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
240
L47419
L
298
308.2
1,611
30.6
195
0
No Failure
3,812
M18671
M
302.1
310.7
1,608
30.3
81
0
No Failure
7,301
L54480
L
300.2
310.6
1,431
42.3
113
0
No Failure
6,578
L53757
L
301.4
310.4
1,388
45.3
188
0
No Failure
8,294
M23153
M
298.9
310.4
1,533
44.4
24
0
No Failure
2,571
L49750
L
299.6
309.2
1,713
26.5
167
0
No Failure
5,644
L52823
L
302.5
312
1,574
42
188
0
No Failure
5,809
L52988
L
301.4
311
1,733
25.7
182
0
No Failure
7,728
M22587
M
300.7
311.9
1,657
30.9
116
0
No Failure
99
L47278
L
298.9
308.8
1,529
32.7
53
0
No Failure
5,976
H35389
H
300.5
310.7
1,654
28.6
161
0
No Failure
5,654
L52833
L
302.4
311.7
1,495
36.8
215
0
No Failure
4,681
L51860
L
303.6
311.7
1,491
39.8
92
0
No Failure
3,701
L50880
L
302.1
311.2
1,447
50.3
11
0
No Failure
1,128
M15987
M
296.7
307.8
1,672
32.4
113
0
No Failure
525
L47704
L
297.4
309.4
1,620
35.4
51
0
No Failure
4,860
L52039
L
303.7
312.4
1,535
38.6
107
0
No Failure
1,161
H30574
H
297
307.7
1,834
23.8
195
0
No Failure
8,445
M23304
M
298.6
309.9
1,818
24.9
9
0
No Failure
7,769
M22628
M
300.2
311.4
1,960
20.9
20
0
No Failure
8,266
H37679
H
299.1
310.6
1,791
28
168
0
No Failure
3,474
M18333
M
301.8
310.8
1,691
33.4
62
0
No Failure
6,890
H36303
H
300.9
311.4
1,387
42.7
121
0
No Failure
1,331
L48510
L
298.9
310.2
1,696
30.2
214
0
No Failure
4,390
M19249
M
302.1
310
1,355
45.1
6
1
Heat Dissipation Failure
3,365
L50544
L
301.4
310.5
1,633
39.5
0
0
No Failure
2,435
M17294
M
299
308.2
1,358
42.7
50
0
No Failure
1,961
L49140
L
297.8
307.6
1,446
51.4
105
0
No Failure
938
L48117
L
295.6
306.2
1,263
61.8
27
0
No Failure
1,026
L48205
L
296.2
307.3
1,475
37
44
0
No Failure
9,146
L56325
L
297.6
308.5
1,574
37.1
121
0
No Failure
7,927
L55106
L
300.7
311.9
1,335
57.1
194
1
Overstrain Failure
2,778
L49957
L
300.1
309.4
1,464
41.7
30
0
No Failure
9,295
L56474
L
298.1
309
1,437
36.2
95
0
No Failure
5,725
L52904
L
302.3
311.8
1,433
50.3
183
0
No Failure
5,682
L52861
L
302.2
311.6
1,383
44.3
72
0
No Failure
2,201
L49380
L
299.8
309.1
1,546
35.6
93
0
No Failure
7,513
M22372
M
300.5
311.8
1,636
34.4
2
0
No Failure
486
M15345
M
297.4
309
1,685
30.7
177
0
No Failure
1,099
M15958
M
296.9
307.4
1,521
37.9
27
0
No Failure
6,110
M20969
M
300.8
310.9
1,514
38.7
66
0
No Failure
1,683
H31096
H
297.9
307.4
1,604
36.1
225
1
Tool Wear Failure
448
M15307
M
297.6
308.7
1,376
59.9
74
0
No Failure
1,893
M16752
M
297.8
307.4
1,438
43.6
141
0
No Failure
9,919
L57098
L
298.4
308.8
1,352
56.7
24
0
No Failure
1,463
L48642
L
298.9
310.2
1,706
27.6
103
0
No Failure
1,724
L48903
L
298.2
307.8
2,029
19.9
96
0
No Failure
8,721
L55900
L
297.3
308.8
1,554
36.1
70
0
No Failure
56
L47235
L
298.8
309.1
1,512
40.7
156
0
No Failure
5,005
L52184
L
303.7
312.8
1,364
46.3
44
0
No Failure
7,191
L54370
L
300.3
310.3
1,345
46.3
50
0
No Failure
3,135
L50314
L
300.2
309.6
1,359
51.5
66
0
No Failure
5,823
M20682
M
301.3
311
1,463
50.2
214
0
No Failure
4,006
M18865
M
302
311.1
1,406
48.8
159
0
No Failure
6,653
H36066
H
301.5
310.4
1,580
35.7
161
0
No Failure
3,290
M18149
M
301.2
310.1
1,295
56.6
39
0
No Failure
912
M15771
M
295.6
306.1
1,490
42.7
171
0
No Failure
7,260
M22119
M
300.4
310.5
1,500
43
9
0
No Failure
6,133
L53312
L
301.1
311.1
1,429
42.5
123
0
No Failure
6,977
L54156
L
300.6
310.9
1,344
46.7
133
0
No Failure
8,366
M23225
M
298.8
309.8
1,551
36.6
15
0
No Failure
9,360
M24219
M
298.1
308.7
1,581
47.4
51
0
No Failure
5,420
L52599
L
302.6
312.3
1,321
53.4
42
0
No Failure
9,863
M24722
M
298.8
309.7
1,439
45.8
81
0
No Failure
8,980
M23839
M
296.9
307.5
1,332
51.1
121
0
No Failure
8,149
M23008
M
299.5
310.7
1,488
39.5
95
0
No Failure
3,694
L50873
L
302.1
311.3
1,521
31.5
202
0
No Failure
1,749
H31162
H
298.4
307.7
1,626
31.1
166
0
random failures
4,087
L51266
L
302
310.5
1,567
36.1
124
0
No Failure
8,267
L55446
L
299.1
310.6
1,818
24.1
173
0
No Failure
3,128
L50307
L
300
309.5
1,717
28.3
48
0
No Failure
5,985
H35398
H
300.7
310.8
1,346
52
193
0
No Failure
1,353
M16212
M
298.7
310.2
1,598
33.3
36
0
No Failure
429
M15288
M
297.6
308.6
1,595
36.9
25
0
No Failure
9,960
L57139
L
298.1
307.8
1,379
49.1
135
0
No Failure
3,542
L50721
L
301.8
310.8
1,546
43.4
29
0
No Failure
8,794
L55973
L
297.4
308.5
1,782
25.9
54
0
No Failure
8,883
L56062
L
298
309.2
1,378
49.7
94
0
No Failure
2,382
L49561
L
299.1
308.2
1,493
34.9
119
0
No Failure
6,879
H36292
H
300.9
311.2
1,518
35
90
0
No Failure
6,886
L54065
L
300.8
311.2
1,397
48.7
111
0
No Failure
6,016
M20875
M
300.8
310.8
1,520
38
45
0
No Failure
5,980
H35393
H
300.6
310.7
1,501
45.3
175
0
No Failure
2,372
L49551
L
299.3
308.5
1,409
44.8
91
0
No Failure
7,855
L55034
L
300.3
311.8
1,551
37.2
9
0
No Failure
4,135
L51314
L
301.8
310.3
1,688
28.8
31
0
No Failure
1,324
L48503
L
298.9
310.1
1,361
51.7
192
0
No Failure
5,609
M20468
M
303.1
312.3
1,623
31.6
101
0
No Failure
1,342
M16201
M
298.6
310.2
1,328
50.5
12
0
No Failure
6,547
M21406
M
301.4
310.8
1,530
39.9
107
0
No Failure
6,881
M21740
M
300.9
311.3
1,801
24.6
100
0
No Failure
3,605
L50784
L
301.8
310.8
1,557
33.3
190
0
No Failure
2,015
L49194
L
298.6
308.4
1,310
59.7
40
0
No Failure
5,506
L52685
L
302.8
312.2
1,746
27.4
44
0
No Failure
848
L48027
L
296.4
307.4
2,833
5.6
213
1
Power Failure
7,691
M22550
M
300.5
311.6
1,577
36.5
4
0
No Failure
5,057
M19916
M
303.9
312.9
1,430
53.5
189
0
No Failure
2,370
M17229
M
299.2
308.4
1,856
22.7
86
0
No Failure
5,794
L52973
L
301.8
311.3
1,471
44.2
148
0
No Failure
9,381
L56560
L
297.4
308.1
1,435
45.7
110
0
No Failure