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
3,796
M18655
M
302.1
310.8
1,409
41.3
39
0
No Failure
9,479
L56658
L
298.8
309.6
1,890
24
173
0
No Failure
2,777
L49956
L
300.1
309.4
1,453
47.6
28
0
No Failure
9,236
M24095
M
298.2
308.9
1,592
35.2
142
0
No Failure
7,507
L54686
L
300.5
311.9
1,511
41.8
205
0
No Failure
696
L47875
L
297.6
309
1,487
45.4
64
0
No Failure
4,246
M19105
M
302.6
311.1
1,520
43
88
0
No Failure
3,573
L50752
L
301.8
310.6
1,451
50.7
108
0
No Failure
6,262
L53441
L
301.1
310.6
1,417
47.6
10
0
No Failure
1,435
M16294
M
298.8
309.8
1,377
49.6
27
0
No Failure
7,380
M22239
M
299.6
310.1
1,357
48.7
96
0
No Failure
747
L47926
L
296.8
308.1
1,289
62
199
1
Overstrain Failure
451
M15310
M
297.6
308.7
1,419
41.7
81
0
No Failure
5,284
L52463
L
303.8
313.2
1,525
41.9
145
0
No Failure
9,578
M24437
M
299.5
310.7
1,364
49.5
0
0
No Failure
6,444
L53623
L
300.8
310.3
1,537
33.3
52
0
No Failure
3,818
M18677
M
302.1
310.6
1,421
52
95
0
No Failure
7,504
M22363
M
300.3
311.7
1,646
28.9
198
0
No Failure
2,811
L49990
L
299.8
309.1
1,772
24.8
113
0
No Failure
8,475
M23334
M
298.5
309.7
1,523
44.6
83
0
No Failure
249
L47428
L
298
308.3
1,362
56.8
216
1
Overstrain Failure
9,363
M24222
M
298
308.5
1,682
33
58
0
No Failure
2,880
M17739
M
300.6
309.4
1,367
63.2
45
1
Power Failure
5,780
L52959
L
301.6
311.1
1,680
29.2
111
0
No Failure
430
L47609
L
297.5
308.6
1,208
62.3
28
0
No Failure
2,960
M17819
M
300.7
309.4
1,589
35
52
0
No Failure
7,783
M22642
M
300.4
311.6
1,518
36.4
53
0
No Failure
8,822
H38235
H
297.4
308.7
1,623
33.8
127
0
No Failure
3,098
M17957
M
299.9
309.2
1,353
49.8
182
0
No Failure
5,479
L52658
L
302.7
312.2
1,611
34.1
186
0
No Failure
2,821
L50000
L
300.2
309.5
1,436
48.8
135
0
No Failure
1,276
M16135
M
298.1
309.4
1,362
47.6
70
0
No Failure
7,080
L54259
L
300.7
310.5
1,445
41.1
201
0
No Failure
3,833
M18692
M
302.2
310.9
1,465
43.5
140
0
No Failure
1,343
M16202
M
298.6
310.1
1,596
33
15
0
No Failure
9,048
L56227
L
297.3
308.4
1,488
37.4
69
0
No Failure
5,298
L52477
L
303.7
313.1
1,406
48.6
183
0
No Failure
7,248
M22107
M
300
310.1
1,314
53.5
199
0
No Failure
8,938
M23797
M
297.4
308.4
1,340
52.6
15
0
No Failure
6,353
L53532
L
300
309.6
1,496
38.8
27
0
No Failure
3,821
L51000
L
302.3
310.8
1,421
41.4
102
0
No Failure
9,074
L56253
L
297.2
308.1
1,689
31.2
145
0
No Failure
3,547
M18406
M
301.9
310.9
1,317
51.9
40
0
No Failure
1,887
L49066
L
297.9
307.6
1,503
40.7
124
0
No Failure
26
L47205
L
299
309.5
1,861
23.3
73
0
No Failure
4,631
L51810
L
302.9
311.2
1,751
23.8
196
0
No Failure
9,543
L56722
L
299.6
310.9
1,716
28.5
117
0
No Failure
3,457
H32870
H
301.4
310.4
1,610
38.6
16
0
No Failure
6,664
L53843
L
301.3
310.4
1,504
47.2
193
0
No Failure
8,281
L55460
L
298.8
310.6
1,602
39.1
211
0
No Failure
6,654
M21513
M
301.4
310.3
1,610
29.1
166
0
No Failure
3,564
M18423
M
301.8
310.7
1,465
35.8
82
0
No Failure
8,791
L55970
L
297.4
308.5
1,410
43.9
47
0
No Failure
9,867
L57046
L
299
309.9
1,630
34
92
0
No Failure
9,620
M24479
M
298.9
310
1,323
52.9
106
0
No Failure
2,479
M17338
M
298.9
308.5
1,456
50
156
0
No Failure
7,968
M22827
M
301
312.2
1,629
32.6
69
0
No Failure
6,367
M21226
M
299.9
309.5
2,065
18.1
62
0
No Failure
5,808
M20667
M
301.4
310.9
1,489
38.9
179
0
No Failure
3,308
M18167
M
301.4
310.5
1,563
39.9
83
0
No Failure
4,130
M18989
M
301.8
310.3
1,666
32.7
19
0
No Failure
8,227
L55406
L
299.1
310.5
1,389
61.4
64
0
No Failure
5,730
M20589
M
302.3
311.8
1,463
35.7
197
0
No Failure
294
H29707
H
298.1
308.5
1,392
44.8
111
0
No Failure
545
M15404
M
297.5
309.4
1,831
26.6
105
0
No Failure
9,732
L56911
L
298.8
310
1,389
49.6
149
0
No Failure
9,191
M24050
M
298
309
1,439
38.5
34
0
No Failure
7,666
L54845
L
300.5
311.6
1,497
40.5
180
0
No Failure
3,634
M18493
M
302.2
311.3
1,521
40.6
52
0
No Failure
4,341
M19200
M
301.7
309.9
1,533
40.9
106
0
No Failure
8,605
L55784
L
297.4
308.2
1,297
52.1
211
0
No Failure
7,182
L54361
L
300.2
310.3
1,331
52.1
30
0
No Failure
844
L48023
L
296.6
307.5
1,485
42.7
204
0
No Failure
5,655
L52834
L
302.3
311.6
1,544
34.3
0
0
No Failure
1,899
L49078
L
297.8
307.5
1,372
54.1
157
0
No Failure
7,407
L54586
L
299.8
310.9
1,545
40.7
166
0
No Failure
4,467
L51646
L
302.8
310.6
1,470
41.1
205
0
No Failure
3,413
L50592
L
301.3
310.3
1,313
55.6
127
0
No Failure
8,300
L55479
L
298.7
310
1,637
31.8
42
0
No Failure
1,877
L49056
L
298.3
308
1,242
62
98
0
No Failure
2,631
L49810
L
300
309.8
1,372
39.6
105
0
No Failure
5,804
L52983
L
301.5
310.9
1,671
31.1
170
0
No Failure
3,709
L50888
L
302.1
311.4
1,549
44.6
31
0
No Failure
2,837
M17696
M
300.3
309.1
1,458
44.3
175
0
No Failure
2,899
M17758
M
300.6
309.5
1,550
40.2
96
0
No Failure
2,774
L49953
L
299.9
309.4
1,858
22.5
22
0
No Failure
7,446
L54625
L
300.2
311.7
1,553
41.3
44
0
No Failure
6,023
L53202
L
300.7
310.9
1,521
39.4
61
0
No Failure
7,211
M22070
M
299.8
309.6
1,331
50.2
98
0
No Failure
189
L47368
L
298.3
308.5
1,606
33.6
67
0
No Failure
8,165
L55344
L
299.6
310.9
1,472
40.9
137
0
No Failure
8,599
L55778
L
297.6
308.3
1,478
42.3
193
0
No Failure
7,089
M21948
M
300.6
310.3
1,614
32.7
0
0
No Failure
756
H30169
H
296.8
308.1
1,492
43.7
222
0
No Failure
4,217
L51396
L
301.9
310.7
1,370
50.3
20
0
No Failure
1,268
M16127
M
298.1
309.6
1,549
38.7
43
0
No Failure
4,851
L52030
L
303.5
312
1,441
56.8
88
0
No Failure
7,954
L55133
L
301
312
1,447
36.8
31
0
No Failure
3,119
M17978
M
300.2
309.5
1,458
46.9
23
0
No Failure
3,811
M18670
M
302.2
310.8
1,562
38.1
78
0
No Failure