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
4,901
L52080
L
303.6
312.4
1,388
41.9
221
0
0
0
0
0
0
4,902
M19761
M
303.6
312.3
1,630
32.4
223
0
0
0
0
0
0
4,903
L52082
L
303.6
312.3
1,616
29.3
226
0
0
0
0
0
0
4,904
L52083
L
303.6
312.4
2,232
16.8
0
0
0
0
0
0
0
4,905
H34318
H
303.6
312.4
1,480
50.7
2
0
0
0
0
0
0
4,906
L52085
L
303.6
312.4
1,363
53.1
7
0
0
0
0
0
0
4,907
H34320
H
303.6
312.4
1,436
45.6
9
0
0
0
0
0
0
4,908
M19767
M
303.6
312.5
1,607
33.7
14
0
0
0
0
0
0
4,909
M19768
M
303.6
312.5
1,459
48.2
17
0
0
0
0
0
0
4,910
L52089
L
303.5
312.4
1,481
43.7
20
0
0
0
0
0
0
4,911
M19770
M
303.5
312.4
1,606
31.7
22
0
0
0
0
0
0
4,912
L52091
L
303.5
312.3
1,681
29.8
25
0
0
0
0
0
0
4,913
L52092
L
303.5
312.2
1,511
37.1
27
0
0
0
0
0
0
4,914
M19773
M
303.5
312.3
1,593
35.2
29
0
0
0
0
0
0
4,915
M19774
M
303.5
312.3
1,532
41.7
32
0
0
0
0
0
0
4,916
H34329
H
303.5
312.3
1,386
49
35
0
0
0
0
0
0
4,917
H34330
H
303.4
312.3
1,769
27.9
40
0
0
0
0
0
0
4,918
M19777
M
303.4
312.2
1,561
38.2
45
0
0
0
0
0
0
4,919
L52098
L
303.3
312.2
1,457
40.7
48
0
0
0
0
0
0
4,920
L52099
L
303.3
312.2
1,506
40
50
0
0
0
0
0
0
4,921
L52100
L
303.4
312.2
1,337
69.4
52
1
0
0
1
0
0
4,922
L52101
L
303.4
312.3
1,287
54.8
54
0
0
0
0
0
0
4,923
M19782
M
303.4
312.2
1,615
35.7
56
0
0
0
0
0
0
4,924
M19783
M
303.4
312.2
1,972
23.5
59
0
0
0
0
0
0
4,925
H34338
H
303.4
312.3
1,522
42.1
62
0
0
0
0
0
0
4,926
L52105
L
303.4
312.3
1,680
30.6
67
0
0
0
0
0
0
4,927
L52106
L
303.4
312.3
1,502
36
69
0
0
0
0
0
0
4,928
M19787
M
303.5
312.3
1,543
33.3
71
0
0
0
0
0
0
4,929
L52108
L
303.5
312.3
1,584
35.2
74
0
0
0
0
0
0
4,930
L52109
L
303.5
312.4
1,340
44.5
76
0
0
0
0
0
0
4,931
L52110
L
303.4
312.3
1,663
33.9
78
0
0
0
0
0
0
4,932
M19791
M
303.3
312.1
1,693
30
80
0
0
0
0
0
0
4,933
L52112
L
303.3
312.1
1,418
44.7
83
0
0
0
0
0
0
4,934
H34347
H
303.4
312.2
1,554
36.8
85
0
0
0
0
0
0
4,935
L52114
L
303.4
312.2
1,580
35.8
90
0
0
0
0
0
0
4,936
L52115
L
303.4
312.3
1,479
42.8
92
0
0
0
0
0
0
4,937
L52116
L
303.5
312.4
1,284
70.6
94
1
0
0
1
0
0
4,938
L52117
L
303.4
312.3
1,540
38.7
96
0
0
0
0
0
0
4,939
M19798
M
303.5
312.4
1,606
30.1
98
0
0
0
0
0
0
4,940
L52119
L
303.6
312.5
1,286
62.4
101
0
0
0
0
0
0
4,941
L52120
L
303.6
312.6
1,502
39.5
103
0
0
0
0
0
0
4,942
M19801
M
303.6
312.7
1,699
31.5
105
0
0
0
0
0
0
4,943
L52122
L
303.5
312.6
1,602
34.2
108
0
0
0
0
0
0
4,944
H34357
H
303.6
312.6
1,436
42
110
0
0
0
0
0
0
4,945
M19804
M
303.6
312.7
1,765
27.5
115
0
0
0
0
0
0
4,946
L52125
L
303.6
312.7
1,418
44.1
118
0
0
0
0
0
0
4,947
M19806
M
303.7
312.7
1,669
31.7
120
0
0
0
0
0
0
4,948
L52127
L
303.7
312.7
1,395
53.9
123
0
0
0
0
0
0
4,949
M19808
M
303.8
312.7
1,500
41.7
125
0
0
0
0
0
0
4,950
M19809
M
303.8
312.7
1,555
33.4
128
0
0
0
0
0
0
4,951
M19810
M
303.8
312.7
1,919
20.2
131
0
0
0
0
0
0
4,952
L52131
L
303.8
312.7
1,596
36.6
134
0
0
0
0
0
0
4,953
M19812
M
303.8
312.7
1,374
53.6
136
0
0
0
0
0
0
4,954
L52133
L
303.7
312.5
1,670
26.1
139
0
0
0
0
0
0
4,955
L52134
L
303.7
312.6
1,702
29.1
141
0
0
0
0
0
0
4,956
M19815
M
303.8
312.5
1,366
45.1
143
0
0
0
0
0
0
4,957
M19816
M
303.8
312.5
2,344
15.2
146
0
0
0
0
0
0
4,958
M19817
M
303.8
312.6
1,768
23.9
149
0
0
0
0
0
0
4,959
L52138
L
303.8
312.5
1,523
47
152
0
0
0
0
0
0
4,960
L52139
L
303.8
312.6
1,735
25.9
154
0
0
0
0
0
0
4,961
L52140
L
303.9
312.7
1,339
62.3
156
0
0
0
0
0
0
4,962
L52141
L
303.9
312.7
1,800
24.3
158
0
0
0
0
0
0
4,963
M19822
M
304
312.7
1,456
51.2
160
0
0
0
0
0
0
4,964
L52143
L
303.9
312.7
1,789
24.4
163
0
0
0
0
0
0
4,965
L52144
L
303.9
312.7
1,602
33.9
165
0
0
0
0
0
0
4,966
M19825
M
303.8
312.7
1,364
49.3
167
0
0
0
0
0
0
4,967
L52146
L
303.8
312.6
1,793
28.1
170
0
0
0
0
0
0
4,968
L52147
L
303.9
312.6
1,426
53.4
172
0
0
0
0
0
0
4,969
M19828
M
303.9
312.7
1,485
43.3
174
0
0
0
0
0
0
4,970
L52149
L
303.9
312.7
1,528
38.4
177
0
0
0
0
0
0
4,971
L52150
L
303.8
312.6
1,565
36
179
0
0
0
0
0
0
4,972
L52151
L
303.8
312.7
1,838
27.8
181
0
0
0
0
0
0
4,973
H34386
H
303.8
312.6
1,811
24.9
183
0
0
0
0
0
0
4,974
L52153
L
303.8
312.7
1,461
38.2
188
0
0
0
0
0
0
4,975
L52154
L
303.8
312.7
1,414
41.7
190
0
0
0
0
0
0
4,976
L52155
L
303.7
312.7
1,426
45.5
192
0
0
0
0
0
0
4,977
L52156
L
303.7
312.7
1,359
56.8
194
1
0
0
0
1
0
4,978
L52157
L
303.7
312.7
1,540
44.8
196
0
0
0
0
0
0
4,979
L52158
L
303.6
312.7
1,429
47.7
198
0
0
0
0
0
0
4,980
M19839
M
303.7
312.7
1,612
36.3
200
0
0
0
0
0
0
4,981
M19840
M
303.7
312.8
1,685
31.8
203
0
0
0
0
0
0
4,982
M19841
M
303.7
312.8
1,558
37.7
206
0
0
0
0
0
0
4,983
L52162
L
303.7
313
1,811
24.3
209
0
0
0
0
0
0
4,984
L52163
L
303.8
313.1
1,869
25.8
211
0
0
0
0
0
0
4,985
L52164
L
303.8
313.1
1,256
58.7
213
1
0
0
0
1
0
4,986
M19845
M
303.8
313
1,789
23.5
215
0
0
0
0
0
0
4,987
L52166
L
303.7
312.9
1,502
40.5
0
0
0
0
0
0
0
4,988
M19847
M
303.7
313
1,303
54.4
2
0
0
0
0
0
0
4,989
L52168
L
303.8
313.1
2,497
13
5
1
0
0
1
0
0
4,990
L52169
L
303.9
313.2
1,499
37.4
7
0
0
0
0
0
0
4,991
L52170
L
303.9
313.2
1,393
46.5
9
0
0
0
0
0
0
4,992
M19851
M
303.9
313
1,475
41
11
0
0
0
0
0
0
4,993
L52172
L
303.8
312.9
1,573
34.6
14
0
0
0
0
0
0
4,994
L52173
L
303.8
312.9
1,819
23.7
16
0
0
0
0
0
0
4,995
M19854
M
303.5
312.6
1,642
29.4
18
0
0
0
0
0
0
4,996
L52175
L
303.6
312.6
1,540
39.8
21
0
0
0
0
0
0
4,997
M19856
M
303.6
312.8
1,400
43.2
23
0
0
0
0
0
0
4,998
M19857
M
303.6
312.8
2,659
11.4
26
1
0
0
1
0
0
4,999
M19858
M
303.6
312.8
1,825
25.2
29
0
0
0
0
0
0
5,000
M19859
M
303.7
312.9
1,532
41.3
32
0
0
0
0
0
0