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
9,500
L56679
L
299.2
310.1
1,534
37.7
10
0
No Failure
3,500
L50679
L
301.9
311
1,353
43.8
130
0
No Failure
3,469
L50648
L
301.8
310.7
2,092
18.6
51
0
No Failure
6,067
L53246
L
301
311
1,804
25.8
174
0
No Failure
6,803
M21662
M
301.1
310.7
1,621
31
108
0
No Failure
9,498
H38911
H
299.1
309.9
1,443
40.3
0
0
No Failure
5,312
H34725
H
303.7
312.9
1,460
49.8
2
0
No Failure
607
L47786
L
297.9
309.8
1,461
50.5
38
0
No Failure
3,587
L50766
L
301.8
310.5
1,593
34.9
139
0
No Failure
3,572
M18431
M
301.7
310.6
1,691
27.7
105
0
No Failure
5,769
L52948
L
301.7
311.3
1,421
45.9
85
0
No Failure
2,814
L49993
L
300
309.3
1,887
22.6
120
0
No Failure
2,423
L49602
L
298.8
308.2
1,443
53.4
21
0
No Failure
6,196
L53375
L
300.9
310.8
1,729
30.2
53
0
No Failure
2,422
L49601
L
298.9
308.2
2,384
15
19
0
No Failure
2,739
M17598
M
299.8
309.1
1,496
44.4
155
0
No Failure
5,481
H34894
H
302.7
312.1
1,478
36
191
0
No Failure
7,543
M22402
M
300.4
311.6
1,401
49.9
79
0
No Failure
5,748
L52927
L
302.1
311.5
1,533
39.4
26
0
No Failure
3,756
L50935
L
302.3
311
1,329
51.5
154
0
No Failure
7,731
L54910
L
300.6
311.9
1,472
44.2
126
0
No Failure
1,359
M16218
M
298.7
310.1
1,693
31.9
51
0
No Failure
9,890
H39303
H
298.8
309.6
1,516
40.2
152
0
No Failure
3,423
L50602
L
301.5
310.4
1,629
34.1
151
0
No Failure
7,126
L54305
L
300.7
310.1
1,261
56.6
98
0
No Failure
5,627
H35040
H
302.7
312.1
1,603
32.5
148
0
No Failure
3,688
M18547
M
302
311.2
1,625
30.7
189
0
No Failure
5,956
L53135
L
300.7
310.8
1,653
31.6
111
0
No Failure
9,909
L57088
L
298.6
309
1,456
47.7
0
0
No Failure
7,508
L54687
L
300.5
311.9
1,750
28.3
207
0
No Failure
5,297
H34710
H
303.8
313.2
1,379
50.2
178
0
No Failure
1,456
L48635
L
299
310.4
1,382
53
89
0
No Failure
3,383
L50562
L
301.3
310.6
1,510
38.5
47
0
No Failure
3,393
L50572
L
301.5
310.7
1,408
47.3
79
0
No Failure
5,747
M20606
M
302.1
311.5
1,635
31.6
23
0
No Failure
9,175
L56354
L
297.8
308.9
1,871
25.6
200
1
Tool Wear Failure
3,580
L50759
L
301.8
310.6
2,672
11.8
124
1
Power Failure
6,950
M21809
M
300.7
311.2
1,769
26.5
63
0
No Failure
1,374
M16233
M
298.8
310.3
1,366
59
94
0
No Failure
4,158
L51337
L
302
310.5
1,263
60.6
90
1
Heat Dissipation Failure
7,548
L54727
L
300.1
311.4
1,430
40.9
93
0
No Failure
5,566
L52745
L
302.4
311.9
1,671
29.9
204
0
No Failure
4,589
L51768
L
302.8
311
1,564
38.5
85
0
No Failure
3,883
L51062
L
302.5
311.6
1,419
43.7
39
0
No Failure
3,994
L51173
L
302.3
311.3
1,324
47.8
131
0
No Failure
8,736
L55915
L
297.3
308.6
1,358
47.6
110
0
No Failure
9,837
M24696
M
298.4
309.3
1,390
53.6
5
0
No Failure
7,594
L54773
L
300.5
311.2
1,270
67.5
208
1
Overstrain Failure
9,587
L56766
L
299.4
310.6
1,348
54.5
22
0
No Failure
5,843
L53022
L
301.4
311.2
1,355
50.6
37
0
No Failure
8,089
L55268
L
300.1
311.4
1,356
45.7
149
0
No Failure
4,034
L51213
L
302.1
310.8
1,772
27.1
233
0
No Failure
5,283
H34696
H
303.8
313.2
1,381
52.4
140
0
No Failure
8,979
L56158
L
296.9
307.6
1,435
45
119
0
No Failure
218
L47397
L
298.3
308.5
1,664
31.6
144
0
No Failure
5,156
H34569
H
304.2
313.3
1,625
37.3
27
0
No Failure
9,776
M24635
M
298.6
309.5
1,684
27.8
44
0
No Failure
8,158
L55337
L
299.6
310.8
1,498
46.9
116
0
No Failure
5,673
H35086
H
302.1
311.6
1,701
26.2
46
0
No Failure
190
M15049
M
298.3
308.4
1,539
43.4
69
0
No Failure
2,136
L49315
L
299.3
309
1,511
47.8
148
0
No Failure
6,558
M21417
M
301.5
310.6
1,638
31.9
137
0
No Failure
5,182
L52361
L
304
313.1
1,720
28.7
106
0
No Failure
7,695
H37108
H
300.6
311.7
1,500
36.7
17
0
No Failure
7,272
M22131
M
300.3
310.4
1,293
49.7
37
0
No Failure
7,425
M22284
M
300.1
311.4
1,575
29.8
210
0
No Failure
7,847
M22706
M
300.2
311.6
1,608
35
212
0
No Failure
9,953
L57132
L
298.2
307.8
1,429
46.9
117
0
No Failure
384
M15243
M
297.5
308.6
1,842
27
133
0
No Failure
6,136
L53315
L
301
310.9
1,740
28.9
129
0
No Failure
1,737
L48916
L
298.4
307.9
1,544
35.9
132
0
No Failure
1,554
L48733
L
298.5
308.8
1,332
59.1
115
0
No Failure
4,409
L51588
L
302.4
310.1
2,009
18.9
59
0
No Failure
9,456
L56635
L
298.5
309.2
1,983
20.2
114
0
No Failure
5,199
L52378
L
303.8
312.8
1,428
53.3
152
0
No Failure
3,371
L50550
L
301.4
310.7
1,584
32.2
17
0
No Failure
6,239
L53418
L
301.3
310.8
1,390
57.4
164
0
No Failure
4,815
L51994
L
303.4
311.8
1,401
53
208
1
Overstrain Failure
2,221
M17080
M
299.6
309
1,736
26.1
146
0
No Failure
5,017
L52196
L
303.9
313
1,408
47.5
76
0
No Failure
3,540
L50719
L
302
311
1,686
32.5
25
0
No Failure
8,985
L56164
L
297.1
307.8
1,406
60.4
133
0
No Failure
3,200
H32613
H
300.1
309.1
1,560
35.4
14
0
No Failure
4,827
L52006
L
303.4
311.8
2,268
15.8
20
0
No Failure
2,791
L49970
L
300.4
309.6
1,356
45.9
64
0
No Failure
5,762
L52941
L
301.9
311.2
1,369
49.8
66
0
No Failure
5,681
M20540
M
302.2
311.6
1,386
50.5
69
0
No Failure
282
L47461
L
298.1
308
1,626
36.5
83
0
No Failure
6,054
L53233
L
300.8
310.9
1,748
29.9
140
0
No Failure
146
L47325
L
298.5
308.4
1,513
33.6
172
0
No Failure
6,674
L53853
L
301.6
310.7
1,380
51.8
216
1
Overstrain Failure
5,112
L52291
L
304.1
313.6
1,556
37.4
129
0
No Failure
734
M15593
M
297.1
308.4
1,421
42
165
0
No Failure
7,203
L54382
L
300
309.7
1,326
61.9
80
0
No Failure
4,941
L52120
L
303.6
312.6
1,502
39.5
103
0
No Failure
8,384
M23243
M
298.8
309.9
1,495
35.2
60
0
No Failure
3,482
L50661
L
302
310.9
1,663
31.5
81
0
No Failure
2,949
L50128
L
300.7
309.5
1,850
24.5
19
0
No Failure
1,890
H31303
H
297.7
307.4
1,432
40.2
132
0
No Failure
6,329
L53508
L
300.7
310
1,672
29.7
176
0
No Failure