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
5,103
M19962
M
304.1
313.5
1,587
33.6
108
0
No Failure
5,991
M20850
M
300.7
310.7
1,343
51.6
211
0
No Failure
374
L47553
L
297.4
308.3
1,412
42
111
0
No Failure
564
L47743
L
297.7
309.6
1,529
35.2
153
0
No Failure
1,239
M16098
M
297.1
308.4
1,615
32.6
184
0
No Failure
8,311
L55490
L
298.7
309.9
1,465
39.7
72
0
No Failure
8,888
L56067
L
297.8
308.9
1,530
37.6
106
0
No Failure
7,194
L54373
L
300.1
310.1
1,306
64.7
57
0
No Failure
3,498
L50677
L
301.9
311
1,642
33.1
126
0
No Failure
4,418
L51597
L
302.6
310.4
1,365
66.8
80
1
Heat Dissipation Failure
6,134
L53313
L
301.1
311.1
1,470
40.9
125
0
No Failure
1,606
L48785
L
297.8
307.8
1,396
42.5
23
0
No Failure
846
L48025
L
296.3
307.3
1,439
41.5
208
0
No Failure
9,947
L57126
L
298.3
307.9
1,502
42
103
0
No Failure
1,864
M16723
M
297.9
307.7
1,517
39.5
69
0
No Failure
1,994
M16853
M
298.3
308
1,463
42.5
190
0
No Failure
8,915
M23774
M
297.3
308.5
1,524
49.3
176
0
No Failure
1,325
M16184
M
298.8
310.1
1,243
74.5
194
1
Power Failure
9,151
M24010
M
297.5
308.6
1,347
57
132
0
No Failure
1,662
M16521
M
298.2
308
1,411
47.2
168
0
No Failure
2,584
L49763
L
299.2
308.9
1,342
50.8
195
0
No Failure
6,437
L53616
L
300.4
310
1,769
26.1
38
0
No Failure
7,430
L54609
L
300
311.4
1,590
33.6
5
0
No Failure
1,307
L48486
L
298.8
310
1,487
41.4
152
0
No Failure
670
H30083
H
297.5
308.9
1,471
37.7
197
0
No Failure
2,402
M17261
M
299.2
308.6
1,367
47.6
168
0
No Failure
5,440
L52619
L
303
312.5
1,626
30.5
87
0
No Failure
8,387
M23246
M
298.9
309.9
1,501
37.1
70
0
No Failure
9,148
L56327
L
297.7
308.7
1,688
27.2
125
0
No Failure
8,361
L55540
L
298.6
309.6
1,540
35.8
5
0
No Failure
1,835
L49014
L
297.8
307.2
1,498
38.1
188
0
No Failure
4,683
L51862
L
303.6
311.8
1,567
31.7
97
0
No Failure
1,467
L48646
L
298.7
309.8
1,365
50.5
111
0
No Failure
881
M15740
M
295.8
306.3
1,235
76.2
89
1
Power Failure
1,170
L48349
L
297
308.1
1,355
43.7
217
0
No Failure
3,052
L50231
L
300.2
309.3
1,366
49.3
59
0
No Failure
369
L47548
L
297.5
308.4
1,489
39.5
96
0
No Failure
3,784
H33197
H
302.2
310.8
1,397
47.6
11
0
No Failure
6,349
L53528
L
300.2
309.8
1,557
33.8
19
0
No Failure
3,577
L50756
L
301.6
310.4
1,599
41.7
116
0
No Failure
3,201
M18060
M
300.1
309.2
1,454
44.4
19
0
No Failure
5,390
L52569
L
302.8
312.3
1,366
49.1
221
0
No Failure
1,377
M16236
M
298.8
310.2
1,527
31.2
102
0
No Failure
3,280
L50459
L
301.2
309.9
1,382
52.4
13
0
No Failure
7,085
L54264
L
300.6
310.3
1,794
24.4
211
0
No Failure
7
L47186
L
298.1
308.6
1,558
42.4
14
0
No Failure
3,388
M18247
M
301.6
310.8
1,290
65.3
63
0
No Failure
9,429
H38842
H
298.2
308.8
1,837
28.4
34
0
No Failure
5,290
M20149
M
303.9
313.3
1,507
34.3
161
0
No Failure
6,263
L53442
L
301
310.6
1,641
33.4
12
0
No Failure
7,561
M22420
M
300.3
311.3
1,377
53.8
125
0
No Failure
5,238
L52417
L
303.8
313
1,499
42.3
38
0
No Failure
2,062
L49241
L
299.7
309.6
1,359
50.7
161
0
No Failure
6,031
L53210
L
300.6
310.7
1,397
53.7
80
0
No Failure
5,184
M20043
M
303.9
313
1,901
22.5
110
0
No Failure
9,879
L57058
L
298.7
309.7
1,293
59.1
125
0
No Failure
4,841
L52020
L
303.4
311.9
1,298
63.9
59
1
Heat Dissipation Failure
9,147
L56326
L
297.6
308.6
1,528
40
123
0
No Failure
2,086
L49265
L
299.5
309.3
1,462
46.7
7
0
No Failure
7,544
L54723
L
300.3
311.5
1,446
45
82
0
No Failure
1,432
M16291
M
298.9
309.9
1,404
41.4
20
0
No Failure
5,881
L53060
L
301.5
311.1
1,434
49.6
129
0
No Failure
9,321
L56500
L
298.4
309.3
1,409
43.1
166
0
No Failure
6,514
L53693
L
301.1
310
1,513
38
17
0
No Failure
3,871
L51050
L
302.7
311.8
1,461
46.1
10
0
No Failure
8,174
H37587
H
299.9
311.4
1,497
37
162
0
No Failure
5,345
L52524
L
303.4
312.8
1,360
50.8
94
0
No Failure
1,658
M16517
M
298.1
308
1,374
48.8
156
0
No Failure
2,896
M17755
M
300.7
309.6
1,473
48.1
87
0
No Failure
9,120
M23979
M
297.4
308.4
1,675
29.5
59
0
No Failure
6,325
M21184
M
300.7
310.1
1,367
52.6
167
0
No Failure
2,486
L49665
L
298.8
308.6
1,593
35.5
175
0
No Failure
5,658
L52837
L
302.3
311.5
1,794
26.1
7
0
No Failure
6,481
L53660
L
300.7
309.9
1,775
26.6
149
0
No Failure
7,764
L54943
L
300.4
311.6
1,200
76.6
3
1
Power Failure
4,284
M19143
M
301.8
309.9
1,334
61
182
1
Heat Dissipation Failure
5,900
H35313
H
300.9
310.6
1,686
27.7
176
0
No Failure
8,689
L55868
L
297.1
308.5
1,483
46.9
203
0
No Failure
6,612
H36025
H
301.5
310.5
1,587
33.8
57
0
No Failure
944
M15803
M
295.6
306.2
1,477
45
40
0
No Failure
4,058
L51237
L
302
310.9
1,495
38.6
52
0
No Failure
3,597
L50776
L
301.7
310.5
1,354
50
169
0
No Failure
1,505
L48684
L
298
308.7
1,506
47
208
0
No Failure
4,023
L51202
L
302.1
310.9
1,666
30.7
203
0
No Failure
3,376
M18235
M
301.4
310.6
1,459
46.9
27
0
No Failure
9,638
L56817
L
299.2
310.3
1,463
38.9
160
0
No Failure
8,946
L56125
L
297.4
308.2
1,639
33.8
39
0
No Failure
9,827
L57006
L
298.4
309.2
1,345
52.7
196
0
No Failure
7,375
L54554
L
299.5
310
1,379
50.4
85
0
No Failure
1,226
H30639
H
297.1
308.3
1,492
41.5
141
0
No Failure
393
M15252
M
297.6
308.5
1,490
43.4
154
0
No Failure
4,222
L51401
L
301.9
310.6
1,467
39.3
32
0
No Failure
9,047
L56226
L
297.4
308.4
1,664
28.1
67
0
No Failure
2,070
H31483
H
299.7
309.6
1,553
41
179
0
No Failure
1,084
L48263
L
297
307.8
1,683
32.3
197
0
No Failure
8,916
L56095
L
297.1
308.3
1,403
54.1
179
0
No Failure
7,334
M22193
M
299.9
310.4
1,367
53.3
201
0
No Failure
1,517
L48696
L
298.2
308.9
1,278
54
18
0
No Failure
3,842
L51021
L
302.4
311.1
1,565
42.8
163
0
No Failure
3,903
L51082
L
302.2
311.1
1,630
34.6
94
0
No Failure