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
9,350
M24209
M
298.2
308.7
1,599
36.2
28
0
No Failure
7,289
M22148
M
300.2
310.6
1,983
20.8
83
0
No Failure
4,940
L52119
L
303.6
312.5
1,286
62.4
101
0
No Failure
8,793
L55972
L
297.4
308.5
1,418
51.2
52
0
No Failure
1,159
L48338
L
297
307.9
1,436
47.7
191
0
No Failure
3,427
L50606
L
301.5
310.5
1,380
48.7
160
0
No Failure
3,910
H33323
H
302.3
311.3
1,744
30.3
116
0
No Failure
9,432
L56611
L
298
308.6
1,430
57
43
0
No Failure
9,616
M24475
M
299
310.2
1,564
39.9
97
0
No Failure
4,218
L51397
L
301.9
310.6
1,462
38.8
22
0
No Failure
9,711
L56890
L
299.1
310.1
1,336
61.3
94
0
No Failure
458
L47637
L
297.4
308.6
1,276
53.6
103
0
No Failure
825
L48004
L
296.6
307.4
1,436
42.8
156
0
No Failure
2,050
M16909
M
299.3
309.2
1,586
37.9
129
0
No Failure
2,726
L49905
L
299.8
309.4
1,555
34.8
122
0
No Failure
3,331
L50510
L
301.7
310.8
1,385
50.7
133
0
No Failure
2,617
L49796
L
299.4
309.1
1,207
66.5
66
0
No Failure
9,875
M24734
M
298.9
309.9
1,449
44.1
112
0
No Failure
461
H29874
H
297.3
308.6
1,431
42
109
0
No Failure
1,953
L49132
L
298
307.8
1,266
60.5
81
0
No Failure
4,708
L51887
L
303.5
311.8
1,944
23.5
159
0
No Failure
8,671
L55850
L
297.5
308.9
1,581
30.4
155
0
No Failure
6,257
L53436
L
301
310.6
1,493
37.8
206
1
Tool Wear Failure
5,561
L52740
L
302.4
311.9
1,541
37.9
192
0
No Failure
914
L48093
L
295.5
306
1,621
29.5
176
0
No Failure
4,665
M19524
M
303.3
311.3
1,566
46.1
41
0
No Failure
3,420
L50599
L
301.5
310.5
1,611
33.8
144
0
No Failure
3,453
H32866
H
301.6
310.5
1,602
32.3
2
0
random failures
4,988
M19847
M
303.7
313
1,303
54.4
2
0
No Failure
35
M14894
M
298.8
309.1
1,559
34.7
95
0
No Failure
9,687
L56866
L
299.1
310.1
1,486
40.7
39
0
No Failure
9,946
L57125
L
298.3
308
1,578
37.8
101
0
No Failure
3,835
M18694
M
302.3
311.1
1,295
57.1
146
0
No Failure
387
L47566
L
297.6
308.7
1,319
50.9
141
0
No Failure
8,781
M23640
M
297.5
308.6
1,327
52.1
24
0
No Failure
8,248
L55427
L
299
310.4
1,713
28
116
0
No Failure
6,756
M21615
M
301.8
311.1
1,663
31.6
199
0
No Failure
6,960
L54139
L
300.6
311
1,543
34.7
89
0
No Failure
7,245
L54424
L
300
310.2
1,760
26.9
193
0
No Failure
7,733
L54912
L
300.6
312
1,430
42.7
130
0
No Failure
7,580
L54759
L
300.4
311.2
1,436
56.8
173
0
No Failure
7,746
L54925
L
300.4
311.7
1,460
39.6
162
0
No Failure
7,417
M22276
M
300.1
311.2
1,452
42.4
190
0
No Failure
9,602
L56781
L
298.9
310.1
2,109
18
61
0
No Failure
2,010
M16869
M
298.6
308.3
1,717
28.7
29
0
No Failure
152
M15011
M
298.4
308.2
1,463
37.6
188
0
No Failure
6,511
L53690
L
301.1
310.2
1,455
55.3
9
0
No Failure
4,641
L51820
L
303.1
311.2
1,435
40.1
219
0
No Failure
4,795
L51974
L
303.6
312.6
1,699
27.9
160
0
No Failure
2,189
L49368
L
299.7
309.3
1,420
44.1
60
0
No Failure
2,576
L49755
L
299.5
309.3
1,422
49.2
179
0
No Failure
477
L47656
L
297.4
309
1,570
37.9
154
0
No Failure
8,234
M23093
M
299.1
310.6
1,449
43.2
80
0
No Failure
9,196
L56375
L
297.9
309
1,532
37.6
47
0
No Failure
5,458
M20317
M
303
312.5
1,602
33.7
135
0
No Failure
7,303
L54482
L
300.1
310.5
1,494
44.2
117
0
No Failure
8,592
L55771
L
297.4
307.9
1,606
33.4
176
0
No Failure
1,589
L48768
L
298.2
308.3
1,688
32
202
0
No Failure
7,536
L54715
L
300
311.2
1,629
31.7
62
0
No Failure
4,124
M18983
M
302.1
310.6
1,517
38.9
2
0
No Failure
1,528
H30941
H
298.1
309.1
1,425
44.5
49
0
No Failure
9,603
L56782
L
298.9
310.2
1,705
32.5
63
0
No Failure
5,456
M20315
M
303.1
312.6
1,895
23.5
129
0
No Failure
420
M15279
M
297.3
308.3
1,501
38.2
2
0
No Failure
7,363
L54542
L
299.5
310
1,594
35.1
54
0
No Failure
3,014
L50193
L
300.5
309.6
1,390
48.4
194
0
No Failure
6,489
L53668
L
300.7
309.8
1,330
54.4
171
0
No Failure
708
L47887
L
297.7
308.9
1,838
27.3
99
0
No Failure
6,580
L53759
L
301.3
310.4
1,501
41.6
192
0
No Failure
332
M15191
M
297.6
308.4
1,391
51.9
218
0
No Failure
8,313
M23172
M
298.8
310
1,529
38.5
77
0
No Failure
1,547
L48726
L
298.4
308.9
1,391
48.4
100
0
No Failure
30
L47209
L
299
309.4
1,693
30.1
84
0
No Failure
1,757
M16616
M
298.1
307.4
1,363
60.1
187
0
No Failure
3,236
L50415
L
300.8
309.4
1,946
20.5
111
0
No Failure
1,139
L48318
L
296.9
307.9
1,435
41.6
139
0
No Failure
8,898
M23757
M
297.3
308.7
1,577
35.6
133
0
No Failure
3,739
M18598
M
302.3
311.2
1,454
43.8
112
0
No Failure
195
M15054
M
298.2
308.5
2,678
10.7
86
1
Power Failure
6,719
L53898
L
301.4
310.6
2,137
18
99
0
No Failure
8,623
L55802
L
297.5
308.3
1,437
42.3
29
0
No Failure
531
M15390
M
297.6
309.5
1,709
32.2
65
0
No Failure
6,991
L54170
L
300.7
311.1
2,478
13.4
170
1
Power Failure
6,420
H35833
H
300.3
309.9
1,394
46.7
210
1
Tool Wear Failure
2,255
L49434
L
299.1
308.3
1,325
46.9
28
0
No Failure
2,973
M17832
M
300.6
309.4
1,432
44.2
84
0
No Failure
3,190
L50369
L
300.1
309.1
1,551
33.7
214
0
No Failure
8,897
L56076
L
297.4
308.7
1,638
31.9
131
0
No Failure
1,929
L49108
L
298
307.8
1,623
29.9
24
0
No Failure
1,117
L48296
L
296.4
307.3
1,487
37.5
83
0
No Failure
4,549
L51728
L
302.6
310.5
1,511
37.2
197
0
No Failure
5,536
L52715
L
302.3
311.7
1,465
43.5
117
0
No Failure
6,729
L53908
L
301.5
310.9
1,891
23.2
122
0
No Failure
120
L47299
L
298.7
308.5
1,467
40.7
106
0
No Failure
4,797
L51976
L
303.5
312.4
1,390
47.3
164
0
No Failure
4,208
M19067
M
302.3
310.9
1,710
30.4
218
1
Tool Wear Failure
9,566
M24425
M
299.8
311.1
1,498
38.1
176
0
No Failure
4,293
M19152
M
301.8
310.1
2,372
13.9
205
1
Power Failure
2,742
L49921
L
299.6
309
1,378
51.9
162
0
No Failure
8,910
L56089
L
297.1
308.4
1,529
40.4
165
0
No Failure