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
1,973
L49152
L
297.9
307.6
1,612
30.7
134
0
No Failure
7,028
L54207
L
300.6
310.6
1,508
34.8
62
0
No Failure
6,798
M21657
M
301.2
310.7
1,615
34.9
95
0
No Failure
2,295
L49474
L
299.4
308.8
1,627
32.6
124
0
No Failure
6,706
M21565
M
301.5
310.6
1,382
58.1
67
0
No Failure
3,486
L50665
L
301.9
310.8
1,427
47.7
92
0
No Failure
6,245
M21104
M
301
310.4
1,665
30.9
177
0
No Failure
3,870
L51049
L
302.7
311.7
1,480
45.2
8
0
No Failure
2,499
L49678
L
299.1
308.9
1,467
47.2
218
0
No Failure
8,166
L55345
L
299.6
311
1,552
33.2
139
0
No Failure
1,688
L48867
L
297.9
307.3
1,502
36.7
12
0
No Failure
7,420
L54599
L
300.1
311.4
1,572
36.2
199
0
No Failure
1,352
L48531
L
298.7
310.2
1,525
43.7
34
0
No Failure
8,388
L55567
L
298.8
309.9
1,351
47.2
73
0
No Failure
6,622
M21481
M
301.7
310.7
1,861
21.8
84
0
No Failure
6,492
L53671
L
300.8
310
1,468
52.7
178
0
No Failure
4,624
L51803
L
303
311.1
1,525
40.7
179
0
No Failure
9,423
L56602
L
298.1
308.5
1,665
29.6
20
0
No Failure
7,876
L55055
L
300.7
312.3
1,898
24
60
0
No Failure
1,063
L48242
L
296.8
307.9
1,372
49
140
0
No Failure
7,411
L54590
L
299.9
311
1,747
27.6
177
0
No Failure
4,011
M18870
M
302.1
311.1
1,605
37.6
171
0
No Failure
254
L47433
L
298
308.2
1,357
48.2
7
0
No Failure
4,026
H33439
H
302.1
311
1,729
26.1
210
0
No Failure
407
L47586
L
297.4
308.6
1,439
51.9
188
0
No Failure
2,461
L49640
L
299
308.6
1,466
46.4
112
0
No Failure
2,306
H31719
H
299.2
308.5
1,342
47.5
147
0
No Failure
4,546
L51725
L
302.5
310.5
1,463
43
189
0
No Failure
1,590
M16449
M
298.1
308.3
1,453
41.5
204
0
No Failure
3,623
L50802
L
302
311.3
1,509
39.9
25
0
No Failure
3,768
L50947
L
302.3
311.1
1,630
35.6
183
0
No Failure
7,698
L54877
L
300.5
311.4
1,400
45.1
29
0
No Failure
3,212
L50391
L
300.3
309.2
1,462
51.4
48
0
No Failure
7,988
H37401
H
301
312.2
1,489
40.3
117
0
No Failure
4,840
H34253
H
303.4
311.9
1,402
50
54
0
No Failure
3,929
L51108
L
302.6
311.5
1,442
59.8
169
1
Power Failure
4,657
L51836
L
303.1
311.2
1,626
32.3
21
0
No Failure
4,425
M19284
M
302.6
310.2
1,631
31
100
0
No Failure
8,070
M22929
M
300.5
311.9
1,875
22.1
100
0
No Failure
8,168
H37581
H
299.7
311.1
1,353
47.1
143
0
No Failure
3,066
M17925
M
300.1
309.2
1,687
27.7
95
0
random failures
3,379
L50558
L
301.5
310.7
1,568
33.1
38
0
No Failure
9,231
L56410
L
298.2
309.2
1,922
22.6
132
0
No Failure
9,474
L56653
L
298.7
309.5
1,446
40
160
0
No Failure
4,062
L51241
L
301.9
310.8
1,906
21.7
62
0
No Failure
2,098
M16957
M
299.4
309.4
1,326
47.5
35
0
No Failure
8,955
L56134
L
297.3
308
1,447
49
61
0
No Failure
3,062
L50241
L
300.1
309.1
1,353
58.7
86
0
No Failure
8,613
L55792
L
297.5
308.4
1,441
44.5
4
0
No Failure
7,886
L55065
L
300.7
312.3
1,590
36.3
93
0
No Failure
4,069
L51248
L
301.9
310.7
1,405
48.8
78
0
No Failure
2,580
L49759
L
299.3
309.1
1,795
24.7
187
0
No Failure
2,862
L50041
L
300.7
309.5
1,479
43.6
240
0
No Failure
168
H29581
H
298.4
308.3
1,458
42.9
15
0
No Failure
8,976
H38389
H
296.7
307.4
1,661
34.2
109
0
No Failure
4,506
L51685
L
302.4
310.1
1,426
46.8
95
0
No Failure
4,399
M19258
M
302.3
310.1
1,563
37.8
31
0
No Failure
1,273
H30686
H
298
309.4
1,562
38.1
58
0
No Failure
5,093
M19952
M
303.9
313.2
1,608
40.6
79
0
No Failure
3,077
L50256
L
300
309.2
1,444
43.6
123
0
No Failure
3,076
M17935
M
300.1
309.2
1,385
46.1
120
0
No Failure
6,148
M21007
M
301.1
311.1
2,089
19.8
162
0
No Failure
8,295
M23154
M
298.9
310.5
1,525
38.5
27
0
No Failure
139
H29552
H
298.8
308.6
1,449
49.4
150
0
No Failure
8,420
L55599
L
299
310.3
1,431
39.9
157
0
No Failure
540
M15399
M
297.4
309.3
1,775
25.8
91
0
No Failure
4,017
L51196
L
302.1
310.9
1,658
30.3
186
0
No Failure
313
L47492
L
297.9
308.6
1,468
36
168
0
No Failure
9,977
L57156
L
298.6
308.2
1,705
26.3
177
0
No Failure
2,656
M17515
M
299.8
309.4
1,751
27
173
0
No Failure
6,539
L53718
L
301.4
310.7
1,487
44.6
88
0
No Failure
6,381
L53560
L
300.2
309.8
1,430
55
102
0
No Failure
8,504
L55683
L
298.5
309.8
1,468
40.9
157
0
No Failure
2,294
L49473
L
299.5
308.9
1,520
38.3
122
0
No Failure
1,930
M16789
M
298
307.8
1,483
50.9
26
0
No Failure
1,803
H31216
H
298.1
307.6
1,496
44.1
104
0
No Failure
4,935
L52114
L
303.4
312.2
1,580
35.8
90
0
No Failure
9,417
M24276
M
298.1
308.5
1,463
45.9
3
0
No Failure
1,855
M16714
M
297.6
307.2
1,470
42.6
44
0
No Failure
6,657
M21516
M
301.4
310.4
1,553
44.7
173
0
No Failure
9,628
M24487
M
298.9
310
1,487
36.6
129
0
No Failure
5,917
L53096
L
300.6
310.2
1,555
41.9
19
0
No Failure
943
M15802
M
295.7
306.3
1,462
44.3
37
0
No Failure
6,593
M21452
M
301.6
310.7
1,457
47.8
7
0
No Failure
6,662
M21521
M
301.3
310.4
1,501
39.8
187
0
No Failure
8,556
L55735
L
298.2
309
1,596
37.2
87
0
No Failure
7,648
L54827
L
300.4
311.4
1,728
31.7
133
0
No Failure
9,273
L56452
L
298.2
308.6
1,353
54.1
38
0
No Failure
9,761
M24620
M
298.5
309.6
1,509
47.3
2
0
No Failure
3,557
L50736
L
301.9
310.8
1,735
31.5
66
0
No Failure
3,223
M18082
M
300.7
309.7
1,435
44.7
76
0
No Failure
8,709
M23568
M
297.2
308.5
1,364
54
43
0
No Failure
4,275
L51454
L
302.4
310.6
1,445
40.3
162
0
No Failure
8,495
L55674
L
298.3
309.5
1,542
36.7
134
0
No Failure
5,911
M20770
M
300.8
310.3
1,458
43.4
0
0
No Failure
2,009
L49188
L
298.5
308.3
1,811
24.7
27
0
No Failure
1,298
L48477
L
298.8
309.9
1,428
42.4
132
0
No Failure
3,860
L51039
L
302.6
311.5
1,599
37
211
0
No Failure
4,752
L51931
L
303.3
311.4
1,510
37.3
36
0
No Failure
9,951
L57130
L
298.1
307.8
1,413
54.1
113
0
No Failure