#!/usr/bin/env?python
import?AIS
import?random
import?numpy?as?np
import?math
import?sklearn.neighbors.kd_tree?as?kt
ais_instance1=AIS.Ais（）
file1=open（r“C:\Users\huangrun\Desktop\xunlian20.arff““r“）
file2=open（r“C:\Users\huangrun\Desktop\zhengchang.arff““w“）
file3=open（r“C:\Users\huangrun\Desktop\yichang.arff““w“）
file4=open（r“C:\Users\huangrun\Desktop\xunlian20.arff““r“）
file5=open（r“C:\Users\huangrun\Desktop\test.arff““r“）
file6=open（r“C:\Users\huangrun\Desktop\test.arff““r“）
file7=open（r“C:\Users\huangrun\Desktop\zhengchangtest.arff““w“）
file8=open（r“C:\Users\huangrun\Desktop\yichangtest.arff““w“）



cfs_genetic_15=[34561216182526293031363738]
ig_ranking_15=[53643029333435381239252326]
#ig_ranking_20=[536430293334353812392523263732363124]

feature_to_use_number=[53643029333435381239252326]
#feature_to_use.sort（）
category=[‘nu‘‘no‘‘nu‘‘no‘‘nu‘‘nu‘‘nu‘‘nu‘‘nu‘‘nu‘‘b‘‘nu‘‘nu‘‘nu‘‘nu‘]
feature_to_use=[‘src_bytes‘‘service‘‘dst_bytes‘‘flag‘‘diff_srv_rate‘‘same_srv_rate‘‘dst_host_srv_count‘‘dst_host_same_srv_rate‘‘dst_host_diff_srv_rate‘‘dst_host_serror_rate‘‘logged_in‘‘dst_host_srv_serror_rate‘‘serror_rate‘‘count‘‘srv_serror_rate‘]
normalized=[‘logged_in‘‘serror_rate‘‘srv_serror_rate‘‘same_srv_rate‘‘diff_srv_rate‘‘dst_host_same_srv_rate‘‘dst_host_diff_srv_rate‘‘dst_host_serror_rate‘‘dst_host_srv_serror_rate‘]???????#string?of?normalized?features
unnormalized=[‘src_bytes‘‘dst_bytes‘‘count‘‘dst_host_srv_count‘]?????#unnormalized?features?represented?in?strings?e.g?“count“?“srv_count“?etc.
#protocol=[]
string_service_bin=[‘0000001‘‘0000010‘‘0000011‘‘0000100‘‘0000101‘‘0000110‘‘0000111‘‘0001000‘‘0001001‘‘0001010‘‘0001011‘‘0001100‘‘0001101‘‘0001110‘‘0001111‘‘0010000‘‘0010001‘‘0010010‘‘0010011‘‘0010100‘‘0010101‘‘0010110‘‘0010111‘‘0011000‘‘0011001‘‘0011010‘‘0011011‘‘0011100‘‘0011101‘‘0011110‘‘0011111‘‘0100000‘‘0100001‘‘0100010‘‘0100011‘‘0100100‘‘0100101‘‘0100110‘‘0100111‘‘0101000‘‘0101001‘‘0101010‘‘0101011‘‘0101100‘‘0101101‘‘0101110‘‘0101111‘‘0110000‘‘0110001‘‘0110010‘‘0110011‘‘0110100‘‘0110101‘‘0110110‘‘0110111‘‘0111000‘‘0111001‘‘0111010‘‘0111011‘‘0111100‘‘0111101‘‘0111110‘‘0111111‘‘1000000‘‘1000001‘‘1000010‘‘1000011‘‘1000100‘‘1000101‘‘1000110‘]
service=[‘a(chǎn)ol‘?‘a(chǎn)uth‘?‘bgp‘?‘courier‘?‘csnet_ns‘?‘ctf‘?‘daytime‘?‘discard‘?‘domain‘?‘domain_u‘?‘echo‘?‘eco_i‘?‘ecr_i‘?‘efs‘?‘exec‘?‘finger‘?‘ftp‘?‘ftp_data‘?‘gopher‘?‘harvest‘?‘hostnames‘?‘http‘?‘http_2784‘?‘http_443‘?‘http_8001‘?‘imap4‘?‘IRC‘?‘iso_tsap‘?‘klogin‘?‘kshell‘?‘ldap‘?‘link‘?‘login‘?‘mtp‘?‘name‘?‘netbios_dgm‘?‘netbios_ns‘?‘netbios_ssn‘?‘netstat‘?‘nnsp‘?‘nntp‘?‘ntp_u‘?‘other‘?‘pm_dump‘?‘pop_2‘?‘pop_3‘?‘printer‘?‘private‘?‘red_i‘?‘remote_job‘?‘rje‘?‘shell‘?‘smtp‘?‘sql_net‘?‘ssh‘?‘sunrpc‘?‘supdup‘?‘systat‘?‘telnet‘?‘tftp_u‘?‘tim_i‘?‘time‘?‘u