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
333
M15192
M
297.6
308.3
1,538
40.2
0
0
No Failure
9,691
M24550
M
298.9
310
1,520
35.6
48
0
No Failure
5,969
L53148
L
300.4
310.8
1,348
56
146
0
No Failure
8,539
L55718
L
298.5
309.4
1,548
37.7
43
0
No Failure
7,247
L54426
L
299.9
310.1
1,681
29.1
197
0
No Failure
3,560
M18419
M
301.7
310.7
1,659
29.9
73
0
No Failure
1,431
L48610
L
298.9
310
1,378
49.3
18
0
No Failure
2,955
H32368
H
300.6
309.4
1,691
28
36
0
No Failure
8,275
L55454
L
298.9
310.5
1,640
29.2
195
0
No Failure
4,352
L51531
L
301.8
309.6
1,432
43.7
138
0
No Failure
7,955
L55134
L
301
311.9
1,454
41.9
33
0
No Failure
300
M15159
M
297.8
308.3
1,567
35.6
131
0
No Failure
7,798
L54977
L
300
311.4
1,476
39
92
0
No Failure
9,056
H38469
H
297.3
308.4
1,864
23.1
90
0
No Failure
6,744
L53923
L
301.7
311.2
1,418
38
166
0
No Failure
3,363
L50542
L
301.4
310.6
1,445
43.9
210
0
No Failure
6,754
L53933
L
301.6
310.9
1,385
50.7
195
0
No Failure
777
L47956
L
296.7
307.8
1,468
39.2
35
0
No Failure
9,802
M24661
M
298.4
309.3
1,496
45.6
129
0
No Failure
6,137
H35550
H
300.9
310.8
1,390
40.6
131
0
No Failure
8,476
M23335
M
298.5
309.7
1,557
37.7
86
0
No Failure
3,360
L50539
L
301.5
310.6
1,525
41.9
204
0
No Failure
9,260
M24119
M
298.2
309
1,694
28
5
0
No Failure
9,706
L56885
L
298.9
310
1,482
41.1
82
0
No Failure
1,066
L48245
L
296.8
307.9
1,718
25.2
148
0
No Failure
5,279
M20138
M
303.5
312.9
1,618
30.4
130
0
No Failure
1,296
L48475
L
298.7
309.8
1,402
54.3
128
0
No Failure
2,805
L49984
L
300.1
309.5
1,450
40.1
100
0
No Failure
3,583
L50762
L
301.8
310.6
1,395
50.5
131
0
No Failure
9,665
L56844
L
299.1
310.2
1,317
54.8
231
1
Overstrain Failure
1,068
L48247
L
296.9
307.8
1,466
45.7
153
0
No Failure
5,076
L52255
L
304.1
313.2
1,366
46.6
35
0
No Failure
3,778
M18637
M
302.4
311.1
1,721
30.1
210
0
No Failure
1,549
M16408
M
298.3
308.8
1,349
52.1
104
0
No Failure
6,758
L53937
L
301.8
311.2
1,822
26.2
204
0
No Failure
6,060
L53239
L
300.9
311
2,235
15.8
156
0
No Failure
3,111
H32524
H
299.9
309.2
1,525
33.2
0
0
No Failure
7,739
M22598
M
300.5
312
1,263
60.8
146
0
No Failure
8,167
L55346
L
299.7
311.1
1,603
31.4
141
0
No Failure
786
M15645
M
296.9
308
1,497
44.8
57
0
No Failure
475
L47654
L
297.4
309.1
1,478
49.8
150
0
No Failure
8,608
L55787
L
297.5
308.4
1,433
50
218
0
No Failure
3,911
L51090
L
302.4
311.4
1,831
26.9
121
0
No Failure
8,413
M23272
M
298.6
309.7
1,314
49.7
136
0
No Failure
7,923
L55102
L
300.7
311.9
1,462
39.7
181
0
No Failure
6,035
M20894
M
300.6
310.8
1,389
48.1
88
0
No Failure
4,650
M19509
M
303.3
311.4
1,395
59.1
4
0
No Failure
3,375
L50554
L
301.4
310.7
1,376
50.6
25
0
No Failure
8,779
L55958
L
297.5
308.7
1,454
45
19
0
No Failure
4,082
L51261
L
302
310.4
1,336
58.2
110
1
Heat Dissipation Failure
583
L47762
L
297.8
309.7
1,341
49.2
208
0
No Failure
8,818
H38231
H
297.3
308.6
1,376
53.5
112
0
No Failure
4,739
M19598
M
303.2
311.4
2,102
19
5
0
No Failure
1,567
M16426
M
298
308.1
1,403
44.8
148
0
No Failure
4,309
H33722
H
301.4
309.9
1,460
47.2
22
0
No Failure
7,326
L54505
L
299.9
310.4
1,419
45.7
178
0
No Failure
2,818
L49997
L
300.2
309.5
1,417
41.1
129
0
No Failure
149
M15008
M
298.3
308.3
1,379
48
181
0
No Failure
9,464
M24323
M
298.5
309.3
1,552
36.8
133
0
No Failure
4,923
M19782
M
303.4
312.2
1,615
35.7
56
0
No Failure
7,007
H36420
H
300.6
310.6
1,419
39.6
3
0
No Failure
7,900
L55079
L
300.9
312.4
1,364
52.5
125
0
No Failure
2,779
L49958
L
300
309.4
1,308
50.2
32
0
No Failure
7,018
M21877
M
300.7
310.6
1,474
37
33
0
No Failure
8,436
M23295
M
298.7
310
1,519
38.1
198
0
No Failure
8,757
L55936
L
297.5
308.7
1,761
26.2
164
0
No Failure
6,554
L53733
L
301.4
310.8
1,389
52.7
125
0
No Failure
9,251
H38664
H
298.3
309
1,823
25.9
181
0
No Failure
2,630
L49809
L
300
309.7
1,586
37.8
103
0
No Failure
4,716
L51895
L
303.4
311.7
1,476
42.3
180
0
No Failure
1,951
M16810
M
298
307.9
1,479
47.6
76
0
No Failure
5,443
L52622
L
303.1
312.7
1,353
51.8
97
0
No Failure
7,087
L54266
L
300.6
310.4
2,514
13.4
215
0
No Failure
5,805
L52984
L
301.5
310.9
1,365
46.5
172
0
No Failure
71
M14930
M
298.9
309
1,924
22.6
193
0
No Failure
4,304
L51483
L
301.7
310.2
1,435
48.1
12
0
No Failure
975
L48154
L
296
306.6
1,511
35.2
119
0
No Failure
6,726
M21585
M
301.5
310.7
1,359
47.1
115
0
No Failure
2,919
M17778
M
300.6
309.5
1,492
34
144
0
No Failure
7,453
L54632
L
300.3
311.7
1,579
33.6
59
0
No Failure
5,304
L52483
L
303.9
313.2
1,481
44.1
197
0
No Failure
8,412
L55591
L
298.6
309.8
1,496
37.7
134
0
No Failure
3,952
M18811
M
302.3
311.4
1,571
32.7
17
0
No Failure
1,582
M16441
M
298.2
308.3
1,560
33
181
0
No Failure
6,380
L53559
L
300.1
309.7
1,485
45.9
100
0
No Failure
1,145
L48324
L
297
307.9
1,296
69.1
153
1
Power Failure
7,369
M22228
M
299.6
310.2
1,620
30
70
0
No Failure
3,343
L50522
L
301.5
310.8
1,382
52.4
165
0
No Failure
5,846
M20705
M
301.4
311.2
1,727
26.5
43
0
No Failure
2,415
L49594
L
299.1
308.5
1,415
43.4
0
0
No Failure
3,789
L50968
L
302.3
310.8
1,511
48.1
24
0
No Failure
5,628
L52807
L
302.7
312.1
1,597
39.8
153
0
No Failure
8,137
M22996
M
299.6
310.9
1,474
39.7
64
0
No Failure
9,244
L56423
L
298.3
308.8
1,454
49
166
0
No Failure
2,373
M17232
M
299.3
308.5
1,404
49.4
93
0
No Failure
587
L47766
L
297.6
309.6
1,501
49.8
222
1
Overstrain Failure
7,154
L54333
L
300.2
310
1,493
47.3
172
0
No Failure
2,243
L49422
L
299.2
308.4
1,667
29
199
0
No Failure
2,915
H32328
H
300.6
309.6
1,888
20.5
133
0
No Failure
2,892
L50071
L
300.6
309.6
1,682
30.7
78
0
No Failure
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