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
2,717
L49896
L
299.5
309
1,498
44.6
101
0
No Failure
8,081
H37494
H
300.2
311.5
1,432
43.6
127
0
No Failure
1,655
L48834
L
298.2
308.1
1,379
62.3
149
0
No Failure
1,534
M16393
M
298
308.9
1,339
51.4
68
0
No Failure
9,668
L56847
L
299.2
310.3
1,352
48.9
238
1
Overstrain Failure
7,146
L54325
L
300.5
310
1,413
44.5
152
0
No Failure
9,039
L56218
L
297.3
308.3
2,358
14.9
49
0
No Failure
9,155
L56334
L
297.5
308.6
1,596
36
141
0
No Failure
9,413
L56592
L
298
308.5
1,702
26.7
203
0
No Failure
2,798
M17657
M
300.3
309.6
1,398
53.7
82
0
No Failure
8,618
L55797
L
297.6
308.6
1,529
45.3
15
0
No Failure
8,691
L55870
L
297.1
308.5
1,323
44.4
207
1
Tool Wear Failure
9,539
L56718
L
299.3
310.6
1,480
45.1
107
0
No Failure
1,770
L48949
L
298.4
307.9
1,981
23.2
16
0
No Failure
3,231
L50410
L
300.6
309.4
1,556
36
98
0
No Failure
2,999
L50178
L
300.5
309.7
1,616
34.5
155
0
No Failure
1,147
L48326
L
297
307.9
1,529
42.2
157
0
No Failure
4,300
L51479
L
301.7
310.1
1,402
50.1
3
0
No Failure
9,790
L56969
L
298.6
309.6
1,715
28.4
90
0
No Failure
5,207
H34620
H
303.7
312.6
1,711
27.6
170
0
No Failure
3,814
L50993
L
302
310.6
1,467
44.9
86
0
No Failure
1,507
L48686
L
298
308.8
1,610
33.7
212
0
No Failure
5,306
H34719
H
303.9
313.2
1,680
29.1
201
0
No Failure
5,826
L53005
L
301.3
311.1
1,413
42
221
0
No Failure
8,582
M23441
M
297.5
308
1,429
45.8
148
0
No Failure
4,371
L51550
L
302
309.9
1,308
57.6
197
1
Heat Dissipation Failure
9,926
M24785
M
298.5
308.7
1,367
47.3
47
0
No Failure
8,019
L55198
L
301
311.9
1,889
23.5
198
0
No Failure
1,008
M15867
M
296.2
307.2
1,633
31.1
0
0
No Failure
4,763
M19622
M
303.7
312
2,663
11.4
71
1
Power Failure
8,325
M23184
M
298.7
309.5
1,394
46
113
0
No Failure
9,415
L56594
L
298.1
308.6
1,354
53.9
207
1
Overstrain Failure
7,275
M22134
M
300.2
310.3
1,478
38.1
45
0
No Failure
4,025
M18884
M
302.1
311
1,351
60.3
207
1
Overstrain Failure
6,167
H35580
H
300.9
310.7
1,403
40.6
207
0
No Failure
8,278
H37691
H
298.8
310.5
1,294
55.8
202
0
No Failure
2,764
L49943
L
299.8
309.2
1,491
47.5
216
0
No Failure
7,957
H37370
H
300.9
311.9
1,513
38
38
0
No Failure
5,695
L52874
L
302.4
311.8
1,508
45.7
108
0
No Failure
8,438
L55617
L
298.7
309.8
1,181
65.9
203
1
Overstrain Failure
2,531
L49710
L
298.9
308.7
1,438
51.7
64
0
No Failure
8,675
M23534
M
297.4
308.6
1,528
29.1
163
0
No Failure
6,480
L53659
L
300.6
309.8
1,418
42.7
147
0
No Failure
790
M15649
M
296.9
308
1,641
33.3
67
0
No Failure
1,074
L48253
L
297
307.8
1,414
47.5
168
0
No Failure
3,300
L50479
L
301.3
310.5
1,390
45.8
63
0
No Failure
6,646
M21505
M
301.5
310.4
1,486
39.6
144
0
No Failure
1,198
M16057
M
296.9
307.9
1,441
47.6
60
0
No Failure
9,623
L56802
L
298.9
310
1,794
27.2
114
0
No Failure
2,141
L49320
L
299.3
309
1,419
46.6
158
0
No Failure
3,702
L50881
L
302.1
311.2
1,417
48
13
0
No Failure
9,789
M24648
M
298.5
309.5
1,535
39.8
87
0
No Failure
6,408
M21267
M
300.3
309.9
1,611
29
177
0
No Failure
5,666
L52845
L
302.3
311.4
1,845
21.9
27
0
No Failure
836
M15695
M
296.7
307.4
1,533
32.5
182
0
No Failure
1,279
L48458
L
298.2
309.4
1,398
52.9
79
0
No Failure
7,583
H36996
H
300.4
311.2
1,489
45.3
180
0
No Failure
673
M15532
M
297.6
308.9
1,433
43.2
206
0
No Failure
787
L47966
L
296.9
308.1
1,741
28.8
60
0
No Failure
775
L47954
L
296.8
307.9
1,448
48.8
31
0
No Failure
3,279
L50458
L
301.3
310
1,506
40.8
11
0
No Failure
4,570
L51749
L
302.8
310.9
1,636
35
38
0
No Failure
1,100
M15959
M
296.8
307.4
1,472
43.9
30
0
No Failure
5,371
H34784
H
303
312.4
1,627
37.1
168
0
No Failure
2,740
L49919
L
299.8
309.2
1,572
35.4
158
0
No Failure
8,998
M23857
M
297.1
307.9
1,609
38.9
166
0
No Failure
3,318
L50497
L
301.5
310.5
1,636
28.7
106
0
No Failure
9,506
L56685
L
299.2
310.3
1,429
40.1
23
0
No Failure
280
L47459
L
298
308.1
1,819
23.4
78
0
No Failure
2,236
M17095
M
299.4
308.6
1,455
42.7
183
0
No Failure
3,451
L50630
L
301.6
310.6
1,506
43.4
222
0
No Failure
6,552
L53731
L
301.4
310.7
1,616
36.5
121
0
No Failure
5,097
H34510
H
304.2
313.5
1,627
32.2
91
0
No Failure
2,868
H32281
H
300.7
309.6
1,390
48.5
7
0
No Failure
276
L47455
L
298
308
1,401
54.7
65
0
No Failure
5,663
L52842
L
302.2
311.5
1,616
34
19
0
No Failure
3,239
M18098
M
300.9
309.4
1,724
25.6
119
0
No Failure
7,570
L54749
L
300.2
311
1,255
71.8
149
1
Power Failure
2,252
H31665
H
299.1
308.3
1,424
43.4
16
0
No Failure
8,122
L55301
L
300.2
311.6
1,827
27
22
0
No Failure
4,602
M19461
M
303
311.1
1,372
54.3
117
1
Heat Dissipation Failure
2,876
M17735
M
300.5
309.4
1,877
23.8
31
0
No Failure
7,531
M22390
M
300.1
311.4
1,617
39.3
47
0
No Failure
368
M15227
M
297.6
308.4
1,569
38.3
93
0
No Failure
9,522
M24381
M
298.9
310.1
1,484
40.4
61
0
No Failure
4,406
L51585
L
302.4
310.2
1,331
45.5
53
1
Heat Dissipation Failure
2,855
L50034
L
300.5
309.3
1,470
40.8
219
0
No Failure
6,180
M21039
M
301.1
310.9
1,396
45.1
12
0
No Failure
5,668
L52847
L
302.2
311.4
2,080
19.2
31
0
No Failure
7,157
M22016
M
300.2
310
1,664
30.7
179
0
No Failure
7,404
L54583
L
299.8
310.8
1,376
48.6
159
0
No Failure
6,355
L53534
L
300.1
309.6
1,565
34.8
32
0
No Failure
351
H29764
H
297.6
308.3
1,400
44.3
43
0
No Failure
8,942
M23801
M
297.3
308.3
1,595
32.2
29
0
No Failure
7,826
M22685
M
299.9
311.2
1,579
35.5
162
0
No Failure
9,861
H39274
H
298.7
309.6
1,755
26.9
73
0
No Failure
7,307
L54486
L
300.1
310.5
1,356
45.8
126
0
No Failure
63
L47242
L
298.8
309
1,829
22.9
172
0
No Failure
7,587
L54766
L
300.4
311.1
1,589
35.5
191
0
No Failure
2,974
M17833
M
300.6
309.3
1,510
46
87
0
No Failure