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
3,901
M18760
M
302.1
311.1
1,450
51.6
86
0
0
0
0
0
0
3,902
H33315
H
302.2
311.1
1,553
34.1
89
0
0
0
0
0
0
3,903
L51082
L
302.2
311.1
1,630
34.6
94
0
0
0
0
0
0
3,904
H33317
H
302.2
311.1
1,476
39.6
96
0
0
0
0
0
0
3,905
H33318
H
302.2
311.1
1,426
50.6
101
0
0
0
0
0
0
3,906
M18765
M
302.2
311.2
1,561
34.9
106
0
0
0
0
0
0
3,907
L51086
L
302.3
311.2
1,297
62.5
109
0
0
0
0
0
0
3,908
M18767
M
302.3
311.2
1,842
23.9
111
0
0
0
0
0
0
3,909
L51088
L
302.3
311.2
1,633
36.4
114
0
0
0
0
0
0
3,910
H33323
H
302.3
311.3
1,744
30.3
116
0
0
0
0
0
0
3,911
L51090
L
302.4
311.4
1,831
26.9
121
0
0
0
0
0
0
3,912
M18771
M
302.3
311.3
1,339
50.8
123
0
0
0
0
0
0
3,913
L51092
L
302.4
311.4
1,475
40.4
126
0
0
0
0
0
0
3,914
M18773
M
302.4
311.4
1,675
29.6
128
0
0
0
0
0
0
3,915
L51094
L
302.5
311.5
1,493
35.1
131
0
0
0
0
0
0
3,916
L51095
L
302.5
311.5
1,700
29.5
133
0
0
0
0
0
0
3,917
L51096
L
302.6
311.6
1,453
37
135
0
0
0
0
0
0
3,918
L51097
L
302.6
311.7
1,542
34.1
137
0
0
0
0
0
0
3,919
M18778
M
302.5
311.5
1,358
52.7
139
0
0
0
0
0
0
3,920
H33333
H
302.5
311.5
1,655
32.3
142
0
0
0
0
0
0
3,921
L51100
L
302.6
311.5
1,885
27.5
147
0
0
0
0
0
0
3,922
L51101
L
302.7
311.5
1,494
41.4
149
0
0
0
0
0
0
3,923
M18782
M
302.6
311.4
1,757
29.5
151
0
0
0
0
0
0
3,924
M18783
M
302.6
311.4
1,718
31.2
154
0
0
0
0
0
0
3,925
M18784
M
302.5
311.4
1,636
35
157
0
0
0
0
0
0
3,926
L51105
L
302.6
311.6
1,638
29.6
160
0
0
0
0
0
0
3,927
L51106
L
302.6
311.5
1,609
36
162
0
0
0
0
0
0
3,928
H33341
H
302.7
311.5
1,556
35
164
0
0
0
0
0
0
3,929
L51108
L
302.6
311.5
1,442
59.8
169
1
0
0
1
0
0
3,930
M18789
M
302.7
311.6
1,501
38.8
171
0
0
0
0
0
0
3,931
M18790
M
302.6
311.6
2,041
19.2
174
0
0
0
0
0
0
3,932
M18791
M
302.7
311.7
1,784
25.1
177
0
0
0
0
0
0
3,933
L51112
L
302.6
311.6
1,953
22.4
180
0
0
0
0
0
0
3,934
L51113
L
302.6
311.6
1,576
34.7
182
0
0
0
0
0
0
3,935
M18794
M
302.6
311.6
1,518
39
184
0
0
0
0
0
0
3,936
M18795
M
302.6
311.6
1,227
68.2
187
1
0
0
0
1
0
3,937
L51116
L
302.5
311.5
1,985
18.8
190
0
0
0
0
0
0
3,938
L51117
L
302.5
311.5
1,802
26.4
192
0
0
0
0
0
0
3,939
L51118
L
302.5
311.5
1,603
32.4
194
0
0
0
0
0
0
3,940
L51119
L
302.5
311.6
1,400
54
196
0
0
0
0
0
0
3,941
L51120
L
302.3
311.5
1,395
54.2
198
0
0
0
0
0
0
3,942
L51121
L
302.2
311.4
1,987
19.9
200
0
0
0
0
0
0
3,943
M18802
M
302.2
311.4
1,398
47.2
202
0
0
0
0
0
0
3,944
L51123
L
302.3
311.4
1,333
66.7
205
1
0
0
1
1
0
3,945
L51124
L
302.2
311.2
1,381
49.4
207
0
0
0
0
0
0
3,946
L51125
L
302.2
311.3
1,570
36.1
0
0
0
0
0
0
0
3,947
M18806
M
302.2
311.3
1,658
31
2
0
0
0
0
0
0
3,948
H33361
H
302.2
311.3
1,749
29.2
5
0
0
0
0
0
0
3,949
M18808
M
302.2
311.3
1,510
37.1
10
0
0
0
0
0
0
3,950
L51129
L
302.3
311.5
1,384
50.8
13
0
0
0
0
0
0
3,951
L51130
L
302.3
311.4
1,570
37.2
15
0
0
0
0
0
0
3,952
M18811
M
302.3
311.4
1,571
32.7
17
0
0
0
0
0
0
3,953
L51132
L
302.3
311.4
1,476
37.3
20
0
0
0
0
0
0
3,954
M18813
M
302.3
311.4
1,484
39.5
22
0
0
0
0
0
0
3,955
M18814
M
302.3
311.4
1,909
23.2
25
0
0
0
0
0
0
3,956
L51135
L
302.3
311.5
1,448
49.6
28
0
0
0
0
0
0
3,957
M18816
M
302.3
311.4
1,500
40.2
30
0
0
0
0
0
0
3,958
L51137
L
302.2
311.4
1,510
44.9
33
0
0
0
0
0
0
3,959
L51138
L
302.2
311.3
1,378
55.5
35
0
0
0
0
0
0
3,960
M18819
M
302.2
311.4
1,538
37.4
37
0
0
0
0
0
0
3,961
L51140
L
302.2
311.4
1,390
48.1
40
0
0
0
0
0
0
3,962
M18821
M
302.2
311.4
1,642
32.1
42
0
0
0
0
0
0
3,963
L51142
L
302.4
311.5
1,785
24.8
45
0
0
0
0
0
0
3,964
H33377
H
302.3
311.5
1,526
38.2
47
0
0
0
0
0
0
3,965
M18824
M
302.3
311.6
1,668
33.2
52
0
0
0
0
0
0
3,966
L51145
L
302.3
311.5
1,507
37.5
55
0
0
0
0
0
0
3,967
L51146
L
302.3
311.5
1,530
37.8
57
0
0
0
0
0
0
3,968
M18827
M
302.3
311.4
1,479
45.6
59
0
0
0
0
0
0
3,969
M18828
M
302.3
311.4
1,418
41.3
62
0
0
0
0
0
0
3,970
L51149
L
302.3
311.4
1,504
38.7
65
0
0
0
0
0
0
3,971
M18830
M
302.3
311.4
1,345
47.6
67
0
0
0
0
0
0
3,972
H33385
H
302.2
311.4
1,625
35.4
70
0
0
0
0
0
0
3,973
L51152
L
302.3
311.4
1,511
34.7
75
0
0
0
0
0
0
3,974
L51153
L
302.3
311.4
1,535
41.8
77
0
0
0
0
0
0
3,975
L51154
L
302.4
311.5
1,505
37.9
79
0
0
0
0
0
0
3,976
H33389
H
302.4
311.5
1,540
43.7
81
0
0
0
0
0
0
3,977
H33390
H
302.3
311.4
1,372
46
86
0
0
0
0
0
0
3,978
M18837
M
302.2
311.3
1,510
36.6
91
0
0
0
0
0
0
3,979
L51158
L
302.2
311.3
1,382
46.4
94
0
0
0
0
0
0
3,980
L51159
L
302.3
311.3
1,439
41.8
96
0
0
0
0
0
0
3,981
M18840
M
302.2
311.3
1,375
47
98
0
0
0
0
0
0
3,982
M18841
M
302.2
311.3
1,931
21.9
101
0
0
0
0
0
0
3,983
L51162
L
302.2
311.3
1,475
48.6
104
0
0
0
0
0
0
3,984
L51163
L
302.2
311.3
1,389
46.9
106
0
0
0
0
0
0
3,985
L51164
L
302.3
311.3
1,652
32.8
108
0
0
0
0
0
0
3,986
L51165
L
302.3
311.2
1,386
50.3
110
0
0
0
0
0
0
3,987
M18846
M
302.2
311.3
1,577
29.8
112
0
0
0
0
0
0
3,988
M18847
M
302.3
311.3
1,444
43.1
115
0
0
0
0
0
0
3,989
L51168
L
302.2
311.3
1,554
40.2
118
0
0
0
0
0
0
3,990
L51169
L
302.2
311.3
1,602
32.8
120
0
0
0
0
0
0
3,991
H33404
H
302.2
311.2
1,692
28.2
122
0
0
0
0
0
0
3,992
L51171
L
302.3
311.3
1,682
34.4
127
0
0
0
0
0
0
3,993
L51172
L
302.3
311.3
1,614
34.1
129
0
0
0
0
0
0
3,994
L51173
L
302.3
311.3
1,324
47.8
131
0
0
0
0
0
0
3,995
L51174
L
302.3
311.4
1,434
40.3
133
0
0
0
0
0
0
3,996
L51175
L
302.3
311.3
1,621
31.6
135
0
0
0
0
0
0
3,997
M18856
M
302.3
311.3
1,625
33.1
137
0
0
0
0
0
0
3,998
L51177
L
302.2
311.1
1,394
53.7
140
0
0
0
0
0
0
3,999
L51178
L
302.1
311
1,586
35.1
142
0
0
0
0
0
0
4,000
L51179
L
302
311
1,420
45.9
144
0
0
0
0
0
0