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
4,343
M19202
M
301.7
309.8
1,284
68.2
111
1
Heat Dissipation Failure
5,444
M20303
M
303
312.7
1,426
46.8
99
0
No Failure
1,413
M16272
M
298.8
309.9
1,415
53.2
194
0
No Failure
760
M15619
M
296.7
307.8
1,537
36.3
233
0
No Failure
8,600
L55779
L
297.6
308.4
1,460
40.3
195
0
No Failure
4,481
H33894
H
302.7
310.4
1,305
55.2
20
1
Heat Dissipation Failure
4,612
L51791
L
303
311.3
1,365
56.2
146
1
Heat Dissipation Failure
2,346
L49525
L
299.2
308.4
1,475
38.7
22
0
No Failure
4,921
L52100
L
303.4
312.2
1,337
69.4
52
1
Power Failure
1,243
L48422
L
297.1
308.4
1,468
44.4
197
0
No Failure
3,764
L50943
L
302.3
311
1,428
47.9
174
0
No Failure
8,861
M23720
M
297.9
309.1
1,488
37.3
30
0
No Failure
9,416
M24275
M
298.2
308.7
1,361
44.2
0
0
No Failure
9,395
L56574
L
297.7
308.2
1,334
53
156
0
No Failure
5,831
M20690
M
301.3
311.2
1,438
42.4
7
0
No Failure
6,805
L53984
L
301
310.6
1,588
33.7
114
0
No Failure
5,990
L53169
L
300.7
310.7
1,507
46.1
209
0
No Failure
9,782
L56961
L
298.8
309.9
1,441
41.6
62
0
No Failure
2,982
H32395
H
300.4
309.4
1,530
40.4
112
0
No Failure
6,287
L53466
L
301.1
310.6
1,611
35.2
70
0
No Failure
5,766
L52945
L
301.7
311.3
1,708
30.5
77
0
No Failure
7,329
L54508
L
300
310.5
1,517
42.2
186
0
No Failure
1,781
L48960
L
298.5
308.2
1,595
32.3
46
0
No Failure
1,830
L49009
L
297.8
307.2
1,880
23
176
0
No Failure
1,632
L48811
L
298
308
1,433
39.2
87
0
No Failure
8,063
M22922
M
300.3
311.6
1,359
54.1
81
0
No Failure
6,815
H36228
H
300.8
310.6
1,465
44.1
136
0
No Failure
957
H30370
H
295.6
306.2
1,632
32.2
76
0
No Failure
7,131
L54310
L
300.6
309.9
1,428
48.8
109
0
No Failure
6,761
L53940
L
301.5
310.9
1,451
40.6
0
0
No Failure
6,068
L53247
L
301
311
1,582
37.5
176
0
No Failure
5,384
L52563
L
302.8
312.3
1,504
40.3
204
0
No Failure
2,760
L49939
L
299.7
309.1
1,483
41.1
208
0
No Failure
347
M15206
M
297.5
308.3
1,459
45.2
34
0
No Failure
3,269
M18128
M
301.3
310.1
1,525
37.8
199
0
No Failure
794
M15653
M
296.8
307.9
1,683
31.8
76
0
No Failure
4,214
L51393
L
302.1
310.7
1,465
40.7
13
0
No Failure
6,952
L54131
L
300.8
311.3
1,524
43.5
71
0
No Failure
5,449
L52628
L
303
312.7
1,551
41.8
111
0
No Failure
9,425
M24284
M
298
308.5
1,585
33
24
0
No Failure
9,523
M24382
M
299
310.2
1,657
32.3
64
0
No Failure
2,069
M16928
M
299.7
309.6
1,534
39.1
176
0
No Failure
5,653
L52832
L
302.4
311.8
1,727
26.5
213
0
No Failure
6,099
M20958
M
300.8
310.7
1,924
22.4
36
0
No Failure
6,024
M20883
M
300.7
310.9
1,369
51.2
63
0
No Failure
198
M15057
M
298.4
308.6
1,527
40.9
96
0
No Failure
6,782
M21641
M
301.3
310.8
1,494
35.3
54
0
No Failure
8,046
M22905
M
300.7
311.9
1,366
55.1
36
0
No Failure
780
L47959
L
296.8
308
1,666
29.8
41
0
No Failure
1,355
L48534
L
298.6
310
1,334
48
42
0
No Failure
3,823
M18682
M
302.4
311
1,464
44.2
106
0
No Failure
4,586
L51765
L
302.8
311.1
1,563
32.2
78
0
No Failure
8,090
L55269
L
300.1
311.3
1,676
30.3
151
0
No Failure
5,759
L52938
L
301.9
311.3
1,501
40.8
59
0
No Failure
5,742
M20601
M
302.3
311.7
1,483
40.5
8
0
No Failure
7,843
L55022
L
300.1
311.5
1,659
31.1
203
0
No Failure
7,864
M22723
M
300.5
311.9
1,511
44.5
30
0
No Failure
8,056
H37469
H
300.2
311.6
1,496
41.1
60
0
No Failure
9,453
M24312
M
298
308.7
1,392
53.4
104
0
No Failure
5,981
M20840
M
300.6
310.7
1,654
32
180
0
No Failure
425
L47604
L
297.3
308.4
1,430
45.7
15
0
No Failure
4,813
L51992
L
303.4
311.9
1,531
37.9
203
0
No Failure
4,426
L51605
L
302.5
310.2
1,547
36.9
103
0
No Failure
1,011
M15870
M
296.2
307.2
1,552
34.8
8
0
No Failure
8,824
M23683
M
297.3
308.8
1,447
57.4
134
0
No Failure
3,570
M18429
M
301.8
310.6
1,552
35.9
97
0
No Failure
1,133
L48312
L
296.8
307.9
1,271
61.4
125
0
No Failure
8,761
M23620
M
297.4
308.7
1,392
46.4
174
0
No Failure
3,779
M18638
M
302.4
311.1
1,366
54.4
0
0
No Failure
6,591
L53770
L
301.7
310.7
1,763
25.9
3
0
No Failure
4,601
L51780
L
303
311
1,359
44.2
115
1
Heat Dissipation Failure
2,173
L49352
L
299.5
309.2
1,816
23
15
0
No Failure
3,807
M18666
M
302.3
310.9
1,360
44
67
1
Heat Dissipation Failure
6,515
L53694
L
301
309.9
1,507
41.8
19
0
No Failure
4,765
M19624
M
303.7
312
1,402
48.6
76
0
No Failure
7,022
H36435
H
300.7
310.6
1,631
32.6
43
0
No Failure
2,057
L49236
L
299.5
309.3
1,333
54.1
147
0
No Failure
1,674
M16533
M
298.1
307.8
1,384
43.7
200
0
No Failure
8,100
L55279
L
300.2
311.7
1,603
30.5
176
0
No Failure
6,503
L53682
L
300.9
310
2,595
13.7
207
0
No Failure
7,911
M22770
M
300.8
312.2
1,664
25.7
150
0
No Failure
1,562
L48741
L
298.2
308.4
1,388
53.8
137
0
No Failure
3,999
L51178
L
302.1
311
1,586
35.1
142
0
No Failure
2,722
M17581
M
299.6
309.3
1,553
32.4
112
0
No Failure
3,620
L50799
L
301.9
311.2
1,435
44.2
16
0
No Failure
7,456
M22315
M
300.2
311.7
1,597
39.5
68
0
No Failure
5,815
M20674
M
301.3
311
1,402
47.5
197
0
No Failure
5,876
M20735
M
301.5
311
1,577
39.7
118
0
No Failure
7,267
L54446
L
300.4
310.5
1,578
32.8
26
0
No Failure
4,649
L51828
L
303.3
311.4
1,630
32.5
2
0
No Failure
4,990
L52169
L
303.9
313.2
1,499
37.4
7
0
No Failure
3,752
L50931
L
302.4
311.1
1,520
42.2
143
0
No Failure
4,336
L51515
L
301.7
309.9
1,607
37.7
93
0
No Failure
9,725
M24584
M
298.8
309.7
2,098
19
133
0
No Failure
6,070
L53249
L
300.9
310.9
1,601
34
181
0
No Failure
8,891
L56070
L
297.7
308.8
1,616
34.2
114
0
No Failure
3,604
L50783
L
301.7
310.7
1,542
40
188
0
No Failure
7,795
M22654
M
300.2
311.6
1,415
55.8
82
0
No Failure
3,229
L50408
L
300.5
309.3
1,475
46.8
94
0
No Failure
2,883
L50062
L
300.6
309.6
1,684
32.8
53
0
No Failure