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
503
L47682
L
297.6
309.2
1,390
43.3
221
0
No Failure
6,956
L54135
L
300.7
311.2
1,399
47.9
80
0
No Failure
7,628
L54807
L
300.5
311.7
1,445
44.8
83
0
No Failure
9,874
L57053
L
298.9
309.8
1,616
36.5
110
0
No Failure
8,752
M23611
M
297.4
308.5
1,472
42
150
0
No Failure
9,661
M24520
M
298.9
309.8
1,392
43.1
218
0
No Failure
7,166
L54345
L
300.2
310.1
1,392
47.9
201
0
No Failure
6,062
H35475
H
301.1
311.1
1,618
29.5
160
0
No Failure
924
M15783
M
295.5
306
1,423
45.3
205
0
No Failure
6,126
L53305
L
300.9
310.9
1,995
20.2
105
0
No Failure
3,549
L50728
L
301.9
310.9
1,616
34.5
46
0
No Failure
6,727
L53906
L
301.5
310.8
1,500
41
118
0
No Failure
2,134
H31547
H
299.3
309
1,732
29.7
141
0
No Failure
8,785
L55964
L
297.5
308.6
1,437
43.3
34
0
No Failure
4,598
M19457
M
303
311.1
1,490
43
108
0
No Failure
4,976
L52155
L
303.7
312.7
1,426
45.5
192
0
No Failure
7,336
L54515
L
299.9
310.4
1,328
49.9
206
0
No Failure
7,318
L54497
L
299.9
310.3
1,638
29.1
152
0
No Failure
9,217
H38630
H
297.7
308.8
1,469
43.7
96
0
No Failure
1,588
M16447
M
298.2
308.3
1,448
43.3
199
0
No Failure
7,952
M22811
M
300.9
311.8
1,843
24.5
25
0
No Failure
4,609
M19468
M
303
311.2
1,519
38
139
0
No Failure
9,686
L56865
L
299
310
1,360
48.1
37
0
No Failure
5,837
L53016
L
301.2
311.1
1,550
39.7
20
0
No Failure
7,315
L54494
L
299.9
310.3
1,268
53.3
146
0
No Failure
8,152
L55331
L
299.5
310.7
1,472
40.9
104
0
No Failure
5,683
H35096
H
302.3
311.6
1,441
53.9
74
0
No Failure
5,137
L52316
L
304.2
313.4
1,735
28.9
192
0
No Failure
9,334
L56513
L
298.5
309
1,450
40.5
199
0
No Failure
3,450
L50629
L
301.7
310.7
1,605
33.3
220
0
No Failure
3,299
L50478
L
301.2
310.3
1,499
38.1
61
0
No Failure
2,693
L49872
L
300.1
309.7
1,641
30.4
41
0
No Failure
1,333
L48512
L
299
310.3
1,868
24
221
0
No Failure
4,094
M18953
M
302
310.5
1,573
32.1
143
0
No Failure
1,086
L48265
L
297
307.8
1,385
56.4
202
1
Overstrain Failure
3,824
M18683
M
302.3
310.9
1,581
36.1
109
0
No Failure
1,997
M16856
M
298.4
308
1,416
38.2
198
1
Tool Wear Failure
4,914
M19773
M
303.5
312.3
1,593
35.2
29
0
No Failure
1,836
H31249
H
297.8
307.3
1,555
35.8
190
0
No Failure
8,310
M23169
M
298.7
310
1,459
40.2
69
0
No Failure
7,905
M22764
M
300.8
312.4
1,811
25.1
136
0
No Failure
2,780
L49959
L
300.1
309.5
1,353
50.9
34
0
No Failure
1,754
L48933
L
298.2
307.5
1,470
51.3
180
0
No Failure
8,569
L55748
L
297.9
308.6
1,691
29.6
116
0
No Failure
9,119
L56298
L
297.6
308.6
1,526
42.1
57
0
No Failure
5,153
L52332
L
304.3
313.5
2,643
12.7
21
0
No Failure
6,633
L53812
L
301.4
310.4
1,301
51.2
112
0
No Failure
4,305
L51484
L
301.6
310.1
1,694
26.3
14
0
No Failure
7,297
H36710
H
300
310.4
1,881
21.9
102
0
No Failure
8,648
L55827
L
297.5
308.5
1,530
38.5
93
0
No Failure
7,993
M22852
M
301.1
312.3
1,852
25.9
131
0
No Failure
7,251
M22110
M
300.1
310.2
1,429
42
206
0
No Failure
79
L47258
L
298.8
308.9
1,398
51.5
0
0
No Failure
3,350
L50529
L
301.4
310.7
1,673
27.8
181
0
No Failure
6,687
L53866
L
301.7
311
1,715
24.8
17
0
No Failure
8,858
L56037
L
297.7
308.9
1,742
26.3
24
0
No Failure
212
L47391
L
298.5
308.7
1,575
33.9
128
0
No Failure
4,995
M19854
M
303.5
312.6
1,642
29.4
18
0
No Failure
3,182
L50361
L
300.2
309.4
1,527
37
194
0
No Failure
6,406
L53585
L
300.1
309.7
2,151
17.5
173
0
No Failure
7,372
L54551
L
299.6
310.2
1,512
44
79
0
No Failure
4,470
L51649
L
302.7
310.5
1,446
40.9
211
1
Tool Wear Failure
2,450
L49629
L
299.3
308.8
1,772
25.2
89
0
No Failure
1,093
M15952
M
296.9
307.6
1,685
32
10
0
No Failure
1,991
L49170
L
298.2
307.8
1,423
48.1
183
0
No Failure
8,589
L55768
L
297.3
307.8
1,385
44.4
169
0
No Failure
9,728
L56907
L
298.8
309.8
1,461
39.4
141
0
No Failure
4,839
H34252
H
303.3
311.8
1,649
29.4
49
0
No Failure
9,575
H38988
H
299.7
310.8
1,418
46.6
197
0
No Failure
2,781
M17640
M
300.2
309.6
1,556
35.8
36
0
No Failure
9,727
L56906
L
298.8
309.8
1,557
37.2
139
0
No Failure
7,922
L55101
L
300.7
311.9
1,419
47.7
179
0
No Failure
6,248
L53427
L
300.8
310.2
1,492
46.3
187
0
No Failure
3,263
L50442
L
301.3
310.1
1,558
36.3
184
0
No Failure
7,851
M22710
M
300.3
311.7
1,447
36.8
0
0
No Failure
4,672
L51851
L
303.3
311.4
1,511
43.4
65
0
No Failure
9,873
L57052
L
298.9
309.9
1,373
52.1
108
0
No Failure
4,278
L51457
L
302.2
310.4
1,743
28.1
170
0
No Failure
9,333
M24192
M
298.5
309
1,921
22
196
0
No Failure
2,293
L49472
L
299.6
308.9
1,422
53.2
120
0
No Failure
4,159
L51338
L
301.9
310.4
1,889
21.5
92
0
No Failure
8,614
M23473
M
297.5
308.5
1,401
50.5
6
0
No Failure
3,837
L51016
L
302.4
311.2
1,466
43.9
152
0
No Failure
9,382
M24241
M
297.5
308.1
1,480
42.4
112
0
No Failure
4,977
L52156
L
303.7
312.7
1,359
56.8
194
1
Overstrain Failure
5,331
L52510
L
303.6
312.9
1,588
31.9
53
0
No Failure
3,946
L51125
L
302.2
311.3
1,570
36.1
0
0
No Failure
1,773
L48952
L
298.4
308
1,508
47.9
25
0
No Failure
9,692
L56871
L
299
310
1,582
31.9
51
0
No Failure
3,935
M18794
M
302.6
311.6
1,518
39
184
0
No Failure
4,415
L51594
L
302.7
310.5
1,520
39.3
73
0
No Failure
1,661
L48840
L
298.2
308
1,499
44.1
166
0
No Failure
5,333
H34746
H
303.6
312.7
1,403
46.2
57
0
No Failure
2,274
L49453
L
299.3
308.5
1,589
32.7
74
0
No Failure
2,680
L49859
L
299.8
309.5
1,476
44.4
14
0
No Failure
2,645
L49824
L
299.8
309.4
1,510
42.5
146
0
No Failure
3,876
L51055
L
302.6
311.8
1,427
50.1
21
0
No Failure
894
M15753
M
295.7
306.2
1,423
42.5
121
0
No Failure
9,024
L56203
L
297.4
308.3
1,706
30.9
9
0
No Failure
16
L47195
L
298.6
309.2
1,542
48.4
42
0
No Failure