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
7,618
L54797
L
300.5
311.4
1,556
45.3
58
0
No Failure
5,899
L53078
L
301
310.7
1,300
57.2
174
0
No Failure
7,284
M22143
M
300
310.2
1,443
58.7
68
0
No Failure
5,594
L52773
L
302.6
311.9
1,354
48
67
0
No Failure
3,611
M18470
M
301.7
310.8
1,594
32.4
204
0
No Failure
830
L48009
L
296.5
307.3
1,579
34.5
166
0
No Failure
796
L47975
L
296.9
307.8
1,605
37
84
0
No Failure
1,797
H31210
H
298.1
307.6
1,542
37.1
84
0
No Failure
9,659
L56838
L
299
309.9
1,548
34.5
214
0
No Failure
6,030
M20889
M
300.7
310.8
1,452
47.9
77
0
No Failure
6,488
H35901
H
300.6
309.8
1,541
36.2
166
0
No Failure
4,615
H34028
H
303
311.2
1,503
37
152
0
No Failure
7,252
M22111
M
300.2
310.3
1,448
40.1
209
0
No Failure
3,161
M18020
M
300.4
309.7
1,367
51.2
143
0
No Failure
4,626
L51805
L
303
311.2
1,511
45.7
184
0
No Failure
9,209
L56388
L
298
308.9
1,406
40.9
77
0
No Failure
5,575
L52754
L
302.4
312
1,305
49.1
16
0
No Failure
2,887
H32300
H
300.5
309.5
1,635
34.2
62
0
No Failure
4,027
M18886
M
302.1
311
1,574
34.1
215
0
No Failure
666
L47845
L
297.5
308.9
1,729
28.1
189
0
No Failure
6,156
L53335
L
301
311
1,634
31.2
182
0
No Failure
5,044
L52223
L
304.1
313.2
1,468
39.4
148
0
No Failure
2,467
L49646
L
299
308.6
1,429
37.7
126
0
No Failure
806
M15665
M
297
307.9
1,412
47.4
112
0
No Failure
843
M15702
M
296.6
307.5
1,566
35
201
0
No Failure
7,031
L54210
L
300.7
310.8
1,772
27.3
69
0
No Failure
2,253
H31666
H
299.1
308.3
1,451
42.8
21
0
No Failure
169
L47348
L
298.4
308.3
1,433
62.3
20
1
Power Failure
6,990
M21849
M
300.7
311.1
1,608
35.3
167
0
No Failure
8,788
M23647
M
297.5
308.5
1,699
30.1
40
0
No Failure
4,874
M19733
M
303.7
312.4
1,474
38.8
139
0
No Failure
6,673
L53852
L
301.6
310.7
1,424
50.5
214
0
No Failure
9,242
L56421
L
298.1
308.7
1,683
29.1
161
0
No Failure
5,350
M20209
M
303.3
312.7
1,642
33.6
104
0
No Failure
163
L47342
L
298.3
308.1
1,586
35.5
0
0
No Failure
4,308
L51487
L
301.4
309.9
1,259
63.9
20
1
Heat Dissipation Failure
119
M14978
M
298.8
308.6
1,707
28.1
103
0
No Failure
735
H30148
H
297
308.4
1,305
54.6
168
0
No Failure
5,716
H35129
H
302.2
311.9
1,597
35.8
160
0
No Failure
3,178
M18037
M
300.2
309.5
1,564
33.4
183
0
No Failure
3,417
L50596
L
301.5
310.5
1,435
44.6
135
0
No Failure
8,593
M23452
M
297.5
308
1,430
44.5
178
0
No Failure
151
L47330
L
298.4
308.3
1,422
42.7
186
0
No Failure
2,020
M16879
M
298.7
308.5
1,660
27
50
0
No Failure
6,945
M21804
M
300.7
311.3
1,487
39.8
50
0
No Failure
1,564
L48743
L
298.2
308.3
1,402
51
141
0
No Failure
2,491
H31904
H
299.1
308.8
1,566
46.6
192
0
No Failure
6,672
L53851
L
301.5
310.6
1,357
42.1
212
0
No Failure
3,637
L50816
L
302.2
311.4
1,449
46.5
60
0
No Failure
5,407
L52586
L
302.7
312.4
1,360
47.8
11
0
No Failure
6,476
L53655
L
300.5
309.7
1,560
30.2
139
0
No Failure
2,093
L49272
L
299.4
309.2
1,444
48.2
24
0
No Failure
2,385
M17244
M
299.1
308.3
1,506
38
125
0
No Failure
5,752
H35165
H
302.3
311.8
1,475
42.8
38
0
No Failure
9,060
L56239
L
297.2
308.3
1,805
25.6
103
0
No Failure
3,503
M18362
M
301.8
310.9
1,346
44.6
142
0
No Failure
6,567
L53746
L
301.3
310.6
1,966
22.6
161
0
No Failure
9,012
M23871
M
297.2
307.9
1,530
35.9
197
0
No Failure
5,392
L52571
L
302.7
312.2
1,572
34.4
228
0
No Failure
834
L48013
L
296.6
307.4
1,616
28
175
0
No Failure
4
L47183
L
298.2
308.6
1,433
39.5
7
0
No Failure
2,929
M17788
M
300.8
309.7
1,258
54.9
168
0
No Failure
6,459
M21318
M
300.6
310
1,302
62.9
87
0
No Failure
7,599
L54778
L
300.5
311.1
1,491
42.6
11
0
No Failure
9,003
L56182
L
297.1
307.8
1,477
36.6
177
0
No Failure
9,604
M24463
M
298.9
310.1
1,549
40.2
65
0
No Failure
1,379
H30792
H
298.8
310.2
1,455
44.9
107
0
No Failure
1,214
M16073
M
296.8
307.8
1,551
38.9
112
0
No Failure
4,727
M19586
M
303.4
311.8
2,133
18.3
207
0
No Failure
3,973
L51152
L
302.3
311.4
1,511
34.7
75
0
No Failure
5,020
M19879
M
304
313.1
1,466
39.5
83
0
No Failure
5,620
L52799
L
303
312.3
1,932
21.9
132
0
No Failure
191
L47370
L
298.2
308.4
1,477
49.9
72
0
No Failure
155
L47334
L
298.4
308.2
1,528
36.2
196
0
No Failure
880
L48059
L
295.8
306.3
1,337
54.6
87
0
No Failure
6,204
L53383
L
301
310.9
1,404
41.8
71
0
No Failure
2,027
M16886
M
298.7
308.5
1,360
52.9
69
0
No Failure
5,115
M19974
M
304.2
313.8
1,481
44.9
136
0
No Failure
7,574
L54753
L
300.3
311.1
1,605
37.1
160
0
No Failure
7,768
H37181
H
300.2
311.4
1,319
54.6
15
0
No Failure
7,233
M22092
M
299.9
309.9
1,639
42.1
159
0
No Failure
8,544
M23403
M
298.5
309.4
1,365
48.7
56
0
No Failure
6,464
H35877
H
300.5
310
1,358
60.4
102
0
No Failure
6,750
L53929
L
301.7
311
1,585
35.9
185
0
No Failure
4,616
L51795
L
303
311.3
1,793
29.3
157
0
No Failure
5,717
L52896
L
302.3
312
1,354
52.2
165
0
No Failure
8,354
L55533
L
298.7
309.6
1,442
55.6
194
0
No Failure
2,404
H31817
H
299.2
308.7
1,448
51.4
173
0
No Failure
993
L48172
L
296.1
307.1
1,651
35.7
167
0
No Failure
953
L48132
L
295.5
306.2
1,448
48.9
65
0
No Failure
4,939
M19798
M
303.5
312.4
1,606
30.1
98
0
No Failure
8,406
M23265
M
298.4
309.5
1,484
41.7
119
0
No Failure
9,975
L57154
L
298.6
308.2
1,361
68.2
172
1
Power Failure
3,844
L51023
L
302.5
311.2
1,227
60.1
167
0
No Failure
5,651
L52830
L
302.5
312
1,456
46.3
208
0
No Failure
2,289
M17148
M
299.4
308.6
1,541
39.1
109
0
No Failure
1,914
M16773
M
298
307.8
1,492
40.2
197
0
No Failure
6,220
H35633
H
301.1
310.6
1,407
43.9
111
0
No Failure
6,679
M21538
M
301.5
310.7
1,336
65.6
0
1
Power Failure
5,954
M20813
M
300.7
310.9
1,486
38.9
106
0
No Failure