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
2,466
L49645
L
298.9
308.6
1,481
40.7
124
0
No Failure
6,407
L53586
L
300.2
309.8
1,526
45.6
175
0
No Failure
7,491
M22350
M
300.4
311.8
1,707
30
165
0
No Failure
3,507
H32920
H
301.6
310.8
1,435
47.2
152
0
No Failure
390
M15249
M
297.6
308.7
1,408
54.8
147
0
No Failure
6,822
M21681
M
300.8
310.6
1,545
37.5
155
0
No Failure
5,875
M20734
M
301.5
311.1
1,660
33.8
115
0
No Failure
3,659
M18518
M
302.2
311.5
1,449
44.5
113
0
No Failure
1,635
H31048
H
297.9
307.9
1,406
58.5
93
0
No Failure
4,302
L51481
L
301.7
310.2
1,471
51.1
8
0
No Failure
7,164
M22023
M
300.1
310.1
1,501
39.3
195
0
No Failure
1,798
M16657
M
298
307.6
1,508
41.8
89
0
No Failure
5,285
M20144
M
303.8
313.2
1,732
29.6
147
0
No Failure
4,318
M19177
M
301.5
310
1,417
44.6
49
0
No Failure
3,171
M18030
M
300.4
309.7
1,685
32.3
167
0
No Failure
9,162
M24021
M
297.5
308.5
1,612
30
163
0
No Failure
1,605
L48784
L
297.8
307.8
1,452
39.8
21
0
No Failure
9,485
L56664
L
298.9
309.6
1,663
33.7
195
0
No Failure
6,853
H36266
H
301
311.2
1,602
32.7
19
0
No Failure
7,824
L55003
L
300
311.3
1,484
53.2
158
0
No Failure
4,853
L52032
L
303.7
312.2
1,619
34.9
92
0
No Failure
6,896
M21755
M
301
311.6
1,357
45.6
137
0
No Failure
2,633
M17492
M
300
309.7
1,652
28.6
112
0
No Failure
3,571
H32984
H
301.8
310.6
1,441
46.3
100
0
No Failure
5,882
L53061
L
301.4
311.1
1,952
22.7
131
0
No Failure
7,414
M22273
M
300.1
311.1
1,616
35.2
183
0
No Failure
608
M15467
M
298
309.9
1,565
33.9
40
0
No Failure
3,440
L50619
L
301.4
310.3
1,492
41.4
195
0
No Failure
8,921
L56100
L
297.1
308.3
1,496
45.8
190
0
No Failure
518
M15377
M
297.5
309.4
1,391
58.2
34
0
No Failure
8,415
L55594
L
298.6
309.8
1,842
20.1
142
0
No Failure
4,236
L51415
L
302.2
310.8
1,438
41.4
66
0
No Failure
7,393
M22252
M
299.7
310.5
1,492
39.3
131
0
No Failure
8,939
M23798
M
297.4
308.4
1,517
41
18
0
No Failure
9,025
L56204
L
297.4
308.3
1,366
45.5
11
0
No Failure
2,202
L49381
L
299.8
309
1,567
36.1
95
0
No Failure
418
L47597
L
297.4
308.4
1,394
50.1
213
0
No Failure
946
M15805
M
295.7
306.3
1,347
50.4
46
0
No Failure
9,398
M24257
M
297.7
308.2
1,370
53.4
162
0
No Failure
4,364
H33777
H
302.1
310.1
1,844
24.6
171
0
No Failure
3,257
L50436
L
301.1
309.8
1,519
39.6
167
0
No Failure
4,584
M19443
M
302.9
311.2
1,467
37.7
73
0
No Failure
5,758
L52937
L
301.9
311.3
1,366
55.6
57
0
No Failure
9,320
L56499
L
298.5
309.4
1,911
21.5
164
0
No Failure
329
H29742
H
297.6
308.4
1,703
31.4
205
0
No Failure
2,985
L50164
L
300.6
309.7
1,639
30.4
121
0
No Failure
5,631
M20490
M
302.8
312.2
1,615
32.9
159
0
No Failure
8,305
M23164
M
298.7
310.1
1,506
50.7
53
0
No Failure
3,459
L50638
L
301.5
310.4
1,329
46.6
24
0
No Failure
8,069
M22928
M
300.5
311.9
1,676
35.2
97
0
No Failure
1,649
L48828
L
297.9
307.8
1,373
50.2
130
0
No Failure
3,624
M18483
M
302
311.3
1,530
36.4
27
0
No Failure
3,370
L50549
L
301.5
310.9
2,760
8
15
1
Power Failure
6,871
H36284
H
301
311.3
1,597
39.2
66
0
No Failure
7,539
M22398
M
300.2
311.4
1,450
38.5
68
0
No Failure
1,422
L48601
L
298.7
309.8
1,589
31.8
217
0
No Failure
5,656
L52835
L
302.3
311.5
1,387
47.3
2
0
No Failure
3,357
L50536
L
301.6
310.8
1,355
57.8
195
1
Overstrain Failure
6,546
M21405
M
301.4
310.8
1,738
30.3
104
0
No Failure
8,884
M23743
M
297.9
309.2
1,529
38.1
96
0
No Failure
4,720
M19579
M
303.4
311.7
1,690
34.9
189
0
No Failure
5,821
L53000
L
301.3
311.1
1,723
27.6
210
0
No Failure
4,014
M18873
M
302.2
311.1
1,728
34
179
0
No Failure
7,861
L55040
L
300.5
312
1,415
44.6
23
0
No Failure
4,009
M18868
M
302.2
311.2
1,471
41.9
166
0
No Failure
9,019
L56198
L
297.3
308.1
1,615
35.4
217
1
Tool Wear Failure
386
M15245
M
297.6
308.6
1,414
45.4
138
0
No Failure
1,272
H30685
H
298
309.4
1,490
40.5
53
0
No Failure
2,342
L49521
L
299.1
308.2
1,409
46.4
12
0
No Failure
9,945
L57124
L
298.3
307.9
1,399
47.8
99
0
No Failure
9,984
L57163
L
298.7
308.4
1,694
28.7
195
0
No Failure
7,794
L54973
L
300.1
311.5
1,434
40.8
80
0
No Failure
4,676
H34089
H
303.5
311.5
1,629
33.5
73
0
No Failure
7,390
L54569
L
299.8
310.6
1,707
32.5
124
0
No Failure
292
L47471
L
298
308.3
1,473
42.6
107
0
No Failure
8,105
L55284
L
300.3
311.9
1,692
31.5
187
0
No Failure
8,196
L55375
L
299.4
310.8
1,376
53.9
215
1
Overstrain Failure
4,061
M18920
M
302
310.9
1,352
55.5
59
0
No Failure
3,016
L50195
L
300.5
309.7
1,589
30.5
198
0
No Failure
5,885
M20744
M
301.3
311.1
1,438
43
137
0
No Failure
1,270
L48449
L
298.1
309.5
1,467
41.8
48
0
No Failure
4,789
H34202
H
303.7
312.6
1,514
35.5
138
0
No Failure
9,443
M24302
M
298.1
308.8
1,394
47.9
70
0
No Failure
4,199
M19058
M
302.4
311.1
1,432
44.5
195
0
No Failure
1,866
L49045
L
297.9
307.7
1,567
34.7
74
0
No Failure
6,291
L53470
L
301
310.5
1,932
21.7
79
0
No Failure
2,495
L49674
L
299.1
308.8
1,329
53.6
207
1
Overstrain Failure
2,978
L50157
L
300.4
309.3
1,413
50.3
101
0
No Failure
241
M15100
M
298
308.1
1,339
51.6
197
0
No Failure
1,901
H31314
H
297.9
307.6
1,493
36
161
0
No Failure
1,832
M16691
M
297.8
307.3
1,315
54
180
0
No Failure
7,052
L54231
L
300.6
310.4
1,556
37.7
122
0
No Failure
9,826
L57005
L
298.4
309.2
1,610
32.4
194
0
No Failure
380
L47559
L
297.3
308.2
1,754
26.8
125
0
No Failure
9,387
M24246
M
297.5
308
2,033
16.7
128
0
No Failure
749
H30162
H
296.7
308.1
1,528
46.3
203
0
No Failure
8,941
H38354
H
297.3
308.3
1,935
19.3
24
0
No Failure
5,024
M19883
M
304
313
1,575
34.5
92
0
No Failure
9,654
L56833
L
299
309.9
1,373
55.7
201
1
Overstrain Failure
7,398
L54577
L
299.7
310.6
1,737
26.1
144
0
No Failure