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
8,901
M23760
M
297.3
308.6
1,584
29.4
141
0
0
0
0
0
0
8,902
L56081
L
297.3
308.6
1,446
50.1
144
0
0
0
0
0
0
8,903
H38316
H
297.4
308.7
1,522
46.3
146
0
0
0
0
0
0
8,904
M23763
M
297.4
308.7
1,382
49.9
151
0
0
0
0
0
0
8,905
L56084
L
297.4
308.7
1,584
38.2
154
0
0
0
0
0
0
8,906
L56085
L
297.3
308.6
1,385
55.2
156
0
0
0
0
0
0
8,907
L56086
L
297.3
308.7
1,592
34.4
158
0
0
0
0
0
0
8,908
M23767
M
297.2
308.6
1,404
43.7
160
0
0
0
0
0
0
8,909
L56088
L
297.2
308.5
1,518
44.3
163
0
0
0
0
0
0
8,910
L56089
L
297.1
308.4
1,529
40.4
165
0
0
0
0
0
0
8,911
L56090
L
297.1
308.4
1,550
37
167
0
0
0
0
0
0
8,912
L56091
L
297.1
308.3
1,773
23.8
169
0
0
0
0
0
0
8,913
L56092
L
297.2
308.5
1,446
43.7
171
0
0
0
0
0
0
8,914
M23773
M
297.2
308.5
1,487
46.9
173
0
0
0
0
0
0
8,915
M23774
M
297.3
308.5
1,524
49.3
176
0
0
0
0
0
0
8,916
L56095
L
297.1
308.3
1,403
54.1
179
0
0
0
0
0
0
8,917
L56096
L
297.1
308.2
2,267
15.7
181
0
0
0
0
0
0
8,918
M23777
M
297.1
308.2
1,529
37.9
183
0
0
0
0
0
0
8,919
L56098
L
297.1
308.2
1,402
51.2
186
0
0
0
0
0
0
8,920
L56099
L
297.2
308.3
1,693
28
188
0
0
0
0
0
0
8,921
L56100
L
297.1
308.3
1,496
45.8
190
0
0
0
0
0
0
8,922
L56101
L
297.1
308.1
1,633
33.3
192
0
0
0
0
0
0
8,923
L56102
L
297.1
308.2
1,399
42.6
194
0
0
0
0
0
0
8,924
M23783
M
297
308.1
1,363
45.3
196
0
0
0
0
0
0
8,925
H38338
H
297.1
308.2
1,527
42.2
199
0
0
0
0
0
0
8,926
M23785
M
297.2
308.2
1,405
42.5
204
0
0
0
0
0
0
8,927
M23786
M
297.3
308.3
1,459
59.6
207
1
0
0
1
1
0
8,928
M23787
M
297.4
308.4
1,789
25
210
0
0
0
0
0
0
8,929
L56108
L
297.4
308.4
1,531
41.5
213
0
0
0
0
0
0
8,930
M23789
M
297.4
308.4
1,620
35.8
215
0
0
0
0
0
0
8,931
L56110
L
297.4
308.4
1,571
39.4
0
0
0
0
0
0
0
8,932
L56111
L
297.4
308.4
1,434
39.9
2
0
0
0
0
0
0
8,933
L56112
L
297.4
308.4
1,474
43.6
4
0
0
0
0
0
0
8,934
M23793
M
297.3
308.3
1,544
41.7
6
0
0
0
0
0
0
8,935
L56114
L
297.3
308.2
1,601
35.7
9
0
0
0
0
0
0
8,936
L56115
L
297.4
308.3
1,801
26.9
11
0
0
0
0
0
0
8,937
L56116
L
297.4
308.3
1,465
42
13
0
0
0
0
0
0
8,938
M23797
M
297.4
308.4
1,340
52.6
15
0
0
0
0
0
0
8,939
M23798
M
297.4
308.4
1,517
41
18
0
0
0
0
0
0
8,940
M23799
M
297.3
308.4
1,434
44.8
21
0
0
0
0
0
0
8,941
H38354
H
297.3
308.3
1,935
19.3
24
0
0
0
0
0
0
8,942
M23801
M
297.3
308.3
1,595
32.2
29
0
0
0
0
0
0
8,943
L56122
L
297.3
308.3
2,188
17
32
0
0
0
0
0
0
8,944
M23803
M
297.3
308.4
1,449
44.4
34
0
0
0
0
0
0
8,945
L56124
L
297.3
308.3
1,471
38.2
37
0
0
0
0
0
0
8,946
L56125
L
297.4
308.2
1,639
33.8
39
0
0
0
0
0
0
8,947
M23806
M
297.3
308.2
1,846
24.5
41
0
0
0
0
0
0
8,948
M23807
M
297.3
308.2
1,452
38.2
44
0
0
0
0
0
0
8,949
M23808
M
297.4
308.3
1,483
41.9
47
0
0
0
0
0
0
8,950
L56129
L
297.4
308.3
1,284
60.3
50
0
0
0
0
0
0
8,951
L56130
L
297.4
308.2
1,419
50
52
0
0
0
0
0
0
8,952
L56131
L
297.3
308.1
1,763
28.4
54
0
0
0
0
0
0
8,953
M23812
M
297.2
308
1,478
42.5
56
0
0
0
0
0
0
8,954
L56133
L
297.3
308
1,518
36
59
0
0
0
0
0
0
8,955
L56134
L
297.3
308
1,447
49
61
0
0
0
0
0
0
8,956
M23815
M
297.4
308
1,355
55.1
63
0
0
0
0
0
0
8,957
L56136
L
297.4
308.1
1,348
57.4
66
0
0
0
0
0
0
8,958
L56137
L
297.4
308.1
1,348
53.7
68
0
0
0
0
0
0
8,959
M23818
M
297.4
308.1
1,734
27.7
70
0
0
0
0
0
0
8,960
L56139
L
297.3
308
1,420
46.5
73
0
0
0
0
0
0
8,961
L56140
L
297.3
307.9
1,797
24.7
75
0
0
0
0
0
0
8,962
M23821
M
297.3
308
1,403
45
77
0
0
0
0
0
0
8,963
L56142
L
297.3
307.9
1,628
30.2
80
0
0
0
0
0
0
8,964
M23823
M
297.2
307.9
1,687
30.4
82
0
0
0
0
0
0
8,965
M23824
M
297.2
307.9
1,456
44.9
85
0
0
0
0
0
0
8,966
L56145
L
297.1
307.9
1,496
44.7
88
0
0
0
0
0
0
8,967
L56146
L
297.1
307.8
1,636
30.3
90
0
0
0
0
0
0
8,968
L56147
L
297.1
307.8
1,536
40.4
92
0
0
0
0
0
0
8,969
L56148
L
297.1
307.8
1,454
50.6
94
0
0
0
0
0
0
8,970
L56149
L
297
307.8
1,396
50
96
0
0
0
0
0
0
8,971
L56150
L
297
307.6
1,575
37.4
98
0
0
0
0
0
0
8,972
L56151
L
296.9
307.6
1,514
35.7
100
0
0
0
0
0
0
8,973
M23832
M
296.8
307.4
1,455
49.9
102
0
0
0
0
0
0
8,974
L56153
L
296.8
307.4
1,549
48.3
105
0
0
0
0
0
0
8,975
L56154
L
296.8
307.5
1,474
42.4
107
0
0
0
0
0
0
8,976
H38389
H
296.7
307.4
1,661
34.2
109
0
0
0
0
0
0
8,977
L56156
L
296.7
307.4
1,535
34.6
114
0
0
0
0
0
0
8,978
M23837
M
296.9
307.5
1,556
31.2
116
0
0
0
0
0
0
8,979
L56158
L
296.9
307.6
1,435
45
119
0
0
0
0
0
0
8,980
M23839
M
296.9
307.5
1,332
51.1
121
0
0
0
0
0
0
8,981
L56160
L
297
307.6
1,513
42.4
124
0
0
0
0
0
0
8,982
L56161
L
297
307.7
1,502
39.4
126
0
0
0
0
0
0
8,983
L56162
L
297
307.7
1,315
60.1
128
0
0
0
0
0
0
8,984
M23843
M
297
307.7
1,261
51.1
130
0
0
0
0
0
0
8,985
L56164
L
297.1
307.8
1,406
60.4
133
0
0
0
0
0
0
8,986
L56165
L
297.1
307.8
1,584
42.3
135
0
0
0
0
0
0
8,987
M23846
M
297.1
307.8
1,443
43.9
137
0
0
0
0
0
0
8,988
L56167
L
297.2
307.9
1,580
35.8
140
0
0
0
0
0
0
8,989
L56168
L
297.2
307.9
1,825
24.6
142
0
0
0
0
0
0
8,990
L56169
L
297.2
307.9
1,469
48.2
144
0
0
0
0
0
0
8,991
L56170
L
297.2
307.9
1,493
38.4
146
0
0
0
0
0
0
8,992
M23851
M
297.3
308
1,598
29.4
148
0
0
0
0
0
0
8,993
H38406
H
297.2
307.9
1,450
37.2
151
0
0
0
0
0
0
8,994
M23853
M
297.2
307.9
1,632
37.5
156
0
0
0
0
0
0
8,995
M23854
M
297.1
307.9
1,980
20.3
159
0
0
0
0
0
0
8,996
L56175
L
297.2
308
1,474
43.7
162
0
0
0
0
0
0
8,997
L56176
L
297.2
307.9
1,540
37.1
164
0
0
0
0
0
0
8,998
M23857
M
297.1
307.9
1,609
38.9
166
0
0
0
0
0
0
8,999
L56178
L
297.1
308
1,467
42.8
169
0
0
0
0
0
0
9,000
L56179
L
297.1
307.9
1,492
39.4
171
0
0
0
0
0
0