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
801
M15660
M
297
307.9
1,882
24.2
97
0
0
0
0
0
0
802
L47981
L
296.9
307.8
1,285
52.1
100
0
0
0
0
0
0
803
L47982
L
296.9
307.8
1,571
35
102
0
0
0
0
0
0
804
H30217
H
296.9
307.8
1,549
37.8
104
0
0
0
0
0
0
805
M15664
M
296.9
307.8
1,544
37.6
109
0
0
0
0
0
0
806
M15665
M
297
307.9
1,412
47.4
112
0
0
0
0
0
0
807
M15666
M
297
307.9
1,422
53
115
0
0
0
0
0
0
808
L47987
L
297
307.7
1,867
22.8
118
0
0
0
0
0
0
809
L47988
L
296.9
307.7
1,424
43.3
120
0
0
0
0
0
0
810
L47989
L
296.9
307.6
1,452
45.7
122
0
0
0
0
0
0
811
L47990
L
296.9
307.7
1,550
39.7
124
0
0
0
0
0
0
812
L47991
L
296.8
307.6
1,588
37.6
126
0
0
0
0
0
0
813
L47992
L
296.8
307.6
1,338
44.4
128
0
0
0
0
0
0
814
L47993
L
296.8
307.6
1,513
40
130
0
0
0
0
0
0
815
M15674
M
296.8
307.5
1,470
45.9
132
0
0
0
0
0
0
816
M15675
M
296.8
307.5
1,516
36.7
135
0
0
0
0
0
0
817
L47996
L
296.8
307.6
1,434
48.3
138
0
0
0
0
0
0
818
L47997
L
296.8
307.6
1,368
52
140
0
0
0
0
0
0
819
L47998
L
296.8
307.6
1,304
48.7
142
0
0
0
0
0
0
820
L47999
L
296.8
307.6
1,398
46.7
144
0
0
0
0
0
0
821
L48000
L
296.7
307.6
1,516
37.4
146
0
0
0
0
0
0
822
L48001
L
296.7
307.6
1,474
41.7
148
0
0
0
0
0
0
823
M15682
M
296.7
307.6
1,547
34.7
150
0
0
0
0
0
0
824
M15683
M
296.6
307.5
1,482
39.9
153
0
0
0
0
0
0
825
L48004
L
296.6
307.4
1,436
42.8
156
0
0
0
0
0
0
826
L48005
L
296.6
307.3
1,474
40
158
0
0
0
0
0
0
827
L48006
L
296.5
307.2
1,481
38.2
160
0
0
0
0
0
0
828
L48007
L
296.5
307.3
1,501
42.1
162
0
0
0
0
0
0
829
L48008
L
296.5
307.3
1,566
37.2
164
0
0
0
0
0
0
830
L48009
L
296.5
307.3
1,579
34.5
166
0
0
0
0
0
0
831
L48010
L
296.6
307.4
1,631
35
168
0
0
0
0
0
0
832
M15691
M
296.6
307.4
1,544
42.3
170
0
0
0
0
0
0
833
L48012
L
296.6
307.4
1,521
38.6
173
0
0
0
0
0
0
834
L48013
L
296.6
307.4
1,616
28
175
0
0
0
0
0
0
835
H30248
H
296.6
307.4
1,333
50.2
177
0
0
0
0
0
0
836
M15695
M
296.7
307.4
1,533
32.5
182
0
0
0
0
0
0
837
L48016
L
296.6
307.4
1,368
45.1
185
0
0
0
0
0
0
838
L48017
L
296.6
307.4
1,465
47.8
187
0
0
0
0
0
0
839
H30252
H
296.6
307.4
1,406
41.5
189
0
0
0
0
0
0
840
M15699
M
296.5
307.4
1,565
43.5
194
0
0
0
0
0
0
841
L48020
L
296.6
307.5
1,582
37.9
197
0
0
0
0
0
0
842
L48021
L
296.6
307.5
1,439
45.5
199
0
0
0
0
0
0
843
M15702
M
296.6
307.5
1,566
35
201
0
0
0
0
0
0
844
L48023
L
296.6
307.5
1,485
42.7
204
0
0
0
0
0
0
845
L48024
L
296.5
307.5
1,566
35.1
206
0
0
0
0
0
0
846
L48025
L
296.3
307.3
1,439
41.5
208
0
0
0
0
0
0
847
M15706
M
296.4
307.4
1,416
50
210
0
0
0
0
0
0
848
L48027
L
296.4
307.4
2,833
5.6
213
1
0
0
1
0
0
849
L48028
L
296.3
307.4
1,465
47.1
215
0
0
0
0
0
0
850
H30263
H
296.4
307.4
1,586
35.5
0
0
0
0
0
0
0
851
L48030
L
296.3
307.3
1,567
31.4
5
0
0
0
0
0
0
852
M15711
M
296.2
307.2
1,389
48.6
7
0
0
0
0
0
0
853
M15712
M
296.3
307.3
1,368
49.5
10
0
0
0
0
0
0
854
L48033
L
296.3
307.3
1,444
49
13
0
0
0
0
0
0
855
M15714
M
296.3
307.3
1,498
41.6
15
0
0
0
0
0
0
856
L48035
L
296.1
307.2
1,615
30.8
18
0
0
0
0
0
0
857
L48036
L
296.1
307.1
1,898
22.7
20
0
0
0
0
0
0
858
M15717
M
296.1
307.1
1,350
53.3
22
0
0
0
0
0
0
859
M15718
M
296.2
307
1,516
37.6
25
0
0
0
0
0
0
860
H30273
H
296.2
307
1,542
40.6
28
0
0
0
0
0
0
861
H30274
H
296.1
306.9
1,541
32.6
33
0
0
0
0
0
0
862
M15721
M
296.1
306.9
1,951
23.3
38
0
0
0
0
0
0
863
H30276
H
296.1
306.8
1,645
31
41
0
0
0
0
0
0
864
L48043
L
296
306.7
1,416
44.2
46
0
0
0
0
0
0
865
M15724
M
296
306.7
2,044
22.3
48
0
0
0
0
0
0
866
L48045
L
295.9
306.6
1,414
50.2
51
0
0
0
0
0
0
867
L48046
L
295.9
306.6
1,678
26.7
53
0
0
0
0
0
0
868
H30281
H
295.9
306.5
1,594
33.2
55
0
0
0
0
0
0
869
M15728
M
295.8
306.5
1,514
37.7
60
0
0
0
0
0
0
870
L48049
L
295.8
306.5
1,358
49.2
63
0
0
0
0
0
0
871
L48050
L
295.8
306.4
1,325
56.2
65
0
0
0
0
0
0
872
L48051
L
295.8
306.4
1,339
53.2
67
0
0
0
0
0
0
873
M15732
M
295.8
306.4
1,335
51.7
69
0
0
0
0
0
0
874
L48053
L
295.9
306.4
1,892
21.7
72
0
0
0
0
0
0
875
L48054
L
295.9
306.4
1,575
28.5
74
0
0
0
0
0
0
876
M15735
M
295.8
306.3
1,444
45.5
76
0
0
0
0
0
0
877
L48056
L
295.7
306.3
1,915
22.4
79
0
0
0
0
0
0
878
M15737
M
295.6
306.2
1,584
33.6
81
0
0
0
0
0
0
879
M15738
M
295.7
306.3
1,685
34.9
84
0
0
0
0
0
0
880
L48059
L
295.8
306.3
1,337
54.6
87
0
0
0
0
0
0
881
M15740
M
295.8
306.3
1,235
76.2
89
1
0
0
1
0
0
882
L48061
L
295.7
306.2
1,464
46.2
92
0
0
0
0
0
0
883
M15742
M
295.7
306.2
1,739
25.9
94
0
0
0
0
0
0
884
L48063
L
295.7
306.3
1,490
34.3
97
0
0
0
0
0
0
885
L48064
L
295.8
306.4
1,356
48
99
0
0
0
0
0
0
886
L48065
L
295.7
306.2
1,397
52
101
0
0
0
0
0
0
887
L48066
L
295.7
306.2
1,458
40.6
103
0
0
0
0
0
0
888
H30301
H
295.7
306.2
2,161
16.5
105
0
0
0
0
0
0
889
M15748
M
295.6
306.1
1,651
28.1
110
0
0
0
0
0
0
890
L48069
L
295.6
306.1
1,389
46.2
113
0
0
0
0
0
0
891
L48070
L
295.6
306
1,370
52.4
115
0
0
0
0
0
0
892
L48071
L
295.7
306.1
1,408
47.9
117
0
0
0
0
0
0
893
L48072
L
295.7
306.1
1,343
54.4
119
0
0
0
0
0
0
894
M15753
M
295.7
306.2
1,423
42.5
121
0
0
0
0
0
0
895
L48074
L
295.6
306.2
1,426
48.6
124
0
0
0
0
0
0
896
M15755
M
295.6
306.2
1,435
51.6
126
0
0
0
0
0
0
897
L48076
L
295.5
306.1
1,573
35.1
129
0
0
0
0
0
0
898
L48077
L
295.6
306.2
1,612
31.2
131
0
0
0
0
0
0
899
L48078
L
295.6
306.2
1,446
49.9
133
0
0
0
0
0
0
900
H30313
H
295.6
306.2
1,329
55.3
135
0
0
0
0
0
0