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
9,901
H39314
H
298.7
309.2
1,449
42.3
182
0
0
0
0
0
0
9,902
M24761
M
298.7
309.2
1,423
48.9
187
0
0
0
0
0
0
9,903
H39316
H
298.7
309.3
1,402
45.3
190
0
0
0
0
0
0
9,904
M24763
M
298.7
309.2
1,437
45.7
195
0
0
0
0
0
0
9,905
L57084
L
298.6
309.1
1,537
35.7
198
0
0
0
0
0
0
9,906
M24765
M
298.7
309.1
1,423
49.5
200
0
0
0
0
0
0
9,907
M24766
M
298.6
309.1
1,587
37.3
203
0
0
0
0
0
0
9,908
M24767
M
298.6
309.1
1,487
43.2
206
0
0
0
0
0
0
9,909
L57088
L
298.6
309
1,456
47.7
0
0
0
0
0
0
0
9,910
L57089
L
298.7
309.1
1,607
32.7
2
0
0
0
0
0
0
9,911
L57090
L
298.6
309
1,469
46
4
0
0
0
0
0
0
9,912
M24771
M
298.6
309
1,481
40.8
6
0
0
0
0
0
0
9,913
L57092
L
298.6
308.9
1,327
58.8
9
0
0
0
0
0
0
9,914
L57093
L
298.5
308.8
1,589
30.6
11
0
0
0
0
0
0
9,915
L57094
L
298.5
308.8
1,670
29.6
13
0
0
0
0
0
0
9,916
M24775
M
298.5
308.7
1,662
28.3
15
0
0
0
0
0
0
9,917
M24776
M
298.5
308.8
1,553
34.9
18
0
0
0
0
0
0
9,918
M24777
M
298.5
308.8
1,557
36
21
0
0
0
0
0
0
9,919
L57098
L
298.4
308.8
1,352
56.7
24
0
0
0
0
0
0
9,920
L57099
L
298.5
308.8
1,305
58.7
26
0
0
0
0
0
0
9,921
H39334
H
298.5
308.7
1,450
43.9
28
0
0
0
0
0
0
9,922
M24781
M
298.5
308.7
1,347
48.5
33
0
0
0
0
0
0
9,923
H39336
H
298.6
308.8
1,566
39.1
36
0
0
0
0
0
0
9,924
M24783
M
298.5
308.7
1,615
33.3
41
0
0
0
0
0
0
9,925
M24784
M
298.5
308.6
1,384
54.4
44
0
0
0
0
0
0
9,926
M24785
M
298.5
308.7
1,367
47.3
47
0
0
0
0
0
0
9,927
M24786
M
298.5
308.6
1,897
20.2
50
0
0
0
0
0
0
9,928
L57107
L
298.5
308.6
1,522
36.9
53
0
0
0
0
0
0
9,929
M24788
M
298.4
308.5
1,576
27.4
55
0
0
0
0
0
0
9,930
H39343
H
298.4
308.4
1,479
39.2
58
0
0
0
0
0
0
9,931
L57110
L
298.3
308.3
1,452
45.5
63
0
0
0
0
0
0
9,932
L57111
L
298.3
308.3
1,432
46.9
65
0
0
0
0
0
0
9,933
L57112
L
298.3
308.2
1,663
28.4
67
0
0
0
0
0
0
9,934
L57113
L
298.3
308.3
1,597
32.4
69
0
0
0
0
0
0
9,935
L57114
L
298.3
308.2
1,472
44.3
71
0
0
0
0
0
0
9,936
L57115
L
298.4
308.3
1,452
48.5
73
0
0
0
0
0
0
9,937
H39350
H
298.3
308.2
1,534
33.2
75
0
0
0
0
0
0
9,938
L57117
L
298.3
308.1
1,505
46.1
80
0
0
0
0
0
0
9,939
L57118
L
298.3
308.1
1,528
33.9
82
0
0
0
0
0
0
9,940
H39353
H
298.3
308.1
2,636
12.8
84
0
0
0
0
0
0
9,941
M24800
M
298.3
308.1
1,722
28.6
89
0
0
0
0
0
0
9,942
L57121
L
298.4
308.1
1,395
44
92
0
0
0
0
0
0
9,943
L57122
L
298.4
308.1
1,375
50.8
94
0
0
0
0
0
0
9,944
M24803
M
298.3
308
1,766
26
96
0
0
0
0
0
0
9,945
L57124
L
298.3
307.9
1,399
47.8
99
0
0
0
0
0
0
9,946
L57125
L
298.3
308
1,578
37.8
101
0
0
0
0
0
0
9,947
L57126
L
298.3
307.9
1,502
42
103
0
0
0
0
0
0
9,948
M24807
M
298.2
307.9
1,529
36.6
105
0
0
0
0
0
0
9,949
L57128
L
298.2
307.8
1,804
25.1
108
0
0
0
0
0
0
9,950
M24809
M
298.2
307.8
1,411
53.4
110
0
0
0
0
0
0
9,951
L57130
L
298.1
307.8
1,413
54.1
113
0
0
0
0
0
0
9,952
L57131
L
298.2
307.8
1,355
59.4
115
0
0
0
0
0
0
9,953
L57132
L
298.2
307.8
1,429
46.9
117
0
0
0
0
0
0
9,954
L57133
L
298.1
307.8
1,565
35.3
119
0
0
0
0
0
0
9,955
M24814
M
298.1
307.9
1,446
42.8
121
0
0
0
0
0
0
9,956
M24815
M
298.2
307.9
1,462
38.8
124
0
0
0
0
0
0
9,957
M24816
M
298.2
307.8
1,578
34.5
127
0
0
0
0
0
0
9,958
L57137
L
298.1
307.8
1,606
33
130
0
0
0
0
0
0
9,959
M24818
M
298.1
307.8
1,525
35.9
132
0
0
0
0
0
0
9,960
L57139
L
298.1
307.8
1,379
49.1
135
0
0
0
0
0
0
9,961
L57140
L
298.2
307.8
1,575
35
137
0
0
0
0
0
0
9,962
L57141
L
298.2
307.9
1,399
54.9
139
0
0
0
0
0
0
9,963
L57142
L
298.2
307.9
1,429
49.4
141
0
0
0
0
0
0
9,964
L57143
L
298.3
307.9
1,435
39.9
143
0
0
0
0
0
0
9,965
L57144
L
298.3
307.9
1,766
26.5
145
0
0
0
0
0
0
9,966
L57145
L
298.3
307.9
1,703
28.9
147
0
0
0
0
0
0
9,967
L57146
L
298.3
307.9
1,507
41.2
149
0
0
0
0
0
0
9,968
M24827
M
298.3
307.9
1,609
32.4
151
0
0
0
0
0
0
9,969
L57148
L
298.4
308
1,605
32.4
154
0
0
0
0
0
0
9,970
L57149
L
298.4
308.1
1,491
50
156
0
0
0
0
0
0
9,971
H39384
H
298.4
308.1
1,891
24.7
158
0
0
0
0
0
0
9,972
H39385
H
298.5
308.2
1,563
44.6
163
0
0
0
0
0
0
9,973
L57152
L
298.6
308.2
1,390
51.4
168
0
0
0
0
0
0
9,974
L57153
L
298.5
308.2
1,444
40.5
170
0
0
0
0
0
0
9,975
L57154
L
298.6
308.2
1,361
68.2
172
1
0
0
1
1
0
9,976
M24835
M
298.6
308.3
1,589
34.1
174
0
0
0
0
0
0
9,977
L57156
L
298.6
308.2
1,705
26.3
177
0
0
0
0
0
0
9,978
L57157
L
298.6
308.3
1,422
40.4
179
0
0
0
0
0
0
9,979
H39392
H
298.6
308.3
1,377
52.1
181
0
0
0
0
0
0
9,980
L57159
L
298.5
308.3
1,334
49.8
186
0
0
0
0
0
0
9,981
L57160
L
298.6
308.4
1,559
36.6
188
0
0
0
0
0
0
9,982
L57161
L
298.7
308.5
1,353
47
190
0
0
0
0
0
0
9,983
M24842
M
298.7
308.4
1,507
45.7
192
0
0
0
0
0
0
9,984
L57163
L
298.7
308.4
1,694
28.7
195
0
0
0
0
0
0
9,985
H39398
H
298.7
308.4
1,432
42.8
197
0
0
0
0
0
0
9,986
H39399
H
298.7
308.5
1,572
35.6
202
0
0
0
0
0
0
9,987
M24846
M
298.8
308.6
1,507
42.3
207
0
0
0
0
0
0
9,988
M24847
M
298.8
308.6
1,500
37.1
210
0
0
0
0
0
0
9,989
L57168
L
298.9
308.6
1,771
24.1
213
0
0
0
0
0
0
9,990
M24849
M
298.8
308.5
1,577
33.2
0
0
0
0
0
0
0
9,991
L57170
L
298.8
308.5
1,527
36.2
3
0
0
0
0
0
0
9,992
M24851
M
298.9
308.4
1,827
26.1
5
0
0
0
0
0
0
9,993
L57172
L
298.8
308.4
1,484
39.2
8
0
0
0
0
0
0
9,994
L57173
L
298.8
308.4
1,401
47.3
10
0
0
0
0
0
0
9,995
L57174
L
298.8
308.3
1,634
27.9
12
0
0
0
0
0
0
9,996
M24855
M
298.8
308.4
1,604
29.5
14
0
0
0
0
0
0
9,997
H39410
H
298.9
308.4
1,632
31.8
17
0
0
0
0
0
0
9,998
M24857
M
299
308.6
1,645
33.4
22
0
0
0
0
0
0
9,999
H39412
H
299
308.7
1,408
48.5
25
0
0
0
0
0
0
10,000
M24859
M
299
308.7
1,500
40.2
30
0
0
0
0
0
0