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
8,738
L55917
L
297.3
308.7
1,556
36.7
114
0
No Failure
7,483
M22342
M
300.2
311.6
1,510
47.5
146
0
No Failure
2,051
M16910
M
299.5
309.3
1,675
29.2
132
0
No Failure
8,377
L55556
L
298.8
309.8
1,334
49.3
42
0
No Failure
3,324
L50503
L
301.5
310.5
1,589
36.7
118
0
No Failure
7,775
L54954
L
300.3
311.5
1,634
31.9
36
0
No Failure
9,557
L56736
L
299.5
310.8
1,374
48.3
154
0
No Failure
6,086
L53265
L
300.9
310.6
1,538
36.7
3
0
No Failure
9,735
H39148
H
298.9
310.1
1,458
44.3
156
0
No Failure
2,456
L49635
L
299
308.6
1,946
22.3
102
0
No Failure
2,363
H31776
H
299.3
308.6
1,520
41.4
67
0
No Failure
2,671
L49850
L
299.8
309.4
1,467
46.2
219
0
No Failure
204
L47383
L
298.4
308.5
1,490
37.9
110
0
No Failure
7,657
L54836
L
300.5
311.6
1,541
47.8
156
0
No Failure
4,313
L51492
L
301.5
310.1
1,430
46.5
35
0
No Failure
3,348
L50527
L
301.3
310.6
1,529
41.8
176
0
No Failure
6,279
L53458
L
301.2
310.7
1,568
38.3
49
0
No Failure
8,272
L55451
L
299.1
310.7
1,309
51.1
188
0
No Failure
967
M15826
M
295.8
306.5
1,641
32.2
101
0
No Failure
2,816
M17675
M
300.1
309.4
1,569
31.6
124
0
No Failure
8,106
L55285
L
300.4
311.9
1,476
48.7
189
0
No Failure
9
M14868
M
298.3
308.7
1,667
28.6
18
0
No Failure
5,432
L52611
L
302.8
312.5
1,462
43.4
68
0
No Failure
7,568
M22427
M
300.2
311
2,370
14.7
144
0
No Failure
183
M15042
M
298.1
308.2
1,342
48.1
54
0
No Failure
4,202
L51381
L
302.4
311
2,211
15.4
203
0
No Failure
9,584
L56763
L
299.3
310.5
1,281
59.8
15
0
No Failure
2,612
L49791
L
299.4
309.1
1,957
22.1
55
0
No Failure
3,180
L50359
L
300.1
309.3
1,570
36.8
189
0
No Failure
4,164
L51343
L
302.1
310.5
1,696
30.9
107
0
No Failure
8,451
L55630
L
298.4
310
1,559
44.2
23
0
No Failure
7,435
L54614
L
300
311.4
1,508
38.2
18
0
No Failure
2,547
L49726
L
299.2
309.1
1,605
34.3
107
0
No Failure
2,682
L49861
L
299.8
309.5
1,545
32.2
18
0
No Failure
7,606
H37019
H
300.4
311.3
2,026
20.3
26
0
No Failure
2,845
L50024
L
300.3
309.2
1,650
35.2
196
0
No Failure
510
M15369
M
297.6
309.3
1,415
41.3
17
0
No Failure
8,820
H38233
H
297.4
308.7
1,349
48.9
120
0
No Failure
9,988
M24847
M
298.8
308.6
1,500
37.1
210
0
No Failure
4,478
L51657
L
302.6
310.3
1,647
34.2
14
0
No Failure
6,733
L53912
L
301.7
311
1,503
44.8
134
0
No Failure
7,732
L54911
L
300.6
312
1,566
30.1
128
0
No Failure
3,447
H32860
H
301.6
310.6
1,400
49.5
211
0
No Failure
6,942
L54121
L
300.8
311.4
1,316
57.6
43
0
No Failure
1,915
L49094
L
298
307.7
1,643
32.3
200
0
No Failure
2,465
M17324
M
298.9
308.5
1,534
42.9
121
0
No Failure
2,552
L49731
L
299.3
309.2
1,541
37.2
118
0
No Failure
1,396
L48575
L
299.1
310.4
1,452
39.7
151
0
No Failure
3,104
L50283
L
299.8
309.1
1,668
30.3
200
0
No Failure
1,783
L48962
L
298.4
308
1,571
37.4
50
0
No Failure
1,468
L48647
L
298.6
309.8
1,544
30.2
113
0
No Failure
2,884
L50063
L
300.6
309.5
1,437
40
55
0
No Failure
3,539
L50718
L
302
311.1
1,635
36
23
0
No Failure
7,778
L54957
L
300.3
311.5
1,695
25.6
43
0
No Failure
5,480
M20339
M
302.7
312.1
1,564
32.1
188
0
No Failure
5,425
L52604
L
302.6
312.2
1,377
45.5
54
0
No Failure
3,504
L50683
L
301.7
310.8
1,493
47.6
145
0
No Failure
616
L47795
L
298.1
309.9
1,642
30.4
58
0
No Failure
1,176
M16035
M
297.2
308.3
1,578
37.8
3
0
No Failure
6,221
L53400
L
301.1
310.8
1,470
49.3
116
0
No Failure
1,791
L48970
L
298.2
307.9
1,847
23.6
69
0
No Failure
8,055
L55234
L
300.4
311.8
1,405
47.9
58
0
No Failure
2,356
M17215
M
299.3
308.5
1,305
60.6
44
0
No Failure
4,121
M18980
M
302.1
310.7
1,376
46.3
210
1
Heat Dissipation Failure
9,908
M24767
M
298.6
309.1
1,487
43.2
206
0
No Failure
4,793
H34206
H
303.7
312.7
1,564
40.2
150
0
No Failure
1,480
L48659
L
298.2
309.3
1,355
43.8
142
0
No Failure
8,171
L55350
L
299.9
311.3
1,522
45.7
153
0
No Failure
8,307
M23166
M
298.7
310.1
1,549
42.5
61
0
No Failure
4,355
L51534
L
302
309.8
1,456
58.1
145
0
No Failure
5,835
L53014
L
301.3
311.3
1,434
49.8
16
0
No Failure
8,016
M22875
M
301
312
1,558
37.5
190
0
No Failure
7,981
M22840
M
301.2
312.4
1,505
39.6
102
0
No Failure
9,846
L57025
L
298.3
309.1
1,421
47.4
33
0
No Failure
5,077
L52256
L
304.2
313.2
1,464
44.9
37
0
No Failure
3,808
M18667
M
302.3
311
1,546
35.5
70
0
No Failure
1,518
M16377
M
298.2
308.9
1,408
38.8
20
0
No Failure
8,642
M23501
M
297.6
308.5
1,360
48.6
77
0
No Failure
6,187
M21046
M
301.1
311
1,413
46.6
30
0
No Failure
4,579
L51758
L
303
311.2
1,641
32.6
63
0
No Failure
3,731
M18590
M
302.3
311.2
1,405
47.7
88
0
No Failure
7,010
L54189
L
300.5
310.5
1,536
36.2
12
0
No Failure
5,261
M20120
M
303.5
313
1,492
46.1
89
0
No Failure
6,372
L53551
L
300.1
309.6
1,546
36.7
77
0
No Failure
3,499
L50678
L
301.9
311
1,289
54.9
128
0
No Failure
9,026
L56205
L
297.5
308.4
1,440
35.9
13
0
No Failure
1,895
H31308
H
297.9
307.5
1,880
23.3
146
0
No Failure
9,497
M24356
M
299.2
310
1,349
50.4
226
0
No Failure
5,467
M20326
M
302.9
312.3
1,426
44.7
157
0
No Failure
1,608
L48787
L
297.8
307.8
1,412
48.3
27
0
No Failure
2,952
L50131
L
300.7
309.5
1,685
31.1
27
0
No Failure
5,193
L52372
L
303.9
313.1
1,310
62.9
130
0
No Failure
2,157
M17016
M
299.4
308.9
1,457
41.5
201
0
No Failure
816
M15675
M
296.8
307.5
1,516
36.7
135
0
No Failure
4,750
L51929
L
303.2
311.2
1,404
50.9
31
0
No Failure
7,945
L55124
L
300.8
311.7
1,414
49
10
0
No Failure
7,755
M22614
M
300.4
311.7
1,478
39.9
185
0
No Failure
2,351
L49530
L
299.3
308.6
1,744
26.4
33
0
No Failure
3,243
L50422
L
300.9
309.6
1,384
42.4
131
0
No Failure
9,731
L56910
L
298.8
310
1,528
36.7
147
0
No Failure