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
6,211
L53390
L
300.8
310.5
1,434
44.5
89
0
No Failure
3,989
L51168
L
302.2
311.3
1,554
40.2
118
0
No Failure
3,918
L51097
L
302.6
311.7
1,542
34.1
137
0
No Failure
1,820
M16679
M
298.1
307.6
2,066
19.2
150
0
No Failure
6,001
H35414
H
300.4
310.2
1,431
43.2
0
0
No Failure
2,859
L50038
L
300.5
309.3
1,417
51.5
231
1
Overstrain Failure
4,059
M18918
M
302
310.9
1,456
47.2
54
0
No Failure
4,667
M19526
M
303.3
311.5
1,569
36.6
47
0
No Failure
9,418
H38831
H
298.1
308.4
1,515
43.8
6
0
No Failure
8,959
M23818
M
297.4
308.1
1,734
27.7
70
0
No Failure
6,647
L53826
L
301.5
310.5
1,479
34.2
147
0
No Failure
8,064
M22923
M
300.3
311.7
1,551
36.4
84
0
No Failure
443
L47622
L
297.4
308.5
1,399
61.5
61
1
Power Failure
5,453
M20312
M
303
312.7
1,553
35.8
122
0
No Failure
117
L47296
L
298.9
308.7
1,564
34.1
99
0
No Failure
2,213
L49392
L
299.7
309.1
1,475
40
123
0
No Failure
9,667
M24526
M
299.1
310.3
1,838
24
235
0
No Failure
306
L47485
L
297.8
308.4
2,129
19.2
148
0
No Failure
2,426
L49605
L
298.8
308.1
1,472
53.5
28
0
No Failure
1,881
L49060
L
298.1
307.7
1,705
29.1
109
0
No Failure
4,856
L52035
L
303.7
312.3
1,375
46.2
98
0
No Failure
5,915
L53094
L
300.7
310.3
1,592
36
14
0
No Failure
5,210
M20069
M
303.8
312.7
1,507
38.5
180
0
No Failure
8,349
M23208
M
298.7
309.6
1,452
42.7
180
0
No Failure
4,461
L51640
L
302.6
310.5
1,596
32.8
193
0
No Failure
868
H30281
H
295.9
306.5
1,594
33.2
55
0
No Failure
4,895
H34308
H
303.8
312.5
1,447
46.6
198
0
No Failure
2,023
L49202
L
298.7
308.4
1,373
46.9
60
0
No Failure
7,195
L54374
L
300.1
310.1
1,380
52.6
59
0
No Failure
5,698
L52877
L
302.5
311.9
1,354
49.4
117
0
No Failure
7,835
L55014
L
300
311.4
1,483
45.6
187
0
No Failure
1,105
L48284
L
296.6
307.4
1,389
42.7
48
0
No Failure
224
L47403
L
298.4
308.6
1,569
34.4
160
0
No Failure
4,972
L52151
L
303.8
312.7
1,838
27.8
181
0
No Failure
7,142
M22001
M
300.4
309.8
1,356
44.4
136
0
No Failure
8,417
M23276
M
298.8
310.1
1,585
31.3
147
0
No Failure
5,428
L52607
L
302.7
312.4
1,423
51.9
60
0
No Failure
5,421
L52600
L
302.6
312.3
1,512
34.2
44
0
No Failure
7,546
L54725
L
300.2
311.4
1,891
22.6
86
0
No Failure
983
L48162
L
296.2
306.9
1,516
39.1
138
0
No Failure
656
L47835
L
297.7
309.1
1,435
38.8
165
0
No Failure
7,187
M22046
M
300.4
310.5
1,644
31.4
41
0
No Failure
9,878
L57057
L
298.8
309.7
1,374
58.6
123
0
No Failure
1,516
M16375
M
298.2
308.9
1,614
35.5
15
0
No Failure
7,358
L54537
L
299.6
310.1
1,487
42.9
42
0
No Failure
4,397
H33810
H
302.3
310.1
1,383
42.9
24
0
No Failure
2,624
M17483
M
299.6
309.4
1,283
62.1
83
0
No Failure
3,629
L50808
L
302.2
311.4
1,609
32.1
41
0
No Failure
488
M15347
M
297.4
309.1
1,463
35
183
0
No Failure
5,045
L52224
L
304.1
313.2
1,412
47.5
150
0
No Failure
635
L47814
L
298.3
309.9
1,507
41.6
112
0
No Failure
7,034
M21893
M
300.7
310.8
1,469
46.4
75
0
No Failure
3,053
L50232
L
300.1
309.2
1,421
42.5
61
0
No Failure
4,861
M19720
M
303.6
312.4
1,504
49.5
109
0
No Failure
419
L47598
L
297.4
308.4
2,151
17.7
0
0
No Failure
7,665
H37078
H
300.5
311.7
1,454
50.3
175
0
No Failure
9,913
L57092
L
298.6
308.9
1,327
58.8
9
0
No Failure
4,996
L52175
L
303.6
312.6
1,540
39.8
21
0
No Failure
916
M15775
M
295.4
305.8
1,526
38.2
181
0
No Failure
4,952
L52131
L
303.8
312.7
1,596
36.6
134
0
No Failure
3,790
L50969
L
302.3
310.8
1,650
32.4
26
0
No Failure
1,438
H30851
H
298.8
309.9
1,439
45.2
40
1
No Failure
5,126
M19985
M
304.3
313.5
1,416
48.1
167
0
No Failure
9,328
L56507
L
298.5
309.2
1,504
33.7
182
0
No Failure
6,019
M20878
M
300.8
310.9
1,557
31.6
52
0
No Failure
3,757
L50936
L
302.3
311.1
1,546
33.1
156
0
No Failure
9,281
H38694
H
298.2
308.8
1,470
43.3
61
0
No Failure
4,298
M19157
M
301.8
310.2
1,609
34.2
217
0
No Failure
5,963
L53142
L
300.5
310.8
1,728
26.3
125
0
No Failure
4,111
L51290
L
302
310.6
1,361
46.7
182
0
No Failure
8,521
M23380
M
298.3
309.5
1,543
49.9
199
0
No Failure
2,326
L49505
L
299.3
308.8
1,603
33.9
203
0
No Failure
7,183
L54362
L
300.3
310.3
2,158
16.8
32
0
No Failure
4,985
L52164
L
303.8
313.1
1,256
58.7
213
1
Overstrain Failure
3,923
M18782
M
302.6
311.4
1,757
29.5
151
0
No Failure
5,919
L53098
L
300.6
310.1
1,541
42
23
0
No Failure
7,901
L55080
L
300.8
312.4
1,825
23.8
127
0
No Failure
2,518
L49697
L
298.8
308.5
1,395
44.4
33
0
No Failure
9,893
H39306
H
298.9
309.7
1,407
48.6
161
0
No Failure
3,926
L51105
L
302.6
311.6
1,638
29.6
160
0
No Failure
4,247
L51426
L
302.6
311
1,537
35.5
91
0
No Failure
1,254
L48433
L
297.5
308.8
1,309
57.3
0
0
No Failure
446
L47625
L
297.5
308.6
1,793
26.7
70
0
No Failure
3,603
M18462
M
301.7
310.6
1,417
45.2
185
0
No Failure
469
L47648
L
297.3
308.7
1,619
31.6
129
0
No Failure
1,978
M16837
M
298.1
307.7
1,633
30.7
145
0
No Failure
5,523
L52702
L
302.6
311.9
1,453
39.1
84
0
No Failure
3,167
M18026
M
300.4
309.7
1,539
37.7
156
0
No Failure
7,960
L55139
L
301
312.1
1,585
32.3
50
0
No Failure
3,432
L50611
L
301.6
310.7
1,429
43.6
176
0
No Failure
5,343
M20202
M
303.5
312.8
1,375
45.7
89
0
No Failure
6,850
L54029
L
301.1
311.3
1,498
37.6
11
0
No Failure
6,327
L53506
L
300.6
310
1,455
40.4
172
0
No Failure
6,830
H36243
H
300.9
310.9
1,474
35.7
175
0
No Failure
921
M15780
M
295.5
305.9
1,518
44.1
194
0
No Failure
5,344
L52523
L
303.5
312.8
1,607
38.4
92
0
No Failure
8,981
L56160
L
297
307.6
1,513
42.4
124
0
No Failure
705
L47884
L
297.7
308.9
1,516
33.7
92
0
No Failure
3,330
L50509
L
301.6
310.7
1,683
29.7
131
0
No Failure
8,627
L55806
L
297.4
308.2
1,402
49.7
41
0
No Failure