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
4,095
L51274
L
302
310.5
1,651
30.9
146
0
No Failure
466
M15325
M
297.3
308.6
1,456
42.9
122
0
No Failure
3,445
L50624
L
301.5
310.6
1,381
50.7
206
0
No Failure
720
L47899
L
297.4
308.8
1,447
58.1
129
0
No Failure
7,312
H36725
H
300
310.5
1,558
36.7
137
0
No Failure
1,974
L49153
L
297.9
307.6
1,747
25.3
136
0
No Failure
3,970
L51149
L
302.3
311.4
1,504
38.7
65
0
No Failure
3,601
L50780
L
301.7
310.5
1,523
34.7
181
0
No Failure
1,865
L49044
L
297.9
307.7
1,546
37.6
72
0
No Failure
5,177
M20036
M
304
313.3
1,844
27.1
88
0
No Failure
8,039
L55218
L
300.7
311.8
1,486
47.3
19
0
No Failure
6,322
L53501
L
300.7
310.2
1,286
64.9
160
0
No Failure
5,232
L52411
L
303.8
313.1
1,458
42.2
25
0
No Failure
2,926
M17785
M
300.7
309.6
1,388
51.1
160
0
No Failure
9,323
M24182
M
298.5
309.3
1,512
38.1
170
0
No Failure
1,603
H31016
H
297.8
307.9
1,600
33.5
13
0
No Failure
8,697
L55876
L
297.2
308.6
1,413
49.8
12
0
No Failure
360
M15219
M
297.6
308.3
1,567
34.6
71
0
No Failure
4,680
L51859
L
303.6
311.8
1,695
30.7
90
0
No Failure
5,554
L52733
L
302.5
311.9
1,306
59.7
172
0
random failures
5,255
L52434
L
303.5
313.1
1,897
23.6
75
0
No Failure
2,418
L49597
L
298.9
308.3
1,576
36.6
7
0
No Failure
5,000
M19859
M
303.7
312.9
1,532
41.3
32
0
No Failure
366
L47545
L
297.6
308.4
1,353
57.5
88
0
No Failure
4,592
H34005
H
302.9
311.2
2,102
17.8
91
0
No Failure
1,709
L48888
L
298.2
307.8
1,627
31.5
64
0
No Failure
5,252
M20111
M
303.4
312.9
1,307
54.3
68
0
No Failure
9,179
L56358
L
297.8
309
1,340
56.9
6
0
No Failure
5,194
H34607
H
304
313.1
1,408
39.8
132
0
No Failure
2,629
H32042
H
299.9
309.6
1,410
51.2
98
0
No Failure
4,373
M19232
M
301.9
309.6
1,439
41.7
201
0
No Failure
8,587
H38000
H
297.3
307.9
1,461
37.5
161
0
No Failure
141
L47320
L
298.8
308.6
1,511
36.1
157
0
No Failure
9,569
L56748
L
299.8
311.1
1,588
38
183
0
No Failure
8,760
M23619
M
297.5
308.7
1,352
53
171
0
No Failure
3,975
L51154
L
302.4
311.5
1,505
37.9
79
0
No Failure
9,766
L56945
L
298.6
309.6
1,472
39.1
14
0
No Failure
2,276
L49455
L
299.3
308.6
1,605
37
78
0
No Failure
8,232
L55411
L
299.1
310.5
1,419
48.8
76
0
No Failure
3,153
M18012
M
300.5
309.8
1,473
42.3
121
0
No Failure
1,461
L48640
L
299
310.3
1,437
47.8
99
0
No Failure
77
L47256
L
298.8
308.9
1,461
47.9
206
0
No Failure
6,453
L53632
L
300.7
310.1
1,376
50.8
75
0
No Failure
9,427
L56606
L
298.1
308.7
1,341
55.7
30
0
No Failure
5,967
L53146
L
300.4
310.8
1,396
49.3
142
0
No Failure
4,652
L51831
L
303.2
311.4
1,349
51.1
9
1
Heat Dissipation Failure
5,339
M20198
M
303.3
312.5
1,674
32.7
76
0
No Failure
3,479
L50658
L
301.8
310.7
1,597
30.8
74
0
No Failure
8,735
L55914
L
297.2
308.6
1,392
41.5
108
0
No Failure
7,682
L54861
L
300.7
311.8
1,443
43.7
217
0
No Failure
5,626
L52805
L
302.7
312.1
1,728
24.4
146
0
No Failure
625
H30038
H
298.3
310.1
1,509
37.6
85
0
No Failure
3,543
L50722
L
301.8
310.9
1,899
24.7
31
0
No Failure
9,851
M24710
M
298.5
309.3
1,498
34.6
46
0
No Failure
9,658
L56837
L
299
310
1,484
39.6
212
0
No Failure
1,361
H30774
H
298.8
310.2
1,707
27.6
56
0
No Failure
4,782
L51961
L
303.7
312.3
1,384
45.9
121
0
No Failure
4,522
L51701
L
302.4
310.4
1,865
23.9
129
0
No Failure
2,441
L49620
L
299.1
308.4
1,426
47.9
67
0
No Failure
5,777
L52956
L
301.6
311.1
1,325
49.2
104
0
No Failure
1,146
L48325
L
297
307.8
1,553
33.3
155
0
No Failure
4,140
H33553
H
301.7
310.2
1,620
30.8
42
0
No Failure
1,077
L48256
L
296.9
307.7
1,653
35.9
177
0
No Failure
4,821
M19680
M
303.6
312.1
1,627
32.5
7
0
No Failure
3,681
L50860
L
302.2
311.5
1,744
31.2
172
0
No Failure
3,277
L50456
L
301.3
310
1,438
40.9
7
0
No Failure
6,974
L54153
L
300.7
311
1,462
41.9
126
0
No Failure
8,443
L55622
L
298.6
310
1,517
39
4
0
No Failure
9,107
L56286
L
297.4
308.3
1,854
21.8
24
0
No Failure
7,249
L54428
L
300
310.1
1,762
28
202
0
No Failure
4,447
L51626
L
302.5
310.3
1,584
35.5
158
0
No Failure
691
H30104
H
297.6
309
1,413
40.2
51
0
No Failure
3,508
M18367
M
301.7
310.8
1,502
34.4
157
0
No Failure
9,528
L56707
L
299.1
310.4
1,550
43.9
79
0
No Failure
5,490
L52669
L
302.6
312.1
1,499
35
215
0
random failures
7,295
L54474
L
300.1
310.6
1,809
24.3
97
0
No Failure
4,493
M19352
M
302.6
310.5
1,420
56.4
57
0
No Failure
3,544
L50723
L
301.8
310.9
1,449
36.5
33
0
No Failure
9,551
M24410
M
299.5
311
1,451
43.3
136
0
No Failure
3,841
L51020
L
302.4
311
1,610
33.1
161
0
No Failure
4,239
M19098
M
302.3
311
1,521
34.8
72
0
No Failure
4,382
L51561
L
301.9
309.6
1,446
43.2
225
0
No Failure
1,210
H30623
H
297
308.1
2,540
13.3
98
0
No Failure
3,399
L50578
L
301.4
310.7
1,675
30.7
92
0
No Failure
7,642
M22501
M
300.4
311.4
1,352
57.3
116
0
No Failure
7,170
L54349
L
300.3
310.2
1,492
52.3
2
0
No Failure
324
L47503
L
297.8
308.5
1,561
46.3
194
0
No Failure
1,933
M16792
M
298.1
308
1,686
29.3
35
0
No Failure
8,747
L55926
L
297.3
308.5
1,528
44.5
140
0
No Failure
3,332
L50511
L
301.7
310.8
1,559
44.5
135
0
No Failure
4,160
M19019
M
302
310.5
1,639
32.9
94
0
No Failure
8,427
L55606
L
299.1
310.5
1,628
35.9
174
0
No Failure
5,302
L52481
L
303.8
313.1
1,309
55.8
193
0
No Failure
9,935
L57114
L
298.3
308.2
1,472
44.3
71
0
No Failure
1,966
L49145
L
297.8
307.5
1,581
33.1
116
0
No Failure
1,091
L48270
L
296.9
307.7
1,464
41.4
6
0
No Failure
1,916
L49095
L
298
307.7
1,492
38.7
202
0
No Failure
9,302
M24161
M
298.1
308.9
1,459
50.3
115
0
No Failure
5,308
L52487
L
304
313.3
1,530
34.8
211
0
No Failure
8,405
L55584
L
298.4
309.5
1,545
36.6
117
0
No Failure