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
1,901
H31314
H
297.9
307.6
1,493
36
161
0
0
0
0
0
0
1,902
M16761
M
297.9
307.6
1,505
40.1
166
0
0
0
0
0
0
1,903
L49082
L
298
307.6
1,694
29.1
169
0
0
0
0
0
0
1,904
L49083
L
297.9
307.6
1,968
20.4
171
0
0
0
0
0
0
1,905
M16764
M
298
307.6
1,569
35.6
173
0
0
0
0
0
0
1,906
L49085
L
297.9
307.6
1,687
29.1
176
0
0
0
0
0
0
1,907
L49086
L
297.9
307.6
1,430
52.4
178
0
0
0
0
0
0
1,908
L49087
L
297.9
307.6
1,504
42.4
180
0
0
0
0
0
0
1,909
L49088
L
297.9
307.6
1,977
20.2
182
0
0
0
0
0
0
1,910
L49089
L
298
307.7
1,435
45.6
184
0
0
0
0
0
0
1,911
H31324
H
298
307.7
1,547
36.8
186
0
0
0
0
0
0
1,912
M16771
M
298.1
307.8
1,316
57.2
191
0
0
0
0
0
0
1,913
M16772
M
298
307.7
1,621
34.9
194
0
0
0
0
0
0
1,914
M16773
M
298
307.8
1,492
40.2
197
0
0
0
0
0
0
1,915
L49094
L
298
307.7
1,643
32.3
200
0
0
0
0
0
0
1,916
L49095
L
298
307.7
1,492
38.7
202
0
0
0
0
0
0
1,917
L49096
L
298
307.7
1,387
50.8
204
0
0
0
0
0
0
1,918
M16777
M
298.1
307.9
1,463
47.3
206
0
0
0
0
0
0
1,919
M16778
M
298.1
307.9
1,496
40
0
0
0
0
0
0
0
1,920
L49099
L
298.2
308
1,658
30
3
0
0
0
0
0
0
1,921
L49100
L
298.1
307.9
2,161
17.5
5
0
0
0
0
0
0
1,922
L49101
L
298.1
307.9
1,665
32
7
0
0
0
0
0
0
1,923
L49102
L
298
307.8
1,716
26.6
9
0
0
0
0
0
0
1,924
L49103
L
298
307.7
1,529
34.1
11
0
0
0
0
0
0
1,925
L49104
L
297.9
307.7
1,353
50.7
13
0
0
0
0
0
0
1,926
L49105
L
297.9
307.7
1,537
37.7
15
0
0
0
0
0
0
1,927
L49106
L
298
307.7
1,606
30.8
17
0
0
0
0
0
0
1,928
H31341
H
298
307.8
1,314
47.8
19
0
0
0
0
0
0
1,929
L49108
L
298
307.8
1,623
29.9
24
0
0
0
0
0
0
1,930
M16789
M
298
307.8
1,483
50.9
26
0
0
0
0
0
0
1,931
M16790
M
298.1
307.9
1,569
37
29
0
0
0
0
0
0
1,932
M16791
M
298.2
308
1,969
21.7
32
0
0
0
0
0
0
1,933
M16792
M
298.1
308
1,686
29.3
35
0
0
0
0
0
0
1,934
L49113
L
298.1
308
1,638
35.1
38
0
0
0
0
0
0
1,935
L49114
L
298.1
307.9
1,698
33.3
40
0
0
0
0
0
0
1,936
M16795
M
298.1
307.9
1,377
55.1
42
0
0
0
0
0
0
1,937
M16796
M
298.1
308
2,129
18.4
45
0
0
0
0
0
0
1,938
L49117
L
298.2
308
1,411
42.4
48
0
0
0
0
0
0
1,939
L49118
L
298.1
307.9
1,517
40.8
50
0
0
0
0
0
0
1,940
M16799
M
298.1
307.9
1,303
53.9
52
0
0
0
0
0
0
1,941
L49120
L
298.1
307.9
1,578
35.6
55
0
0
0
0
0
0
1,942
L49121
L
298.1
307.9
1,425
58.2
57
0
0
0
0
0
0
1,943
L49122
L
298.1
308
1,456
42.4
59
0
0
0
0
0
0
1,944
L49123
L
298.1
308
1,704
30.9
61
0
0
0
0
0
0
1,945
L49124
L
298.1
308.1
1,791
27.3
63
0
0
0
0
0
0
1,946
L49125
L
298.1
308.1
1,616
32.8
65
0
0
0
0
0
0
1,947
L49126
L
298.2
308.1
1,622
34.9
67
0
0
0
0
0
0
1,948
L49127
L
298.2
308.1
1,462
49.9
69
0
0
0
0
0
0
1,949
L49128
L
298.1
308.1
1,410
45.8
71
0
0
0
0
0
0
1,950
M16809
M
298.1
308
1,543
41.9
73
0
0
0
0
0
0
1,951
M16810
M
298
307.9
1,479
47.6
76
0
0
0
0
0
0
1,952
L49131
L
298
307.8
1,839
22.7
79
0
0
0
0
0
0
1,953
L49132
L
298
307.8
1,266
60.5
81
0
0
0
0
0
0
1,954
L49133
L
297.9
307.7
1,593
34.9
83
0
0
0
0
0
0
1,955
L49134
L
297.9
307.8
1,459
46.9
85
0
0
0
0
0
0
1,956
L49135
L
297.9
307.7
1,308
55.2
87
0
0
0
0
0
0
1,957
M16816
M
297.9
307.7
1,364
46.8
89
0
0
0
0
0
0
1,958
H31371
H
297.9
307.7
1,618
35.9
92
0
0
0
0
0
0
1,959
H31372
H
297.9
307.7
1,464
43.2
97
0
0
0
0
0
0
1,960
M16819
M
297.8
307.6
1,352
49.4
102
0
0
0
0
0
0
1,961
L49140
L
297.8
307.6
1,446
51.4
105
0
0
0
0
0
0
1,962
L49141
L
297.8
307.5
1,448
51.2
107
0
0
0
0
0
0
1,963
L49142
L
297.8
307.5
1,391
48.6
109
0
0
0
0
0
0
1,964
L49143
L
297.7
307.5
1,379
43.3
111
0
0
0
0
0
0
1,965
M16824
M
297.8
307.5
1,405
46.9
113
0
0
0
0
0
0
1,966
L49145
L
297.8
307.5
1,581
33.1
116
0
0
0
0
0
0
1,967
L49146
L
297.9
307.6
1,515
40.5
118
0
0
0
0
0
0
1,968
L49147
L
297.9
307.6
1,589
37.8
120
0
0
0
0
0
0
1,969
L49148
L
298
307.6
1,281
50.8
122
0
0
0
0
0
0
1,970
H31383
H
297.8
307.5
1,631
31.3
124
0
0
0
0
0
0
1,971
M16830
M
297.9
307.6
1,202
67
129
0
0
0
0
0
0
1,972
L49151
L
297.9
307.6
1,298
52.7
132
0
0
0
0
0
0
1,973
L49152
L
297.9
307.6
1,612
30.7
134
0
0
0
0
0
0
1,974
L49153
L
297.9
307.6
1,747
25.3
136
0
0
0
0
0
0
1,975
L49154
L
298
307.6
1,450
48.7
138
0
0
0
0
0
0
1,976
L49155
L
298
307.7
1,422
45.6
140
0
0
0
0
0
0
1,977
M16836
M
298.1
307.7
1,419
47.4
142
0
0
0
0
0
0
1,978
M16837
M
298.1
307.7
1,633
30.7
145
0
0
0
0
0
0
1,979
L49158
L
298
307.7
1,442
43.6
148
0
0
0
0
0
0
1,980
H31393
H
298
307.6
1,420
45.8
150
0
0
0
0
0
0
1,981
M16840
M
298
307.6
1,301
58.5
155
0
0
0
0
0
0
1,982
L49161
L
298
307.6
1,385
45
158
0
0
0
0
0
0
1,983
M16842
M
298
307.7
1,487
41.3
160
0
0
0
0
0
0
1,984
M16843
M
298
307.6
1,459
44.4
163
0
0
0
0
0
0
1,985
M16844
M
298
307.5
1,387
45.5
166
0
0
0
0
0
0
1,986
L49165
L
298.1
307.7
1,537
40.8
169
0
0
0
0
0
0
1,987
L49166
L
298.1
307.6
1,498
42.9
171
0
0
0
0
0
0
1,988
M16847
M
298.2
307.8
1,599
31.2
173
0
0
0
0
0
0
1,989
H31402
H
298.3
307.9
1,420
39.2
176
0
0
0
0
0
0
1,990
L49169
L
298.2
307.9
1,785
23.4
181
0
0
0
0
0
0
1,991
L49170
L
298.2
307.8
1,423
48.1
183
0
0
0
0
0
0
1,992
M16851
M
298.2
307.8
1,583
36.6
185
0
0
0
0
0
0
1,993
L49172
L
298.2
307.8
1,375
46.6
188
0
0
0
0
0
0
1,994
M16853
M
298.3
308
1,463
42.5
190
0
0
0
0
0
0
1,995
M16854
M
298.2
307.9
1,403
45.1
193
0
0
0
0
0
0
1,996
L49175
L
298.3
308
1,451
47.1
196
0
0
0
0
0
0
1,997
M16856
M
298.4
308
1,416
38.2
198
1
1
0
0
0
0
1,998
L49177
L
298.3
308.1
1,672
41.3
0
0
0
0
0
0
0
1,999
H31412
H
298.3
308
1,637
30.8
2
0
0
0
0
0
0
2,000
L49179
L
298.4
308
1,540
37.8
7
0
0
0
0
0
0