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
2,154
H31567
H
299.3
308.8
1,397
45.4
191
0
No Failure
3,410
M18269
M
301.2
310.4
1,697
30
120
0
No Failure
5,838
M20697
M
301.3
311.1
1,834
25.4
22
0
No Failure
2,225
M17084
M
299.7
309
1,645
31.9
155
0
No Failure
2,249
M17108
M
299.3
308.5
1,304
60.6
8
0
No Failure
8,110
L55289
L
300.3
311.7
1,821
26.3
202
0
No Failure
8,379
M23238
M
298.8
309.9
1,331
61.6
46
0
No Failure
8,131
H37544
H
300
311.2
1,393
43.1
45
0
No Failure
5,630
L52809
L
302.7
312.2
1,405
51.4
157
0
No Failure
5,273
M20132
M
303.6
313
1,396
38.2
117
0
No Failure
3,215
H32628
H
300.4
309.3
1,396
51.2
54
0
No Failure
9,449
L56628
L
298.2
309
1,780
29.3
91
0
No Failure
2,513
L49692
L
298.9
308.8
1,530
38.3
23
0
No Failure
3,684
M18543
M
302
311.2
1,558
39.1
179
0
No Failure
8,780
M23639
M
297.5
308.6
1,349
51.5
21
0
No Failure
3,204
M18063
M
300.1
309.1
1,533
38
26
0
No Failure
9,693
M24552
M
299
310
1,667
30
53
0
No Failure
7,228
L54407
L
299.7
309.6
1,720
27.1
146
0
No Failure
7,576
L54755
L
300.4
311.2
1,471
46.5
164
0
No Failure
3,407
L50586
L
301.2
310.4
1,470
44
113
0
No Failure
4,865
L52044
L
303.6
312.3
1,451
43.4
119
0
No Failure
7,517
M22376
M
300.3
311.7
1,236
57.5
12
0
No Failure
9,222
M24081
M
297.8
309
1,675
30
110
0
No Failure
3,728
L50907
L
302.3
311.2
1,786
24.3
81
0
No Failure
6,721
L53900
L
301.3
310.6
1,458
48
104
0
No Failure
1,552
L48731
L
298.4
308.8
1,458
40.1
111
0
No Failure
82
L47261
L
298.9
308.9
1,450
47.5
9
0
No Failure
6,807
L53986
L
301.1
310.8
1,608
32.9
119
0
No Failure
9,801
H39214
H
298.5
309.3
1,421
50.3
124
0
No Failure
8,093
M22952
M
300.2
311.6
1,513
40.8
157
0
No Failure
2,546
M17405
M
299.2
309
1,541
36.3
104
0
No Failure
3,505
M18364
M
301.7
310.8
1,524
41.3
147
0
No Failure
1,320
L48499
L
299
310.3
1,929
24.4
180
0
No Failure
7,285
M22144
M
300.1
310.3
1,345
57.1
71
0
No Failure
4,463
L51642
L
302.7
310.5
1,263
67.8
197
1
Heat Dissipation Failure
405
L47584
L
297.3
308.6
1,297
45.9
184
0
No Failure
2,664
L49843
L
299.9
309.3
1,620
31.1
196
0
No Failure
8,482
M23341
M
298.3
309.4
1,595
29
103
0
No Failure
5,109
L52288
L
303.9
313.3
1,394
51.6
121
0
No Failure
3,921
L51100
L
302.6
311.5
1,885
27.5
147
0
No Failure
9,805
L56984
L
298.4
309.1
1,467
42.5
139
0
No Failure
3,737
H33150
H
302.2
311.1
1,628
30.6
105
0
No Failure
7,463
L54642
L
300
311.3
1,703
30.4
85
0
No Failure
9,534
L56713
L
299.2
310.5
1,705
29.5
95
0
No Failure
269
H29682
H
297.9
308
1,800
24.8
44
0
No Failure
4,348
H33761
H
301.9
309.8
1,724
27.5
126
0
No Failure
7,681
L54860
L
300.7
311.7
1,395
43.7
215
0
No Failure
7,608
M22467
M
300.5
311.3
1,468
41.1
34
0
No Failure
6,021
L53200
L
300.7
310.8
1,619
34.9
57
0
No Failure
6,683
L53862
L
301.5
310.8
1,512
38.9
9
0
No Failure
3,181
M18040
M
300.2
309.4
1,433
48.8
191
0
No Failure
7,058
L54237
L
300.8
310.6
1,666
36.2
144
0
No Failure
1,039
L48218
L
296.6
307.6
1,498
41.1
80
0
No Failure
2,748
L49927
L
299.7
309.2
1,616
31.6
175
0
No Failure
437
L47616
L
297.3
308.3
1,504
36.3
45
0
No Failure
7,121
L54300
L
300.9
310.5
2,288
16.1
85
0
No Failure
158
H29571
H
298.4
308.2
1,478
43.5
206
0
No Failure
8,576
M23435
M
297.6
308.3
1,648
29.1
134
0
No Failure
2,108
M16967
M
299.4
309.1
1,417
47.3
59
0
No Failure
3,309
L50488
L
301.4
310.4
1,433
43.4
86
0
No Failure
989
H30402
H
296.3
307.1
1,774
25.9
154
0
No Failure
3,019
M17878
M
300.5
309.8
1,566
35.9
204
0
No Failure
8,543
H37956
H
298.4
309.4
1,512
35.3
51
0
No Failure
6,218
M21077
M
301
310.7
1,455
46.1
103
0
No Failure
6,360
L53539
L
300.1
309.8
1,430
56.7
44
0
No Failure
9,002
L56181
L
297
307.8
1,500
39.9
175
0
No Failure
8,260
L55439
L
299.1
310.5
1,471
38.4
146
0
No Failure
6,838
M21697
M
301
311
1,423
38.6
199
0
No Failure
5,224
M20083
M
303.9
313.2
1,350
47.2
2
0
No Failure
5,504
H34917
H
302.6
312
1,657
29.3
37
0
No Failure
5,487
L52666
L
302.6
312.2
1,520
43
208
0
No Failure
8,719
L55898
L
297.2
308.7
1,509
39.3
66
0
No Failure
8,180
L55359
L
299.8
311.3
1,560
35.4
178
0
No Failure
8,498
M23357
M
298.3
309.4
1,509
34.2
141
0
No Failure
8,744
H38157
H
297.4
308.7
1,323
51.1
130
0
No Failure
7,128
L54307
L
300.6
310
1,438
53.8
103
0
No Failure
2,501
L49680
L
299.1
308.9
1,617
32.3
223
0
No Failure
3,960
M18819
M
302.2
311.4
1,538
37.4
37
0
No Failure
7,547
H36960
H
300.2
311.5
1,454
42.8
88
0
No Failure
3,528
M18387
M
301.9
310.9
1,573
38.9
209
0
No Failure
2,988
M17847
M
300.6
309.8
1,659
28.9
127
0
No Failure
6,350
L53529
L
300.1
309.8
1,506
35.2
21
0
No Failure
5,708
L52887
L
302.4
311.8
1,448
43.4
141
0
No Failure
2,732
M17591
M
299.7
309.2
1,597
32.9
135
0
No Failure
871
L48050
L
295.8
306.4
1,325
56.2
65
0
No Failure
7,144
H36557
H
300.3
309.7
1,582
30.8
144
0
No Failure
8,904
M23763
M
297.4
308.7
1,382
49.9
151
0
No Failure
1,750
L48929
L
298.3
307.7
1,576
33.8
171
0
No Failure
5,556
L52735
L
302.5
312
1,411
44.2
177
0
No Failure
6,973
L54152
L
300.7
311
1,377
49.9
124
0
No Failure
570
M15429
M
297.7
309.6
1,596
35.2
173
0
No Failure
9,248
L56427
L
298.3
308.9
1,695
30.7
174
0
No Failure
6,159
L53338
L
301.1
311
1,677
29.1
188
0
No Failure
8,114
L55293
L
300.4
311.7
1,459
45.6
3
0
No Failure
7,534
L54713
L
300
311.2
1,504
37.9
58
0
No Failure
9,489
M24348
M
298.9
309.6
1,567
34.5
204
0
No Failure
9,051
M23910
M
297.4
308.5
1,566
31.4
76
0
No Failure
31
M14890
M
299.1
309.5
1,339
48.2
86
0
No Failure
8,762
L55941
L
297.5
308.8
1,417
49.8
177
0
No Failure
4,053
M18912
M
301.9
310.8
1,563
39.2
39
0
No Failure