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
7,901
L55080
L
300.8
312.4
1,825
23.8
127
0
0
0
0
0
0
7,902
L55081
L
300.8
312.4
1,365
44.5
129
0
0
0
0
0
0
7,903
M22762
M
300.7
312.3
1,430
47.2
131
0
0
0
0
0
0
7,904
L55083
L
300.8
312.3
1,435
44.8
134
0
0
0
0
0
0
7,905
M22764
M
300.8
312.4
1,811
25.1
136
0
0
0
0
0
0
7,906
M22765
M
300.8
312.4
1,465
43.7
139
0
0
0
0
0
0
7,907
L55086
L
300.9
312.4
1,372
51
142
0
0
0
0
0
0
7,908
L55087
L
300.8
312.3
1,858
26.3
144
0
0
0
0
0
0
7,909
L55088
L
300.7
312.3
1,715
26.8
146
0
0
0
0
0
0
7,910
L55089
L
300.7
312.2
1,590
38.5
148
0
0
0
0
0
0
7,911
M22770
M
300.8
312.2
1,664
25.7
150
0
0
0
0
0
0
7,912
L55091
L
300.7
312.1
1,512
36.9
153
0
0
0
0
0
0
7,913
L55092
L
300.7
312.1
1,498
44
155
0
0
0
0
0
0
7,914
L55093
L
300.7
312.1
1,395
41.9
157
0
0
0
0
0
0
7,915
H37328
H
300.7
312.1
1,490
43.1
159
0
0
0
0
0
0
7,916
H37329
H
300.8
312.1
1,527
35.1
164
0
0
0
0
0
0
7,917
L55096
L
300.8
312.1
1,512
37.1
169
0
0
0
0
0
0
7,918
L55097
L
300.9
312.1
1,474
42.4
171
0
0
0
0
0
0
7,919
L55098
L
300.8
312.1
1,505
41.3
173
0
0
0
0
0
0
7,920
L55099
L
300.8
312
1,496
40
175
0
0
0
0
0
0
7,921
L55100
L
300.8
312
1,382
49.3
177
0
0
0
0
0
0
7,922
L55101
L
300.7
311.9
1,419
47.7
179
0
0
0
0
0
0
7,923
L55102
L
300.7
311.9
1,462
39.7
181
0
0
0
0
0
0
7,924
M22783
M
300.8
312
1,450
45
183
0
0
0
0
0
0
7,925
H37338
H
300.7
311.9
1,389
46.5
186
0
0
0
0
0
0
7,926
M22785
M
300.7
311.9
1,697
28.2
191
0
0
0
0
0
0
7,927
L55106
L
300.7
311.9
1,335
57.1
194
1
0
0
0
1
0
7,928
L55107
L
300.7
311.9
1,476
42
196
0
0
0
0
0
0
7,929
L55108
L
300.6
311.7
1,497
43.6
198
0
0
0
0
0
0
7,930
M22789
M
300.6
311.6
1,669
29.2
200
0
0
0
0
0
0
7,931
L55110
L
300.6
311.6
1,455
48
203
0
0
0
0
0
0
7,932
L55111
L
300.7
311.7
1,499
38.4
205
0
0
0
0
0
0
7,933
L55112
L
300.7
311.8
1,478
41.9
207
0
0
0
0
0
0
7,934
L55113
L
300.8
311.8
1,928
21.8
209
0
0
0
0
0
0
7,935
M22794
M
300.8
311.9
1,621
28.3
211
0
0
0
0
0
0
7,936
M22795
M
300.8
311.9
1,356
44.3
214
0
0
0
0
0
0
7,937
L55116
L
300.8
311.7
1,490
46.4
217
0
0
0
0
0
0
7,938
L55117
L
300.8
311.7
1,578
31.4
219
0
0
0
0
0
0
7,939
L55118
L
300.8
311.7
1,681
31.3
221
0
0
0
0
0
0
7,940
L55119
L
300.8
311.8
1,417
43.4
223
0
0
0
0
0
0
7,941
M22800
M
300.7
311.7
1,532
40
0
0
0
0
0
0
0
7,942
M22801
M
300.7
311.7
1,499
38.9
3
0
0
0
0
0
0
7,943
L55122
L
300.8
311.7
1,432
45.8
6
0
0
0
0
0
0
7,944
L55123
L
300.8
311.7
1,753
29
8
0
0
0
0
0
0
7,945
L55124
L
300.8
311.7
1,414
49
10
0
0
0
0
0
0
7,946
L55125
L
300.8
311.7
1,655
32.2
12
0
0
0
0
0
0
7,947
L55126
L
300.8
311.6
1,516
35.6
14
0
0
0
0
0
0
7,948
L55127
L
300.8
311.7
1,426
45.5
16
0
0
0
0
0
0
7,949
L55128
L
300.8
311.7
1,479
39.4
18
0
0
0
0
0
0
7,950
M22809
M
300.7
311.5
1,569
36.4
20
0
0
0
0
0
0
7,951
L55130
L
300.8
311.6
1,568
36
23
0
0
0
0
0
0
7,952
M22811
M
300.9
311.8
1,843
24.5
25
0
0
0
0
0
0
7,953
M22812
M
300.9
311.9
1,480
40.9
28
0
0
0
0
0
0
7,954
L55133
L
301
312
1,447
36.8
31
0
0
0
0
0
0
7,955
L55134
L
301
311.9
1,454
41.9
33
0
0
0
0
0
0
7,956
M22815
M
300.9
311.9
1,310
56.1
35
0
0
0
0
0
0
7,957
H37370
H
300.9
311.9
1,513
38
38
0
0
0
0
0
0
7,958
H37371
H
300.9
311.9
2,140
16.5
43
0
0
0
0
0
0
7,959
L55138
L
301
312.1
1,377
49.9
48
0
0
0
0
0
0
7,960
L55139
L
301
312.1
1,585
32.3
50
0
0
0
0
0
0
7,961
H37374
H
301.1
312.2
1,491
42.6
52
0
0
0
0
0
0
7,962
L55141
L
301
312.2
1,264
59
57
0
0
0
0
0
0
7,963
L55142
L
301
312.2
1,372
47
59
0
0
0
0
0
0
7,964
L55143
L
301
312.2
1,510
39.9
61
0
0
0
0
0
0
7,965
L55144
L
300.9
312.1
1,423
40.2
63
0
0
0
0
0
0
7,966
L55145
L
301.1
312.3
1,464
35.3
65
0
0
0
0
0
0
7,967
L55146
L
301
312.2
1,602
35.9
67
0
0
0
0
0
0
7,968
M22827
M
301
312.2
1,629
32.6
69
0
0
0
0
0
0
7,969
L55148
L
300.9
312.2
1,811
23.2
72
0
0
0
0
0
0
7,970
L55149
L
300.9
312.1
1,711
28.8
74
0
0
0
0
0
0
7,971
M22830
M
300.9
312.1
1,297
48.6
76
0
0
0
0
0
0
7,972
L55151
L
301
312.1
1,405
46.1
79
0
0
0
0
0
0
7,973
L55152
L
301.1
312.2
1,397
54.9
81
0
0
0
0
0
0
7,974
L55153
L
301.1
312.3
1,682
29.7
83
0
0
0
0
0
0
7,975
L55154
L
301.2
312.3
1,528
38.4
85
0
0
0
0
0
0
7,976
M22835
M
301.2
312.3
1,548
38.3
87
0
0
0
0
0
0
7,977
H37390
H
301.2
312.4
1,395
47.8
90
0
0
0
0
0
0
7,978
L55157
L
301.2
312.4
1,378
59
95
0
0
0
0
0
0
7,979
L55158
L
301.2
312.4
1,480
53.5
97
0
0
0
0
0
0
7,980
M22839
M
301.2
312.4
1,428
36.6
99
0
0
0
0
0
0
7,981
M22840
M
301.2
312.4
1,505
39.6
102
0
0
0
0
0
0
7,982
L55161
L
301
312.3
1,445
36.4
105
0
0
0
0
0
0
7,983
L55162
L
301
312.3
1,488
42.6
107
0
0
0
0
0
0
7,984
L55163
L
301
312.2
1,601
33
109
0
0
0
0
0
0
7,985
L55164
L
301
312.3
1,550
34.9
111
0
0
0
0
0
0
7,986
L55165
L
301
312.2
1,540
34.1
113
0
0
0
0
0
0
7,987
L55166
L
301.1
312.3
1,587
34.5
115
0
0
0
0
0
0
7,988
H37401
H
301
312.2
1,489
40.3
117
0
0
0
0
0
0
7,989
L55168
L
301.1
312.3
1,486
34.9
122
0
0
0
0
0
0
7,990
L55169
L
301.1
312.4
1,430
37.9
124
0
0
0
0
0
0
7,991
M22850
M
301.1
312.4
1,809
25.1
126
0
0
0
0
0
0
7,992
L55171
L
301.1
312.3
1,534
39
129
0
0
0
0
0
0
7,993
M22852
M
301.1
312.3
1,852
25.9
131
0
0
0
0
0
0
7,994
L55173
L
301.1
312.3
1,595
31.9
134
0
0
0
0
0
0
7,995
L55174
L
301
312.3
1,424
43.5
136
0
0
0
0
0
0
7,996
L55175
L
301
312.2
1,776
28.8
138
0
0
0
0
0
0
7,997
M22856
M
301
312.2
1,499
41.5
140
0
0
0
0
0
0
7,998
M22857
M
301
312.2
2,710
9.7
143
1
0
0
1
0
0
7,999
L55178
L
300.9
312.1
1,359
51.7
146
0
0
0
0
0
0
8,000
M22859
M
300.9
312.1
1,617
31
148
0
0
0
0
0
0