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
2,030
L49209
L
298.7
308.5
1,668
35.2
77
0
No Failure
8,677
M23536
M
297.3
308.5
1,520
42.4
171
0
No Failure
2,153
M17012
M
299.3
308.8
1,648
28.4
188
0
No Failure
1,391
L48570
L
298.9
310.2
1,409
54.8
140
0
No Failure
9,144
L56323
L
297.6
308.5
1,452
42.6
116
0
No Failure
6,600
L53779
L
301.6
310.7
1,494
39.5
24
0
No Failure
1,723
M16582
M
298.2
307.7
1,952
21.6
93
0
No Failure
2,684
L49863
L
299.8
309.5
1,590
28.5
23
0
No Failure
1,911
H31324
H
298
307.7
1,547
36.8
186
0
No Failure
2,309
L49488
L
299.1
308.5
1,371
55.5
159
0
No Failure
807
M15666
M
297
307.9
1,422
53
115
0
No Failure
8,693
L55872
L
297.1
308.4
1,583
31.9
2
0
No Failure
8,243
M23102
M
299
310.3
1,689
29.7
101
0
No Failure
4,610
L51789
L
303
311.2
1,456
44
142
0
No Failure
8,374
M23233
M
298.7
309.7
1,362
50.5
34
0
No Failure
4,266
L51445
L
302.6
311
1,424
38
144
0
No Failure
4,022
H33435
H
302.1
310.9
1,452
42.5
198
0
No Failure
3,347
L50526
L
301.3
310.7
1,761
24.3
174
0
No Failure
122
L47301
L
298.9
308.7
1,558
41.2
110
0
No Failure
2,603
L49782
L
299.4
309.2
1,427
41.5
29
0
No Failure
3,578
M18437
M
301.6
310.4
1,455
39
118
0
No Failure
9,458
M24317
M
298.5
309.3
1,692
26.7
118
0
No Failure
9,596
H39009
H
299
310.1
1,432
50
45
0
No Failure
5,051
H34464
H
304
313
1,701
30.4
171
0
No Failure
9,876
M24735
M
298.9
309.8
1,363
50.6
115
0
No Failure
4,777
L51956
L
303.5
312.1
1,522
36.4
107
0
No Failure
4,653
L51832
L
303.1
311.2
1,452
52.9
11
0
No Failure
7,092
L54271
L
300.6
310.2
1,318
51
8
0
No Failure
7,021
L54200
L
300.8
310.8
1,460
53.8
41
0
No Failure
9,276
L56455
L
298.2
308.7
1,605
29.4
47
0
No Failure
9,703
L56882
L
298.9
310
1,633
31.2
76
0
No Failure
2,034
H31447
H
298.8
308.5
1,359
47.6
85
0
No Failure
4,297
L51476
L
301.8
310.2
2,825
5.8
215
1
Power Failure
5,879
L53058
L
301.4
311
1,533
45.8
125
0
No Failure
5,037
L52216
L
304
313.2
1,615
37.8
127
0
No Failure
3,554
M18413
M
301.8
310.8
1,618
37.8
59
0
No Failure
2,995
L50174
L
300.5
309.8
1,461
52.5
146
0
No Failure
74
L47253
L
299
309.1
1,592
35
200
0
No Failure
4,560
L51739
L
302.7
310.7
1,433
43.7
13
0
No Failure
1,052
L48231
L
296.6
307.7
1,556
37.7
110
0
No Failure
400
L47579
L
297.4
308.4
1,392
49.7
174
0
No Failure
2,203
M17062
M
299.9
309.2
1,548
35.7
97
0
No Failure
2,328
M17187
M
299.3
308.7
1,420
50.3
208
0
No Failure
2,025
M16884
M
298.7
308.6
1,722
24.7
64
0
No Failure
9,548
L56727
L
299.6
311.1
1,679
30.7
129
0
No Failure
2,718
M17577
M
299.5
309.1
1,422
45.3
103
0
No Failure
5,030
M19889
M
303.9
313.2
1,624
39.8
107
0
No Failure
1,612
M16471
M
297.8
307.9
1,726
27.3
35
0
No Failure
1,395
L48574
L
299.1
310.4
1,527
44
149
0
No Failure
3,536
H32949
H
301.9
311
1,672
29.9
13
0
No Failure
5,688
L52867
L
302.3
311.7
2,170
18.2
91
0
No Failure
8,082
L55261
L
300.2
311.6
1,356
53.5
132
0
No Failure
1,559
M16418
M
298.2
308.3
1,476
43.5
129
0
No Failure
1,312
L48491
L
298.9
310.1
1,587
30.2
162
0
No Failure
4,456
H33869
H
302.4
310.1
1,597
28.9
179
0
No Failure
840
M15699
M
296.5
307.4
1,565
43.5
194
0
No Failure
6,722
L53901
L
301.4
310.7
1,280
61
106
0
No Failure
4,555
L51734
L
302.6
310.5
1,748
28.2
2
0
No Failure
4,907
H34320
H
303.6
312.4
1,436
45.6
9
0
No Failure
248
L47427
L
298
308.2
1,469
45.5
214
0
No Failure
9,646
L56825
L
299.4
310.5
1,749
28.1
179
0
No Failure
3,552
L50731
L
301.9
310.9
1,799
24.2
54
0
No Failure
5,867
L53046
L
301.5
311.1
1,459
45.1
97
0
No Failure
8,381
L55560
L
298.9
310
1,776
25.7
51
0
No Failure
7,605
L54784
L
300.4
311.3
1,639
34.6
24
0
No Failure
5,230
H34643
H
303.9
313.1
1,790
26.7
17
0
No Failure
8,742
L55921
L
297.4
308.8
1,538
41.2
126
0
No Failure
5,797
L52976
L
301.7
311.1
1,399
55.1
156
0
No Failure
6,714
L53893
L
301.3
310.6
1,416
45.2
88
0
No Failure
4,261
H33674
H
302.7
311.1
1,418
43.4
130
0
No Failure
1,154
H30567
H
297
307.9
1,448
45.6
172
0
No Failure
7,980
M22839
M
301.2
312.4
1,428
36.6
99
0
No Failure
4,881
M19740
M
303.8
312.6
1,527
41.9
159
0
No Failure
5,773
L52952
L
301.6
311.3
1,706
29.9
93
0
No Failure
7,474
M22333
M
300.3
311.6
1,304
62.8
118
0
No Failure
3,328
M18187
M
301.5
310.6
2,432
14.2
126
0
No Failure
965
L48144
L
295.7
306.5
1,737
26.2
97
0
No Failure
5,818
L52997
L
301.3
311
1,542
35.1
204
0
No Failure
9,923
H39336
H
298.6
308.8
1,566
39.1
36
0
No Failure
8,525
L55704
L
298.3
309.4
1,468
46.2
10
0
No Failure
3,390
M18249
M
301.5
310.7
1,416
53.2
69
0
No Failure
9,634
H39047
H
299.1
310.1
1,421
41.2
149
0
No Failure
1,867
M16726
M
298.1
307.9
1,662
28.9
76
0
No Failure
2,923
L50102
L
300.8
309.7
1,481
38.1
153
0
No Failure
605
L47784
L
297.9
309.9
1,542
33.8
33
0
No Failure
9,643
L56822
L
299.4
310.5
1,372
46.3
173
0
No Failure
147
H29560
H
298.5
308.4
1,612
36.1
174
0
No Failure
1,499
L48678
L
298
308.8
1,790
27.2
193
0
No Failure
716
L47895
L
297.4
308.6
1,324
59.1
118
0
No Failure
6,581
L53760
L
301.3
310.4
1,507
39.1
194
0
No Failure
355
L47534
L
297.6
308.3
1,658
34.3
59
0
No Failure
8,621
L55800
L
297.6
308.5
1,475
42.4
24
0
No Failure
9,018
M23877
M
297.3
308.1
1,369
52
214
0
No Failure
2,523
M17382
M
298.8
308.7
1,543
38.2
44
0
No Failure
1,472
L48651
L
298.5
309.6
1,421
53.6
122
0
No Failure
2,170
L49349
L
299.5
309.1
1,415
49.2
8
0
No Failure
9,394
H38807
H
297.7
308.2
1,489
43
151
0
No Failure
9,526
L56705
L
299.1
310.3
1,411
42.1
74
0
No Failure
3,297
M18156
M
301.2
310.3
1,379
43.2
56
0
No Failure
4,755
M19614
M
303.3
311.5
1,384
54.8
48
0
No Failure