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
3,545
M18404
M
301.9
310.9
1,483
37
35
0
No Failure
6,472
L53651
L
300.4
309.6
1,523
38.5
124
0
No Failure
4,714
L51893
L
303.5
311.8
1,451
45.2
173
0
No Failure
1,032
L48211
L
296.4
307.5
1,549
36.1
58
0
No Failure
5,385
M20244
M
302.9
312.4
1,421
46
206
0
No Failure
1,796
M16655
M
298.1
307.7
1,498
38.3
81
0
No Failure
2,651
L49830
L
299.9
309.6
1,280
59.3
163
0
No Failure
2,147
L49326
L
299.3
308.8
1,647
32.9
172
0
No Failure
6,860
M21719
M
301.1
311.3
1,909
22.7
38
0
No Failure
5,113
M19972
M
304.1
313.6
1,441
43.7
131
0
No Failure
1,078
L48257
L
296.8
307.6
1,547
36.5
179
0
No Failure
642
L47821
L
297.9
309.5
1,390
47.9
127
0
No Failure
7,985
L55164
L
301
312.3
1,550
34.9
111
0
No Failure
2,678
L49857
L
299.8
309.5
1,495
39.6
10
0
No Failure
3,712
L50891
L
302.2
311.5
1,543
38.5
37
0
No Failure
7,635
M22494
M
300.3
311.3
1,506
40.7
98
0
No Failure
5,180
M20039
M
304
313.1
1,450
42.8
101
0
No Failure
9,437
L56616
L
298
308.6
1,481
42.5
54
0
No Failure
6,524
M21383
M
301.1
310.2
1,850
27.7
44
0
No Failure
5,303
L52482
L
303.9
313.1
1,491
37.2
195
0
No Failure
5,738
L52917
L
302.3
311.8
1,574
42.8
215
0
No Failure
5,200
L52379
L
303.8
312.8
1,503
40
154
0
No Failure
1,189
L48368
L
297.3
308.4
1,339
52.1
36
0
No Failure
5,595
L52774
L
302.6
311.9
1,598
35.5
69
0
No Failure
4,421
H33834
H
302.6
310.2
1,873
21.3
87
0
No Failure
3,397
M18256
M
301.4
310.6
1,459
35
87
0
No Failure
5,378
L52557
L
302.9
312.4
2,030
19.1
192
0
No Failure
5,169
H34582
H
304.1
313.4
1,696
29.6
65
0
No Failure
8,786
L55965
L
297.5
308.6
1,694
27.1
36
0
No Failure
526
L47705
L
297.4
309.4
1,466
45.5
53
0
No Failure
812
L47991
L
296.8
307.6
1,588
37.6
126
0
No Failure
8,628
L55807
L
297.4
308.3
1,347
45.8
43
0
No Failure
539
M15398
M
297.4
309.3
1,499
36.8
88
0
No Failure
1,761
L48940
L
298.1
307.5
1,684
33.1
200
0
No Failure
1,898
L49077
L
297.8
307.4
1,418
41.2
155
0
No Failure
8,068
M22927
M
300.6
312
1,490
39.8
94
0
No Failure
5,933
L53112
L
300.5
310.5
1,515
36.6
54
0
No Failure
4,186
L51365
L
302.2
310.6
1,348
48.4
161
1
Heat Dissipation Failure
3,250
L50429
L
301.1
309.8
1,493
38.9
149
0
No Failure
9,967
L57146
L
298.3
307.9
1,507
41.2
149
0
No Failure
1,948
L49127
L
298.2
308.1
1,462
49.9
69
0
No Failure
936
M15795
M
295.5
306
1,641
36.6
21
0
No Failure
6,790
M21649
M
301.1
310.5
1,646
30.7
76
0
No Failure
3,551
M18410
M
301.9
311
1,432
41.5
51
0
No Failure
3,697
L50876
L
302.1
311.2
1,454
46.8
0
0
No Failure
8,501
L55680
L
298.3
309.5
1,711
30.3
148
0
No Failure
8,847
M23706
M
297.4
308.8
1,325
62.4
204
1
Tool Wear Failure
6,313
M21172
M
300.9
310.2
1,533
38.1
137
0
No Failure
4,359
H33772
H
302
309.9
1,606
34.5
156
0
No Failure
9,808
L56987
L
298.2
309
1,413
55
145
0
No Failure
1,531
L48710
L
298.1
309
1,497
40.5
58
0
No Failure
3,934
L51113
L
302.6
311.6
1,576
34.7
182
0
No Failure
6,972
M21831
M
300.7
311
1,559
42.8
121
0
No Failure
8,335
M23194
M
298.8
309.7
1,459
47.3
141
0
No Failure
7,971
M22830
M
300.9
312.1
1,297
48.6
76
0
No Failure
3,912
M18771
M
302.3
311.3
1,339
50.8
123
0
No Failure
8,360
M23219
M
298.6
309.6
1,525
42.4
2
0
No Failure
9,309
L56488
L
298.4
309.1
1,423
48
135
0
No Failure
6,933
L54112
L
300.8
311.4
1,322
67.2
18
1
Power Failure
2,724
L49903
L
299.7
309.4
1,362
51.9
117
0
No Failure
7,472
L54651
L
300.3
311.7
1,365
53.3
113
0
No Failure
8,097
M22956
M
300.2
311.7
1,555
37.4
169
0
No Failure
1,015
L48194
L
296.2
307.2
1,445
41.8
20
0
No Failure
7,469
L54648
L
300.3
311.6
1,560
37.7
107
0
No Failure
8,092
L55271
L
300.2
311.6
1,375
56.9
155
0
No Failure
3,352
L50531
L
301.4
310.8
1,680
31.4
185
0
No Failure
336
L47515
L
297.4
308.1
1,749
25.9
8
0
No Failure
3,927
L51106
L
302.6
311.5
1,609
36
162
0
No Failure
7,371
M22230
M
299.6
310.1
1,455
46.1
76
0
No Failure
8,207
L55386
L
299.3
310.8
1,483
43.5
15
0
No Failure
7,418
M22277
M
300.1
311.3
1,495
41
193
0
No Failure
9,670
L56849
L
299.1
310.3
1,619
31.1
242
0
No Failure
5,064
H34477
H
304
312.9
1,495
46.6
0
0
No Failure
9,288
L56467
L
298.2
308.9
1,709
28.1
81
0
No Failure
1,693
M16552
M
298.1
307.6
1,764
27.7
23
0
No Failure
6,496
M21355
M
300.6
309.8
1,694
31.1
187
0
No Failure
7,699
L54878
L
300.6
311.5
1,419
38.6
31
0
No Failure
3,845
L51024
L
302.4
311.1
1,484
45.9
169
0
No Failure
9,480
H38893
H
298.9
309.6
1,600
33.5
175
0
No Failure
8,125
L55304
L
300.2
311.4
1,568
41
32
0
No Failure
1,329
M16188
M
298.8
310.1
1,719
28.8
206
0
No Failure
5,141
M20000
M
304.3
313.6
1,585
32.1
202
0
No Failure
6,458
L53637
L
300.7
310
1,395
48
85
0
No Failure
3,877
L51056
L
302.6
311.8
1,627
31.8
23
0
No Failure
4,736
L51915
L
303.2
311.5
1,544
42.5
227
0
No Failure
9,902
M24761
M
298.7
309.2
1,423
48.9
187
0
No Failure
7,819
L54998
L
299.8
311.2
2,142
16.6
144
0
No Failure
9,316
L56495
L
298.5
309.5
1,569
41
153
0
No Failure
354
H29767
H
297.5
308.3
1,674
30
54
0
No Failure
9,211
M24070
M
297.9
309
2,456
13.9
82
0
No Failure
3,050
L50229
L
300.1
309.2
1,326
55.9
55
0
No Failure
2,317
L49496
L
299.2
308.8
1,542
39.2
179
0
No Failure
9,262
H38675
H
298.3
309
1,470
38.4
10
0
No Failure
7,074
L54253
L
300.7
310.6
1,491
43.2
187
0
No Failure
1,350
L48529
L
298.7
310.2
1,402
45.9
30
0
No Failure
5,988
L53167
L
300.7
310.8
1,608
39.5
202
0
No Failure
8,066
M22925
M
300.5
311.9
1,670
26.3
89
0
No Failure
476
L47655
L
297.4
309.1
1,380
41.1
152
0
No Failure
2,721
L49900
L
299.6
309.2
1,559
39.1
110
0
No Failure
9,379
L56558
L
297.6
308.3
1,816
28.8
106
0
No Failure