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Table 2 KDD99 dataset attributes

From: Intrusion detection model using machine learning algorithm on Big Data environment

No

Attribute name

No

Attribute name

1

Duration

22

Is_guest_login

2

Protocol_type

23

Count

3

Service

24

Serror_rate

4

Src_bytes

25

Rerror_rate

5

Dst_bytes

26

Same_srv_rate

6

Flag

27

Diff_srv_rate

7

Land

28

Srv_count

8

Wrong_fragment

29

Srv_serror_rate

9

Urgent

30

Srv_rerror_rate

10

Hot

31

Srv_diff_host_rate

11

Num_failed_logins

32

Dst_host_count

12

Logged_in

33

Dst_host_srv_count

13

Num_compromised

34

Dst_host_same_srv_rate

14

Root_shell

35

Dst_host_diff_srv_rate

15

Su_attempted

36

Dst_host_same_src_port_rate

16

Num_root

37

Dst_host_srv_diff_host_rate

17

Num_file_creations

38

Dst_host_serror_rate

18

Num_shells

39

Dst_host_srv_serror_rate

19

Num_access_files

40

Dst_host_rerror_rate

20

Num_outbound_cmds

41

Dst_host_srv_rerror_rate

21

Is_hot_login

42

class