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
1,482
M16341
M
298.2
309.2
1,332
60.2
147
0
No Failure
9,400
L56579
L
297.8
308.3
1,477
44.8
170
0
No Failure
394
M15253
M
297.5
308.4
1,350
52.2
157
0
No Failure
8,026
M22885
M
300.8
312
1,422
50.7
219
0
No Failure
7,216
L54395
L
299.9
309.8
1,477
47.7
112
0
No Failure
7,240
L54419
L
299.8
310.1
1,553
42
177
0
No Failure
1,225
L48404
L
297.1
308.3
1,763
25.7
139
0
No Failure
2,222
L49401
L
299.6
309
1,372
60.4
149
0
No Failure
4,286
L51465
L
301.7
309.9
1,317
49
187
1
Heat Dissipation Failure
8,913
L56092
L
297.2
308.5
1,446
43.7
171
0
No Failure
4,252
H33665
H
302.5
310.9
1,356
55.5
101
1
Heat Dissipation Failure
940
L48119
L
295.5
306.1
1,488
40.7
31
0
No Failure
8,392
L55571
L
298.6
309.6
1,423
42.7
82
0
No Failure
3,426
M18285
M
301.5
310.5
1,623
33.5
157
0
No Failure
9,139
L56318
L
297.6
308.6
1,522
37
106
0
No Failure
1,341
L48520
L
298.6
310.2
1,569
36.3
10
0
No Failure
3,125
L50304
L
300.1
309.4
1,568
39.7
42
0
No Failure
9,374
L56553
L
297.7
308.5
1,453
45.5
86
0
No Failure
4,967
L52146
L
303.8
312.6
1,793
28.1
170
0
No Failure
1,001
L48180
L
296.3
307.1
1,654
29.6
188
0
No Failure
5,484
M20343
M
302.6
312.1
2,000
21.9
200
0
No Failure
5,280
L52459
L
303.6
313
1,522
35.8
133
0
No Failure
4,340
L51519
L
301.7
309.9
1,524
46.6
104
0
No Failure
2,102
L49281
L
299.3
309.3
1,528
37.8
45
0
No Failure
6,935
L54114
L
300.8
311.4
1,536
40.9
22
0
No Failure
3,862
M18721
M
302.5
311.5
1,481
41.1
215
0
No Failure
4,484
L51663
L
302.7
310.4
1,489
42.7
33
0
No Failure
2,133
L49312
L
299.4
309
1,660
28.4
139
0
No Failure
5,862
L53041
L
301.3
311
1,554
47.7
84
0
No Failure
4,440
M19299
M
302.4
310.2
1,392
55.8
143
0
No Failure
5,292
L52471
L
303.8
313.3
1,406
52.1
166
0
No Failure
5,942
L53121
L
300.6
310.7
1,438
48.5
78
1
No Failure
9,995
L57174
L
298.8
308.3
1,634
27.9
12
0
No Failure
111
L47290
L
298.8
308.6
1,872
22.5
82
0
No Failure
1,285
L48464
L
298.4
309.5
2,153
15.3
98
1
Power Failure
8,803
L55982
L
297.4
308.6
1,524
43.1
73
0
No Failure
4,645
L51824
L
303.2
311.4
1,514
41.2
230
0
No Failure
9,224
L56403
L
297.9
309
1,382
43.9
116
0
No Failure
142
L47321
L
298.7
308.5
1,544
35.2
159
0
No Failure
4,363
L51542
L
302.1
310.1
1,447
46.6
169
0
No Failure
3,780
L50959
L
302.3
311
1,657
31.1
3
0
No Failure
5,399
L52578
L
302.9
312.4
1,923
23.9
244
0
No Failure
5,792
M20651
M
301.8
311.3
1,542
40.1
142
0
No Failure
5,676
M20535
M
302.3
311.7
1,453
42.5
56
0
No Failure
9,653
M24512
M
299
310
1,488
46.3
198
0
No Failure
5,647
M20506
M
302.4
311.8
1,644
37.2
195
0
No Failure
4,119
L51298
L
302
310.6
1,366
47.7
206
0
No Failure
2,396
M17255
M
299.2
308.5
1,742
28.9
150
0
No Failure
5,063
L52242
L
304
312.9
1,313
53.9
202
0
No Failure
311
H29724
H
298
308.6
1,526
41.8
160
0
No Failure
459
L47638
L
297.3
308.6
1,486
42.6
105
0
No Failure
9,605
H39018
H
299
310.2
1,637
38
68
0
No Failure
6,165
H35578
H
300.9
310.7
1,656
30.7
200
0
No Failure
8,430
L55609
L
299
310.3
1,577
40
181
0
No Failure
6,428
L53607
L
300.2
309.8
1,418
49.3
16
0
No Failure
1,178
M16037
M
297.2
308.3
1,604
39.4
9
0
No Failure
9,124
L56303
L
297.4
308.5
1,462
42.8
68
0
No Failure
6,316
M21175
M
301
310.4
1,517
46.1
145
0
No Failure
334
L47513
L
297.5
308.2
1,647
31.3
3
0
No Failure
2,199
M17058
M
299.7
308.9
1,478
41
87
0
No Failure
2,242
L49421
L
299.2
308.4
1,711
28.9
197
0
No Failure
4,987
L52166
L
303.7
312.9
1,502
40.5
0
0
No Failure
6,214
L53393
L
300.9
310.6
1,552
34.9
95
0
No Failure
6,882
L54061
L
301
311.4
1,573
37.6
103
0
No Failure
9,160
M24019
M
297.5
308.6
1,510
35.5
155
0
No Failure
1,909
L49088
L
297.9
307.6
1,977
20.2
182
0
No Failure
363
H29776
H
297.6
308.3
1,640
30.9
79
0
No Failure
7,697
H37110
H
300.6
311.5
1,282
60.2
24
0
No Failure
2,071
L49250
L
299.7
309.5
1,352
49.7
184
0
No Failure
5,313
L52492
L
303.6
312.9
1,873
23.5
7
0
No Failure
7,406
M22265
M
299.8
310.8
1,530
35.2
163
0
No Failure
138
L47317
L
298.7
308.6
1,297
55.3
148
0
No Failure
4,253
H33666
H
302.6
311
1,438
51
106
0
No Failure
8,594
M23453
M
297.4
308
1,601
34.6
181
0
No Failure
4,244
M19103
M
302.4
310.9
1,435
42.3
83
0
No Failure
588
H30001
H
297.6
309.5
1,623
33.1
224
0
No Failure
9,108
M23967
M
297.5
308.5
1,662
30.3
26
0
No Failure
8,289
M23148
M
298.8
310.6
1,640
33.8
9
0
No Failure
286
L47465
L
298.2
308.3
1,568
36
92
0
No Failure
7,471
L54650
L
300.4
311.6
1,332
54.6
111
0
No Failure
8,074
L55253
L
300.5
312
1,558
36.7
113
0
No Failure
5,403
L52582
L
302.7
312.3
1,421
48.5
0
0
No Failure
4,420
M19279
M
302.6
310.2
2,676
10.8
84
1
Power Failure
5,713
L52892
L
302.2
311.7
1,330
54.6
154
0
No Failure
4,258
M19117
M
302.6
311
1,589
39
122
0
No Failure
6
M14865
M
298.1
308.6
1,425
41.9
11
0
No Failure
5,370
H34783
H
303
312.5
1,507
37.9
163
0
No Failure
3,763
M18622
M
302.3
311
1,526
37.7
171
0
No Failure
2,720
L49899
L
299.5
309.2
1,690
29.2
108
0
No Failure
4,465
L51644
L
302.8
310.6
1,671
30.5
201
0
No Failure
4,141
L51320
L
301.7
310.2
1,331
61.2
47
1
Heat Dissipation Failure
6,887
M21746
M
300.8
311.3
1,465
43.2
113
0
No Failure
5,779
M20638
M
301.7
311.1
1,489
41.4
108
0
No Failure
4,576
M19435
M
302.9
311
1,437
49.9
55
0
No Failure
8,978
M23837
M
296.9
307.5
1,556
31.2
116
0
No Failure
8,774
L55953
L
297.5
308.6
1,585
37.6
2
0
No Failure
1,713
L48892
L
298.3
307.9
1,551
33.8
72
0
No Failure
3,653
M18512
M
302.1
311.5
1,341
50.8
99
0
No Failure
8,809
L55988
L
297.4
308.6
1,446
48.1
88
0
No Failure
8,397
H37810
H
298.6
309.6
1,593
33.3
95
0
No Failure