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
5,765
L52944
L
301.7
311.2
1,589
37.9
75
0
No Failure
2,771
L49950
L
300
309.6
1,364
45.9
16
0
No Failure
5,861
L53040
L
301.3
310.9
1,566
33.1
82
0
No Failure
9,832
L57011
L
298.4
309.3
1,542
35.4
208
0
No Failure
7,710
L54889
L
300.5
311.4
1,445
41.5
66
0
No Failure
5,570
L52749
L
302.4
312
1,508
36.9
5
0
No Failure
3,661
L50840
L
302.3
311.6
1,398
49.1
119
0
No Failure
9,228
L56407
L
298
309.1
1,473
44.3
124
0
No Failure
8,042
H37455
H
300.8
311.9
1,431
48.5
25
0
No Failure
3,336
L50515
L
301.7
310.9
1,705
31.2
146
0
No Failure
8,023
L55202
L
300.9
312
1,441
43.8
210
0
No Failure
689
H30102
H
297.6
309
1,735
26.4
41
0
No Failure
641
M15500
M
297.9
309.6
1,515
38.8
124
0
No Failure
5,857
H35270
H
301.2
310.9
1,598
35.9
71
0
No Failure
3,477
L50656
L
301.8
310.6
1,522
43.8
70
0
No Failure
6,244
L53423
L
301
310.4
2,204
16.6
175
0
No Failure
7,652
M22511
M
300.4
311.5
1,476
32.6
144
0
No Failure
2,903
M17762
M
300.6
309.4
1,541
35.2
105
0
No Failure
8,647
L55826
L
297.5
308.6
1,497
43.9
91
0
No Failure
1,682
M16541
M
297.8
307.3
1,804
26
222
0
No Failure
4,668
H34081
H
303.3
311.4
1,651
30.6
50
0
No Failure
4,927
L52106
L
303.4
312.3
1,502
36
69
0
No Failure
766
L47945
L
296.9
308
1,332
53.9
7
0
No Failure
5,053
L52232
L
303.9
313
1,433
48.4
178
0
No Failure
6,359
M21218
M
300.2
309.8
1,466
45.7
41
0
No Failure
4,960
L52139
L
303.8
312.6
1,735
25.9
154
0
No Failure
8,892
M23751
M
297.7
308.9
1,681
28.3
116
0
No Failure
8,369
L55548
L
298.9
309.8
1,534
42.1
23
0
No Failure
5,637
L52816
L
302.6
312
1,447
45.5
173
0
No Failure
7,205
L54384
L
299.8
309.6
1,526
41.7
85
0
No Failure
6,799
L53978
L
301.2
310.7
1,676
32.4
98
0
No Failure
3,742
L50921
L
302.4
311.3
1,503
38.2
120
0
No Failure
1,692
L48871
L
297.9
307.5
1,602
38.3
21
0
No Failure
1,446
L48625
L
299
310.1
1,618
29.2
62
0
No Failure
6,833
M21692
M
301.1
311.1
1,384
42.5
185
0
No Failure
3,532
M18391
M
301.9
310.9
1,641
33.2
3
0
No Failure
746
L47925
L
296.7
308
1,451
50.7
197
0
No Failure
4,482
M19341
M
302.6
310.4
1,544
35.1
25
0
No Failure
8,466
M23325
M
298.7
309.8
1,475
40.5
59
0
No Failure
1,199
H30612
H
296.9
307.9
1,557
36.5
63
0
No Failure
3,955
M18814
M
302.3
311.4
1,909
23.2
25
0
No Failure
1,418
L48597
L
298.7
309.9
1,541
38.5
208
0
No Failure
5,206
L52385
L
303.7
312.7
1,468
43.3
168
0
No Failure
8,036
L55215
L
300.7
311.7
1,910
19.7
13
0
No Failure
9,583
M24442
M
299.3
310.5
1,404
47.5
12
0
No Failure
4,151
L51330
L
301.9
310.4
1,610
34.8
71
0
No Failure
6,396
M21255
M
300.1
309.6
1,376
52.1
147
0
No Failure
785
L47964
L
296.7
307.9
1,743
27.9
55
0
No Failure
2,254
L49433
L
299.2
308.4
1,386
54.1
26
0
No Failure
3,186
L50365
L
300.1
309.3
1,685
27.1
203
0
No Failure
3,063
L50242
L
299.9
309
1,553
40
88
0
No Failure
250
L47429
L
298
308.3
1,405
56.2
218
1
Overstrain Failure
3,616
M18475
M
301.8
311.1
1,647
31.6
6
0
No Failure
6,128
L53307
L
300.9
310.9
1,228
66.4
109
0
No Failure
3,442
L50621
L
301.4
310.4
1,559
39.4
199
0
No Failure
7,422
M22281
M
300.1
311.4
1,342
48.5
203
0
No Failure
4,000
L51179
L
302
311
1,420
45.9
144
0
No Failure
6,537
L53716
L
301.3
310.5
1,406
47.1
83
0
No Failure
6,634
M21493
M
301.5
310.5
1,737
29.3
114
0
No Failure
1,336
L48515
L
299
310.4
1,371
53.8
228
1
Overstrain Failure
7,978
L55157
L
301.2
312.4
1,378
59
95
0
No Failure
2,924
M17783
M
300.7
309.7
1,397
51.3
155
0
No Failure
5,276
L52455
L
303.7
313.1
1,423
41.2
124
0
No Failure
8,507
L55686
L
298.4
309.6
1,710
27.3
163
1
No Failure
1,142
L48321
L
297
307.9
1,635
31.6
147
0
No Failure
7,308
M22167
M
300
310.4
1,385
52.1
128
0
No Failure
9,537
L56716
L
299.3
310.5
1,818
26
102
0
No Failure
7,909
L55088
L
300.7
312.3
1,715
26.8
146
0
No Failure
9,296
M24155
M
298.2
309
1,413
47.9
97
0
No Failure
4,959
L52138
L
303.8
312.5
1,523
47
152
0
No Failure
2,620
L49799
L
299.4
309.2
1,569
40.8
73
0
No Failure
9,123
L56302
L
297.4
308.4
1,580
41.2
66
0
No Failure
8,629
L55808
L
297.5
308.4
1,747
31
45
0
No Failure
7,668
L54847
L
300.6
311.7
1,528
43.9
185
0
No Failure
7,584
L54763
L
300.3
311.1
1,480
46.6
185
0
No Failure
7,378
L54557
L
299.5
310
1,349
52.7
92
0
No Failure
2,184
M17043
M
299.6
309.3
1,577
39.8
48
0
No Failure
1,469
M16328
M
298.6
309.8
1,419
44.9
115
0
No Failure
6,574
M21433
M
301.4
310.6
1,855
25.3
178
0
No Failure
3,435
M18294
M
301.5
310.5
1,412
44.1
184
0
No Failure
83
L47262
L
298.9
308.9
1,453
40.8
11
0
No Failure
3,001
H32414
H
300.5
309.8
1,324
72.8
159
1
Power Failure
491
L47670
L
297.4
309.2
1,459
37.9
191
0
No Failure
1,831
L49010
L
297.8
307.3
1,859
24
178
0
No Failure
2,958
L50137
L
300.8
309.6
1,498
45.8
47
0
No Failure
4,019
M18878
M
302
310.8
1,783
23.1
190
0
No Failure
7,997
M22856
M
301
312.2
1,499
41.5
140
0
No Failure
5,552
H34965
H
302.4
311.9
1,366
47.3
162
0
No Failure
8,906
L56085
L
297.3
308.6
1,385
55.2
156
0
No Failure
6,858
L54037
L
301.1
311.3
1,622
35.6
34
0
No Failure
6,198
L53377
L
300.9
310.8
1,493
45.8
57
0
No Failure
86
M14945
M
299
309
1,804
26.8
17
0
No Failure
5,578
L52757
L
302.4
312.1
1,455
40.4
28
0
No Failure
2,893
L50072
L
300.7
309.6
1,329
54.3
80
0
No Failure
8,796
L55975
L
297.3
308.4
1,459
39.4
59
0
No Failure
7,473
M22332
M
300.3
311.6
1,617
32.5
115
0
No Failure
6,993
L54172
L
300.7
311
1,596
36.9
174
0
No Failure
5,405
H34818
H
302.8
312.5
1,422
46.1
4
0
No Failure
7,271
L54450
L
300.2
310.4
1,808
25.8
35
0
No Failure
2,126
L49305
L
299.3
308.9
1,258
69.4
119
1
Power Failure