基于A3C算法实现入侵检测系统IDS对网络空间中的流量数据进行识别 和异常分类python源码.zip

0,tcp,ftp_data,SF,491,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,0.00,0.00,0.00,0.00,1.00,0.00,0.00,150,25,0.17,0.03,0.17,0.00,0.00,0.00,0.05,0.00,normal,20 0,udp,other,SF,146,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,13,1,0.00,0.00,0.00,0.00,0.08,0.15,0.00,255,1,0.00,0.60,0.88,0.00,0.00,0.00,0.00,0.00,normal,15 0,tcp,private,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,123,6,1.00,1.00,0.00,0.00,0.05,0.07,0.00,255,26,0.10,0.05,0.00,0.00,1.00,1.00,0.00,0.00,neptune,19 0,tcp,http,SF,232,8153,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,5,5,0.20,0.20,0.00,0.00,1.00,0.00,0.00,30,255,1.00,0.00,0.03,0.04,0.03,0.01,0.00,0.01,normal,21 0,tcp,http,SF,199,420,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,30,32,0.00,0.00,0.00,0.00,1.00,0.00,0.09,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,private,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,121,19,0.00,0.00,1.00,1.00,0.16,0.06,0.00,255,19,0.07,0.07,0.00,0.00,0.00,0.00,1.00,1.00,neptune,21 0,tcp,private,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,166,9,1.00,1.00,0.00,0.00,0.05,0.06,0.00,255,9,0.04,0.05,0.00,0.00,1.00,1.00,0.00,0.00,neptune,21 0,tcp,private,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,117,16,1.00,1.00,0.00,0.00,0.14,0.06,0.00,255,15,0.06,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,21 0,tcp,remote_job,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,270,23,1.00,1.00,0.00,0.00,0.09,0.05,0.00,255,23,0.09,0.05,0.00,0.00,1.00,1.00,0.00,0.00,neptune,21 0,tcp,private,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,133,8,1.00,1.00,0.00,0.00,0.06,0.06,0.00,255,13,0.05,0.06,0.00,0.00,1.00,1.00,0.00,0.00,neptune,21 0,tcp,private,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,205,12,0.00,0.00,1.00,1.00,0.06,0.06,0.00,255,12,0.05,0.07,0.00,0.00,0.00,0.00,1.00,1.00,neptune,21 0,tcp,private,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,199,3,1.00,1.00,0.00,0.00,0.02,0.06,0.00,255,13,0.05,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,21 0,tcp,http,SF,287,2251,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,3,7,0.00,0.00,0.00,0.00,1.00,0.00,0.43,8,219,1.00,0.00,0.12,0.03,0.00,0.00,0.00,0.00,normal,21 0,tcp,ftp_data,SF,334,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,2,2,0.00,0.00,0.00,0.00,1.00,0.00,0.00,2,20,1.00,0.00,1.00,0.20,0.00,0.00,0.00,0.00,warezclient,15 0,tcp,name,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,233,1,1.00,1.00,0.00,0.00,0.00,0.06,0.00,255,1,0.00,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,19 0,tcp,netbios_ns,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,96,16,1.00,1.00,0.00,0.00,0.17,0.05,0.00,255,2,0.01,0.06,0.00,0.00,1.00,1.00,0.00,0.00,neptune,18 0,tcp,http,SF,300,13788,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,8,9,0.00,0.11,0.00,0.00,1.00,0.00,0.22,91,255,1.00,0.00,0.01,0.02,0.00,0.00,0.00,0.00,normal,21 0,icmp,eco_i,SF,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0.00,0.00,0.00,0.00,1.00,0.00,0.00,1,16,1.00,0.00,1.00,1.00,0.00,0.00,0.00,0.00,ipsweep,18 0,tcp,http,SF,233,616,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,3,3,0.00,0.00,0.00,0.00,1.00,0.00,0.00,66,255,1.00,0.00,0.02,0.03,0.00,0.00,0.02,0.00,normal,21 0,tcp,http,SF,343,1178,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,9,10,0.00,0.00,0.00,0.00,1.00,0.00,0.20,157,255,1.00,0.00,0.01,0.04,0.00,0.00,0.00,0.00,normal,21 0,tcp,mtp,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,223,23,1.00,1.00,0.00,0.00,0.10,0.05,0.00,255,23,0.09,0.05,0.00,0.00,1.00,1.00,0.00,0.00,neptune,18 0,tcp,private,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,280,17,1.00,1.00,0.00,0.00,0.06,0.05,0.00,238,17,0.07,0.06,0.00,0.00,0.99,1.00,0.00,0.00,neptune,18 0,tcp,http,SF,253,11905,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,8,10,0.00,0.00,0.00,0.00,1.00,0.00,0.20,87,255,1.00,0.00,0.01,0.02,0.00,0.00,0.00,0.00,normal,21 5607,udp,other,SF,147,105,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,1,0.00,0.85,1.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,mtp,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,248,2,1.00,1.00,0.00,0.00,0.01,0.06,0.00,255,2,0.01,0.06,0.00,0.00,1.00,1.00,0.00,0.00,neptune,19 507,tcp,telnet,SF,437,14421,0,0,0,0,0,1,3,0,0,0,0,0,1,0,0,0,1,1,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,25,0.10,0.05,0.00,0.00,0.53,0.00,0.02,0.16,normal,20 0,tcp,private,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,279,7,1.00,1.00,0.00,0.00,0.03,0.06,0.00,255,13,0.05,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,21 0,tcp,http,SF,227,6588,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,5,22,0.00,0.00,0.00,0.00,1.00,0.00,0.18,43,255,1.00,0.00,0.02,0.14,0.00,0.00,0.56,0.57,normal,21 0,tcp,http,SF,215,10499,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,14,14,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,http,SF,241,1400,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,33,33,0.00,0.00,0.03,0.03,1.00,0.00,0.00,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,icmp,eco_i,SF,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,12,0.00,0.00,0.00,0.00,1.00,0.00,1.00,1,53,1.00,0.00,1.00,0.51,0.00,0.00,0.00,0.00,ipsweep,17 0,tcp,finger,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,57,16,1.00,1.00,0.00,0.00,0.28,0.07,0.00,255,59,0.23,0.04,0.01,0.00,1.00,1.00,0.00,0.00,neptune,20 0,tcp,http,SF,303,555,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,9,9,0.00,0.00,0.00,0.00,1.00,0.00,0.00,9,255,1.00,0.00,0.11,0.01,0.00,0.00,0.00,0.00,normal,21 0,tcp,private,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,1,0.00,0.00,1.00,1.00,0.50,1.00,0.00,255,1,0.00,0.31,0.28,0.00,0.00,0.00,0.29,1.00,portsweep,20 0,udp,domain_u,SF,45,45,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,181,181,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,250,0.98,0.01,0.00,0.00,0.00,0.00,0.00,0.00,normal,18 1,udp,private,SF,105,147,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,0.00,0.00,0.00,0.00,1.00,0.00,0.00,41,5,0.12,0.05,0.05,0.00,0.00,0.00,0.00,0.00,normal,19 0,udp,domain_u,SF,43,43,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,122,202,0.00,0.00,0.00,0.00,1.00,0.00,0.01,255,255,1.00,0.00,0.01,0.00,0.00,0.00,0.00,0.00,normal,18 0,tcp,supdup,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,205,17,1.00,1.00,0.00,0.00,0.08,0.06,0.00,255,17,0.07,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,19 0,tcp,http,SF,324,2302,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,22,28,0.00,0.00,0.00,0.00,1.00,0.00,0.14,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,uucp_path,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,228,13,1.00,1.00,0.00,0.00,0.06,0.07,0.00,255,13,0.05,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,20 0,tcp,ftp_data,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,50,11,1.00,1.00,0.00,0.00,0.22,0.08,0.00,255,63,0.25,0.02,0.01,0.00,1.00,1.00,0.00,0.00,neptune,19 0,tcp,Z39_50,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,262,12,1.00,1.00,0.00,0.00,0.05,0.06,0.00,255,9,0.04,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,18 2,tcp,smtp,SF,1591,372,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,2,0.00,0.00,0.00,0.00,1.00,0.00,1.00,181,147,0.81,0.02,0.01,0.00,0.00,0.00,0.00,0.00,normal,21 9052,udp,other,SF,146,105,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,2,0.00,0.00,0.00,0.00,0.50,0.50,0.00,255,2,0.01,0.66,0.99,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,http,SF,290,3006,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,11,11,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,csnet_ns,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,108,11,1.00,1.00,0.00,0.00,0.10,0.08,0.00,255,11,0.04,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,18 0,udp,private,SF,28,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,80,80,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,80,0.31,0.02,0.31,0.00,0.00,0.00,0.00,0.00,teardrop,16 0,tcp,http,SF,255,861,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,44,44,0.02,0.02,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,ftp_data,SF,334,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,2,2,0.00,0.00,0.00,0.00,1.00,0.00,0.00,4,38,1.00,0.00,1.00,0.18,0.00,0.00,0.00,0.00,warezclient,12 0,tcp,ftp_data,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,258,17,1.00,1.00,0.00,0.00,0.07,0.05,0.00,255,5,0.02,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,18 0,tcp,http,SF,302,498,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,10,10,0.00,0.00,0.00,0.00,1.00,0.00,0.00,131,255,1.00,0.00,0.01,0.04,0.00,0.00,0.00,0.00,normal,21 0,tcp,private,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,61,4,0.00,0.00,1.00,1.00,0.07,0.10,0.00,255,4,0.02,0.08,0.00,0.00,0.00,0.00,1.00,1.00,neptune,21 0,udp,private,SF,28,0,0,