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
2,186
L49365
L
299.8
309.4
1,630
32.4
53
0
No Failure
4,891
L52070
L
303.7
312.4
1,525
43.9
188
0
No Failure
7,002
L54181
L
300.5
310.5
1,564
38.2
199
0
No Failure
773
H30186
H
296.8
308
1,453
51
24
0
No Failure
4,583
L51762
L
302.9
311.2
1,634
36.9
71
0
No Failure
2,165
L49344
L
299.6
309.2
1,540
36.7
221
0
No Failure
6,225
L53404
L
301.2
311
1,612
32.9
129
0
No Failure
9,215
L56394
L
298
308.9
1,508
37.1
92
0
No Failure
7,572
L54751
L
300.3
311.1
1,606
30.9
156
0
No Failure
9,813
M24672
M
298.2
309.1
1,411
45.8
157
0
No Failure
9,554
L56733
L
299.3
310.7
1,495
39.2
144
0
No Failure
8,756
M23615
M
297.4
308.7
1,582
31.9
161
0
No Failure
1,311
L48490
L
298.9
310.2
1,498
50.2
160
0
No Failure
404
L47583
L
297.3
308.6
1,273
59.8
182
0
No Failure
692
L47871
L
297.7
309.1
1,563
39.3
56
0
No Failure
3,791
L50970
L
302.3
310.9
1,412
48.9
28
0
No Failure
776
L47955
L
296.7
307.8
1,453
46
33
0
No Failure
6,173
L53352
L
300.8
310.6
1,577
37.9
227
1
Tool Wear Failure
9,501
L56680
L
299.2
310.2
1,697
30.6
12
0
No Failure
2,562
L49741
L
299.4
309.2
1,607
31.7
145
0
No Failure
3,154
M18013
M
300.5
309.9
1,483
49.3
124
0
No Failure
7,506
L54685
L
300.5
311.9
1,546
39.4
203
0
No Failure
8,718
L55897
L
297.1
308.7
1,474
42.3
64
0
No Failure
6,344
L53523
L
300.2
309.8
1,827
23
6
0
No Failure
2,635
L49814
L
300
309.7
1,554
32
117
0
No Failure
2,706
L49885
L
299.7
309.2
1,326
64.8
71
0
No Failure
566
H29979
H
297.7
309.7
1,570
35.8
160
0
No Failure
5,665
M20524
M
302.2
311.4
1,539
35.1
24
0
No Failure
2,167
M17026
M
299.6
309.2
1,867
23.4
225
1
Tool Wear Failure
6,776
L53955
L
301.2
310.6
1,670
30
40
0
No Failure
8,879
L56058
L
298.1
309.2
1,802
26.9
83
0
No Failure
6,969
L54148
L
300.9
311.2
1,789
25.5
114
0
No Failure
4,378
M19237
M
301.8
309.6
1,436
49
214
0
No Failure
5,850
M20709
M
301.4
311.2
1,434
47.6
52
0
No Failure
8,725
M23584
M
297.2
308.6
1,513
39
78
0
No Failure
7,718
L54897
L
300.5
311.6
1,365
53
85
0
No Failure
3,196
M18055
M
300
309.2
1,635
32.4
4
0
No Failure
9,938
L57117
L
298.3
308.1
1,505
46.1
80
0
No Failure
2,789
L49968
L
300.3
309.6
1,326
52.4
57
0
No Failure
6,469
L53648
L
300.5
309.8
1,507
42.5
117
0
No Failure
854
L48033
L
296.3
307.3
1,444
49
13
0
No Failure
9,174
H38587
H
297.8
308.9
1,650
32.2
195
0
No Failure
1,741
M16600
M
298.5
307.9
1,640
33.1
146
0
No Failure
4,356
H33769
H
302
309.8
1,280
57.3
147
1
Heat Dissipation Failure
1,466
L48645
L
298.7
309.8
1,546
40.9
109
0
No Failure
4,443
L51622
L
302.5
310.2
1,563
34.8
150
0
No Failure
4,492
H33905
H
302.6
310.4
1,409
53.3
52
0
No Failure
2,673
L49852
L
299.7
309.3
1,445
42.6
0
0
No Failure
5,235
L52414
L
303.7
312.9
1,461
50.1
31
0
No Failure
6,172
L53351
L
300.8
310.6
1,416
42.2
225
0
No Failure
3,972
H33385
H
302.2
311.4
1,625
35.4
70
0
No Failure
5
L47184
L
298.2
308.7
1,408
40
9
0
No Failure
8,061
H37474
H
300.2
311.5
1,426
44.3
73
0
No Failure
6,770
L53949
L
301.2
310.8
1,392
52.6
23
0
No Failure
1,557
H30970
H
298.4
308.5
1,398
47.1
122
0
No Failure
6,880
H36293
H
300.8
311.2
2,237
17
95
0
No Failure
6,254
L53433
L
300.9
310.4
1,615
30.9
200
0
No Failure
318
L47497
L
297.8
308.4
1,685
28.4
179
0
No Failure
852
M15711
M
296.2
307.2
1,389
48.6
7
0
No Failure
8,169
L55348
L
299.7
311.1
1,690
30.6
148
0
No Failure
8,121
L55300
L
300.2
311.6
1,767
26.4
20
0
No Failure
5,977
H35390
H
300.5
310.6
1,378
51.5
166
0
No Failure
7,726
L54905
L
300.6
311.7
1,744
26.9
111
0
No Failure
9,086
H38499
H
297.1
307.9
1,365
54
174
0
No Failure
7,991
M22850
M
301.1
312.4
1,809
25.1
126
0
No Failure
5,301
M20160
M
303.8
313.2
1,710
26.5
190
0
No Failure
7,949
L55128
L
300.8
311.7
1,479
39.4
18
0
No Failure
1,657
L48836
L
298.2
308.1
1,532
42.5
154
0
No Failure
8,660
L55839
L
297.5
308.5
1,375
55.6
128
0
No Failure
8,540
L55719
L
298.5
309.4
1,517
40.2
45
0
No Failure
8,643
M23502
M
297.5
308.4
1,596
36.6
80
0
No Failure
8,529
L55708
L
298.4
309.3
1,512
35.8
18
0
No Failure
5,359
H34772
H
303.3
312.6
1,827
24.2
132
0
No Failure
6,029
L53208
L
300.6
310.9
1,472
47.6
75
0
No Failure
6,772
M21631
M
301.2
310.7
1,962
22.5
28
0
No Failure
9,255
L56434
L
298.3
309.1
1,616
31.1
195
0
No Failure
5,494
L52673
L
302.8
312.4
1,376
57.1
8
0
No Failure
8,766
L55945
L
297.4
308.8
1,353
49.4
188
0
No Failure
883
M15742
M
295.7
306.2
1,739
25.9
94
0
No Failure
408
M15267
M
297.4
308.5
1,600
42.1
190
0
No Failure
2,786
L49965
L
300.2
309.5
1,495
32.6
49
0
No Failure
7,883
H37296
H
300.7
312.3
1,670
27.3
81
0
No Failure
3,665
M18524
M
302.3
311.7
1,685
30.8
130
0
No Failure
9,647
L56826
L
299.4
310.4
1,582
31.7
181
0
No Failure
3,866
H33279
H
302.6
311.5
1,629
34.4
228
1
Tool Wear Failure
3,460
L50639
L
301.5
310.4
1,270
54.2
26
0
No Failure
7,582
M22441
M
300.4
311.2
1,366
56.1
177
0
No Failure
1,382
M16241
M
298.8
310.2
1,583
35.7
116
0
No Failure
1,319
M16178
M
299
310.3
1,582
33.3
177
0
No Failure
4,771
L51950
L
303.5
311.9
1,344
49.3
93
1
Heat Dissipation Failure
5,342
H34755
H
303.5
312.8
1,404
55.8
84
0
No Failure
2,968
L50147
L
300.6
309.4
1,369
51.6
71
0
No Failure
1,144
L48323
L
297
307.9
1,479
39.2
151
0
No Failure
5,426
L52605
L
302.5
312.2
1,775
27.9
56
0
No Failure
3,276
H32689
H
301.3
310
1,532
36.3
2
0
No Failure
1,040
L48219
L
296.7
307.7
1,524
36.8
82
0
No Failure
4,550
L51729
L
302.6
310.6
1,549
37.5
199
0
No Failure
2,083
H31496
H
299.4
309.2
1,513
36.1
212
0
No Failure
6,817
L53996
L
300.9
310.7
1,477
43.2
143
0
No Failure
7,934
L55113
L
300.8
311.8
1,928
21.8
209
0
No Failure