UDI
int64
Product ID
string
Type
string
Air temperature [K]
float64
Process temperature [K]
float64
Rotational speed [rpm]
int64
Torque [Nm]
float64
Tool wear [min]
int64
Machine failure
int64
TWF
int64
HDF
int64
PWF
int64
OSF
int64
RNF
int64
5,901
M20760
M
300.9
310.7
1,485
41
181
0
0
0
0
0
0
5,902
L53081
L
301
310.7
1,464
45.8
184
0
0
0
0
0
0
5,903
L53082
L
300.9
310.6
1,598
35.4
186
0
0
0
0
0
0
5,904
L53083
L
300.9
310.5
1,894
21.9
188
0
0
0
0
0
0
5,905
M20764
M
300.8
310.5
1,330
59
190
0
0
0
0
0
0
5,906
H35319
H
300.8
310.5
1,582
31.1
193
0
0
0
0
0
0
5,907
L53086
L
300.7
310.3
1,533
35.6
198
0
0
0
0
0
0
5,908
H35321
H
300.8
310.4
1,419
46.4
200
0
0
0
0
0
0
5,909
M20768
M
300.8
310.3
1,526
36.3
205
0
0
0
0
0
0
5,910
H35323
H
300.7
310.2
1,364
65.3
208
1
1
0
1
1
0
5,911
M20770
M
300.8
310.3
1,458
43.4
0
0
0
0
0
0
0
5,912
M20771
M
300.8
310.4
1,288
64
3
0
0
0
0
0
0
5,913
M20772
M
300.7
310.3
1,659
29.8
6
0
0
0
0
0
0
5,914
H35327
H
300.7
310.2
1,479
52.3
9
0
0
0
0
0
0
5,915
L53094
L
300.7
310.3
1,592
36
14
0
0
0
0
0
0
5,916
M20775
M
300.6
310.2
1,532
38.7
16
0
0
0
0
0
0
5,917
L53096
L
300.6
310.2
1,555
41.9
19
0
0
0
0
0
0
5,918
L53097
L
300.6
310.2
1,341
52.6
21
0
0
0
0
0
0
5,919
L53098
L
300.6
310.1
1,541
42
23
0
0
0
0
0
0
5,920
L53099
L
300.6
310.3
1,414
50.6
25
0
0
0
0
0
0
5,921
L53100
L
300.5
310.2
1,764
25.9
27
0
0
0
0
0
0
5,922
L53101
L
300.5
310.3
1,336
57.1
29
0
0
0
0
0
0
5,923
L53102
L
300.5
310.3
1,435
43.3
31
0
0
0
0
0
0
5,924
M20783
M
300.4
310.3
1,537
35
33
0
0
0
0
0
0
5,925
L53104
L
300.3
310.2
1,369
48.8
36
0
0
0
0
0
0
5,926
M20785
M
300.2
310.1
1,619
31.3
38
0
0
0
0
0
0
5,927
L53106
L
300.2
310.1
1,440
51.1
41
0
0
0
0
0
0
5,928
L53107
L
300.2
310.1
1,649
30.5
43
0
0
0
0
0
0
5,929
M20788
M
300.2
310.1
1,550
38.7
45
0
0
0
0
0
0
5,930
L53109
L
300.3
310.2
1,471
45.2
48
0
0
0
0
0
0
5,931
L53110
L
300.3
310.3
1,483
51.6
50
0
0
0
0
0
0
5,932
L53111
L
300.3
310.4
1,336
54.4
52
0
0
0
0
0
0
5,933
L53112
L
300.5
310.5
1,515
36.6
54
0
0
0
0
0
0
5,934
L53113
L
300.5
310.5
1,373
47.4
56
0
0
0
0
0
0
5,935
H35348
H
300.6
310.5
1,454
51.2
58
0
0
0
0
0
0
5,936
L53115
L
300.5
310.5
1,646
34.5
63
0
0
0
0
0
0
5,937
M20796
M
300.5
310.4
1,548
37.3
65
0
0
0
0
0
0
5,938
M20797
M
300.6
310.5
1,462
41.3
68
0
0
0
0
0
0
5,939
L53118
L
300.5
310.4
1,702
33.1
71
0
0
0
0
0
0
5,940
L53119
L
300.5
310.5
1,409
60.9
73
0
0
0
0
0
0
5,941
M20800
M
300.6
310.6
1,427
52.8
75
0
0
0
0
0
0
5,942
L53121
L
300.6
310.7
1,438
48.5
78
1
0
0
0
0
0
5,943
L53122
L
300.7
310.7
1,450
43.4
80
0
0
0
0
0
0
5,944
L53123
L
300.7
310.7
1,541
41.3
82
0
0
0
0
0
0
5,945
M20804
M
300.7
310.6
1,484
38
84
0
0
0
0
0
0
5,946
M20805
M
300.8
310.8
1,415
44.5
87
0
0
0
0
0
0
5,947
L53126
L
300.7
310.8
1,496
46.4
90
0
0
0
0
0
0
5,948
M20807
M
300.7
310.8
1,465
45.2
92
0
0
0
0
0
0
5,949
L53128
L
300.7
310.8
2,113
18.5
95
0
0
0
0
0
0
5,950
M20809
M
300.7
310.8
1,506
44
97
0
0
0
0
0
0
5,951
L53130
L
300.7
310.8
1,689
28.9
100
0
0
0
0
0
0
5,952
L53131
L
300.7
310.9
1,650
29.4
102
0
0
0
0
0
0
5,953
L53132
L
300.7
310.8
1,563
33.8
104
0
0
0
0
0
0
5,954
M20813
M
300.7
310.9
1,486
38.9
106
0
0
0
0
0
0
5,955
L53134
L
300.8
310.9
1,732
25.7
109
0
0
0
0
0
0
5,956
L53135
L
300.7
310.8
1,653
31.6
111
0
0
0
0
0
0
5,957
L53136
L
300.7
310.9
1,535
37.1
113
0
0
0
0
0
0
5,958
L53137
L
300.7
310.9
1,637
37.2
115
0
0
0
0
0
0
5,959
L53138
L
300.6
310.8
1,533
38.5
117
0
0
0
0
0
0
5,960
L53139
L
300.6
310.8
1,378
51.2
119
0
0
0
0
0
0
5,961
L53140
L
300.5
310.7
1,606
33.5
121
0
0
0
0
0
0
5,962
L53141
L
300.3
310.7
1,539
32.3
123
0
0
0
0
0
0
5,963
L53142
L
300.5
310.8
1,728
26.3
125
0
0
0
0
0
0
5,964
H35377
H
300.4
310.7
1,656
36.3
127
0
0
0
0
0
0
5,965
H35378
H
300.5
310.8
1,631
30.5
132
0
0
0
0
0
0
5,966
H35379
H
300.5
310.9
1,447
46.5
137
0
0
0
0
0
0
5,967
L53146
L
300.4
310.8
1,396
49.3
142
0
0
0
0
0
0
5,968
L53147
L
300.4
310.8
1,390
52.5
144
0
0
0
0
0
0
5,969
L53148
L
300.4
310.8
1,348
56
146
0
0
0
0
0
0
5,970
M20829
M
300.4
310.8
1,491
35.9
148
0
0
0
0
0
0
5,971
L53150
L
300.4
310.8
1,520
37.6
151
0
0
0
0
0
0
5,972
L53151
L
300.5
310.8
1,509
33
153
0
0
0
0
0
0
5,973
L53152
L
300.5
310.8
1,445
46.6
155
0
0
0
0
0
0
5,974
L53153
L
300.5
310.8
1,354
51.8
157
0
0
0
0
0
0
5,975
L53154
L
300.5
310.7
1,488
39.4
159
0
0
0
0
0
0
5,976
H35389
H
300.5
310.7
1,654
28.6
161
0
0
0
0
0
0
5,977
H35390
H
300.5
310.6
1,378
51.5
166
0
0
0
0
0
0
5,978
L53157
L
300.6
310.7
1,750
30.6
171
0
0
0
0
0
0
5,979
L53158
L
300.5
310.6
1,448
46.3
173
0
0
0
0
0
0
5,980
H35393
H
300.6
310.7
1,501
45.3
175
0
0
0
0
0
0
5,981
M20840
M
300.6
310.7
1,654
32
180
0
0
0
0
0
0
5,982
M20841
M
300.7
310.7
1,347
46.5
183
0
0
0
0
0
0
5,983
L53162
L
300.7
310.8
1,486
37.1
186
0
0
0
0
0
0
5,984
H35397
H
300.8
310.8
1,466
45.2
188
0
0
0
0
0
0
5,985
H35398
H
300.7
310.8
1,346
52
193
0
0
0
0
0
0
5,986
L53165
L
300.7
310.7
1,314
42.4
198
0
0
0
0
0
0
5,987
L53166
L
300.6
310.7
1,440
52.5
200
0
0
0
0
0
0
5,988
L53167
L
300.7
310.8
1,608
39.5
202
0
0
0
0
0
0
5,989
H35402
H
300.7
310.8
1,296
58.2
204
0
0
0
0
0
0
5,990
L53169
L
300.7
310.7
1,507
46.1
209
0
0
0
0
0
0
5,991
M20850
M
300.7
310.7
1,343
51.6
211
0
0
0
0
0
0
5,992
L53171
L
300.7
310.7
1,416
40.4
214
0
0
0
0
0
0
5,993
L53172
L
300.7
310.6
1,288
47.2
216
0
0
0
0
0
0
5,994
M20853
M
300.7
310.6
1,407
42.4
218
0
0
0
0
0
0
5,995
L53174
L
300.6
310.4
1,608
39.2
221
0
0
0
0
0
0
5,996
L53175
L
300.6
310.3
1,920
22.3
223
0
0
0
0
0
0
5,997
M20856
M
300.5
310.2
1,386
48.2
225
0
0
0
0
0
0
5,998
M20857
M
300.5
310.2
1,571
34.6
228
0
0
0
0
0
0
5,999
M20858
M
300.4
310.2
1,613
36.9
231
0
0
0
0
0
0
6,000
M20859
M
300.4
310.2
1,671
30.5
234
1
1
0
0
0
0