
177
0
No Failure
1,771
H31184
H
298.4
307.9
1,605
31
18
0
No Failure
4,909
M19768
M
303.6
312.5
1,459
48.2
17
0
No Failure
9,496
H38909
H
299.3
310
1,373
44.8
221
0
No Failure
6,028
M20887
M
300.7
311
1,413
44.3
72
0
No Failure