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
9,570
M24429
M
299.8
311
1,948
20
185
0
No Failure
633
H30046
H
298.3
310
1,419
47.1
105
0
No Failure
9,141
L56320
L
297.5
308.5
1,373
39.9
110
0
No Failure
3,112
L50291
L
300
309.2
1,759
27.9
5
0
No Failure
3,529
L50708
L
302
310.9
1,378
53.1
212
1
Overstrain Failure
6,203
L53382
L
301
310.9
1,296
54.9
69
0
No Failure
5,989
H35402
H
300.7
310.8
1,296
58.2
204
0
No Failure
6,904
M21763
M
301
311.6
1,609
35.8
156
0
No Failure
1,814
L48993
L
298.1
307.7
1,479
45
136
0
No Failure
8,690
L55869
L
297.1
308.4
1,543
39.6
205
0
No Failure
9,045
L56224
L
297.4
308.4
1,378
39.9
63
0
No Failure
3,176
L50355
L
300.3
309.6
1,468
44.7
179
0
No Failure
896
M15755
M
295.6
306.2
1,435
51.6
126
0
No Failure
2,190
H31603
H
299.7
309.2
1,554
41.6
62
0
No Failure
287
L47466
L
298.2
308.3
1,589
33.2
94
0
No Failure
6,462
L53641
L
300.6
310
1,505
35.9
95
0
No Failure
8,095
H37508
H
300.2
311.6
1,662
28.8
162
0
No Failure
1,659
H31072
H
298.1
308
1,570
35.3
159
0
No Failure
9,699
L56878
L
298.8
309.8
1,663
28.2
67
0
No Failure
8,714
L55893
L
297.2
308.6
1,917
24.1
54
0
No Failure
2,900
L50079
L
300.6
309.4
1,410
40.6
99
0
No Failure
9,355
M24214
M
298.2
308.8
1,607
31.9
39
0
No Failure
1,212
H30625
H
296.9
308
1,416
46.9
105
0
No Failure
7,111
M21970
M
300.8
310.4
1,518
36
59
0
No Failure
6,052
L53231
L
300.9
311
1,382
51.2
136
0
No Failure
547
L47726
L
297.5
309.4
1,809
24.3
110
0
No Failure
6,614
L53793
L
301.7
310.6
1,513
41.1
64
0
No Failure
7,578
L54757
L
300.4
311.2
1,530
32
169
0
No Failure
5,119
M19978
M
304.2
313.6
1,512
33.4
146
0
No Failure
663
M15522
M
297.6
308.9
1,479
38.1
182
0
No Failure
4,413
L51592
L
302.6
310.5
1,450
43.2
68
0
No Failure
9,601
M24460
M
298.9
310
1,561
45.3
58
0
No Failure
1,125
M15984
M
296.7
307.8
1,258
69
105
1
Power Failure
1,664
M16523
M
298.1
307.9
1,759
28.6
176
0
No Failure
4,646
L51825
L
303.3
311.4
1,732
25.6
232
0
No Failure
7,808
M22667
M
300
311.5
1,451
49
115
0
No Failure
3,855
L51034
L
302.4
311
1,338
67.6
194
1
Power Failure
3,839
L51018
L
302.4
311.1
1,880
24.5
156
0
No Failure
751
L47930
L
296.7
308
1,535
36.8
210
0
No Failure
9,939
L57118
L
298.3
308.1
1,528
33.9
82
0
No Failure
4,152
M19011
M
301.9
310.4
1,373
48
73
1
Heat Dissipation Failure
7,152
H36565
H
300.2
309.9
1,906
22.9
165
0
No Failure
6,212
L53391
L
300.8
310.6
1,360
48.8
91
0
No Failure
977
M15836
M
296
306.6
1,392
51.3
124
0
No Failure
4,812
M19671
M
303.4
312
1,748
28.4
200
0
No Failure
9,424
L56603
L
298.1
308.5
1,676
30.5
22
0
No Failure
9,343
H38756
H
298.3
308.9
1,706
31.8
8
0
No Failure
979
M15838
M
296.2
306.8
1,526
42.3
129
0
No Failure
498
L47677
L
297.4
309
1,505
39.2
209
0
No Failure
8,299
H37712
H
298.7
310.1
1,435
45.6
37
0
No Failure
8,308
M23167
M
298.7
310.1
1,402
69.7
64
1
Power Failure
4,926
L52105
L
303.4
312.3
1,680
30.6
67
0
No Failure
3,785
L50964
L
302.2
310.8
1,744
29.7
16
0
No Failure
5,274
L52453
L
303.6
313.1
1,395
44.1
120
0
No Failure
1,952
L49131
L
298
307.8
1,839
22.7
79
0
No Failure
7,298
L54477
L
300.1
310.5
1,500
39.8
107
0
No Failure
7,610
L54789
L
300.5
311.3
1,490
41.8
39
0
No Failure
9,807
L56986
L
298.3
309.1
1,417
60.5
143
0
No Failure
8,060
L55239
L
300.2
311.6
1,540
37.7
71
0
No Failure
2,307
L49486
L
299.1
308.6
1,260
57.8
152
0
No Failure
3,631
L50810
L
302
311.2
1,845
27.3
45
0
No Failure
8,670
M23529
M
297.5
308.8
1,471
52.3
152
0
No Failure
6,954
L54133
L
300.8
311.3
1,462
41.4
75
0
No Failure
6,891
M21750
M
300.9
311.4
1,532
41.5
126
0
No Failure
1,192
M16051
M
297.2
308.3
1,776
28
43
0
No Failure
887
L48066
L
295.7
306.2
1,458
40.6
103
0
No Failure
8,745
M23604
M
297.4
308.7
1,798
23
135
0
No Failure
3,804
L50983
L
302.2
310.9
1,531
37.5
60
0
No Failure
6,663
M21522
M
301.3
310.4
2,093
18.7
190
0
No Failure
9,114
L56293
L
297.6
308.6
1,744
28.5
42
0
No Failure
5,289
L52468
L
303.8
313.2
1,531
39.4
159
0
No Failure
1,840
L49019
L
297.7
307.1
1,715
30.2
0
0
No Failure
9,004
L56183
L
297.1
307.9
1,342
49.1
179
0
No Failure
1,924
L49103
L
298
307.7
1,529
34.1
11
0
No Failure
4,984
L52163
L
303.8
313.1
1,869
25.8
211
0
No Failure
6,796
L53975
L
301.4
310.8
1,477
50.4
90
0
No Failure
8,800
L55979
L
297.3
308.4
1,472
41.3
67
0
No Failure
8,522
L55701
L
298.4
309.5
1,376
50.4
202
0
No Failure
409
M15268
M
297.4
308.6
1,434
44.4
193
0
No Failure
6,809
L53988
L
301
310.7
1,391
45
123
0
No Failure
8,229
M23088
M
299.1
310.4
1,422
49.3
69
0
No Failure
6,033
L53212
L
300.7
310.8
1,754
27.7
84
0
No Failure
8,842
L56021
L
297.3
308.7
1,506
39.3
187
0
No Failure
9,038
L56217
L
297.3
308.2
1,896
24.4
47
0
No Failure
9,745
L56924
L
298.8
310.1
1,574
36.2
181
0
No Failure
1,257
M16116
M
297.5
308.9
1,535
37.7
12
0
No Failure
7,725
M22584
M
300.5
311.6
1,454
41.4
108
0
No Failure
892
L48071
L
295.7
306.1
1,408
47.9
117
0
No Failure
2,588
L49767
L
299
308.7
2,248
16.8
204
0
No Failure
4,088
L51267
L
301.9
310.4
1,376
54.9
126
1
Heat Dissipation Failure
199
L47378
L
298.4
308.7
1,588
35
99
0
No Failure
7,244
M22103
M
300
310.2
1,393
51.2
190
0
No Failure
9,470
L56649
L
298.6
309.4
1,698
33.2
147
0
No Failure
2,269
L49448
L
299.2
308.5
1,438
46.6
63
0
No Failure
2,772
L49951
L
299.9
309.5
1,451
39.4
18
0
No Failure
5,640
L52819
L
302.6
312.1
1,668
28.7
180
0
random failures
8,336
M23195
M
299
309.8
2,240
15.9
144
0
No Failure
5,940
L53119
L
300.5
310.5
1,409
60.9
73
0
No Failure
6,602
M21461
M
301.5
310.7
1,347
47.9
29
0
No Failure
742
L47921
L
296.9
308.3
1,513
38.8
189
0
No Failure