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
145
M15004
M
298.6
308.4
1,391
42.4
169
0
No Failure
4,728
M19587
M
303.4
311.8
1,341
47
210
1
Heat Dissipation Failure
8,887
L56066
L
297.9
309
1,583
36.7
104
0
No Failure
3,642
L50821
L
302.3
311.6
1,488
41.8
75
0
No Failure
1,684
M16543
M
297.9
307.4
1,403
52.8
0
0
No Failure
3,575
L50754
L
301.7
310.6
1,406
46
112
0
No Failure
2,653
L49832
L
299.9
309.5
1,772
23.5
167
0
No Failure
6,314
L53493
L
300.9
310.3
1,440
47.6
140
0
No Failure
604
L47783
L
297.9
309.8
1,336
71.6
31
1
Power Failure
1,920
L49099
L
298.2
308
1,658
30
3
0
No Failure
9,085
L56264
L
297.2
307.9
1,326
75.4
172
1
Power Failure
6,877
L54056
L
300.8
311.2
1,430
54.4
85
0
No Failure
2,366
L49545
L
299.4
308.5
1,845
22.9
76
0
No Failure
4,259
M19118
M
302.7
311.1
1,297
60.7
125
1
Heat Dissipation Failure
5,245
L52424
L
303.6
313
1,593
31.6
52
0
No Failure
954
L48133
L
295.5
306.1
1,650
32.8
67
0
No Failure
9,092
M23951
M
297.2
308
1,765
31.1
191
0
No Failure
1,487
M16346
M
298.2
309.2
1,524
34.6
161
0
No Failure
9,465
L56644
L
298.6
309.4
1,440
48.2
136
0
No Failure
1,879
M16738
M
298.1
307.7
1,424
47.7
103
0
No Failure
4,472
L51651
L
302.8
310.6
1,670
29.1
2
0
No Failure
2,843
L50022
L
300.3
309.3
1,345
53.5
192
0
No Failure
9,094
M23953
M
297.3
308.1
1,709
30.6
196
0
No Failure
9,199
M24058
M
297.9
308.8
1,538
37.6
54
0
No Failure
9,896
L57075
L
298.8
309.4
1,387
54.1
171
0
No Failure
1,367
M16226
M
298.7
310.1
1,368
56.8
72
0
No Failure
4,888
L52067
L
303.7
312.5
1,481
33.3
182
0
No Failure
620
L47799
L
298.3
310
1,507
44.7
73
0
No Failure
87
H29500
H
299
309
1,436
43.9
20
0
No Failure
1,872
L49051
L
298.3
308.1
1,840
21.5
88
0
No Failure
2,980
L50159
L
300.5
309.5
1,542
38.5
108
0
No Failure
9,358
M24217
M
298.3
308.9
1,646
25.4
46
0
No Failure
613
L47792
L
298.1
309.9
1,563
32.8
51
0
No Failure
9,517
L56696
L
298.9
310.1
1,341
54.5
51
0
No Failure
4,541
M19400
M
302.5
310.4
1,580
35.6
176
0
No Failure
6,390
H35803
H
300.3
309.9
1,677
30.1
130
0
No Failure
9,380
L56559
L
297.5
308.2
1,419
48.5
108
0
No Failure
8,502
L55681
L
298.4
309.7
1,581
34.6
150
0
No Failure
8,380
L55559
L
298.8
309.9
1,629
31.9
49
0
No Failure
2,419
L49598
L
298.9
308.3
1,660
34.4
9
0
No Failure
9,166
L56345
L
297.6
308.6
1,326
62.4
173
0
No Failure
2,525
M17384
M
298.8
308.7
1,446
45.5
49
0
No Failure
9,113
M23972
M
297.6
308.6
1,482
38.3
39
0
No Failure
3,289
L50468
L
301.3
310.1
1,662
31
37
0
No Failure
7,741
L54920
L
300.5
312
1,453
45.1
151
0
No Failure
2,458
L49637
L
299
308.6
1,661
32.2
106
0
No Failure
7,364
L54543
L
299.5
310
1,412
48.9
56
0
No Failure
5,225
L52404
L
303.9
313.2
1,590
31.9
5
0
No Failure
5,211
L52390
L
303.7
312.6
1,466
42.5
183
0
No Failure
482
M15341
M
297.3
309
1,556
39.5
168
0
No Failure
8,331
L55510
L
298.8
309.7
1,505
39
131
0
No Failure
4,694
M19553
M
303.4
311.5
1,817
24.7
125
0
No Failure
9,514
M24373
M
299
310.2
1,598
33.4
44
0
No Failure
7,604
L54783
L
300.4
311.2
1,406
43.6
22
0
No Failure
6,742
M21601
M
301.7
311.1
1,506
39.5
158
0
No Failure
2,802
M17661
M
300.2
309.5
1,642
28.8
92
0
No Failure
8,674
L55853
L
297.4
308.6
1,494
42.6
161
0
No Failure
7,178
L54357
L
300.2
310.2
1,415
49.6
21
0
No Failure
8,552
M23411
M
298.2
309.1
1,457
49
77
0
No Failure
874
L48053
L
295.9
306.4
1,892
21.7
72
0
No Failure
9,626
M24485
M
299
310.1
1,487
47.5
123
0
No Failure
521
L47700
L
297.6
309.5
1,617
36.2
42
0
No Failure
3,993
L51172
L
302.3
311.3
1,614
34.1
129
0
No Failure
8,854
L56033
L
297.7
308.9
1,458
41.1
14
0
No Failure
2,959
M17818
M
300.8
309.5
1,481
44.5
49
0
No Failure
6,125
M20984
M
300.9
310.9
1,727
30.1
102
0
No Failure
3,418
L50597
L
301.6
310.6
1,621
33.7
137
0
No Failure
7,124
M21983
M
300.9
310.4
1,576
40.4
92
0
No Failure
1,900
L49079
L
297.8
307.5
1,388
40
159
0
No Failure
7,519
L54698
L
300.2
311.5
1,500
40.8
17
0
No Failure
2,357
H31770
H
299.3
308.6
1,498
39.5
47
0
No Failure
823
M15682
M
296.7
307.6
1,547
34.7
150
0
No Failure
9,180
H38593
H
297.9
309.1
1,435
44.7
8
0
No Failure
9,593
L56772
L
299.2
310.4
1,379
46.8
39
0
No Failure
9,912
M24771
M
298.6
309
1,481
40.8
6
0
No Failure
1,751
M16610
M
298.4
307.8
1,617
31.6
173
0
No Failure
619
H30032
H
298.2
310
1,433
44.2
68
0
No Failure
2,790
H32203
H
300.3
309.5
1,438
44
59
0
No Failure
2,735
H32148
H
299.7
309.2
1,572
32.8
142
0
No Failure
2,238
L49417
L
299.3
308.6
1,403
50.6
189
0
No Failure
903
L48082
L
295.6
306.1
1,383
48.7
147
0
No Failure
6,261
L53440
L
301.1
310.7
1,436
45.3
8
0
No Failure
5,395
M20254
M
302.8
312.3
1,262
70.5
234
1
Power Failure
1,613
M16472
M
297.9
307.9
1,540
39.8
38
0
No Failure
8,359
L55538
L
298.7
309.7
1,547
37.4
0
0
No Failure
144
H29557
H
298.6
308.4
1,407
50.5
164
0
No Failure
5,482
L52661
L
302.6
312
1,781
28.5
196
0
No Failure
5,495
L52674
L
302.8
312.4
1,368
49.5
10
0
No Failure
3,271
L50450
L
301.4
310.1
1,937
21.8
205
0
No Failure
3,515
H32928
H
301.9
311
1,430
49.8
174
0
No Failure
8,242
M23101
M
298.9
310.2
2,099
20
98
0
No Failure
5,909
M20768
M
300.8
310.3
1,526
36.3
205
0
No Failure
9,279
H38692
H
298.2
308.8
1,606
39.9
53
0
No Failure
3,430
H32843
H
301.5
310.5
1,551
34.3
166
0
No Failure
7,291
L54470
L
300.3
310.6
1,806
24.4
88
0
No Failure
3,591
L50770
L
301.8
310.6
1,403
46.8
151
0
No Failure
9,574
L56753
L
299.7
310.9
1,491
40.1
195
0
No Failure
4,647
L51826
L
303.3
311.4
1,497
46
234
1
Tool Wear Failure
1,050
L48229
L
296.5
307.6
1,415
44.2
106
0
No Failure
9,738
L56917
L
298.9
310
1,791
27.6
166
0
No Failure