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
568
M15427
M
297.7
309.7
1,680
30.2
168
0
No Failure
4,184
L51363
L
302.3
310.7
1,402
50.9
157
0
No Failure
5,208
M20067
M
303.8
312.7
1,488
41.3
175
0
No Failure
8,560
L55739
L
298.3
309
1,519
40
96
0
No Failure
6,106
M20965
M
300.8
310.9
1,522
46.2
56
0
No Failure
7,874
L55053
L
300.7
312.4
1,470
38.6
56
0
No Failure
4,007
L51186
L
302.1
311.2
1,492
45
162
0
No Failure
1,241
L48420
L
297.2
308.6
1,636
31.3
192
0
No Failure
1,903
L49082
L
298
307.6
1,694
29.1
169
0
No Failure
8,652
M23511
M
297.4
308.4
1,564
35
105
0
No Failure
718
L47897
L
297.4
308.7
1,545
36.9
125
0
No Failure
8,510
M23369
M
298.4
309.7
1,870
22.5
170
0
No Failure
3,355
L50534
L
301.6
310.9
1,559
40.2
191
0
No Failure
7,510
L54689
L
300.6
311.9
1,372
60.1
212
1
Overstrain Failure
219
L47398
L
298.3
308.6
1,447
38.1
146
0
No Failure
6,762
L53941
L
301.5
310.9
1,400
50.8
2
0
No Failure
6,006
L53185
L
300.6
310.5
1,570
38.3
14
0
No Failure
5,568
M20427
M
302.5
312
1,445
54.8
0
0
No Failure
7,836
L55015
L
300.1
311.5
1,549
34.7
189
0
No Failure
866
L48045
L
295.9
306.6
1,414
50.2
51
0
No Failure
8,597
L55776
L
297.5
308.2
1,327
56.5
189
0
No Failure
8,775
M23634
M
297.6
308.7
1,408
51.5
4
0
No Failure
1,975
L49154
L
298
307.6
1,450
48.7
138
0
No Failure
9,446
M24305
M
298.2
309
1,446
45.8
80
0
No Failure
6,903
L54082
L
301
311.6
1,461
40.6
154
0
No Failure
4,966
M19825
M
303.8
312.7
1,364
49.3
167
0
No Failure
5,802
L52981
L
301.5
310.8
1,413
44.6
166
0
No Failure
8,117
L55296
L
300.3
311.8
2,004
19.6
12
0
No Failure
6,104
L53283
L
300.8
310.8
1,407
45.1
51
0
No Failure
5,464
L52643
L
302.9
312.4
1,561
34.8
150
0
No Failure
8,743
L55922
L
297.4
308.8
1,467
39
128
0
No Failure
3,902
H33315
H
302.2
311.1
1,553
34.1
89
0
No Failure
2,319
L49498
L
299.2
308.8
1,405
51.4
183
0
No Failure
6,582
L53761
L
301.4
310.4
1,559
36
196
0
No Failure
814
L47993
L
296.8
307.6
1,513
40
130
0
No Failure
8,403
L55582
L
298.5
309.5
1,370
52.4
113
0
No Failure
6,585
L53764
L
301.5
310.5
1,372
44
203
0
No Failure
1,232
M16091
M
297.2
308.5
1,604
40.7
158
0
No Failure
8,635
L55814
L
297.3
308.3
1,411
43.2
63
0
No Failure
4,274
L51453
L
302.6
310.8
1,486
36.4
160
0
No Failure
7,925
H37338
H
300.7
311.9
1,389
46.5
186
0
No Failure
7,053
H36466
H
300.6
310.4
1,510
42.8
124
0
No Failure
707
M15566
M
297.8
309
1,434
43.3
96
0
No Failure
2,610
L49789
L
299.4
309.2
1,621
34.5
48
0
No Failure
4,632
L51811
L
303
311.2
1,383
44.6
198
0
No Failure
3,615
L50794
L
301.8
311
1,606
33.3
4
0
No Failure
485
L47664
L
297.4
309
1,568
33.7
175
0
No Failure
5,589
M20448
M
302.5
311.8
1,566
37.6
54
0
No Failure
2,529
L49708
L
298.8
308.6
1,730
25.9
59
0
No Failure
978
L48157
L
296
306.7
1,917
21
127
0
No Failure
2,877
M17736
M
300.5
309.3
1,578
30.5
34
0
No Failure
7,065
M21924
M
300.8
310.5
1,696
29.7
162
0
No Failure
5,789
L52968
L
301.8
311.5
1,443
43.3
134
0
No Failure
6,824
M21683
M
300.9
310.7
1,268
56.3
161
0
No Failure
8,130
L55309
L
300
311.3
1,520
39.2
43
0
No Failure
3,691
L50870
L
302.1
311.3
1,477
43.6
196
0
No Failure
22
L47201
L
298.8
309.3
1,450
44.8
63
0
No Failure
1,289
M16148
M
298.5
309.6
1,441
48.2
107
0
No Failure
3,259
L50438
L
301.2
309.9
1,643
32.9
171
0
No Failure
3,031
M17890
M
300.4
309.6
1,563
34
6
0
No Failure
1,912
M16771
M
298.1
307.8
1,316
57.2
191
0
No Failure
5,569
L52748
L
302.5
312.1
1,534
38.6
3
0
No Failure
9,475
M24334
M
298.7
309.6
1,455
46.8
162
0
No Failure
6,583
L53762
L
301.5
310.5
1,528
35.7
198
0
No Failure
4,207
M19066
M
302.3
310.8
1,721
28.4
215
0
No Failure
5,209
L52388
L
303.8
312.7
1,664
29.3
178
0
No Failure
7,904
L55083
L
300.8
312.3
1,435
44.8
134
0
No Failure
4,958
M19817
M
303.8
312.6
1,768
23.9
149
0
No Failure
2,652
L49831
L
299.9
309.5
2,008
20.4
165
0
No Failure
4,949
M19808
M
303.8
312.7
1,500
41.7
125
0
No Failure
6,711
L53890
L
301.5
310.7
1,323
49.7
79
0
No Failure
1,740
H31153
H
298.5
307.9
1,260
54.2
141
0
No Failure
6,925
L54104
L
301.2
311.6
1,461
52.9
208
1
Overstrain Failure
1,729
L48908
L
298.3
307.7
1,465
49.4
109
0
No Failure
8,927
M23786
M
297.3
308.3
1,459
59.6
207
1
Power Failure
4,117
M18976
M
302
310.5
1,381
58.4
201
0
No Failure
9,606
M24465
M
298.9
310.1
1,484
37.9
73
0
No Failure
1,101
H30514
H
296.8
307.5
1,695
30
33
0
No Failure
442
H29855
H
297.5
308.5
1,393
46.6
56
0
No Failure
7,073
M21932
M
300.7
310.6
1,439
41.7
184
0
No Failure
7,673
M22532
M
300.5
311.7
2,141
17.2
196
0
No Failure
9,881
L57060
L
298.8
309.8
1,753
27.5
130
0
No Failure
933
L48112
L
295.6
306
1,363
50
14
0
No Failure
266
L47445
L
298
308.1
1,454
37.1
35
0
No Failure
3,635
L50814
L
302.2
311.4
1,499
37.7
55
0
No Failure
3,224
H32637
H
300.6
309.5
1,495
36.5
79
0
No Failure
6,561
L53740
L
301.6
310.8
1,961
21.8
148
0
No Failure
8,864
L56043
L
298
309.2
1,731
28.7
38
0
No Failure
3,008
L50187
L
300.4
309.7
1,314
50.2
179
0
No Failure
1,856
H31269
H
297.7
307.3
1,249
62.8
47
0
No Failure
1,070
M15929
M
296.9
307.8
1,840
24.6
157
0
No Failure
6,678
L53857
L
301.5
310.7
1,435
38.5
224
0
No Failure
7,721
H37134
H
300.5
311.6
1,476
41.7
97
0
No Failure
7,098
M21957
M
300.6
310.2
1,233
52.3
23
0
No Failure
9,515
L56694
L
299
310.1
1,416
45.9
47
0
No Failure
6,851
M21710
M
301
311.2
1,521
35.8
13
0
No Failure
7,328
M22187
M
299.9
310.5
1,576
39.4
183
0
No Failure
3,904
H33317
H
302.2
311.1
1,476
39.6
96
0
No Failure
5,058
L52237
L
303.8
312.9
1,367
49.9
192
0
No Failure
5,070
M19929
M
304.2
313.2
1,380
48.7
17
0
No Failure