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
5,316
L52495
L
303.6
312.8
1,710
27.2
14
0
No Failure
6,439
L53618
L
300.4
310
1,581
30.3
42
0
No Failure
2,055
M16914
M
299.6
309.4
1,605
29.8
142
0
No Failure
5,880
L53059
L
301.4
311
1,701
28.4
127
0
No Failure
6,270
M21129
M
300.9
310.5
1,444
43.2
27
0
No Failure
4,104
L51283
L
302
310.4
1,448
43.4
167
0
No Failure
6,123
L53302
L
301
311
1,402
55.3
98
0
No Failure
7,951
L55130
L
300.8
311.6
1,568
36
23
0
No Failure
5,158
H34571
H
304.1
313.3
1,397
49.6
34
0
No Failure
3,725
M18584
M
302.3
311.2
1,507
47.7
70
0
No Failure
4,375
L51554
L
302
309.7
1,551
34.8
207
0
No Failure
1,020
L48199
L
296.3
307.3
1,398
52.7
31
0
No Failure
3,333
M18192
M
301.7
310.8
1,671
31.6
137
0
No Failure
6,208
L53387
L
300.7
310.6
1,447
40.7
82
0
No Failure
7,484
L54663
L
300.2
311.6
1,671
28.8
149
0
No Failure
4,618
M19477
M
303.1
311.4
1,831
23.3
161
0
No Failure
6,324
L53503
L
300.7
310.1
1,351
46.9
165
0
No Failure
4,776
L51955
L
303.5
312
1,761
25.8
105
0
No Failure
7,467
H36880
H
300.3
311.6
1,801
23.6
97
0
No Failure
7,214
M22073
M
299.8
309.8
1,427
45.2
106
0
No Failure
3,793
L50972
L
302.3
310.9
1,459
35
32
0
No Failure
5,754
L52933
L
302.2
311.6
1,416
54.1
48
0
No Failure
6,788
H36201
H
301.1
310.6
1,388
58.5
68
0
No Failure
6,419
H35832
H
300.3
309.9
1,405
52.1
205
0
No Failure
1,172
H30585
H
297
308.1
1,517
41.4
222
0
No Failure
7,828
M22687
M
299.8
311.1
1,452
44.3
167
0
No Failure
4,594
L51773
L
303
311.2
1,409
41.9
98
0
No Failure
9,521
L56700
L
299
310.1
1,375
48.9
59
0
No Failure
2,105
M16964
M
299.3
309.1
1,600
35.3
52
0
No Failure
3,412
L50591
L
301.3
310.3
1,419
55.7
125
0
No Failure
4,746
H34159
H
303.2
311.2
1,475
43.1
20
0
No Failure
8,435
M23294
M
298.7
309.9
1,654
29.1
195
0
No Failure
3,689
L50868
L
302
311.2
1,420
45.8
192
0
No Failure
5,355
L52534
L
303.4
312.6
1,462
37.5
118
0
No Failure
2,444
L49623
L
299.1
308.5
1,647
35
74
0
No Failure
490
M15349
M
297.5
309.2
1,347
55.8
188
0
No Failure
2,140
L49319
L
299.3
309
1,415
47.6
156
0
No Failure
5,856
M20715
M
301.2
310.9
1,424
45.2
68
0
No Failure
4,171
M19030
M
302.2
310.6
1,355
51.5
126
1
Heat Dissipation Failure
3,626
M18485
M
302.1
311.4
1,467
43.4
33
0
No Failure
5,924
M20783
M
300.4
310.3
1,537
35
33
0
No Failure
8,991
L56170
L
297.2
307.9
1,493
38.4
146
0
No Failure
5,081
L52260
L
304.2
313.3
1,410
51.6
47
0
No Failure
6,717
L53896
L
301.3
310.6
1,387
53.6
94
0
No Failure
438
L47617
L
297.3
308.3
1,538
38.5
47
0
No Failure
9,999
H39412
H
299
308.7
1,408
48.5
25
0
No Failure
8,905
L56084
L
297.4
308.7
1,584
38.2
154
0
No Failure
9,006
L56185
L
297.2
307.9
1,337
58.1
184
0
No Failure
7,165
M22024
M
300.2
310.1
1,474
44
198
0
No Failure
7,041
L54220
L
300.7
310.6
1,720
30.3
96
0
No Failure
410
L47589
L
297.4
308.6
1,459
41.3
196
0
No Failure
2,220
M17079
M
299.6
309.1
1,435
48.4
143
0
No Failure
7,037
L54216
L
300.7
310.6
1,540
52.7
85
0
No Failure
556
M15415
M
297.4
309.4
1,539
42.2
134
0
No Failure
1,829
L49008
L
297.8
307.2
1,351
56.3
174
0
No Failure
9,553
M24412
M
299.3
310.8
1,523
40.9
141
0
No Failure
9,868
L57047
L
299
309.9
1,411
44.7
94
0
No Failure
6,002
M20861
M
300.4
310.2
1,380
47.3
5
0
No Failure
2,951
M17810
M
300.7
309.5
1,445
46.4
24
0
No Failure
6,640
L53819
L
301.4
310.5
1,380
48.4
131
0
No Failure
2,948
L50127
L
300.7
309.5
1,592
29
17
0
No Failure
863
H30276
H
296.1
306.8
1,645
31
41
0
No Failure
7,790
L54969
L
300.2
311.5
1,495
38.5
69
0
No Failure
1,186
L48365
L
297.3
308.4
1,491
46.5
29
0
No Failure
9,582
L56761
L
299.4
310.6
1,418
53.1
10
0
No Failure
8,048
L55227
L
300.6
311.9
1,463
38.2
41
0
No Failure
1,656
M16515
M
298.2
308
1,577
35.9
151
0
No Failure
7,302
L54481
L
300.1
310.4
1,554
39.4
115
0
No Failure
8,153
L55332
L
299.5
310.7
1,438
45.7
106
0
No Failure
9,898
L57077
L
298.8
309.3
1,357
47.1
176
0
No Failure
5,607
L52786
L
302.9
312.2
1,729
23.6
96
0
No Failure
1,637
L48816
L
297.9
307.8
1,505
37.3
100
0
No Failure
5,926
M20785
M
300.2
310.1
1,619
31.3
38
0
No Failure
9,310
L56489
L
298.3
309.2
1,562
37.6
137
0
No Failure
3,925
M18784
M
302.5
311.4
1,636
35
157
0
No Failure
4,040
L51219
L
301.9
310.8
1,567
39.3
9
0
No Failure
2,016
L49195
L
298.5
308.2
1,301
66.3
42
1
Power Failure
265
L47444
L
298.1
308.2
1,390
47.5
33
0
No Failure
4,623
M19482
M
303
311.1
1,526
37.3
176
0
No Failure
3,262
H32675
H
301.3
310.1
1,469
39.7
179
0
No Failure
4,724
L51903
L
303.4
311.8
1,366
50.9
200
1
Heat Dissipation Failure
6,559
M21418
M
301.5
310.6
1,447
41.9
140
0
No Failure
9,774
L56953
L
298.5
309.4
1,560
37.9
37
0
No Failure
2,258
L49437
L
299.1
308.3
1,892
25.2
34
0
No Failure
9,819
M24678
M
298.6
309.4
1,407
45.1
176
0
No Failure
4,125
L51304
L
302.1
310.6
1,385
53.6
5
0
No Failure
4,457
L51636
L
302.3
310.1
1,487
46
184
0
No Failure
5,318
L52497
L
303.6
312.7
1,637
32.9
19
0
No Failure
4,658
L51837
L
303.1
311.2
1,628
35.2
23
0
No Failure
1,941
L49120
L
298.1
307.9
1,578
35.6
55
0
No Failure
2,824
M17683
M
300.3
309.5
1,320
62.2
142
0
No Failure
1,433
L48612
L
298.8
309.8
1,437
42.8
23
0
No Failure
2,505
L49684
L
299.2
309.1
1,468
45.6
2
0
No Failure
1,521
L48700
L
298.3
309.1
1,472
40.1
31
0
No Failure
1,363
L48542
L
298.6
310
1,517
41.2
64
0
No Failure
4,829
L52008
L
303.5
311.9
1,515
39.2
24
0
No Failure
9,756
H39169
H
298.5
309.7
1,561
35.3
208
0
No Failure
5,868
L53047
L
301.5
311
1,494
45.3
99
0
No Failure
5,505
L52684
L
302.8
312.2
1,458
51
42
0
No Failure
6,607
H36020
H
301.5
310.5
1,538
44.3
43
0
No Failure