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
3,303
L50482
L
301.3
310.5
1,503
48.6
72
0
No Failure
1,860
L49039
L
297.8
307.4
1,355
45.8
60
0
No Failure
377
M15236
M
297.4
308.2
1,401
51.9
117
0
No Failure
5,720
L52899
L
302.3
312
1,398
43.3
171
0
No Failure
7,629
L54808
L
300.5
311.7
1,619
32.7
85
0
No Failure
2,443
M17302
M
299.1
308.4
1,332
51.7
71
0
No Failure
8,827
M23686
M
297.2
308.8
1,485
47.9
143
0
No Failure
6,839
L54018
L
301.1
311.1
1,570
41.6
202
0
No Failure
4,015
L51194
L
302.1
311
1,740
30.8
182
0
No Failure
1,727
L48906
L
298.3
307.8
1,906
22.1
104
0
No Failure
5,127
L52306
L
304.3
313.5
1,802
25.4
170
0
No Failure
6,383
L53562
L
300.2
309.8
1,481
41.9
106
0
No Failure
2,759
M17618
M
299.7
309.2
1,412
45.3
205
0
No Failure
4,696
L51875
L
303.3
311.6
1,514
34.7
130
0
No Failure
7,579
L54758
L
300.4
311.2
1,673
28.9
171
0
No Failure
5,478
L52657
L
302.7
312.1
1,763
26.5
184
0
No Failure
2,607
H32020
H
299.4
309.3
1,534
37.5
39
0
No Failure
5,120
L52299
L
304.2
313.6
1,411
46
149
0
No Failure
431
L47610
L
297.5
308.6
1,596
37.1
30
0
No Failure
7,115
H36528
H
300.9
310.4
1,457
43.8
69
0
No Failure
1,242
M16101
M
297.1
308.5
1,621
32.4
194
0
No Failure
9,834
L57013
L
298.3
309.1
1,386
45.3
212
0
No Failure
9,091
M23950
M
297.2
307.9
1,747
29
188
0
No Failure
6,364
M21223
M
300
309.6
1,618
36.2
53
0
No Failure
675
L47854
L
297.8
309
1,456
41.2
0
0
No Failure
9,503
L56682
L
299.3
310.2
1,495
49.2
16
0
No Failure
2,399
L49578
L
299.2
308.5
1,490
43.2
158
0
No Failure
2,904
M17763
M
300.7
309.5
1,733
26.7
108
0
No Failure
4,254
M19113
M
302.6
311
1,329
48.6
111
1
Heat Dissipation Failure
6,017
L53196
L
300.7
310.7
1,425
45.3
48
0
No Failure
375
L47554
L
297.4
308.3
1,431
43
113
0
No Failure
7,770
L54949
L
300.3
311.5
1,552
38.9
23
0
No Failure
2,391
L49570
L
299.2
308.5
1,487
41.2
140
0
No Failure
7,827
L55006
L
299.8
311.1
1,300
64.2
165
0
No Failure
517
L47696
L
297.5
309.3
1,732
29.9
32
0
No Failure
5,560
M20419
M
302.5
312
1,451
43.2
189
0
No Failure
2,060
H31473
H
299.5
309.4
1,386
44.4
154
0
No Failure
9,607
L56786
L
298.9
310.1
1,401
44.4
76
0
No Failure
3,857
M18716
M
302.4
311.2
1,330
58.6
201
0
No Failure
8,491
M23350
M
298.5
309.6
1,364
58.7
123
0
No Failure
5,775
L52954
L
301.5
311.1
1,602
34.3
100
0
No Failure
176
L47355
L
298.2
308.1
1,382
43.5
37
0
No Failure
5,084
L52263
L
304.1
313.1
1,327
54.1
57
0
No Failure
9,468
L56647
L
298.6
309.3
1,702
27.6
143
0
No Failure
8,733
L55912
L
297.2
308.6
1,864
23.6
103
0
No Failure
5,828
L53007
L
301.3
311.1
1,624
40.9
0
0
No Failure
6,565
L53744
L
301.4
310.6
1,557
38.2
157
0
No Failure
7,820
L54999
L
299.8
311.2
1,369
46.2
146
0
No Failure
4,347
L51526
L
301.8
309.7
1,598
30.4
124
0
No Failure
326
L47505
L
297.8
308.5
1,699
27.8
199
0
No Failure
5,360
M20219
M
303.3
312.6
1,397
47.1
137
0
No Failure
7,667
M22526
M
300.6
311.7
1,424
50.8
182
0
No Failure
3,614
L50793
L
301.7
310.9
1,557
39.4
2
0
No Failure
4,219
M19078
M
302
310.6
1,479
40.5
24
0
No Failure
2,504
L49683
L
299.2
309
1,408
47.2
0
0
No Failure
6,368
L53547
L
300
309.6
1,571
33.1
65
0
No Failure
3,517
L50696
L
302
311.1
1,402
47.8
182
0
No Failure
6,775
H36188
H
301.2
310.7
1,747
27.3
35
0
No Failure
1,291
L48470
L
298.6
309.7
1,429
45.8
113
0
No Failure
3,699
H33112
H
302.2
311.3
1,758
26.4
4
0
No Failure
4,365
H33778
H
302.1
310.1
1,615
29.9
176
0
No Failure
4,723
M19582
M
303.4
311.8
1,391
42.7
197
0
No Failure
5,247
L52426
L
303.5
313
1,465
41
56
0
No Failure
2,920
L50099
L
300.6
309.6
1,726
30
147
0
No Failure
8,936
L56115
L
297.4
308.3
1,801
26.9
11
0
No Failure
1,927
L49106
L
298
307.7
1,606
30.8
17
0
No Failure
9,412
L56591
L
298
308.5
1,404
46.6
201
0
No Failure
2,667
H32080
H
299.7
309.2
1,691
27.7
203
0
No Failure
3,567
L50746
L
301.8
310.6
1,295
62.3
91
0
No Failure
3,750
L50929
L
302.4
311.1
1,652
33.9
139
0
No Failure
7,196
M22055
M
300.1
310.1
1,443
49.3
61
0
No Failure
4,823
L52002
L
303.5
311.9
1,565
38.9
12
0
No Failure
6,233
L53412
L
301.3
311
1,576
30.4
151
0
No Failure
1,305
L48484
L
298.8
310
2,098
19.6
148
0
No Failure
271
H29684
H
298
308
1,520
39.6
51
0
No Failure
9,794
H39207
H
298.5
309.4
1,414
46.7
102
0
No Failure
1,371
L48550
L
298.7
310.3
1,451
40
86
0
No Failure
3,886
L51065
L
302.5
311.5
1,677
29.2
49
0
No Failure
991
L48170
L
296.2
307
1,414
48.3
162
0
No Failure
5,701
L52880
L
302.5
311.9
1,497
41.6
123
0
No Failure
4,871
M19730
M
303.7
312.4
1,631
28.5
132
0
No Failure
7,622
L54801
L
300.5
311.5
1,490
38.4
67
0
No Failure
7,063
M21922
M
300.6
310.4
1,407
51.1
157
0
No Failure
5,960
L53139
L
300.6
310.8
1,378
51.2
119
0
No Failure
5,250
M20109
M
303.4
312.9
1,422
39.9
63
0
No Failure
3,342
H32755
H
301.4
310.7
1,329
52
160
0
No Failure
7,204
M22063
M
299.8
309.6
1,434
48
82
0
No Failure
9,718
L56897
L
298.9
309.9
1,500
44.2
115
0
No Failure
8,989
L56168
L
297.2
307.9
1,825
24.6
142
0
No Failure
11
H29424
H
298.4
308.9
1,782
23.9
24
0
No Failure
6,605
M21464
M
301.5
310.6
1,573
37.4
37
0
No Failure
6,626
M21485
M
301.6
310.7
1,421
44.4
94
0
No Failure
7,093
L54272
L
300.7
310.2
1,493
35.9
10
0
No Failure
4,262
L51441
L
302.7
311.1
1,730
28.1
135
0
No Failure
3,908
M18767
M
302.3
311.2
1,842
23.9
111
0
No Failure
8,006
L55185
L
300.8
312
1,477
37.3
164
0
No Failure
8,497
M23356
M
298.3
309.4
1,816
22.6
138
0
No Failure
2,012
L49191
L
298.7
308.5
1,616
30.2
34
0
No Failure
1,426
L48605
L
298.6
309.7
1,356
54
6
0
No Failure
4,281
L51460
L
302.1
310.1
1,753
28.9
176
0
No Failure