基于联邦学习和NSL-KDD数据集的网络入侵检测python源码+运行说明+数据集(带GUI界面).zip

0,tcp,private,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,229,10,0.00,0.00,1.00,1.00,0.04,0.06,0.00,255,10,0.04,0.06,0.00,0.00,0.00,0.00,1.00,1.00,neptune,21 0,tcp,private,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,136,1,0.00,0.00,1.00,1.00,0.01,0.06,0.00,255,1,0.00,0.06,0.00,0.00,0.00,0.00,1.00,1.00,neptune,21 2,tcp,ftp_data,SF,12983,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0.00,0.00,0.00,0.00,1.00,0.00,0.00,134,86,0.61,0.04,0.61,0.02,0.00,0.00,0.00,0.00,normal,21 0,icmp,eco_i,SF,20,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,65,0.00,0.00,0.00,0.00,1.00,0.00,1.00,3,57,1.00,0.00,1.00,0.28,0.00,0.00,0.00,0.00,saint,15 1,tcp,telnet,RSTO,0,15,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,8,0.00,0.12,1.00,0.50,1.00,0.00,0.75,29,86,0.31,0.17,0.03,0.02,0.00,0.00,0.83,0.71,mscan,11 0,tcp,http,SF,267,14515,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,4,4,0.00,0.00,0.00,0.00,1.00,0.00,0.00,155,255,1.00,0.00,0.01,0.03,0.01,0.00,0.00,0.00,normal,21 0,tcp,smtp,SF,1022,387,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,3,0.00,0.00,0.00,0.00,1.00,0.00,1.00,255,28,0.11,0.72,0.00,0.00,0.00,0.00,0.72,0.04,normal,21 0,tcp,telnet,SF,129,174,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.00,0.00,0.01,0.01,0.02,0.02,guess_passwd,15 0,tcp,http,SF,327,467,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,33,47,0.00,0.00,0.00,0.00,1.00,0.00,0.04,151,255,1.00,0.00,0.01,0.03,0.00,0.00,0.00,0.00,normal,21 0,tcp,ftp,SF,26,157,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,1,0.00,0.00,0.00,0.00,1.00,0.00,0.00,52,26,0.50,0.08,0.02,0.00,0.00,0.00,0.00,0.00,guess_passwd,7 0,tcp,telnet,SF,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,128,0.50,0.01,0.00,0.00,0.00,0.00,0.66,0.32,mscan,9 0,tcp,smtp,SF,616,330,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,2,0.00,0.00,0.00,0.00,1.00,0.00,1.00,255,129,0.51,0.03,0.00,0.00,0.00,0.00,0.33,0.00,normal,18 0,tcp,private,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,111,2,0.00,0.00,1.00,1.00,0.02,0.07,0.00,255,2,0.01,0.07,0.00,0.00,0.00,0.00,1.00,1.00,neptune,21 0,tcp,telnet,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,120,120,1.00,1.00,0.00,0.00,1.00,0.00,0.00,235,171,0.73,0.07,0.00,0.00,0.69,0.95,0.02,0.00,neptune,18 37,tcp,telnet,SF,773,364200,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,0.00,0.00,0.00,0.00,1.00,0.00,0.00,38,73,0.16,0.05,0.03,0.04,0.00,0.77,0.00,0.07,normal,14 0,tcp,http,SF,350,3610,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,8,8,0.00,0.00,0.00,0.00,1.00,0.00,0.00,71,255,1.00,0.00,0.01,0.04,0.00,0.00,0.00,0.00,normal,21 0,tcp,http,SF,213,659,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,24,24,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,http,SF,246,2090,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,16,16,0.00,0.00,0.00,0.00,1.00,0.00,0.00,35,255,1.00,0.00,0.03,0.05,0.00,0.00,0.00,0.00,normal,21 0,udp,private,SF,45,44,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,505,505,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,1.00,0.00,0.00,0.00,0.00,0.00,normal,15 0,tcp,private,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,204,18,0.00,0.00,1.00,1.00,0.09,0.07,0.00,255,18,0.07,0.07,0.00,0.00,0.00,0.00,1.00,1.00,neptune,21 0,tcp,ldap,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,118,19,0.00,0.00,1.00,1.00,0.16,0.05,0.00,255,19,0.07,0.05,0.00,0.00,0.00,0.00,1.00,1.00,neptune,21 0,tcp,pop_3,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1.00,1.00,0.00,0.00,1.00,0.00,0.00,255,87,0.34,0.01,0.01,0.00,1.00,1.00,0.00,0.00,mscan,18 0,tcp,http,SF,196,1823,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,17,17,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,http,SF,277,1816,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,17,18,0.00,0.00,0.00,0.00,1.00,0.00,0.11,36,255,1.00,0.00,0.03,0.02,0.00,0.00,0.00,0.00,normal,21 0,tcp,courier,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,116,8,0.00,0.00,1.00,1.00,0.07,0.07,0.00,255,8,0.03,0.06,0.00,0.00,0.00,0.00,1.00,1.00,neptune,18 0,tcp,discard,RSTO,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,273,13,0.00,0.00,1.00,1.00,0.05,0.06,0.00,255,13,0.05,0.06,0.00,0.00,0.00,0.00,1.00,1.00,neptune,20 0,tcp,http,SF,294,6442,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,22,46,0.00,0.00,0.00,0.00,1.00,0.00,0.11,180,255,1.00,0.00,0.01,0.01,0.00,0.00,0.00,0.00,normal,21 0,tcp,http,SF,300,440,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,7,7,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,icmp,ecr_i,SF,520,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,511,511,0.00,0.00,0.00,0.00,1.00,0.00,0.00,46,59,1.00,0.00,1.00,0.14,0.00,0.00,0.00,0.00,smurf,18 0,udp,private,SF,54,51,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,511,511,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.83,0.00,0.00,0.00,0.00,0.00,normal,17 805,tcp,http,RSTR,76944,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,12,12,0.00,0.00,1.00,1.00,1.00,0.00,0.00,241,238,0.99,0.01,0.00,0.00,0.00,0.00,0.07,0.07,apache2,14 0,tcp,smtp,SF,720,281,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,2,0.00,0.00,0.00,0.00,1.00,0.00,1.00,158,82,0.52,0.06,0.01,0.00,0.01,0.00,0.00,0.00,normal,21 0,tcp,http,SF,301,19794,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,15,15,0.00,0.00,0.00,0.00,1.00,0.00,0.00,20,255,1.00,0.00,0.05,0.02,0.05,0.00,0.00,0.00,normal,21 0,udp,private,SF,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,40,3,0.00,0.00,0.00,0.00,0.08,0.38,0.00,255,3,0.01,0.58,0.99,0.00,0.00,0.00,0.01,0.00,normal,1 0,tcp,private,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,483,1,0.05,0.00,0.92,1.00,0.00,1.00,0.00,255,1,0.00,1.00,0.00,0.00,0.00,0.00,0.96,1.00,satan,19 0,tcp,imap4,RSTO,0,44,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,0.00,0.00,1.00,1.00,0.50,1.00,1.00,185,59,0.24,0.03,0.01,0.03,0.01,0.00,0.89,0.95,mscan,14 0,tcp,http,SF,209,12894,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,11,11,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 8,tcp,ftp,SF,220,688,0,0,0,4,0,1,0,0,0,0,4,0,0,0,0,0,1,1,0.00,0.00,0.00,0.00,1.00,0.00,0.00,53,27,0.51,0.08,0.02,0.00,0.00,0.00,0.00,0.00,buffer_overflow,1 0,udp,domain_u,SF,43,71,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,113,113,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,254,1.00,0.01,0.00,0.00,0.00,0.00,0.00,0.00,normal,20 0,tcp,ftp_data,SF,88382,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,15,15,0.00,0.00,0.00,0.00,1.00,0.00,0.00,203,114,0.38,0.01,0.38,0.02,0.00,0.00,0.00,0.00,normal,21 0,tcp,private,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,144,8,1.00,1.00,0.00,0.00,0.06,0.06,0.00,255,8,0.03,0.06,0.00,0.00,1.00,1.00,0.00,0.00,neptune,21 0,tcp,http,SF,277,4968,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,13,13,0.00,0.00,0.00,0.00,1.00,0.00,0.00,13,255,1.00,0.00,0.08,0.01,0.00,0.00,0.00,0.00,normal,21 0,tcp,http,SF,321,2715,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,29,37,0.03,0.05,0.00,0.00,1.00,0.00,0.08,29,255,1.00,0.00,0.03,0.04,0.03,0.00,0.00,0.00,normal,21 0,tcp,http,SF,335,3228,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,49,50,0.00,0.00,0.00,0.00,1.00,0.00,0.04,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,mtp,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,266,8,0.00,0.00,1.00,1.00,0.03,0.06,0.00,255,8,0.03,0.06,0.00,0.00,0.00,0.00,1.00,1.00,neptune,20 0,tcp,http,SF,234,3236,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,8,21,0.00,0.00,0.00,0.00,1.00,0.00,0.10,255,255,1.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,systat,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,281,6,1.00,1.00,0.00,0.00,0.02,0.06,0.00,255,6,0.02,0.07,0.00,0.00,1.00,1.00,0.00,0.00,neptune,19 0,tcp,http,SF,54540,8314,0,0,0,2,0,1,1,0,0,0,0,0,0,0,0,0,4,24,0.00,0.00,0.00,0.00,1.00,0.00,0.08,255,250,0.98,0.01,0.00,0.00,0.00,0.00,0.06,0.06,back,12 0,tcp,telnet,S0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,12,1.00,0.33,0.00,0.67,1.00,0.00,0.92,91,86,0.34,0.03,0.01,0.03,1.00,1.00,0.00,0.00,mscan,18 0,udp,private,SF,46,45,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,68,68,0.00,0.00,0.00,0.00,1.00,0.00,0.00,255,255,1.00,0.00,0.26,0.00,0.00,0.00,0.00,0.00,normal,14 0,tcp,http,SF,318,488,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,3,16,0.00,0.00,0.00,0.00,1.00,0.00,0.12,3,156,1.00,0.00,0.33,0.04,0.00,0.01,0.00,0.00,normal,21 0,tcp,http,SF,256,4926,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,41,0.00,0.00,0.00,0.00,1.00,0.00,0.07,255,241,0.95,0.02,0.00,0.00,0.00,0.00,0.00,0.00,normal,21 0,tcp,iso_tsap,REJ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,239,7,0.00,0.00,1.0