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
353
M15212
M
297.6
308.4
1,507
46
51
0
No Failure
6,485
H35898
H
300.6
309.8
1,913
22.5
157
0
No Failure
7,742
L54921
L
300.5
312
1,478
39
153
0
No Failure
6,430
M21289
M
300.2
309.8
1,394
47.4
21
0
No Failure
3,664
M18523
M
302.3
311.7
1,442
41.7
127
0
No Failure
7,255
L54434
L
300.3
310.4
1,493
37.5
219
0
No Failure
2,104
M16963
M
299.3
309.1
1,376
46.7
49
0
No Failure
1,672
L48851
L
298.1
307.9
1,614
35.8
196
0
No Failure
259
L47438
L
298.1
308.2
1,482
37.9
17
0
No Failure
3,672
M18531
M
302.3
311.7
1,486
39.6
147
0
No Failure
644
M15503
M
297.8
309.4
1,495
36.5
132
0
No Failure
7,441
L54620
L
300
311.4
1,655
29.6
30
0
No Failure
1,857
M16716
M
297.8
307.4
1,752
26.1
52
0
No Failure
5,735
L52914
L
302.3
311.8
1,369
56.2
208
1
Overstrain Failure
837
L48016
L
296.6
307.4
1,368
45.1
185
0
No Failure
1,837
L49016
L
297.7
307.2
1,518
35.8
195
0
No Failure
1,264
L48443
L
297.8
309.2
1,400
56.9
34
0
No Failure
21
H29434
H
298.9
309.3
1,375
42.7
58
0
No Failure
5,286
L52465
L
303.8
313.1
1,523
39.8
150
0
No Failure
9,102
H38515
H
297.3
308.2
1,653
31.4
9
0
No Failure
7,261
L54440
L
300.4
310.5
2,424
14.5
12
0
No Failure
9,961
L57140
L
298.2
307.8
1,575
35
137
0
No Failure
3,346
L50525
L
301.3
310.7
1,594
34.1
172
0
No Failure
5,600
M20459
M
302.7
312
1,652
31
81
0
No Failure
5,565
L52744
L
302.4
311.8
1,416
46.1
202
0
No Failure
3,956
L51135
L
302.3
311.5
1,448
49.6
28
0
No Failure
4,329
L51508
L
301.6
310.1
1,326
48.2
77
1
Heat Dissipation Failure
699
L47878
L
297.6
308.8
1,539
40.2
72
0
No Failure
2,442
L49621
L
299.1
308.5
1,676
31
69
0
No Failure
1,332
H30745
H
298.9
310.2
1,771
26.8
216
0
No Failure
5,267
M20126
M
303.4
312.8
1,518
38.7
103
0
No Failure
2,686
L49865
L
299.8
309.4
1,609
32.5
27
0
No Failure
1,120
L48299
L
296.5
307.5
1,340
59.1
89
0
No Failure
877
L48056
L
295.7
306.3
1,915
22.4
79
0
No Failure
6,589
L53768
L
301.6
310.7
1,457
40.4
213
0
No Failure
5,015
L52194
L
303.8
313
1,452
38.6
72
0
No Failure
6,181
L53360
L
301
310.9
1,492
44.6
15
0
No Failure
5,167
H34580
H
304.2
313.5
1,546
41.4
58
0
No Failure
3,716
M18575
M
302.4
311.4
1,475
45.2
46
0
No Failure
6,050
M20909
M
300.9
311
1,567
34.3
130
0
No Failure
6,787
L53966
L
301.2
310.6
1,409
50.9
66
0
No Failure
9,864
L57043
L
298.9
309.8
1,411
56.3
84
0
No Failure
3,060
M17919
M
300
309
1,368
45.8
81
0
No Failure
8,840
M23699
M
297.4
308.9
1,376
39
181
0
No Failure
738
H30151
H
296.9
308.3
1,474
39.2
177
0
No Failure
5,953
L53132
L
300.7
310.8
1,563
33.8
104
0
No Failure
5,013
M19872
M
303.8
312.9
1,815
27.8
66
0
No Failure
3,004
M17863
M
300.6
309.9
1,449
42.4
169
0
No Failure
7,224
L54403
L
299.8
309.6
1,374
51.6
137
0
No Failure
60
L47239
L
298.8
309.1
1,378
54.4
165
0
No Failure
5,009
H34422
H
303.7
312.8
1,488
42.8
54
0
No Failure
5,323
M20182
M
303.4
312.7
1,357
55.3
31
0
No Failure
9,949
L57128
L
298.2
307.8
1,804
25.1
108
0
No Failure
7,461
L54640
L
300
311.5
1,445
41.6
81
0
No Failure
2,509
L49688
L
299
308.9
1,615
30.6
14
0
No Failure
596
M15455
M
297.6
309.6
1,330
53.1
7
0
No Failure
9,065
L56244
L
297.2
308.4
1,833
25.2
117
0
No Failure
1,645
L48824
L
298
307.8
1,622
33.3
121
0
No Failure
8,132
H37545
H
299.9
311.2
1,364
49.6
50
0
No Failure
8,855
M23714
M
297.7
309
1,433
41.8
16
0
No Failure
9,318
L56497
L
298.5
309.5
1,480
38.1
160
0
No Failure
2,622
M17481
M
299.5
309.3
1,506
41.5
77
0
No Failure
9,438
M24297
M
298.1
308.7
1,527
43
56
0
No Failure
7,174
L54353
L
300.1
310.1
1,684
30.8
13
0
No Failure
8,271
M23130
M
299.1
310.8
1,517
38.4
185
0
No Failure
172
L47351
L
298.2
308.1
1,462
50.8
27
0
No Failure
2,156
L49335
L
299.3
308.8
1,341
47.7
199
0
No Failure
5,878
L53057
L
301.5
311.1
1,458
41.4
123
0
No Failure
7,382
L54561
L
299.7
310.3
1,495
43.1
101
0
No Failure
1,679
L48858
L
298
307.5
1,644
32.8
215
0
No Failure
27
L47206
L
299.1
309.5
1,512
39
75
0
No Failure
5,972
L53151
L
300.5
310.8
1,509
33
153
0
No Failure
7,459
M22318
M
300.1
311.6
1,433
51.4
76
0
No Failure
8,136
L55315
L
299.6
311
1,554
36.3
62
0
No Failure
6,395
M21254
M
300.2
309.7
1,408
44
144
0
No Failure
719
L47898
L
297.5
308.8
1,477
39
127
0
No Failure
3,454
L50633
L
301.5
310.4
1,425
54.4
7
0
No Failure
6,412
M21271
M
300.4
310
1,560
42.3
186
0
No Failure
8,206
M23065
M
299.4
310.9
1,446
47.3
12
0
No Failure
4,395
L51574
L
302.2
310
1,483
48.7
20
0
No Failure
7,614
L54793
L
300.5
311.3
1,475
46.3
49
0
No Failure
8,899
L56078
L
297.4
308.6
1,532
38.7
136
0
No Failure
9,013
L56192
L
297.2
308
1,705
26
200
0
No Failure
5,639
L52818
L
302.6
312.1
1,519
38.1
178
0
No Failure
996
L48175
L
296.3
307.3
1,566
35.8
175
0
No Failure
1,344
L48523
L
298.5
310.2
1,676
32.7
18
0
No Failure
5,124
M19983
M
304.2
313.5
1,532
41.3
161
0
No Failure
6,284
L53463
L
301.3
310.8
1,719
29.5
62
0
No Failure
4,203
L51382
L
302.4
311
1,555
40.6
205
0
No Failure
9,704
L56883
L
298.9
310
1,422
43.6
78
0
No Failure
6,274
L53453
L
301.2
310.8
1,711
28.9
38
0
No Failure
3,148
M18007
M
300.4
309.7
1,440
42.8
104
0
No Failure
4,613
L51792
L
303
311.3
2,194
16.5
148
0
No Failure
3,708
M18567
M
302.1
311.3
1,497
38.4
28
0
No Failure
5,198
H34611
H
303.8
312.9
1,570
35.8
147
0
No Failure
6,898
L54077
L
301
311.6
1,352
63.5
143
0
No Failure
1,819
M16678
M
298.1
307.7
1,435
40.9
147
0
No Failure
3,887
L51066
L
302.4
311.3
1,392
50.5
51
0
No Failure
4,893
L52072
L
303.7
312.3
1,922
23.1
193
0
No Failure
3,964
H33377
H
302.3
311.5
1,526
38.2
47
0
No Failure