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
3,118
M17977
M
300.1
309.3
1,469
43.9
20
0
No Failure
6,545
M21404
M
301.4
310.7
1,470
46.5
101
0
No Failure
1,936
M16795
M
298.1
307.9
1,377
55.1
42
0
No Failure
1,185
L48364
L
297.3
308.5
1,497
47.5
27
0
No Failure
6,330
M21189
M
300.7
310
1,641
34.6
178
0
No Failure
179
L47358
L
298.2
308.2
1,436
50.2
43
0
No Failure
9,403
L56582
L
297.7
308.1
1,734
30.7
177
0
No Failure
8,085
L55264
L
300.2
311.4
1,483
44.4
141
0
No Failure
1,719
M16578
M
298.2
307.7
1,681
31
84
0
No Failure
4,887
L52066
L
303.8
312.5
1,372
45.7
180
0
No Failure
6,078
L53257
L
300.9
310.7
1,479
43.3
201
0
No Failure
515
L47694
L
297.4
309.2
1,620
33.2
28
0
No Failure
1,839
M16698
M
297.8
307.2
1,456
39.6
199
0
No Failure
2,217
L49396
L
299.7
309.2
1,645
30.8
137
0
No Failure
548
M15407
M
297.5
309.4
1,482
39.3
112
0
No Failure
5,652
M20511
M
302.5
312
1,447
45.7
210
0
No Failure
9,426
M24285
M
298.1
308.6
1,415
46.3
27
0
No Failure
2,036
M16895
M
298.9
308.6
1,469
34.2
93
0
No Failure
8,890
M23749
M
297.7
308.8
2,089
19.1
111
0
No Failure
8,833
L56012
L
297.4
308.8
1,651
34.1
163
0
No Failure
3,391
H32804
H
301.5
310.7
1,599
40.4
72
0
No Failure
2,244
L49423
L
299.2
308.4
1,465
35
201
0
No Failure
3,105
M17964
M
299.8
309.2
1,678
29.8
202
0
No Failure
4,548
M19407
M
302.5
310.4
1,451
53.6
194
0
No Failure
1,545
L48724
L
298.4
309
1,474
52.7
95
0
No Failure
5,690
L52869
L
302.4
311.8
1,543
31.1
96
0
No Failure
2,014
L49193
L
298.6
308.4
1,485
42.9
38
0
No Failure
2,520
L49699
L
298.8
308.6
1,631
32.4
38
0
No Failure
752
M15611
M
296.8
308.1
1,843
24.2
212
0
No Failure
7,448
M22307
M
300.3
311.9
1,677
30.8
48
0
No Failure
1,755
M16614
M
298
307.4
1,463
46.5
182
0
No Failure
9,336
L56515
L
298.4
308.9
1,501
50
203
0
No Failure
7,593
M22452
M
300.5
311.2
1,551
36.6
205
0
No Failure
1,346
L48525
L
298.5
310
1,804
26.1
22
0
No Failure
7,958
H37371
H
300.9
311.9
2,140
16.5
43
0
No Failure
5,946
M20805
M
300.8
310.8
1,415
44.5
87
0
No Failure
3,436
L50615
L
301.5
310.5
1,389
54.9
187
0
No Failure
6,985
M21844
M
300.7
311
1,706
25
153
0
No Failure
9,032
H38445
H
297.5
308.4
1,793
23.9
28
0
No Failure
4,951
M19810
M
303.8
312.7
1,919
20.2
131
0
No Failure
3,281
M18140
M
301.2
309.9
1,456
50.8
15
0
No Failure
41
L47220
L
298.8
309.1
1,362
45.4
113
0
No Failure
3,703
L50882
L
302
311.2
1,434
44.9
15
0
No Failure
2,555
L49734
L
299.3
309.1
1,531
37.9
127
0
No Failure
9,411
M24270
M
298
308.5
1,666
31
198
0
No Failure
5,795
M20654
M
301.9
311.5
1,492
40.8
150
0
No Failure
8,778
H38191
H
297.5
308.6
1,481
38.8
14
0
No Failure
7,552
M22411
M
300.2
311.3
1,491
37.3
102
0
No Failure
8,185
L55364
L
299.8
311.1
2,144
17.7
190
0
No Failure
2,921
L50100
L
300.7
309.7
1,598
33.7
149
0
No Failure
1,774
L48953
L
298.5
308
1,384
59.5
27
0
No Failure
7,109
M21968
M
300.8
310.5
1,511
35.8
54
0
No Failure
1,897
L49076
L
297.9
307.5
1,574
35.8
153
0
No Failure
5,950
M20809
M
300.7
310.8
1,506
44
97
0
No Failure
2,956
M17815
M
300.7
309.5
1,439
43.8
41
0
No Failure
4,138
L51317
L
301.7
310.1
1,384
50.5
38
0
No Failure
6,435
M21294
M
300.3
309.9
1,494
38.5
33
0
No Failure
1,569
L48748
L
298.2
308.2
1,407
47.1
153
0
No Failure
9,888
L57067
L
298.8
309.5
1,368
44.7
147
0
No Failure
3,428
L50607
L
301.6
310.6
1,562
34.4
162
0
No Failure
9,768
L56947
L
298.6
309.6
1,563
35
21
0
No Failure
1,401
H30814
H
298.9
310.1
1,366
62.7
161
0
No Failure
5,147
L52326
L
304.4
313.6
1,585
38.9
9
0
No Failure
4,391
M19250
M
302.2
310.1
1,421
45.4
9
0
No Failure
8,649
M23508
M
297.4
308.4
1,478
46.2
95
0
No Failure
2,068
L49247
L
299.7
309.6
1,553
36.8
174
0
No Failure
4,325
L51504
L
301.7
310.2
1,486
43
66
0
No Failure
6,755
L53934
L
301.8
311.1
1,495
36.9
197
0
No Failure
4,758
L51937
L
303.4
311.6
1,497
42.8
58
0
No Failure
5,741
M20600
M
302.3
311.7
1,535
38.3
5
0
No Failure
4,065
L51244
L
301.9
310.7
1,480
47.1
68
0
No Failure
3,145
M18004
M
300.6
310
1,478
36.3
95
0
No Failure
908
M15767
M
295.6
306.1
1,669
29
161
0
No Failure
2,879
H32292
H
300.5
309.4
1,502
34.3
40
0
No Failure
8,688
M23547
M
297.2
308.5
1,604
34.9
200
0
No Failure
5,338
M20197
M
303.3
312.6
1,482
44.4
73
0
No Failure
3,619
L50798
L
301.9
311.1
1,448
46.3
14
0
No Failure
1,576
L48755
L
298.2
308.3
2,057
18
168
0
No Failure
7,273
L54452
L
300.2
310.3
1,202
59.5
40
0
No Failure
1,762
L48941
L
298.1
307.6
1,950
20.3
202
0
No Failure
8,638
L55817
L
297.5
308.5
1,459
39.7
69
0
No Failure
8,767
L55946
L
297.5
308.8
1,360
50.7
190
0
No Failure
1,076
H30489
H
296.9
307.8
1,345
54.5
172
0
No Failure
7,677
L54856
L
300.6
311.7
1,448
49.1
206
0
No Failure
9,472
M24331
M
298.6
309.4
1,774
27.5
154
0
No Failure
3,461
L50640
L
301.5
310.3
1,415
41.6
28
0
No Failure
7,310
L54489
L
300
310.4
1,505
44.9
133
0
No Failure
3,149
H32562
H
300.4
309.8
1,448
39.7
107
0
No Failure
337
M15196
M
297.6
308.2
1,995
20.5
10
0
No Failure
2,734
L49913
L
299.7
309.2
1,422
40.4
140
0
No Failure
2,508
H31921
H
299.2
309.1
1,410
47.1
9
0
No Failure
1,116
M15975
M
296.4
307.3
2,077
19.1
80
0
No Failure
3,242
H32655
H
300.9
309.5
1,469
43.4
126
0
No Failure
5,452
L52631
L
303
312.7
1,361
48.8
120
0
No Failure
217
L47396
L
298.3
308.6
1,499
38.3
142
0
No Failure
1,261
L48440
L
297.6
309
1,528
33.8
22
0
No Failure
3,760
L50939
L
302.3
311
1,412
47
164
0
No Failure
1,334
M16193
M
299
310.3
1,558
35.4
223
0
No Failure
8,396
M23255
M
298.5
309.5
1,483
44.8
92
0
No Failure
8,971
L56150
L
297
307.6
1,575
37.4
98
0
No Failure