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
5,935
H35348
H
300.6
310.5
1,454
51.2
58
0
No Failure
7,451
L54630
L
300.3
311.8
1,451
41
55
0
No Failure
9,368
L56547
L
297.9
308.5
1,472
45.1
70
0
No Failure
4,075
L51254
L
302
310.7
1,453
42.7
92
0
No Failure
8,654
M23513
M
297.4
308.3
1,335
57.9
113
0
No Failure
2,204
L49383
L
299.8
309
1,614
30.8
100
0
No Failure
5,349
L52528
L
303.3
312.6
1,623
34.6
102
0
No Failure
5,744
M20603
M
302.2
311.6
1,379
42.9
13
0
No Failure
6,267
L53446
L
300.8
310.4
1,368
46.8
21
0
No Failure
3,775
M18634
M
302.4
311.1
1,480
45.7
200
0
No Failure
8,807
L55986
L
297.4
308.5
1,692
34.3
83
0
No Failure
5,724
M20583
M
302.3
311.8
1,475
48
180
0
No Failure
2,234
L49413
L
299.5
308.7
2,549
13
179
1
Power Failure
3,221
M18080
M
300.7
309.6
1,525
36.5
71
0
No Failure
9,685
H39098
H
298.9
309.9
1,376
51
32
0
No Failure
1,718
L48897
L
298.2
307.6
1,369
54.5
82
0
No Failure
2,187
L49366
L
299.7
309.4
1,445
42.9
55
0
No Failure
9,266
M24125
M
298.3
308.9
1,390
49.7
23
0
No Failure
73
L47252
L
298.9
309.1
1,369
44.4
198
0
No Failure
8,880
L56059
L
298
309.2
1,527
39.5
85
0
No Failure
3,456
H32869
H
301.4
310.3
1,611
41.5
11
0
No Failure
9,886
L57065
L
298.8
309.6
1,613
27.7
143
0
No Failure
898
L48077
L
295.6
306.2
1,612
31.2
131
0
No Failure
7,634
L54813
L
300.4
311.5
1,441
44.6
96
0
No Failure
2,632
H32045
H
300
309.7
1,529
42.4
107
0
No Failure
6,265
L53444
L
300.9
310.4
1,541
39.1
17
0
No Failure
1,247
H30660
H
297.2
308.5
1,653
33.3
207
0
No Failure
3,446
M18305
M
301.6
310.6
1,599
36.1
208
0
No Failure
5,865
M20724
M
301.4
311
1,486
36.5
91
0
No Failure
7,405
L54584
L
299.8
310.8
1,553
32.2
161
0
No Failure
5,849
L53028
L
301.4
311.3
2,323
15.9
50
0
No Failure
1,229
M16088
M
297.1
308.4
1,583
38.2
150
0
No Failure
9,354
L56533
L
298.2
308.8
1,345
44.3
37
0
No Failure
2,763
L49942
L
299.8
309.2
1,479
44.4
214
0
No Failure
7,569
L54748
L
300.2
311
1,627
33.7
147
0
No Failure
6,797
M21656
M
301.3
310.7
1,300
58.3
92
0
No Failure
557
L47736
L
297.5
309.4
1,357
50.1
137
0
No Failure
3,024
L50203
L
300.4
309.5
1,711
29.2
215
0
No Failure
7,683
M22542
M
300.7
311.7
1,412
49.1
219
0
No Failure
2,281
L49460
L
299.4
308.8
1,390
57
92
0
No Failure
677
H30090
H
297.9
309.2
1,577
34.7
5
0
No Failure
2,962
L50141
L
300.6
309.4
1,654
32.8
57
0
No Failure
8,984
M23843
M
297
307.7
1,261
51.1
130
0
No Failure
7,621
L54800
L
300.5
311.5
1,651
36.9
65
0
No Failure
4,102
L51281
L
301.9
310.4
1,884
23.4
163
0
No Failure
1,894
L49073
L
297.8
307.5
1,631
29.9
144
0
No Failure
5,571
M20430
M
302.4
312.1
1,492
47.7
7
0
No Failure
3,139
L50318
L
300.4
309.9
1,376
43.5
74
0
No Failure
1,106
M15965
M
296.6
307.5
1,734
27
50
0
No Failure
7,669
L54848
L
300.6
311.8
1,539
37
187
0
No Failure
2,308
H31721
H
299
308.5
1,623
33.5
154
0
No Failure
3,241
L50420
L
300.9
309.5
1,612
35.2
124
0
No Failure
668
L47847
L
297.5
308.9
1,459
48.5
193
0
No Failure
2,647
M17506
M
299.8
309.5
1,453
43.2
153
0
No Failure
9,709
L56888
L
299
310.1
1,664
29.7
89
0
No Failure
5,486
L52665
L
302.6
312.1
1,344
51
206
0
No Failure
61
L47240
L
298.8
309.1
1,393
52.6
167
0
No Failure
4,938
L52117
L
303.4
312.3
1,540
38.7
96
0
No Failure
9,997
H39410
H
298.9
308.4
1,632
31.8
17
0
No Failure
1,775
M16634
M
298.5
308
1,519
37.3
29
0
No Failure
5,633
L52812
L
302.7
312.2
1,376
52.8
164
0
No Failure
1,162
L48341
L
297
307.8
1,316
61.2
200
1
Overstrain Failure
8,505
L55684
L
298.4
309.7
1,419
41.3
159
0
No Failure
9,729
L56908
L
298.8
309.8
1,563
33.7
143
0
No Failure
98
M14957
M
298.9
308.9
1,750
29.9
50
0
No Failure
5,680
M20539
M
302.2
311.7
1,466
49
66
0
No Failure
8,421
L55600
L
298.9
310.4
1,546
37.7
159
0
No Failure
6,454
L53633
L
300.7
310.2
1,807
24.2
77
0
No Failure
1,381
L48560
L
298.7
310.1
1,786
27.7
114
0
No Failure
7,640
L54819
L
300.5
311.4
1,466
41.8
112
0
No Failure
3,802
M18661
M
302.2
310.9
1,771
27.6
54
0
No Failure
755
M15614
M
296.9
308.1
1,483
44.3
219
0
No Failure
2,406
L49585
L
299.1
308.7
1,498
38.9
181
0
No Failure
1,826
M16685
M
298
307.5
1,784
27.8
163
0
No Failure
2,498
M17357
M
299.2
308.9
1,521
42.3
215
0
No Failure
7,869
H37282
H
300.4
311.9
1,438
46.7
41
0
random failures
196
L47375
L
298.3
308.5
1,453
42.9
89
0
No Failure
2,302
M17161
M
299.2
308.6
1,586
35.7
138
0
No Failure
6,348
L53527
L
300.2
309.7
1,421
44.6
17
0
No Failure
9,315
M24174
M
298.5
309.4
1,565
33.7
150
0
No Failure
4,386
L51565
L
301.8
309.7
1,442
45.3
233
1
Tool Wear Failure
4,920
L52099
L
303.3
312.2
1,506
40
50
0
No Failure
8,923
L56102
L
297.1
308.2
1,399
42.6
194
0
No Failure
7,715
L54894
L
300.5
311.5
1,487
43
78
0
No Failure
8,035
L55214
L
300.7
311.8
1,564
36.8
11
0
No Failure
6,570
M21429
M
301.4
310.7
1,375
42
168
0
No Failure
5,172
M20031
M
304.2
313.4
1,329
54.5
75
0
No Failure
3,155
L50334
L
300.4
309.7
1,534
42.5
127
0
No Failure
2,250
L49429
L
299.2
308.5
1,442
46.5
11
0
No Failure
1,849
H31262
H
297.7
307.2
1,429
44.1
26
0
No Failure
4,303
L51482
L
301.7
310.1
2,695
12.6
10
0
No Failure
9,657
L56836
L
299
310.1
1,623
33
210
0
No Failure
8,030
M22889
M
300.6
311.9
1,629
35.3
0
0
No Failure
3,294
M18153
M
301.2
310.3
1,357
54.5
49
0
No Failure
6,045
M20904
M
300.8
310.9
1,522
41.7
115
0
No Failure
4,179
L51358
L
302.5
310.9
1,624
34.4
146
0
No Failure
1,041
L48220
L
296.7
307.7
1,502
43.9
84
0
No Failure
6,544
L53723
L
301.4
310.8
1,698
29.6
99
0
No Failure
7,452
L54631
L
300.3
311.8
1,508
43.1
57
0
No Failure
5,920
L53099
L
300.6
310.3
1,414
50.6
25
0
No Failure