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
7,591
M22450
M
300.4
311
1,433
46.1
199
0
No Failure
9,680
L56859
L
299.1
310.2
1,598
33.4
20
0
No Failure
1,666
H31079
H
298.2
307.9
1,491
39.7
181
0
No Failure
6,139
M20998
M
300.8
310.7
1,452
43
139
0
No Failure
340
M15199
M
297.5
308.2
1,713
32.2
17
0
No Failure
9,640
L56819
L
299.3
310.4
1,725
26.8
167
0
No Failure
1,338
H30751
H
298.7
310.2
1,613
36
0
0
No Failure
3,079
M17938
M
300.1
309.4
1,349
56.2
127
0
No Failure
9,181
L56360
L
297.9
309.1
1,507
36.9
13
0
No Failure
4,710
M19569
M
303.4
311.6
1,446
50
163
0
No Failure
9,200
L56379
L
297.9
308.8
1,613
31.4
57
0
No Failure
9,170
L56349
L
297.7
308.8
1,896
24.5
186
0
No Failure
7,198
L54377
L
300
310
1,486
41.8
69
0
No Failure
7,749
L54928
L
300.4
311.7
1,515
47.4
170
0
No Failure
3,408
L50587
L
301.2
310.4
1,381
49.8
115
0
No Failure
9,117
H38530
H
297.6
308.7
1,659
32.1
49
0
No Failure
9,666
L56845
L
299.2
310.3
1,610
33.3
233
0
No Failure
3,859
L51038
L
302.5
311.4
1,559
37.6
209
0
No Failure
9,319
L56498
L
298.5
309.4
1,364
44.5
162
0
No Failure
2,801
M17660
M
300.2
309.5
1,500
45.7
89
0
No Failure
9,978
L57157
L
298.6
308.3
1,422
40.4
179
0
No Failure
5,621
L52800
L
303
312.3
1,533
38.5
134
0
No Failure
4,010
L51189
L
302.2
311.2
1,630
36
169
0
No Failure
622
L47801
L
298.3
310.1
1,408
45.3
78
0
No Failure
6,377
L53556
L
300
309.6
1,694
28.7
94
0
No Failure
8,378
L55557
L
298.8
309.7
1,336
50.3
44
0
No Failure
822
L48001
L
296.7
307.6
1,474
41.7
148
0
No Failure
4,661
L51840
L
303.2
311.2
1,439
43.9
30
0
No Failure
6,716
L53895
L
301.3
310.6
1,576
30.4
92
0
No Failure
4,536
L51715
L
302.4
310.2
1,503
36.2
166
0
No Failure
5,003
L52182
L
303.7
312.8
1,627
31.7
40
0
No Failure
7,250
L54429
L
299.9
310
1,402
44.7
204
0
No Failure
6,153
M21012
M
301.1
311.1
1,592
35.7
174
0
No Failure
2,928
M17787
M
300.7
309.6
1,421
49.8
165
0
No Failure
937
M15796
M
295.6
306.1
1,418
46.2
24
0
No Failure
5,132
L52311
L
304.1
313.3
1,452
43.9
182
0
No Failure
3,943
M18802
M
302.2
311.4
1,398
47.2
202
0
No Failure
3,518
L50697
L
302
311
1,550
35.2
184
0
No Failure
2,541
L49720
L
299.1
308.8
1,502
38.3
88
0
No Failure
4,241
L51420
L
302.4
311.1
1,905
20.9
77
0
No Failure
6,227
H35640
H
301.3
311
1,341
59.3
134
0
No Failure
3,295
L50474
L
301.1
310.2
1,657
34.1
52
0
No Failure
6,752
M21611
M
301.7
311
1,505
37.1
190
0
No Failure
6,548
L53727
L
301.4
310.8
1,740
29.2
110
0
No Failure
8,212
L55391
L
299.2
310.6
1,675
33.3
28
0
No Failure
514
L47693
L
297.4
309.2
1,428
38.8
26
0
No Failure
8,140
L55319
L
299.5
310.8
1,571
38.2
74
0
No Failure
5,572
L52751
L
302.4
312
1,562
37.9
10
0
No Failure
7,881
H37294
H
300.7
312.4
1,457
47.2
74
0
No Failure
8,147
L55326
L
299.6
310.9
1,533
31.8
91
0
No Failure
7,293
M22152
M
300.1
310.4
1,556
38.1
92
0
No Failure
9,702
L56881
L
298.8
309.8
1,485
42.4
74
0
No Failure
3,938
L51117
L
302.5
311.5
1,802
26.4
192
0
No Failure
6,171
H35584
H
300.8
310.5
1,559
40.1
220
0
No Failure
4,112
M18971
M
302
310.6
1,563
41
184
0
No Failure
2,462
M17321
M
298.9
308.6
1,517
39.8
114
0
No Failure
6,836
L54015
L
301
310.9
1,809
25.7
192
0
No Failure
9,283
M24142
M
298.2
308.9
1,414
44.3
68
0
No Failure
9,772
M24631
M
298.7
309.6
1,424
50.4
32
0
No Failure
8,192
M23051
M
299.6
310.9
1,630
29.8
206
0
No Failure
178
L47357
L
298.2
308.2
1,988
21.4
41
0
No Failure
234
L47413
L
298.2
308.4
1,512
34.9
181
0
No Failure
9,204
L56383
L
297.8
308.8
1,559
35.2
66
0
No Failure
3,574
L50753
L
301.8
310.6
1,452
48.4
110
0
No Failure
3,878
H33291
H
302.6
311.7
1,471
48.3
25
0
No Failure
6,392
M21251
M
300.2
309.7
1,413
43
137
0
No Failure
6,959
L54138
L
300.6
311
1,563
40.7
87
0
No Failure
1,620
L48799
L
297.9
307.7
1,590
34.6
57
0
No Failure
6,743
H36156
H
301.7
311.2
1,639
30
161
0
No Failure
3,650
L50829
L
302.2
311.5
1,481
40.4
93
0
No Failure
8,908
M23767
M
297.2
308.6
1,404
43.7
160
0
No Failure
3,072
L50251
L
300
309
2,174
16.9
112
0
No Failure
8,448
L55627
L
298.6
310.1
1,439
49.9
17
0
No Failure
9,589
H39002
H
299.3
310.4
1,510
45.5
27
0
No Failure
5,174
M20033
M
304.2
313.5
1,739
28.1
80
0
No Failure
8,191
M23050
M
299.7
310.9
1,620
37.2
203
0
No Failure
6,311
L53490
L
300.9
310.1
2,090
17.8
133
0
No Failure
6,226
M21085
M
301.2
311
1,424
41.4
131
0
No Failure
8,094
L55273
L
300.2
311.6
1,511
35.7
160
0
No Failure
7,758
M22617
M
300.3
311.7
1,723
28.3
193
0
No Failure
8,184
L55363
L
299.8
311.1
1,452
47.3
188
0
No Failure
2,716
M17575
M
299.5
309
1,701
28.6
98
0
No Failure
3,310
L50489
L
301.3
310.4
1,384
50.1
88
0
No Failure
801
M15660
M
297
307.9
1,882
24.2
97
0
No Failure
6,781
L53960
L
301.3
310.8
1,560
38.5
52
0
No Failure
758
L47937
L
296.9
308.1
1,555
33.7
229
0
No Failure
9,678
L56857
L
299
310.1
2,033
19.3
15
0
No Failure
2,831
M17690
M
300.4
309.3
1,411
41.6
160
0
No Failure
8,441
L55620
L
298.6
309.8
1,370
56
0
0
No Failure
4,978
L52157
L
303.7
312.7
1,540
44.8
196
0
No Failure
4,635
L51814
L
303
311.2
1,755
30.4
205
0
No Failure
4,193
M19052
M
302.5
311
1,463
43.1
181
0
No Failure
9,312
L56491
L
298.4
309.4
1,540
43.2
141
0
No Failure
599
L47778
L
297.7
309.6
1,480
47.9
18
0
No Failure
2,886
M17745
M
300.5
309.5
1,320
49.9
59
0
No Failure
1,014
M15873
M
296.1
307.2
1,619
29.7
17
0
No Failure
70
L47249
L
298.9
309
1,410
65.7
191
1
Power Failure
4,056
L51235
L
302
311
1,865
22.7
48
0
No Failure
9,842
M24701
M
298.3
309.2
1,359
51.4
21
0
No Failure
2,972
M17831
M
300.7
309.5
1,393
43.9
81
0
No Failure