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
952
H30365
H
295.6
306.3
1,509
35.8
60
0
No Failure
9,157
M24016
M
297.5
308.4
1,369
54.8
145
0
No Failure
8,456
L55635
L
298.6
309.9
1,356
59.5
34
0
No Failure
370
H29783
H
297.5
308.4
1,587
36.1
98
0
No Failure
8,610
L55789
L
297.4
308.3
1,475
40.5
222
1
Tool Wear Failure
6,794
L53973
L
301.3
310.7
1,608
31.4
86
0
No Failure
8,128
M22987
M
300.1
311.3
1,650
33.8
38
0
No Failure
13
M14872
M
298.6
309.1
1,339
51.1
34
0
No Failure
1,345
L48524
L
298.5
310.1
1,809
28.9
20
0
No Failure
9,327
L56506
L
298.6
309.3
1,677
31.2
180
0
No Failure
8,673
L55852
L
297.5
308.8
1,312
50.3
159
0
No Failure
4,801
M19660
M
303.5
312.5
1,353
51
172
0
No Failure
7,081
L54260
L
300.7
310.4
1,543
47.3
203
0
No Failure
4,770
H34183
H
303.6
311.9
1,544
37.1
88
0
No Failure
6,280
L53459
L
301.3
310.8
1,432
54.4
51
0
No Failure
5,786
L52965
L
301.7
311.1
1,469
37.2
128
0
No Failure
4,929
L52108
L
303.5
312.3
1,584
35.2
74
0
No Failure
9,531
H38944
H
299.1
310.4
1,405
53.6
86
0
No Failure
5,354
L52533
L
303.4
312.7
1,589
34
116
0
No Failure
5,222
L52401
L
303.9
313
1,626
31.4
209
0
No Failure
263
M15122
M
298.1
308.2
1,736
26.8
27
0
No Failure
2,963
L50142
L
300.7
309.5
1,508
39.9
59
0
No Failure
6,749
H36162
H
301.7
311
2,016
19.3
180
0
No Failure
4,223
M19082
M
302
310.6
1,535
38.6
34
0
No Failure
3,321
L50500
L
301.5
310.5
2,289
16.4
112
0
No Failure
4,054
M18913
M
301.9
310.9
2,305
16.1
42
0
No Failure
1,543
L48722
L
298.3
308.9
1,379
54.7
91
0
No Failure
4,091
L51270
L
302
310.5
2,197
15.8
133
0
No Failure
3,197
L50376
L
300
309.1
1,489
40.3
7
0
No Failure
3,126
L50305
L
300.1
309.4
1,694
27.4
44
0
No Failure
9,487
M24346
M
298.9
309.6
1,472
46
199
0
No Failure
6,518
L53697
L
301.1
310.1
1,540
36.6
28
0
No Failure
8,641
L55820
L
297.6
308.6
1,383
47.5
75
0
No Failure
9,053
M23912
M
297.4
308.6
1,901
22.1
81
0
No Failure
8,686
H38099
H
297.2
308.5
1,524
41.4
192
0
No Failure
3,452
L50631
L
301.6
310.6
1,455
43.9
0
0
No Failure
9,332
L56511
L
298.4
308.9
1,496
37.9
194
0
No Failure
8,763
H38176
H
297.5
308.8
1,824
24
179
0
No Failure
8,524
H37937
H
298.3
309.3
1,529
41.7
5
0
No Failure
5,155
L52334
L
304.2
313.4
1,568
37.6
25
0
No Failure
6,230
L53409
L
301.3
310.9
2,165
17.4
143
0
No Failure
4,908
M19767
M
303.6
312.5
1,607
33.7
14
0
No Failure
3,247
L50426
L
301
309.7
1,468
42
141
0
No Failure
4,272
L51451
L
302.6
310.8
1,470
41.2
156
0
No Failure
3,932
M18791
M
302.7
311.7
1,784
25.1
177
0
No Failure
1,313
L48492
L
298.9
310.1
1,473
42.6
164
0
No Failure
9,676
M24535
M
299
310.2
1,298
57.2
10
0
No Failure
4,530
M19389
M
302.4
310.4
1,586
34.3
149
0
No Failure
2,131
L49310
L
299.4
309
1,391
58.2
135
0
No Failure
53
H29466
H
298.8
309
1,497
43.8
147
0
No Failure
5,603
L52782
L
302.9
312.1
1,334
54.7
88
0
No Failure
7,527
L54706
L
300.1
311.4
1,660
31.4
38
0
No Failure
4,880
H34293
H
303.7
312.5
1,520
35.6
154
0
No Failure
339
L47518
L
297.5
308.2
1,563
38.2
15
0
No Failure
2,400
M17259
M
299.2
308.5
1,594
35.8
160
0
No Failure
2,048
L49227
L
299.3
309.2
1,775
24.2
125
0
No Failure
9,986
H39399
H
298.7
308.5
1,572
35.6
202
0
No Failure
2,230
L49409
L
299.4
308.7
1,681
30.8
171
0
No Failure
7,829
M22688
M
299.8
311.1
1,562
35.7
170
0
No Failure
3,101
L50280
L
299.8
309.1
1,578
42.1
191
0
No Failure
5,715
L52894
L
302.2
311.8
1,618
36
158
0
No Failure
4,689
L51868
L
303.5
311.6
1,577
38.1
112
0
No Failure
9,652
M24511
M
299.1
310
1,580
36
195
0
No Failure
3,273
M18132
M
301.3
310
1,593
30.8
210
0
No Failure
7,571
H36984
H
300.2
311
1,777
27.5
151
0
No Failure
6,613
L53792
L
301.6
310.6
1,222
70
62
0
No Failure
4,547
M19406
M
302.5
310.4
1,429
43.2
191
0
No Failure
2,795
L49974
L
300.4
309.6
1,553
43.9
75
0
No Failure
5,721
L52900
L
302.3
311.9
1,434
51.9
173
0
No Failure
3,003
M17862
M
300.5
309.8
1,555
38.9
166
0
No Failure
3,043
M17902
M
300.2
309.4
1,459
43.9
39
0
No Failure
1,266
L48445
L
297.9
309.4
1,558
35.7
39
0
No Failure
3,919
M18778
M
302.5
311.5
1,358
52.7
139
0
No Failure
6,700
M21559
M
301.7
310.8
1,516
40.4
48
0
No Failure
7,313
L54492
L
300
310.5
1,412
52.4
142
0
No Failure
3,758
M18617
M
302.2
311.1
1,516
33.7
158
0
No Failure
5,743
L52922
L
302.3
311.7
1,414
47
11
0
No Failure
1,779
L48958
L
298.6
308.2
1,325
54
41
0
No Failure
3,414
L50593
L
301.3
310.3
1,560
36.3
129
0
No Failure
9,233
L56412
L
298.2
309.1
1,350
52
136
0
No Failure
5,441
H34854
H
303
312.5
1,698
30
89
0
No Failure
5,248
L52427
L
303.6
313.1
1,405
38.3
58
0
No Failure
1,464
L48643
L
298.8
310.1
1,607
39.5
105
0
No Failure
7,077
L54256
L
300.7
310.5
1,960
21
194
0
No Failure
7,745
L54924
L
300.4
311.7
1,314
59.5
160
0
No Failure
6,810
L53989
L
300.9
310.8
1,490
38.1
125
0
No Failure
6,564
L53743
L
301.5
310.7
1,942
20.5
155
0
No Failure
6,081
L53260
L
300.9
310.7
1,468
36.2
208
0
No Failure
9,439
M24298
M
298.1
308.7
1,315
56.8
59
0
No Failure
2,715
M17574
M
299.6
309.1
1,366
55.2
95
0
No Failure
8
L47187
L
298.1
308.6
1,527
40.2
16
0
No Failure
9,169
H38582
H
297.6
308.8
1,385
44.4
181
0
No Failure
3,233
L50412
L
300.7
309.3
1,580
38.3
102
0
No Failure
7,873
L55052
L
300.6
312.3
1,532
37.2
54
0
No Failure
7,885
L55064
L
300.8
312.4
1,465
59.1
91
1
Power Failure
9,406
M24265
M
297.7
308.1
1,469
48.8
183
0
No Failure
7,784
L54963
L
300.3
311.5
1,667
28.8
56
0
No Failure
3,907
L51086
L
302.3
311.2
1,297
62.5
109
0
No Failure
2,967
L50146
L
300.6
309.3
1,601
40.2
69
0
No Failure
3,729
L50908
L
302.3
311.3
1,457
44.5
83
0
No Failure