Datasets:
EddyGiusepe
/
Modified_dataset_for_predictive_maintenance

Dataset card Data Studio Files 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
2,387
L49566
L
299.1
308.4
1,543
37.9
130
0
No Failure
8,974
L56153
L
296.8
307.4
1,549
48.3
105
0
No Failure
2,979
H32392
H
300.5
309.4
1,642
36.2
103
0
No Failure
7,690
L54869
L
300.6
311.7
1,432
39.2
2
0
No Failure
1,465
L48644
L
298.8
310
1,412
46.3
107
0
No Failure
9,219
L56398
L
297.7
308.8
1,354
50.2
103
0
No Failure
6,508
L53687
L
301
310.1
1,558
32.6
0
0
No Failure
7,481
M22340
M
300.2
311.4
1,570
35.3
138
0
No Failure
5,121
M19980
M
304.2
313.6
1,424
43.7
151
0
No Failure
6,266
L53445
L
300.8
310.3
1,383
46.6
19
0
No Failure
1,525
L48704
L
298.2
309
1,601
35.8
43
0
No Failure
3,840
M18699
M
302.3
311
1,578
33.5
158
0
No Failure
1,592
L48771
L
298.2
308.4
1,355
49.4
209
0
No Failure
6,693
M21552
M
301.8
311
1,839
23.6
30
0
No Failure
1,339
L48518
L
298.6
310.1
1,721
27.2
5
0
No Failure
2,127
L49306
L
299.3
309
1,449
46.5
121
0
No Failure
6,387
L53566
L
300.2
309.7
1,656
34.3
120
0
No Failure
968
M15827
M
295.9
306.6
1,532
38.6
104
0
No Failure
2,487
M17346
M
298.9
308.7
1,772
28.4
177
0
No Failure
9,800
M24659
M
298.5
309.3
1,551
34.7
121
0
No Failure
7,454
H36867
H
300.3
311.7
1,432
47.7
61
0
No Failure
7,804
M22663
M
299.8
311.3
1,517
41.2
105
0
No Failure
2,521
L49700
L
298.8
308.6
1,535
41.2
40
0
No Failure
5,410
L52589
L
302.7
312.4
1,433
44.2
17
0
No Failure
987
H30400
H
296.4
307.1
1,638
32.5
146
0
No Failure
9,887
L57066
L
298.8
309.6
1,903
22.3
145
0
No Failure
9,547
M24406
M
299.7
311.2
1,560
43.9
126
0
No Failure
7,716
L54895
L
300.5
311.5
1,302
49.6
80
0
No Failure
452
H29865
H
297.5
308.6
1,440
46.1
84
0
No Failure
2,445
L49624
L
299.2
308.6
1,267
68.2
76
1
Power Failure
1,691
M16550
M
297.9
307.4
1,435
42.9
18
0
No Failure
4,718
M19577
M
303.4
311.6
1,425
45.4
184
0
No Failure
3,643
L50822
L
302.3
311.6
1,309
57.6
77
0
No Failure
2,925
L50104
L
300.8
309.7
1,461
44.3
158
0
No Failure
3,827
H33240
H
302.3
310.8
1,438
43.8
119
0
No Failure
2,660
H32073
H
299.8
309.3
1,595
32.1
183
0
No Failure
4,511
L51690
L
302.4
310.2
1,346
62.4
106
1
Heat Dissipation Failure
1,357
L48536
L
298.6
309.9
1,593
37.4
47
0
No Failure
8,829
L56008
L
297.3
308.7
1,587
35.8
148
0
No Failure
733
L47912
L
297.2
308.6
1,924
22.1
163
0
No Failure
8,634
L55813
L
297.4
308.3
1,336
53.7
61
0
No Failure
8,154
L55333
L
299.6
310.8
1,507
42.4
108
0
No Failure
6,501
M21360
M
300.9
310
1,416
46.6
201
0
No Failure
2,931
H32344
H
300.7
309.6
1,403
51.3
174
0
No Failure
610
L47789
L
298.1
309.9
1,629
32.5
45
0
No Failure
3,368
H32781
H
301.5
310.7
1,790
26.2
8
0
No Failure
3,741
L50920
L
302.3
311.2
1,401
49.7
118
0
No Failure
5,050
H34463
H
304
313.1
1,472
45.5
166
0
No Failure
1,349
L48528
L
298.7
310.2
1,363
45.5
28
0
No Failure
3,329
L50508
L
301.6
310.6
1,418
43.9
129
0
No Failure
1,705
M16564
M
298.1
307.8
1,503
44.7
54
0
No Failure
1,732
M16591
M
298.3
307.9
1,485
42
117
0
No Failure
1,565
M16424
M
298
308.2
2,090
19
143
0
No Failure
5,164
M20023
M
304.2
313.4
1,713
23.5
50
0
No Failure
4,377
M19236
M
301.9
309.6
1,551
34.6
211
0
No Failure
4,172
M19031
M
302.2
310.5
1,832
23.7
129
0
No Failure
7,653
L54832
L
300.3
311.4
1,346
51.1
147
0
No Failure
3,986
L51165
L
302.3
311.2
1,386
50.3
110
0
No Failure
8,011
L55190
L
300.8
311.8
1,323
61.1
178
0
No Failure
5,999
M20858
M
300.4
310.2
1,613
36.9
231
0
No Failure
6,800
M21659
M
301.1
310.7
2,636
12.2
100
1
Power Failure
2,761
L49940
L
299.8
309.2
1,400
42.6
210
0
No Failure
4,510
L51689
L
302.4
310.1
1,429
43.7
104
0
No Failure
4,122
M18981
M
302.1
310.7
1,364
47.8
213
1
Heat Dissipation Failure
3,172
L50351
L
300.4
309.6
1,386
56.9
170
0
No Failure
9,545
L56724
L
299.6
311
1,708
31
122
0
No Failure
182
H29595
H
298.2
308.3
1,824
24.2
49
0
No Failure
3,674
H33087
H
302.3
311.7
1,449
44.5
152
0
No Failure
3,736
M18595
M
302.2
311.1
1,434
58.6
102
0
No Failure
3,187
M18046
M
300.2
309.4
1,456
48.8
205
0
No Failure
5,548
M20407
M
302.3
311.7
1,540
28.9
149
0
No Failure
6,416
L53595
L
300.4
310.1
1,503
42.2
196
0
No Failure
7,714
M22573
M
300.5
311.4
2,072
18.8
75
0
No Failure
5,806
M20665
M
301.4
310.9
1,557
39.3
174
0
No Failure
2,828
L50007
L
300.4
309.4
1,412
51.6
153
0
No Failure
7,314
L54493
L
299.9
310.4
1,408
38.4
144
0
No Failure
2,626
L49805
L
299.7
309.4
1,399
39.9
91
0
No Failure
9,308
L56487
L
298.3
309.1
1,395
49.8
133
0
No Failure
4,937
L52116
L
303.5
312.4
1,284
70.6
94
1
Power Failure
6,704
M21563
M
301.5
310.7
1,744
28.2
61
0
No Failure
3,639
M18498
M
302.3
311.5
1,445
44.8
65
0
No Failure
5,772
L52951
L
301.6
311.2
1,525
43.7
91
0
No Failure
239
L47418
L
297.9
308.1
1,393
50.3
193
0
No Failure
6,409
L53588
L
300.3
309.9
1,601
31.7
180
0
No Failure
5,825
L53004
L
301.2
311
1,596
37.2
219
0
No Failure
6,179
L53358
L
301.1
310.9
1,282
67.9
10
1
Power Failure
1,982
L49161
L
298
307.6
1,385
45
158
0
No Failure
800
M15659
M
297
307.8
1,579
34.1
94
0
No Failure
3,102
H32515
H
299.8
309
1,467
37.3
193
0
No Failure
8,965
M23824
M
297.2
307.9
1,456
44.9
85
0
No Failure
6,948
M21807
M
300.7
311.3
1,562
37.1
58
0
No Failure
5,833
L53012
L
301.3
311.2
1,675
32.1
12
0
No Failure
6,540
L53719
L
301.4
310.7
1,436
54.1
90
0
No Failure
9,914
L57093
L
298.5
308.8
1,589
30.6
11
0
No Failure
9,525
H38938
H
299
310.3
1,658
27.6
69
0
No Failure
998
M15857
M
296.3
307.2
1,446
45.9
180
0
No Failure
6,732
L53911
L
301.6
310.9
1,385
51.2
132
0
No Failure
9,268
L56447
L
298.2
308.8
1,362
57.3
28
0
No Failure
2,349
L49528
L
299.2
308.4
1,436
41.8
28
0
No Failure
4,294
L51473
L
301.8
310
1,393
44.9
208
0
No Failure