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
9,433
L56612
L
298
308.7
1,619
40.1
45
0
No Failure
8,526
L55705
L
298.3
309.4
1,378
52.3
12
0
No Failure
753
L47932
L
296.9
308.1
1,422
48.7
215
0
No Failure
1,390
L48569
L
298.9
310.2
1,533
42.8
138
0
No Failure
7,368
M22227
M
299.5
310.1
1,359
61.1
67
0
No Failure
1,618
L48797
L
297.8
307.8
1,563
34.3
53
0
No Failure
660
L47839
L
297.6
309.1
1,449
49.1
174
0
No Failure
3,184
L50363
L
300.1
309.3
1,616
32
199
0
No Failure
6,967
L54146
L
300.7
311
1,969
20.7
109
0
No Failure
7,825
L55004
L
299.9
311.3
1,535
38.1
160
0
No Failure
3,311
L50490
L
301.3
310.4
1,346
46.7
90
0
No Failure
7,943
L55122
L
300.8
311.7
1,432
45.8
6
0
No Failure
5,812
L52991
L
301.3
311.1
1,454
40.3
191
0
No Failure
1,240
H30653
H
297.2
308.5
1,482
39.3
187
0
No Failure
3,282
M18141
M
301.2
310
1,445
45.6
18
0
No Failure
1,992
M16851
M
298.2
307.8
1,583
36.6
185
0
No Failure
1,004
L48183
L
296.2
307.1
1,444
46.7
194
0
No Failure
8,468
L55647
L
298.6
309.8
1,704
28.3
64
0
No Failure
3,284
L50463
L
301.2
309.9
1,449
45.5
23
0
No Failure
6,331
M21190
M
300.5
310
1,580
37
181
0
No Failure
185
L47364
L
298.2
308.2
1,667
30.6
59
0
No Failure
6,656
L53835
L
301.4
310.3
1,639
32.7
171
0
No Failure
6,702
L53881
L
301.6
310.9
1,623
34.1
56
0
No Failure
7,998
M22857
M
301
312.2
2,710
9.7
143
1
Power Failure
5,451
H34864
H
303.1
312.8
1,435
41.9
115
0
No Failure
9,249
M24108
M
298.3
309.1
1,488
40.6
176
0
No Failure
4,981
M19840
M
303.7
312.8
1,685
31.8
203
0
No Failure
1,301
L48480
L
298.7
309.8
1,322
57
140
0
No Failure
6,820
L53999
L
300.9
310.7
1,359
46
151
0
No Failure
4,101
L51280
L
302
310.4
1,895
23.2
161
0
No Failure
4,886
H34299
H
303.8
312.5
1,748
25.1
175
0
No Failure
1,030
M15889
M
296.2
307.3
1,477
35.2
53
0
No Failure
6,837
H36250
H
301.1
311
1,339
52.8
194
0
No Failure
8,104
M22963
M
300.3
311.9
1,429
41.6
184
0
No Failure
3,537
L50716
L
302
311
1,632
34.2
18
0
No Failure
6,034
L53213
L
300.6
310.9
1,471
37.9
86
0
No Failure
9,733
L56912
L
298.9
310
2,231
17.4
151
0
No Failure
7,875
L55054
L
300.7
312.3
1,548
37.9
58
0
No Failure
3,696
L50875
L
302.2
311.3
1,530
37.3
207
1
Tool Wear Failure
2,240
L49419
L
299.2
308.6
1,381
50
193
0
No Failure
8,947
M23806
M
297.3
308.2
1,846
24.5
41
0
No Failure
4,730
L51909
L
303.4
311.8
1,306
61
215
1
Heat Dissipation Failure
6,532
H35945
H
301.2
310.7
1,656
26.2
64
0
No Failure
5,992
L53171
L
300.7
310.7
1,416
40.4
214
0
No Failure
5,181
L52360
L
304
313.2
1,584
38.7
104
0
No Failure
3,261
M18120
M
301.3
310
2,068
17.8
176
0
No Failure
6,046
L53225
L
300.8
310.9
1,311
55.8
118
0
No Failure
5,555
M20414
M
302.5
312
1,521
40.2
174
0
No Failure
617
H30030
H
298.1
309.9
1,686
29.1
60
0
No Failure
8,853
L56032
L
297.7
308.9
1,575
39.9
12
0
No Failure
8,091
L55270
L
300.1
311.4
1,910
23
153
0
No Failure
4,324
L51503
L
301.8
310.3
1,341
50.5
64
1
Heat Dissipation Failure
962
L48141
L
295.8
306.5
1,493
40.5
90
0
No Failure
4,374
M19233
M
301.9
309.7
1,533
35.9
204
0
No Failure
4,705
L51884
L
303.7
311.9
1,561
33.3
153
0
No Failure
6,517
H35930
H
301.1
310
1,470
40.1
23
0
No Failure
2,636
H32049
H
299.9
309.6
1,462
51
119
0
No Failure
8,715
M23574
M
297.2
308.6
1,444
41.1
56
0
No Failure
6,186
L53365
L
301.1
311
1,918
21.7
28
0
No Failure
7,488
L54667
L
300.3
311.7
1,707
33.6
158
0
No Failure
167
H29580
H
298.4
308.2
1,612
32.6
10
0
No Failure
6,710
L53889
L
301.4
310.6
1,481
37.6
77
0
No Failure
5,151
L52330
L
304.3
313.5
1,590
29.8
17
0
No Failure
4,558
L51737
L
302.7
310.6
1,686
26.3
9
0
No Failure
2,702
L49881
L
299.9
309.2
1,333
50.8
61
0
No Failure
6,590
M21449
M
301.6
310.6
1,553
38.9
0
0
No Failure
3,405
L50584
L
301.3
310.4
1,695
30.9
108
0
No Failure
6,597
M21456
M
301.5
310.7
1,454
39.4
17
0
No Failure
6,277
L53456
L
301.2
310.8
1,233
64.6
45
0
No Failure
2,809
L49988
L
299.9
309.3
1,471
41.8
109
0
No Failure
9,122
L56301
L
297.3
308.3
1,396
45.9
64
0
No Failure
5,853
H35266
H
301.2
310.9
1,798
22.3
59
0
No Failure
8,177
L55356
L
299.8
311.2
1,564
40
172
0
No Failure
3,059
L50238
L
300
309
1,709
32.1
79
0
No Failure
3,313
L50492
L
301.4
310.4
1,639
28.9
94
0
No Failure
2,448
L49627
L
299.3
308.7
1,408
48.7
85
0
No Failure
6,127
L53306
L
300.9
310.9
1,370
52.5
107
0
No Failure
9,269
L56448
L
298.2
308.8
1,666
31.5
30
0
No Failure
7,744
L54923
L
300.5
311.9
1,710
28.4
158
0
No Failure
8,124
H37537
H
300.2
311.5
1,515
36.8
27
0
No Failure
5,612
M20471
M
303
312.3
1,674
29.5
109
0
No Failure
4,287
M19146
M
301.7
309.9
1,434
47.9
189
0
No Failure
2,705
M17564
M
299.7
309.2
1,608
34.4
68
0
No Failure
8,877
M23736
M
298.1
309.3
1,752
25.2
77
0
No Failure
5,375
L52554
L
302.9
312.3
1,515
40.8
183
0
No Failure
9,993
L57172
L
298.8
308.4
1,484
39.2
8
0
No Failure
3,893
M18752
M
302.3
311.1
1,338
53.3
63
0
No Failure
1,233
L48412
L
297.2
308.6
1,500
37.1
161
0
No Failure
1,153
L48332
L
297.1
307.9
1,507
38.3
170
0
No Failure
1,010
M15869
M
296.2
307.2
1,385
44
5
0
No Failure
8,045
L55224
L
300.7
311.8
1,441
38.1
34
0
No Failure
9,490
L56669
L
298.9
309.7
1,407
41.9
207
0
No Failure
8,183
M23042
M
299.7
311.1
1,649
32.7
185
0
No Failure
9,325
L56504
L
298.6
309.3
1,537
37.6
175
0
No Failure
8,012
L55191
L
300.8
311.8
1,427
43.3
180
0
No Failure
9,758
M24617
M
298.6
309.9
1,517
34
215
0
No Failure
5,593
L52772
L
302.5
311.9
1,437
46.7
65
0
No Failure
4,408
L51587
L
302.3
310.2
1,394
55.4
57
0
No Failure
3,317
M18176
M
301.4
310.5
1,217
60.6
103
0
No Failure
7,844
M22703
M
300.1
311.7
1,400
48.5
205
0
No Failure