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
2,901
L50080
L
300.5
309.3
1,574
33.5
101
0
0
0
0
0
0
2,902
L50081
L
300.6
309.4
1,425
40.3
103
0
0
0
0
0
0
2,903
M17762
M
300.6
309.4
1,541
35.2
105
0
0
0
0
0
0
2,904
M17763
M
300.7
309.5
1,733
26.7
108
0
0
0
0
0
0
2,905
L50084
L
300.6
309.4
2,496
13.5
111
0
0
0
0
0
0
2,906
L50085
L
300.6
309.4
1,552
36.4
113
0
0
0
0
0
0
2,907
L50086
L
300.6
309.3
1,409
38.7
115
0
0
0
0
0
0
2,908
M17767
M
300.6
309.4
1,581
35.7
117
0
0
0
0
0
0
2,909
L50088
L
300.7
309.5
1,251
59.9
120
0
0
0
0
0
0
2,910
L50089
L
300.7
309.6
1,500
44.1
122
0
0
0
0
0
0
2,911
L50090
L
300.6
309.5
1,576
38.8
124
0
0
0
0
0
0
2,912
M17771
M
300.7
309.5
1,352
44
126
0
0
0
0
0
0
2,913
L50092
L
300.7
309.6
1,661
30.3
129
0
0
0
0
0
0
2,914
L50093
L
300.7
309.6
1,541
34.6
131
0
0
0
0
0
0
2,915
H32328
H
300.6
309.6
1,888
20.5
133
0
0
0
0
0
0
2,916
L50095
L
300.5
309.5
1,255
62.1
138
0
0
0
0
0
0
2,917
L50096
L
300.6
309.6
1,411
41.6
140
0
0
0
0
0
0
2,918
L50097
L
300.6
309.5
1,516
39
142
0
0
0
0
0
0
2,919
M17778
M
300.6
309.5
1,492
34
144
0
0
0
0
0
0
2,920
L50099
L
300.6
309.6
1,726
30
147
0
0
0
0
0
0
2,921
L50100
L
300.7
309.7
1,598
33.7
149
0
0
0
0
0
0
2,922
L50101
L
300.8
309.8
1,657
31.1
151
0
0
0
0
0
0
2,923
L50102
L
300.8
309.7
1,481
38.1
153
0
0
0
0
0
0
2,924
M17783
M
300.7
309.7
1,397
51.3
155
0
0
0
0
0
0
2,925
L50104
L
300.8
309.7
1,461
44.3
158
0
0
0
0
0
0
2,926
M17785
M
300.7
309.6
1,388
51.1
160
0
0
0
0
0
0
2,927
L50106
L
300.7
309.7
1,507
52.4
163
0
0
0
0
0
0
2,928
M17787
M
300.7
309.6
1,421
49.8
165
0
0
0
0
0
0
2,929
M17788
M
300.8
309.7
1,258
54.9
168
0
0
0
0
0
0
2,930
M17789
M
300.8
309.7
1,482
39
171
0
0
0
0
0
0
2,931
H32344
H
300.7
309.6
1,403
51.3
174
0
0
0
0
0
0
2,932
L50111
L
300.8
309.7
1,373
45.4
179
0
0
0
0
0
0
2,933
L50112
L
300.9
309.7
1,460
42.1
181
0
0
0
0
0
0
2,934
M17793
M
300.8
309.7
1,751
27.9
183
0
0
0
0
0
0
2,935
M17794
M
300.8
309.6
1,546
42.3
186
0
0
0
0
0
0
2,936
M17795
M
300.8
309.7
1,680
28.2
189
0
0
0
0
0
0
2,937
M17796
M
300.9
309.7
1,394
48.8
192
0
0
0
0
0
0
2,938
L50117
L
300.7
309.6
1,810
26
195
0
0
0
0
0
0
2,939
L50118
L
300.7
309.5
1,479
34.5
197
0
0
0
0
0
0
2,940
L50119
L
300.9
309.7
1,431
41.4
199
0
0
0
0
0
0
2,941
L50120
L
300.9
309.7
2,355
14.4
201
0
0
0
0
0
0
2,942
M17801
M
300.7
309.6
1,996
19.8
203
1
1
0
0
0
0
2,943
L50122
L
300.7
309.5
1,461
49.9
0
0
0
0
0
0
0
2,944
H32357
H
300.7
309.5
2,007
19.7
2
0
0
0
0
0
0
2,945
L50124
L
300.7
309.6
1,505
34.9
7
0
0
0
0
0
0
2,946
H32359
H
300.7
309.6
1,925
20.5
9
0
0
0
0
0
0
2,947
M17806
M
300.7
309.5
1,622
30.5
14
0
0
0
0
0
0
2,948
L50127
L
300.7
309.5
1,592
29
17
0
0
0
0
0
0
2,949
L50128
L
300.7
309.5
1,850
24.5
19
0
0
0
0
0
0
2,950
M17809
M
300.7
309.5
1,470
48.7
21
0
0
0
0
0
0
2,951
M17810
M
300.7
309.5
1,445
46.4
24
0
0
0
0
0
0
2,952
L50131
L
300.7
309.5
1,685
31.1
27
0
0
0
0
0
0
2,953
H32366
H
300.7
309.5
1,667
30.5
29
0
0
0
0
0
0
2,954
L50133
L
300.7
309.5
1,578
35.4
34
0
0
0
0
0
0
2,955
H32368
H
300.6
309.4
1,691
28
36
0
0
0
0
0
0
2,956
M17815
M
300.7
309.5
1,439
43.8
41
0
0
0
0
0
0
2,957
M17816
M
300.8
309.6
1,404
38.7
44
0
0
0
0
0
0
2,958
L50137
L
300.8
309.6
1,498
45.8
47
0
0
0
0
0
0
2,959
M17818
M
300.8
309.5
1,481
44.5
49
0
0
0
0
0
0
2,960
M17819
M
300.7
309.4
1,589
35
52
0
0
0
0
0
0
2,961
L50140
L
300.7
309.5
1,467
44.3
55
0
0
0
0
0
0
2,962
L50141
L
300.6
309.4
1,654
32.8
57
0
0
0
0
0
0
2,963
L50142
L
300.7
309.5
1,508
39.9
59
0
0
0
0
0
0
2,964
M17823
M
300.7
309.6
1,439
43
61
0
0
0
0
0
0
2,965
L50144
L
300.7
309.5
1,692
30.3
64
0
0
0
0
0
0
2,966
M17825
M
300.7
309.5
1,838
24.9
66
0
0
0
0
0
0
2,967
L50146
L
300.6
309.3
1,601
40.2
69
0
0
0
0
0
0
2,968
L50147
L
300.6
309.4
1,369
51.6
71
0
0
0
0
0
0
2,969
M17828
M
300.6
309.4
1,312
45.2
73
0
0
0
0
0
0
2,970
L50149
L
300.6
309.4
1,468
44.1
76
0
0
0
0
0
0
2,971
M17830
M
300.6
309.4
1,452
39.4
78
0
0
0
0
0
0
2,972
M17831
M
300.7
309.5
1,393
43.9
81
0
0
0
0
0
0
2,973
M17832
M
300.6
309.4
1,432
44.2
84
0
0
0
0
0
0
2,974
M17833
M
300.6
309.3
1,510
46
87
0
0
0
0
0
0
2,975
M17834
M
300.6
309.4
1,521
37.2
90
0
0
0
0
0
0
2,976
H32389
H
300.5
309.4
1,360
46.2
93
0
0
0
0
0
0
2,977
M17836
M
300.5
309.3
1,881
25.5
98
0
0
0
0
0
0
2,978
L50157
L
300.4
309.3
1,413
50.3
101
0
0
0
0
0
0
2,979
H32392
H
300.5
309.4
1,642
36.2
103
0
0
0
0
0
0
2,980
L50159
L
300.5
309.5
1,542
38.5
108
0
0
0
0
0
0
2,981
L50160
L
300.4
309.5
1,447
39.3
110
0
0
0
0
0
0
2,982
H32395
H
300.4
309.4
1,530
40.4
112
0
0
0
0
0
0
2,983
L50162
L
300.5
309.5
1,795
27.7
117
0
0
0
0
0
0
2,984
L50163
L
300.6
309.6
1,290
57.4
119
0
0
0
0
0
0
2,985
L50164
L
300.6
309.7
1,639
30.4
121
0
0
0
0
0
0
2,986
L50165
L
300.7
309.8
1,596
31.5
123
0
0
0
0
0
0
2,987
L50166
L
300.6
309.8
1,455
48
125
0
0
0
0
0
0
2,988
M17847
M
300.6
309.8
1,659
28.9
127
0
0
0
0
0
0
2,989
M17848
M
300.6
309.8
1,532
42.5
130
0
0
0
0
0
0
2,990
L50169
L
300.6
309.8
1,502
42.4
133
0
0
0
0
0
0
2,991
L50170
L
300.6
309.8
1,688
28.6
135
0
0
0
0
0
0
2,992
M17851
M
300.5
309.7
1,341
50.9
137
0
0
0
0
0
0
2,993
M17852
M
300.5
309.7
1,685
29.4
140
0
0
0
0
0
0
2,994
M17853
M
300.5
309.8
1,370
55.9
143
0
0
0
0
0
0
2,995
L50174
L
300.5
309.8
1,461
52.5
146
0
0
0
0
0
0
2,996
L50175
L
300.5
309.8
1,550
37.4
148
0
0
0
0
0
0
2,997
M17856
M
300.5
309.8
1,508
37.8
150
0
0
0
0
0
0
2,998
L50177
L
300.5
309.8
1,345
62.7
153
0
0
0
0
0
0
2,999
L50178
L
300.5
309.7
1,616
34.5
155
0
0
0
0
0
0
3,000
L50179
L
300.5
309.7
1,395
61
157
0
0
0
0
0
0