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
4,735
L51914
L
303.2
311.5
1,507
39.2
225
0
No Failure
5,949
L53128
L
300.7
310.8
2,113
18.5
95
0
No Failure
7,771
L54950
L
300.3
311.5
1,548
32.2
25
0
No Failure
8,659
L55838
L
297.4
308.5
1,496
36.4
126
0
No Failure
3,489
L50668
L
301.9
310.9
1,379
54.8
99
0
No Failure
6,118
L53297
L
300.8
311
1,578
44.4
86
0
No Failure
5,643
L52822
L
302.5
312
1,495
38.8
186
0
No Failure
2,551
L49730
L
299.4
309.3
1,366
48.4
116
0
No Failure
8,604
H38017
H
297.3
308
1,384
49.1
206
0
No Failure
3,121
H32534
H
300.1
309.4
1,563
40.8
28
0
No Failure
1,085
M15944
M
297
307.7
1,498
47.1
199
0
No Failure
2,128
H31541
H
299.3
309
1,425
40.6
123
0
No Failure
6,905
M21764
M
300.9
311.5
1,704
31.3
159
0
No Failure
5,635
M20494
M
302.6
312.2
1,353
56.5
168
0
No Failure
6,448
L53627
L
300.6
310.1
1,337
45.8
62
0
No Failure
6,874
L54053
L
301
311.4
1,478
39.5
75
0
No Failure
5,218
M20077
M
303.8
312.8
1,420
47.9
200
0
No Failure
1,137
L48316
L
296.9
307.8
1,557
38.1
135
0
No Failure
7,324
L54503
L
299.9
310.2
1,479
46.3
173
0
No Failure
5,790
M20649
M
301.8
311.5
1,416
49
136
0
No Failure
8,444
M23303
M
298.6
309.9
1,668
32.3
6
0
No Failure
2,152
M17011
M
299.3
308.7
1,289
51.5
185
0
No Failure
7,674
M22533
M
300.5
311.6
1,476
39.1
199
0
No Failure
5,152
L52331
L
304.3
313.6
1,409
56
19
0
No Failure
7,222
H36635
H
299.7
309.6
1,433
49.6
129
0
No Failure
9,751
L56930
L
298.7
310
1,555
32.6
197
0
No Failure
5,774
H35187
H
301.6
311.2
1,395
46.8
95
0
No Failure
6,427
L53606
L
300.2
309.7
1,448
36.8
14
0
No Failure
4,458
M19317
M
302.5
310.3
1,710
27.3
186
0
No Failure
8,385
L55564
L
298.8
309.7
1,450
43.1
63
0
No Failure
6,940
M21799
M
300.7
311.3
1,348
53
35
0
No Failure
4,899
H34312
H
303.6
312.4
1,460
53.7
214
0
No Failure
5,078
L52257
L
304.3
313.3
1,775
24.9
39
0
No Failure
1,908
L49087
L
297.9
307.6
1,504
42.4
180
0
No Failure
8,485
L55664
L
298.4
309.5
1,397
50.3
110
0
No Failure
8,054
L55233
L
300.5
311.9
1,887
21.7
56
0
No Failure
8,393
M23252
M
298.5
309.6
1,502
39.4
84
0
No Failure
5,615
H35028
H
303
312.2
1,624
28.8
117
0
No Failure
2,695
M17554
M
300.1
309.6
1,625
38
46
0
No Failure
4,605
L51784
L
302.9
311
1,820
24.6
128
0
No Failure
4,028
L51207
L
302
311
1,566
37.8
218
0
No Failure
6,777
L53956
L
301.3
310.6
1,451
47.5
42
0
No Failure
5,618
L52797
L
303.1
312.4
1,404
61.5
127
1
Power Failure
1,541
M16400
M
298.4
309.1
1,525
39.3
86
0
No Failure
4,523
M19382
M
302.5
310.5
1,918
21.6
131
0
No Failure
9,959
M24818
M
298.1
307.8
1,525
35.9
132
0
No Failure
2,438
L49617
L
299.1
308.3
1,426
40.1
60
0
No Failure
3,556
L50735
L
301.8
310.7
1,551
37.7
64
0
No Failure
9,972
H39385
H
298.5
308.2
1,563
44.6
163
0
No Failure
3,061
L50240
L
300
309.1
1,882
23.8
84
0
No Failure
9,783
L56962
L
298.7
309.9
1,404
47.1
64
0
No Failure
6,308
L53487
L
301
310.3
1,617
34.5
126
0
No Failure
7,342
L54521
L
299.7
310.3
1,505
37.7
4
0
No Failure
9,544
M24403
M
299.5
310.9
1,378
48.7
119
0
No Failure
395
L47574
L
297.5
308.4
1,528
39.9
160
0
No Failure
1,726
M16585
M
298.3
307.8
1,392
50.4
101
0
No Failure
2,208
L49387
L
299.8
309.2
1,591
37.5
109
0
No Failure
7,865
L55044
L
300.5
311.9
1,330
59.5
33
0
No Failure
9,911
L57090
L
298.6
309
1,469
46
4
0
No Failure
3,054
H32467
H
300.2
309.3
1,506
35.6
63
0
No Failure
6,535
L53714
L
301.3
310.6
1,436
44.2
76
0
No Failure
1,248
L48427
L
297.2
308.5
1,513
42.9
212
0
No Failure
2,916
L50095
L
300.5
309.5
1,255
62.1
138
0
No Failure
2,860
L50039
L
300.6
309.4
1,549
43.4
233
0
No Failure
1,022
M15881
M
296.3
307.2
1,454
42.5
35
0
No Failure
590
L47769
L
297.6
309.4
1,491
40.2
231
0
No Failure
2,569
L49748
L
299.6
309.2
1,450
43.1
160
0
No Failure
3,164
L50343
L
300.4
309.8
1,549
38.9
150
0
No Failure
601
L47780
L
297.8
309.7
1,547
37.3
25
0
No Failure
9,942
L57121
L
298.4
308.1
1,395
44
92
0
No Failure
4,145
L51324
L
301.8
310.1
1,738
28
58
0
No Failure
4,471
L51650
L
302.7
310.6
1,564
34.3
0
0
No Failure
9,901
H39314
H
298.7
309.2
1,449
42.3
182
0
No Failure
3,692
L50871
L
302.1
311.2
1,460
46.9
198
0
No Failure
4,764
L51943
L
303.7
312.1
1,443
45.9
74
0
No Failure
885
L48064
L
295.8
306.4
1,356
48
99
0
No Failure
3,354
L50533
L
301.6
310.9
1,632
31.6
189
0
No Failure
5,257
L52436
L
303.5
313
1,393
51.6
80
0
No Failure
349
L47528
L
297.6
308.3
1,617
31.7
39
0
No Failure
279
M15138
M
298
308
1,620
29.4
75
0
No Failure
8,740
H38153
H
297.4
308.7
1,429
37.6
118
0
No Failure
2,374
L49553
L
299.2
308.4
1,350
51.3
96
0
No Failure
3,189
M18048
M
300.1
309.2
1,438
51
211
0
No Failure
2,277
L49456
L
299.3
308.7
1,393
54.2
80
0
No Failure
9,594
L56773
L
299.1
310.2
1,352
52.8
41
0
No Failure
1,696
L48875
L
298
307.6
1,509
41.6
33
0
No Failure
6,571
L53750
L
301.4
310.6
1,634
31.1
171
0
No Failure
5,540
H34953
H
302.3
311.7
1,482
39
127
0
No Failure
1,600
L48779
L
297.9
308
1,490
46.2
6
0
No Failure
810
L47989
L
296.9
307.6
1,452
45.7
122
0
No Failure
4,070
M18929
M
301.9
310.7
1,405
47.9
80
0
No Failure
4,737
L51916
L
303.2
311.5
1,513
37.9
0
0
No Failure
2,898
M17757
M
300.6
309.5
1,530
40.2
93
0
No Failure
7,193
M22052
M
300.2
310.2
1,429
43.8
54
0
No Failure
7,180
L54359
L
300.2
310.1
1,523
42.3
25
0
No Failure
257
L47436
L
298.1
308.3
1,331
63
13
0
No Failure
4,037
L51216
L
302
310.8
1,445
49.1
2
0
No Failure
7,870
M22729
M
300.5
312
1,779
27.7
46
0
No Failure
3,890
L51069
L
302.4
311.2
1,404
52
57
0
No Failure
1,216
L48395
L
296.8
307.9
1,709
28.4
118
0
No Failure