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
23
M14882
M
298.9
309.3
1,581
30.7
65
0
No Failure
5,263
L52442
L
303.4
312.8
1,449
43.9
94
0
No Failure
6,075
M20934
M
301
310.8
1,533
39.3
194
0
No Failure
382
L47561
L
297.5
308.5
1,546
40.4
129
0
No Failure
7,497
L54676
L
300.2
311.8
1,464
44.5
179
0
No Failure
7,588
L54767
L
300.4
311.1
1,405
54.1
193
0
No Failure
4,577
M19436
M
302.9
311.1
1,926
21.8
58
0
No Failure
5,533
L52712
L
302.4
311.8
1,476
46.6
110
0
No Failure
7,990
L55169
L
301.1
312.4
1,430
37.9
124
0
No Failure
6,027
L53206
L
300.7
311
1,403
48.3
70
0
No Failure
6,652
M21511
M
301.5
310.4
1,276
55.6
158
0
No Failure
7,107
L54286
L
300.8
310.5
1,482
39
47
0
No Failure
748
L47927
L
296.8
308.1
1,356
48.3
201
0
No Failure
4,090
M18949
M
301.9
310.5
1,590
40.3
130
0
No Failure
684
L47863
L
297.7
309
1,874
24.4
28
0
No Failure
7,356
L54535
L
299.6
310.2
1,588
34.1
38
0
No Failure
7,347
L54526
L
299.6
310.2
1,469
47
15
0
No Failure
6,442
L53621
L
300.7
310.2
1,639
31.4
48
0
No Failure
7,003
H36416
H
300.5
310.6
1,411
47.2
201
0
No Failure
5,705
L52884
L
302.5
311.8
1,335
52.7
135
0
No Failure
7,158
L54337
L
300.2
310
1,486
40.1
182
0
No Failure
5,448
L52627
L
303.1
312.8
1,465
44.1
109
0
No Failure
9,559
M24418
M
299.5
310.9
1,577
34.6
159
0
No Failure
9,440
M24299
M
298.1
308.8
1,433
48.2
62
0
No Failure
942
L48121
L
295.6
306.2
1,650
28.2
35
0
No Failure
2,080
M16939
M
299.3
309.3
1,523
37.9
204
0
No Failure
3,510
L50689
L
301.8
311
1,771
27.2
162
0
No Failure
6,586
M21445
M
301.5
310.5
1,600
32.8
205
0
No Failure
5,256
M20115
M
303.5
313
1,403
51.9
77
0
No Failure
6,984
M21843
M
300.7
311
1,334
53.9
150
0
No Failure
6,014
L53193
L
300.7
310.8
1,597
30.5
38
0
No Failure
9,421
L56600
L
298
308.4
1,472
42
15
0
No Failure
5,860
L53039
L
301.3
311
1,542
33.6
80
0
No Failure
4,136
M18995
M
301.7
310.3
1,787
26.7
33
0
No Failure
6,235
L53414
L
301.2
310.8
1,479
41.2
155
0
No Failure
2,922
L50101
L
300.8
309.8
1,657
31.1
151
0
No Failure
8,645
M23504
M
297.6
308.5
1,443
38.2
85
0
No Failure
1,348
L48527
L
298.7
310.2
1,717
27.3
26
0
No Failure
628
L47807
L
298.4
310.1
1,455
42.2
94
0
No Failure
9,541
M24400
M
299.4
310.8
1,628
40.2
111
0
No Failure
1,687
H31100
H
297.9
307.3
1,663
28.7
7
0
No Failure
3,795
M18654
M
302.2
310.8
1,356
48.3
36
0
No Failure
1,006
L48185
L
296.2
307.2
1,382
52
201
0
No Failure
6,538
M21397
M
301.3
310.5
1,481
39.7
85
0
No Failure
8,699
H38112
H
297.3
308.7
1,438
46.2
16
0
No Failure
5,501
L52680
L
302.7
312.1
1,601
35.2
31
0
No Failure
5,904
L53083
L
300.9
310.5
1,894
21.9
188
0
No Failure
6,684
L53863
L
301.5
310.9
1,318
50.6
11
0
No Failure
8,358
L55537
L
298.5
309.5
1,385
46.3
203
1
Tool Wear Failure
8,389
L55568
L
298.9
309.9
1,365
46.5
75
0
No Failure
2,522
L49701
L
298.8
308.6
1,584
34.4
42
0
No Failure
1,703
L48882
L
298
307.7
1,430
47.3
49
0
No Failure
9,612
L56791
L
299
310.2
1,432
42.2
87
0
No Failure
8,005
L55184
L
300.9
312
1,533
44
162
0
No Failure
7,386
M22245
M
299.8
310.5
1,375
53.9
110
0
No Failure
1,846
L49025
L
297.7
307.2
1,444
40
17
0
No Failure
3,107
L50286
L
299.8
309.1
1,485
39.9
207
0
No Failure
2,875
L50054
L
300.6
309.5
1,471
49.6
29
0
No Failure
7,114
L54293
L
300.9
310.4
1,561
32.7
67
0
No Failure
3,751
L50930
L
302.3
311.1
1,589
29.9
141
0
No Failure
8,455
L55634
L
298.6
310
1,522
40.3
32
0
No Failure
4,756
L51935
L
303.4
311.7
1,295
51.3
51
1
Heat Dissipation Failure
2,290
L49469
L
299.4
308.7
1,504
37.8
112
0
No Failure
8,579
L55758
L
297.5
308.2
1,489
40.7
141
0
No Failure
7,032
L54211
L
300.7
310.8
1,479
49.1
71
0
No Failure
1,205
L48384
L
296.9
308
1,521
34.5
84
0
No Failure
1,400
L48579
L
299
310.2
1,533
43.5
159
0
No Failure
2,439
M17298
M
299.1
308.4
1,330
53.6
62
0
No Failure
7,898
L55077
L
300.8
312.5
1,434
50.7
121
0
No Failure
1,462
L48641
L
298.9
310.2
1,491
45.1
101
0
No Failure
2,375
M17234
M
299.2
308.4
1,538
38
98
0
No Failure
7,863
M22722
M
300.5
312
1,382
54.1
27
0
No Failure
29
L47208
L
299.1
309.4
1,439
44.2
82
0
No Failure
1,474
M16333
M
298.5
309.5
1,315
48.9
127
0
No Failure
7,241
M22100
M
299.9
310.1
1,362
56.3
179
0
No Failure
7,478
M22337
M
300.1
311.3
1,518
40.2
130
0
No Failure
9,719
L56898
L
298.9
309.9
1,517
36.6
117
0
No Failure
3,761
L50940
L
302.3
310.9
1,377
46.8
166
1
Heat Dissipation Failure
3,056
L50235
L
300.1
309.2
1,427
37.6
73
0
No Failure
4,529
L51708
L
302.5
310.5
1,507
39.5
147
0
No Failure
774
L47953
L
296.8
308
1,510
39.4
29
0
No Failure
759
L47938
L
296.8
308
1,497
41.7
231
0
No Failure
8,211
H37624
H
299.2
310.7
1,636
29.4
23
0
No Failure
6,648
L53827
L
301.5
310.5
1,927
22.4
149
0
No Failure
3,608
L50787
L
301.6
310.7
1,638
33.8
196
0
No Failure
7,061
H36474
H
300.6
310.4
1,479
35.6
150
0
No Failure
6,976
M21835
M
300.7
311
1,378
51.6
130
0
No Failure
2,585
L49764
L
299.1
308.8
1,502
46.7
197
0
No Failure
7,049
L54228
L
300.6
310.4
2,007
19.8
116
0
No Failure
8,375
L55554
L
298.8
309.7
1,225
63.4
37
0
No Failure
7,477
L54656
L
300.2
311.5
1,492
41.8
128
0
No Failure
1,271
M16130
M
298
309.4
1,276
65.9
50
0
No Failure
6,955
M21814
M
300.8
311.2
1,429
52.3
77
0
No Failure
4,165
L51344
L
302.2
310.6
1,346
47.5
109
1
Heat Dissipation Failure
833
L48012
L
296.6
307.4
1,521
38.6
173
0
No Failure
3,028
L50207
L
300.5
309.5
1,777
23.6
0
0
No Failure
2,386
L49565
L
299.1
308.3
1,524
34.1
128
0
No Failure
6,169
M21028
M
300.7
310.6
1,778
27.1
215
0
No Failure
1,827
H31240
H
297.8
307.3
1,516
40.1
166
0
No Failure
9,132
H38545
H
297.6
308.6
1,463
46.7
85
0
No Failure