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
3,861
L51040
L
302.6
311.5
1,427
38.9
213
0
No Failure
8,253
L55432
L
299
310.4
1,565
36.1
127
0
No Failure
5,400
H34813
H
302.8
312.4
1,411
53.8
246
1
Overstrain Failure
2,041
L49220
L
299.1
308.9
1,686
29.6
108
0
No Failure
2,644
M17503
M
299.8
309.4
1,401
48.1
143
0
No Failure
731
M15590
M
297.3
308.6
1,471
50.7
157
0
No Failure
1,475
M16334
M
298.5
309.5
1,366
61.9
130
0
No Failure
2,480
L49659
L
299
308.5
1,604
34.7
159
0
No Failure
6,321
M21180
M
300.8
310.2
1,304
52.5
157
0
No Failure
671
L47850
L
297.6
309
1,822
25.4
202
0
No Failure
3,127
L50306
L
300
309.4
1,499
35.7
46
0
No Failure
2,909
L50088
L
300.7
309.5
1,251
59.9
120
0
No Failure
9,538
M24397
M
299.3
310.6
1,457
42.1
104
0
No Failure
4,029
L51208
L
302
310.9
1,455
43.2
220
0
No Failure
5,528
M20387
M
302.5
311.9
1,532
38.8
96
0
No Failure
8,440
L55619
L
298.6
309.8
1,637
34.6
207
0
No Failure
7,501
L54680
L
300.2
311.8
1,410
51.4
189
0
No Failure
1,785
L48964
L
298.3
308
2,886
3.8
57
1
Power Failure
2,151
H31564
H
299.3
308.8
1,636
35.5
180
0
No Failure
8,419
L55598
L
298.9
310.2
1,971
23.2
155
0
No Failure
7,239
L54418
L
299.8
310
1,697
36
175
0
No Failure
8,470
M23329
M
298.6
309.7
1,280
64.1
71
0
No Failure
6,835
L54014
L
301.1
311
1,378
51.1
190
0
No Failure
5,613
L52792
L
303
312.3
1,486
42.4
112
0
No Failure
6,645
L53824
L
301.5
310.6
1,565
43.9
142
0
No Failure
7,713
L54892
L
300.5
311.5
1,499
37.6
73
0
No Failure
5,834
L53013
L
301.3
311.2
1,457
44.5
14
0
No Failure
3,819
L50998
L
302.1
310.7
1,491
42.8
98
0
No Failure
2,817
L49996
L
300.1
309.4
1,434
47.3
127
0
No Failure
853
M15712
M
296.3
307.3
1,368
49.5
10
0
No Failure
634
L47813
L
298.3
310
1,442
43.9
110
0
No Failure
5,092
L52271
L
303.9
313.2
1,345
48.2
77
0
No Failure
8,625
H38038
H
297.5
308.4
1,490
39.7
34
0
No Failure
5,469
L52648
L
302.8
312.3
1,764
29.9
162
0
No Failure
7,679
M22538
M
300.6
311.7
1,389
52.1
210
0
No Failure
4,182
M19041
M
302.4
310.7
1,521
40.4
152
0
No Failure
7,221
L54400
L
299.8
309.7
1,429
42.6
127
0
No Failure
3,799
L50978
L
302.1
310.8
1,786
25.7
47
0
No Failure
9,852
M24711
M
298.5
309.3
1,761
27.2
49
0
No Failure
7,762
H37175
H
300.4
311.6
1,715
30.8
203
0
No Failure
2,688
L49867
L
299.9
309.4
1,348
52.8
31
0
No Failure
519
L47698
L
297.6
309.5
1,924
20.6
37
0
No Failure
9,448
M24307
M
298.1
308.9
1,323
51.7
88
0
No Failure
6,069
M20928
M
301
310.9
2,047
17.9
178
0
No Failure
4,466
L51645
L
302.8
310.6
1,404
43.2
203
0
No Failure
8,022
M22881
M
301
312
1,499
34.6
207
0
No Failure
2,649
L49828
L
299.8
309.4
1,436
51.6
158
0
No Failure
5,726
M20585
M
302.3
311.8
1,557
34.1
185
0
No Failure
9,253
M24112
M
298.1
309
1,533
36.1
189
0
No Failure
9,847
L57026
L
298.3
309
1,339
58.8
35
0
No Failure
598
H30011
H
297.6
309.6
1,428
46.6
13
0
No Failure
3,090
H32503
H
300.1
309.3
1,520
38.2
158
0
No Failure
9,524
L56703
L
299
310.2
1,494
40.6
67
0
No Failure
6,813
L53992
L
300.9
310.6
1,350
53.8
131
0
No Failure
7,139
L54318
L
300.6
310.1
1,297
50
130
0
No Failure
6,243
L53422
L
301
310.4
1,476
43.6
173
0
No Failure
6,971
L54150
L
300.7
311
1,436
44.9
119
0
No Failure
6,920
L54099
L
301
311.5
1,444
39.8
197
0
No Failure
4,831
L52010
L
303.5
312
1,756
29.7
28
0
No Failure
2,011
L49190
L
298.6
308.3
1,278
60.5
32
0
No Failure
1,720
L48899
L
298.2
307.7
1,503
38.3
87
0
No Failure
9,932
L57111
L
298.3
308.3
1,432
46.9
65
0
No Failure
1,245
L48424
L
297.1
308.4
1,726
28.4
202
0
No Failure
9,556
H38969
H
299.4
310.8
1,585
31.4
149
0
No Failure
3,097
L50276
L
299.9
309.2
1,560
38.9
180
0
No Failure
6,025
L53204
L
300.7
310.9
1,356
65.3
66
1
Power Failure
3,083
M17942
M
300
309.3
1,407
43.9
138
0
No Failure
8,538
L55717
L
298.6
309.5
1,730
30.2
41
0
No Failure
6,009
L53188
L
300.7
310.7
1,431
39.3
22
0
No Failure
2,637
L49816
L
299.9
309.6
1,254
61.3
124
0
No Failure
8,251
M23110
M
299
310.4
1,394
45.2
122
0
No Failure
3,382
L50561
L
301.3
310.6
1,376
47.6
45
0
No Failure
8,679
L55858
L
297.3
308.5
1,514
44.5
177
0
No Failure
4,273
L51452
L
302.5
310.8
1,577
36.9
158
0
No Failure
8,805
M23664
M
297.5
308.6
1,255
60.7
77
0
No Failure
8,695
L55874
L
297.2
308.5
1,766
25.8
7
0
No Failure
2,019
L49198
L
298.7
308.5
1,375
46.4
48
0
No Failure
9,823
L57002
L
298.5
309.4
1,360
60.9
187
1
Overstrain Failure
9,838
M24697
M
298.4
309.3
1,355
50.6
8
0
No Failure
6,312
L53491
L
300.9
310.3
1,446
44.5
135
0
No Failure
5,944
L53123
L
300.7
310.7
1,541
41.3
82
0
No Failure
7,069
L54248
L
300.8
310.7
1,461
42.8
173
0
No Failure
7,809
L54988
L
299.9
311.4
1,627
36.7
118
0
No Failure
6,915
H36328
H
300.9
311.3
1,668
28.9
183
0
No Failure
5,891
L53070
L
301.4
311
1,634
32.6
155
0
No Failure
3,040
M17899
M
300.3
309.5
1,665
31.4
32
0
No Failure
1,445
L48624
L
299
310.2
1,477
37.9
60
0
No Failure
3,293
L50472
L
301.3
310.3
1,400
44.3
47
0
No Failure
4,331
L51510
L
301.5
309.8
1,549
38.5
81
0
No Failure
1,509
M16368
M
298
308.6
1,507
37.3
217
0
No Failure
3,130
L50309
L
300.1
309.6
1,642
34.5
53
0
No Failure
9,223
M24082
M
297.9
309
1,525
38.5
113
0
No Failure
8,302
M23161
M
298.7
310.1
1,644
34.1
46
0
No Failure
7,332
L54511
L
299.8
310.3
1,524
34.2
196
0
No Failure
6,703
M21562
M
301.6
310.8
1,664
32
58
0
No Failure
7,848
L55027
L
300.2
311.6
1,322
50.9
215
0
No Failure
7,343
M22202
M
299.7
310.3
1,661
34.5
6
0
No Failure
495
L47674
L
297.6
309.4
1,326
49.8
199
0
No Failure
5,787
L52966
L
301.7
311.2
1,521
36.7
130
0
No Failure
7,528
L54707
L
300.1
311.3
1,470
45.2
40
0
No Failure