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
901
L48080
L
295.6
306.2
1,569
35.1
140
0
0
0
0
0
0
902
H30315
H
295.6
306.1
1,256
62.3
142
0
0
0
0
0
0
903
L48082
L
295.6
306.1
1,383
48.7
147
0
0
0
0
0
0
904
L48083
L
295.7
306.2
2,270
14.6
149
1
0
0
1
0
0
905
H30318
H
295.7
306.2
1,458
49.8
151
0
0
0
0
0
0
906
L48085
L
295.6
306.1
1,474
41.2
156
0
0
0
0
0
0
907
M15766
M
295.6
306.1
1,462
49.2
158
0
0
0
0
0
0
908
M15767
M
295.6
306.1
1,669
29
161
0
0
0
0
0
0
909
M15768
M
295.5
306.1
1,822
24.3
164
0
0
0
0
0
0
910
L48089
L
295.5
306
1,456
39.2
167
0
0
0
0
0
0
911
L48090
L
295.5
306
1,546
35.9
169
0
0
0
0
0
0
912
M15771
M
295.6
306.1
1,490
42.7
171
0
0
0
0
0
0
913
L48092
L
295.6
306
1,569
40.4
174
0
0
0
0
0
0
914
L48093
L
295.5
306
1,621
29.5
176
0
0
0
0
0
0
915
M15774
M
295.4
305.9
1,518
40.6
178
0
0
0
0
0
0
916
M15775
M
295.4
305.8
1,526
38.2
181
0
0
0
0
0
0
917
M15776
M
295.3
305.8
1,589
36.2
184
0
0
0
0
0
0
918
L48097
L
295.3
305.7
1,475
51
187
0
0
0
0
0
0
919
M15778
M
295.3
305.7
1,473
38.5
189
0
0
0
0
0
0
920
L48099
L
295.4
305.8
1,407
50.7
192
0
0
0
0
0
0
921
M15780
M
295.5
305.9
1,518
44.1
194
0
0
0
0
0
0
922
H30335
H
295.5
305.9
1,593
37.2
197
0
0
0
0
0
0
923
M15782
M
295.5
305.9
1,380
52.4
202
0
0
0
0
0
0
924
M15783
M
295.5
306
1,423
45.3
205
0
0
0
0
0
0
925
L48104
L
295.5
306
1,800
27.6
208
0
0
0
0
0
0
926
H30339
H
295.6
306.1
1,623
30.9
210
0
0
0
0
0
0
927
L48106
L
295.6
306.1
1,372
55.6
215
1
0
0
0
1
0
928
H30341
H
295.6
306
1,396
52.4
0
0
0
0
0
0
0
929
L48108
L
295.6
306
1,949
21.9
5
0
0
0
0
0
0
930
L48109
L
295.6
306
1,419
51.1
7
0
0
0
0
0
0
931
M15790
M
295.5
305.9
1,453
47.3
9
0
0
0
0
0
0
932
L48111
L
295.5
305.9
1,542
36.2
12
0
0
0
0
0
0
933
L48112
L
295.6
306
1,363
50
14
0
0
0
0
0
0
934
L48113
L
295.5
306
1,597
37.2
16
0
0
0
0
0
0
935
M15794
M
295.5
306
1,326
50.8
18
0
0
0
0
0
0
936
M15795
M
295.5
306
1,641
36.6
21
0
0
0
0
0
0
937
M15796
M
295.6
306.1
1,418
46.2
24
0
0
0
0
0
0
938
L48117
L
295.6
306.2
1,263
61.8
27
0
0
0
0
0
0
939
L48118
L
295.6
306.2
1,823
25.8
29
0
0
0
0
0
0
940
L48119
L
295.5
306.1
1,488
40.7
31
0
0
0
0
0
0
941
L48120
L
295.6
306.2
1,443
48.9
33
0
0
0
0
0
0
942
L48121
L
295.6
306.2
1,650
28.2
35
0
0
0
0
0
0
943
M15802
M
295.7
306.3
1,462
44.3
37
0
0
0
0
0
0
944
M15803
M
295.6
306.2
1,477
45
40
0
0
0
0
0
0
945
M15804
M
295.7
306.3
1,712
28.5
43
0
0
0
0
0
0
946
M15805
M
295.7
306.3
1,347
50.4
46
0
0
0
0
0
0
947
L48126
L
295.6
306.2
1,287
54.8
49
0
0
0
0
0
0
948
L48127
L
295.6
306.2
1,428
44.5
51
0
0
0
0
0
0
949
M15808
M
295.6
306.3
1,426
45.5
53
0
0
0
0
0
0
950
L48129
L
295.6
306.3
1,636
32.7
56
0
0
0
0
0
0
951
L48130
L
295.6
306.2
1,424
42.5
58
0
0
0
0
0
0
952
H30365
H
295.6
306.3
1,509
35.8
60
0
0
0
0
0
0
953
L48132
L
295.5
306.2
1,448
48.9
65
0
0
0
0
0
0
954
L48133
L
295.5
306.1
1,650
32.8
67
0
0
0
0
0
0
955
H30368
H
295.6
306.2
1,414
42.5
69
0
0
0
0
0
0
956
L48135
L
295.6
306.3
1,911
20.9
74
0
0
0
0
0
0
957
H30370
H
295.6
306.2
1,632
32.2
76
0
0
0
0
0
0
958
M15817
M
295.7
306.4
1,387
40.1
81
0
0
0
0
0
0
959
L48138
L
295.8
306.4
1,399
47.6
84
0
0
0
0
0
0
960
L48139
L
295.8
306.5
1,505
35.2
86
0
0
0
0
0
0
961
L48140
L
295.8
306.5
1,534
37.9
88
0
0
0
0
0
0
962
L48141
L
295.8
306.5
1,493
40.5
90
0
0
0
0
0
0
963
M15822
M
295.8
306.6
1,480
43.2
92
0
0
0
0
0
0
964
L48143
L
295.8
306.6
1,621
31.6
95
0
0
0
0
0
0
965
L48144
L
295.7
306.5
1,737
26.2
97
0
0
0
0
0
0
966
L48145
L
295.8
306.6
1,508
46.5
99
0
0
0
0
0
0
967
M15826
M
295.8
306.5
1,641
32.2
101
0
0
0
0
0
0
968
M15827
M
295.9
306.6
1,532
38.6
104
0
0
0
0
0
0
969
L48148
L
295.9
306.7
1,547
40.9
107
0
0
0
0
0
0
970
L48149
L
295.9
306.6
1,412
41
109
0
0
0
0
0
0
971
L48150
L
295.8
306.5
1,568
35.1
111
0
0
0
0
0
0
972
L48151
L
295.9
306.6
1,557
41.1
113
0
0
0
0
0
0
973
L48152
L
295.8
306.6
1,644
35.2
115
0
0
0
0
0
0
974
L48153
L
295.9
306.6
1,679
30.4
117
0
0
0
0
0
0
975
L48154
L
296
306.6
1,511
35.2
119
0
0
0
0
0
0
976
M15835
M
296
306.6
1,628
36.8
121
0
0
0
0
0
0
977
M15836
M
296
306.6
1,392
51.3
124
0
0
0
0
0
0
978
L48157
L
296
306.7
1,917
21
127
0
0
0
0
0
0
979
M15838
M
296.2
306.8
1,526
42.3
129
0
0
0
0
0
0
980
L48159
L
296.2
306.8
1,389
53.3
132
0
0
0
0
0
0
981
L48160
L
296.1
306.7
1,409
42.8
134
0
0
0
0
0
0
982
L48161
L
296.2
306.8
1,655
31.1
136
0
0
0
0
0
0
983
L48162
L
296.2
306.9
1,516
39.1
138
0
0
0
0
0
0
984
L48163
L
296.2
306.9
1,526
34.9
140
0
0
0
0
0
0
985
L48164
L
296.3
307.1
1,419
48.6
142
0
0
0
0
0
0
986
L48165
L
296.4
307.2
1,748
25.3
144
0
0
0
0
0
0
987
H30400
H
296.4
307.1
1,638
32.5
146
0
0
0
0
0
0
988
M15847
M
296.3
307.1
1,534
33.8
151
0
0
0
0
0
0
989
H30402
H
296.3
307.1
1,774
25.9
154
0
0
0
0
0
0
990
M15849
M
296.2
307
2,119
18.3
159
0
0
0
0
0
0
991
L48170
L
296.2
307
1,414
48.3
162
0
0
0
0
0
0
992
M15851
M
296.1
307
1,523
42
164
0
0
0
0
0
0
993
L48172
L
296.1
307.1
1,651
35.7
167
0
0
0
0
0
0
994
M15853
M
296.1
307.1
1,485
36
169
0
0
0
0
0
0
995
M15854
M
296.2
307.2
1,168
63.4
172
0
0
0
0
0
0
996
L48175
L
296.3
307.3
1,566
35.8
175
0
0
0
0
0
0
997
M15856
M
296.3
307.2
1,286
51.1
177
0
0
0
0
0
0
998
M15857
M
296.3
307.2
1,446
45.9
180
0
0
0
0
0
0
999
M15858
M
296.4
307.2
2,071
19.4
183
0
0
0
0
0
0
1,000
L48179
L
296.3
307.1
1,560
33.2
186
0
0
0
0
0
0