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
427
L47606
L
297.4
308.5
1,501
44.9
20
0
No Failure
7,814
L54993
L
300
311.5
1,455
41.7
130
0
No Failure
2,643
L49822
L
299.8
309.5
1,542
40.3
141
0
No Failure
6,182
L53361
L
301
310.8
1,975
19.7
17
0
No Failure
5,737
M20596
M
302.4
311.9
1,439
36.6
212
0
No Failure
8,823
L56002
L
297.4
308.8
1,462
49.7
132
0
No Failure
4,213
M19072
M
302
310.6
1,392
60.5
10
0
No Failure
6,632
M21491
M
301.5
310.4
1,378
55.3
109
0
No Failure
7,656
L54835
L
300.4
311.5
1,596
32.5
154
0
No Failure
9,613
M24472
M
299
310.2
1,625
31.8
89
0
No Failure
8,088
L55267
L
300.1
311.4
1,446
40.6
147
0
No Failure
2,933
L50112
L
300.9
309.7
1,460
42.1
181
0
No Failure
7,436
L54615
L
299.9
311.3
1,504
40.7
20
0
No Failure
2,162
L49341
L
299.4
309.1
1,464
40.5
215
0
No Failure
6,236
L53415
L
301.3
310.9
1,596
33.9
157
0
No Failure
6,530
L53709
L
301.3
310.6
1,481
40.9
57
0
No Failure
2,166
L49345
L
299.5
309.1
1,476
47.8
223
0
No Failure
7,565
M22424
M
300.3
311.2
1,381
65.2
136
1
Power Failure
8,003
M22862
M
300.9
312.1
1,851
23
156
0
No Failure
8,116
L55295
L
300.4
311.8
1,367
57.2
10
0
No Failure
1,373
M16232
M
298.8
310.3
1,573
41.8
91
0
No Failure
5,975
L53154
L
300.5
310.7
1,488
39.4
159
0
No Failure
5,776
L52955
L
301.6
311.1
1,907
21.5
102
0
No Failure
2,723
L49902
L
299.6
309.3
1,558
34.8
115
0
No Failure
1,806
H31219
H
298.1
307.7
1,376
56.2
113
0
No Failure
5,264
L52443
L
303.5
312.8
1,877
22.3
96
0
No Failure
5,512
L52691
L
302.8
312.1
1,958
20.3
56
0
No Failure
8,990
L56169
L
297.2
307.9
1,469
48.2
144
0
No Failure
6,738
M21597
M
301.7
311
1,537
33.5
146
0
No Failure
8,220
L55399
L
299
310.4
1,504
34.3
48
0
No Failure
8,210
L55389
L
299.3
310.8
1,391
46.9
21
0
No Failure
1,862
M16721
M
297.9
307.6
1,609
30.3
64
0
No Failure
857
L48036
L
296.1
307.1
1,898
22.7
20
0
No Failure
1,151
L48330
L
297.1
307.9
1,456
50
166
0
No Failure
1,053
L48232
L
296.7
307.7
1,927
23.9
112
0
No Failure
9,454
H38867
H
298.2
309
1,360
56.8
107
0
No Failure
6,138
M20997
M
300.9
310.8
1,988
19.7
136
0
No Failure
4,243
L51422
L
302.4
311
1,462
48.5
81
0
No Failure
6,768
L53947
L
301.3
310.9
1,509
41.7
16
0
No Failure
9,205
L56384
L
297.8
308.8
1,621
36.1
68
0
No Failure
6,440
L53619
L
300.6
310.1
1,656
32.7
44
0
No Failure
3,733
M18592
M
302.2
311.2
1,347
49.8
94
0
No Failure
2,939
L50118
L
300.7
309.5
1,479
34.5
197
0
No Failure
9,698
M24557
M
298.8
309.8
1,413
45.5
64
0
No Failure
7,432
M22291
M
300
311.4
1,352
61.8
10
0
No Failure
2,733
L49912
L
299.7
309.2
1,346
57.4
138
0
No Failure
3,906
M18765
M
302.2
311.2
1,561
34.9
106
0
No Failure
3,607
L50786
L
301.7
310.7
1,318
55
194
0
No Failure
2,303
L49482
L
299.2
308.5
1,515
39.8
141
0
No Failure
974
L48153
L
295.9
306.6
1,679
30.4
117
0
No Failure
6,190
M21049
M
301
310.9
1,910
21.9
37
0
No Failure
4,825
L52004
L
303.4
311.8
1,499
45
16
0
No Failure
9,563
M24422
M
299.7
311
1,435
50.1
168
0
No Failure
2,087
H31500
H
299.4
309.3
1,439
49.7
9
0
No Failure
415
L47594
L
297.4
308.4
1,588
32.5
207
0
No Failure
1,816
M16675
M
298.1
307.6
1,565
36.3
140
0
No Failure
9,785
M24644
M
298.7
309.8
1,435
48.8
71
0
No Failure
8,901
M23760
M
297.3
308.6
1,584
29.4
141
0
No Failure
2,182
H31595
H
299.5
309.1
1,548
44.3
40
0
No Failure
7,188
L54367
L
300.4
310.5
1,402
54.3
44
0
No Failure
2,001
L49180
L
298.4
308.1
1,279
53.1
9
0
No Failure
7,345
L54524
L
299.6
310.1
1,384
49.8
11
0
No Failure
8,862
L56041
L
297.9
309.1
1,619
34.7
33
0
No Failure
9,633
M24492
M
299
310
1,337
57.4
146
0
No Failure
5,522
L52701
L
302.6
311.9
1,397
46.9
82
0
No Failure
4,057
L51236
L
301.9
310.9
1,597
36.9
50
0
No Failure
7,465
L54644
L
300.1
311.3
1,535
42.3
92
0
No Failure
2,116
L49295
L
299.4
309
1,404
47.3
86
0
No Failure
9,976
M24835
M
298.6
308.3
1,589
34.1
174
0
No Failure
1,323
H30736
H
298.9
310.1
1,452
49.9
187
0
No Failure
6,502
M21361
M
300.9
310
1,600
36
204
0
No Failure
2,436
L49615
L
298.9
308.2
1,686
30.4
53
0
No Failure
150
L47329
L
298.4
308.3
1,473
39.9
184
0
No Failure
7,676
L54855
L
300.5
311.6
1,447
45.4
204
0
No Failure
7,924
M22783
M
300.8
312
1,450
45
183
0
No Failure
9,900
L57079
L
298.7
309.2
1,586
31.4
180
0
No Failure
3,914
M18773
M
302.4
311.4
1,675
29.6
128
0
No Failure
6,404
L53583
L
300.1
309.6
1,649
33.6
168
0
No Failure
4,682
M19541
M
303.6
311.8
1,659
34.7
94
0
No Failure
7,100
M21959
M
300.7
310.2
1,373
44.1
28
0
No Failure
618
M15477
M
298.1
310
1,393
43.1
65
0
No Failure
8,707
L55886
L
297.2
308.6
1,335
53
39
0
No Failure
4,669
H34082
H
303.3
311.4
1,692
27.9
55
0
No Failure
5,532
M20391
M
302.3
311.7
1,504
37.3
107
0
No Failure
6,541
M21400
M
301.4
310.7
1,368
63.7
92
1
Power Failure
1,385
L48564
L
298.9
310.3
1,484
43.8
124
0
No Failure
8,606
L55785
L
297.5
308.4
1,633
33.3
213
0
No Failure
7,590
L54769
L
300.4
311
1,802
26
197
0
No Failure
9,408
L56587
L
297.8
308.3
1,435
50.1
189
0
No Failure
290
L47469
L
298.1
308.4
1,436
46.7
103
0
No Failure
194
H29607
H
298.2
308.4
1,678
34.6
81
0
No Failure
9,082
L56261
L
297.3
308
1,527
35.1
165
0
No Failure
6,411
L53590
L
300.4
310.1
1,544
41.9
184
0
No Failure
3,264
L50443
L
301.3
310
1,344
54.8
186
0
No Failure
1,113
M15972
M
296.5
307.4
1,350
55.6
69
0
No Failure
303
H29716
H
297.8
308.4
1,512
35.1
138
0
No Failure
3,424
L50603
L
301.4
310.4
1,496
35.2
153
0
No Failure
7,123
L54302
L
300.9
310.4
1,788
27.8
90
0
No Failure
5,412
L52591
L
302.8
312.6
1,462
39.4
22
0
No Failure
9,052
L56231
L
297.4
308.6
1,820
24.6
79
0
No Failure