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
4,076
L51255
L
302
310.6
1,583
38.9
94
0
No Failure
2,149
L49328
L
299.4
308.9
1,583
34.1
176
0
No Failure
7,799
L54978
L
300
311.5
1,812
28.3
94
0
No Failure
8,343
L55522
L
298.7
309.7
1,510
40.6
162
0
No Failure
824
M15683
M
296.6
307.5
1,482
39.9
153
0
No Failure
6,438
L53617
L
300.4
310
1,282
66.1
40
0
No Failure
8,917
L56096
L
297.1
308.2
2,267
15.7
181
0
No Failure
6,232
M21091
M
301.3
311
1,495
40.8
148
0
No Failure
662
M15521
M
297.6
309
1,427
45.6
179
0
No Failure
9,765
L56944
L
298.5
309.5
1,294
66.7
12
1
Power Failure
4,588
M19447
M
302.8
311
1,507
33.4
82
0
No Failure
5,001
L52180
L
303.7
312.8
1,832
23.6
35
0
No Failure
4,784
L51963
L
303.7
312.5
1,641
36
125
0
No Failure
5,559
L52738
L
302.5
311.9
1,553
40.1
187
0
No Failure
9,099
L56278
L
297.3
308.1
1,468
49.8
0
0
No Failure
9,081
L56260
L
297.2
308
1,869
25.4
163
0
No Failure
5,871
L53050
L
301.5
311.1
2,055
16.8
105
0
No Failure
593
H30006
H
297.5
309.5
1,668
27.9
240
0
No Failure
295
M15154
M
298.1
308.5
1,372
51.1
116
0
No Failure
8,296
L55475
L
298.9
310.4
1,739
26.3
30
0
No Failure
1,286
M16145
M
298.5
309.6
1,492
41.7
100
0
No Failure
2,579
L49758
L
299.4
309.3
1,391
46.6
185
0
No Failure
1,678
M16537
M
297.9
307.5
1,647
30.8
212
0
No Failure
9,058
M23917
M
297.3
308.4
1,686
34.5
97
0
No Failure
3,898
M18757
M
302.2
311.1
1,640
32.8
77
0
No Failure
3,256
L50435
L
301
309.7
1,491
42.9
165
0
No Failure
6,723
L53902
L
301.4
310.7
1,657
28.7
108
0
No Failure
309
L47488
L
297.9
308.5
1,305
47.2
155
0
No Failure
4,288
M19147
M
301.7
309.9
1,457
39.2
192
0
No Failure
2,412
L49591
L
299
308.5
1,559
38.1
194
0
No Failure
5,265
L52444
L
303.4
312.8
1,376
53.4
98
0
No Failure
5,941
M20800
M
300.6
310.6
1,427
52.8
75
0
No Failure
237
L47416
L
298.1
308.3
1,495
38.7
188
0
No Failure
135
L47314
L
298.8
308.4
1,369
53
138
0
No Failure
2,176
M17035
M
299.5
309.2
1,590
35.9
22
0
No Failure
9,029
L56208
L
297.4
308.3
1,395
48.7
21
0
No Failure
5,684
M20543
M
302.2
311.6
1,592
37.7
79
0
No Failure
6,252
M21111
M
300.8
310.2
1,598
36.5
195
0
No Failure
2,792
H32205
H
300.4
309.6
1,416
43.3
66
0
No Failure
7,243
H36656
H
299.9
310.1
1,447
51.4
185
0
No Failure
4,361
L51540
L
302.1
310.1
1,543
35.8
164
0
No Failure
2,510
L49689
L
299
308.9
1,511
35.9
16
0
No Failure
8,591
L55770
L
297.4
307.9
1,557
35.5
174
0
No Failure
3,982
M18841
M
302.2
311.3
1,931
21.9
101
0
No Failure
8,080
L55259
L
300.2
311.5
1,528
36.1
125
0
No Failure
5,033
M19892
M
304
313.1
1,694
31.4
116
0
No Failure
5,791
M20650
M
301.7
311.2
1,563
34.5
139
0
No Failure
6,868
L54047
L
301
311.3
1,342
50.9
60
0
No Failure
9,934
L57113
L
298.3
308.3
1,597
32.4
69
0
No Failure
4,068
L51247
L
301.9
310.7
1,429
51
76
0
No Failure
7,445
L54624
L
300.2
311.7
1,286
55.1
42
0
No Failure
2,179
L49358
L
299.6
309.2
1,602
37.3
31
0
No Failure
1,425
L48604
L
298.7
309.7
1,462
46.8
4
0
No Failure
2,986
L50165
L
300.7
309.8
1,596
31.5
123
0
No Failure
7,537
L54716
L
300.1
311.3
2,579
12.5
64
1
Power Failure
8,047
L55226
L
300.6
311.8
1,471
41.4
39
0
No Failure
9,922
M24781
M
298.5
308.7
1,347
48.5
33
0
No Failure
8,075
L55254
L
300.4
312
1,631
34.9
115
0
No Failure
1,883
M16742
M
298
307.6
1,581
43.4
113
0
No Failure
5,916
M20775
M
300.6
310.2
1,532
38.7
16
0
No Failure
1,960
M16819
M
297.8
307.6
1,352
49.4
102
0
No Failure
8,512
L55691
L
298.4
309.7
1,457
44.2
175
0
No Failure
7,788
L54967
L
300.3
311.5
1,378
47.5
64
0
No Failure
3,462
H32875
H
301.6
310.4
1,330
49.5
30
0
No Failure
797
M15656
M
296.9
307.9
2,010
18.9
86
0
No Failure
2,917
L50096
L
300.6
309.6
1,411
41.6
140
0
No Failure
1,454
L48633
L
299.1
310.4
1,450
40.9
85
0
No Failure
6,282
M21141
M
301.3
310.8
1,455
41.2
56
0
No Failure
958
M15817
M
295.7
306.4
1,387
40.1
81
0
No Failure
54
L47233
L
298.7
309
1,565
35.1
152
0
No Failure
4,636
M19495
M
303
311.2
1,614
35.7
207
0
No Failure
8,554
M23413
M
298.1
309
1,661
38.2
82
0
No Failure
7,237
M22096
M
299.8
310
1,460
37.1
169
0
No Failure
7,503
H36916
H
300.3
311.7
1,655
29.9
193
0
No Failure
8,151
M23010
M
299.5
310.7
1,424
41.3
101
0
No Failure
2,565
L49744
L
299.3
309.1
1,493
38
151
0
No Failure
2,768
L49947
L
300
309.5
1,925
21.9
9
0
No Failure
5,913
M20772
M
300.7
310.3
1,659
29.8
6
0
No Failure
1,388
L48567
L
298.9
310.1
1,823
26.1
131
0
No Failure
2,273
M17132
M
299.3
308.6
1,448
52.1
71
0
No Failure
6,097
M20956
M
300.8
310.7
1,483
40.8
28
0
No Failure
7,060
L54239
L
300.6
310.5
1,644
33.8
148
0
No Failure
8,408
L55587
L
298.4
309.5
1,357
50.1
125
0
No Failure
5,046
M19905
M
304.1
313.2
1,510
46.9
152
0
No Failure
8,442
L55621
L
298.6
309.9
1,630
30.6
2
0
No Failure
5,019
M19878
M
303.9
313
1,620
36.6
80
0
No Failure
6,867
M21726
M
301
311.3
1,454
41.5
57
0
No Failure
3,322
L50501
L
301.5
310.6
1,522
41
114
0
No Failure
3,039
L50218
L
300.4
309.5
1,349
50.4
30
0
No Failure
3,115
M17974
M
299.9
309.2
1,683
30.5
13
0
No Failure
8,163
L55342
L
299.6
311
1,574
35
133
0
No Failure
1,828
M16687
M
297.9
307.3
1,420
47.8
171
0
No Failure
6,441
L53620
L
300.6
310.2
1,648
31.7
46
0
No Failure
6,373
M21232
M
300
309.5
1,879
22.4
79
0
No Failure
9,958
L57137
L
298.1
307.8
1,606
33
130
0
No Failure
6,445
M21304
M
300.8
310.3
1,270
61
54
0
No Failure
5,406
L52585
L
302.7
312.4
1,444
48.7
9
0
No Failure
7,914
L55093
L
300.7
312.1
1,395
41.9
157
0
No Failure
6,273
M21132
M
301.1
310.6
1,429
52.7
35
0
No Failure
9,441
M24300
M
298.1
308.8
1,378
53.5
65
0
No Failure