feat: implement reproducible PROTEAN baseline pipeline
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class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
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0,Benign,334415,10,0,1,185504,33441.5,54297.395750164666,1.6236531181365867,185504.0
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1,HTTPFlood,98569,9,1,1,48469,10952.111111111111,15619.095146962789,1.4261264324753735,48469.0
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2,ICMPFlood,808,9,1,2,319,89.77777777777777,99.11360236031938,1.1039881451025675,159.5
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3,SYNFlood,6805,7,3,144,4762,972.1428571428571,1553.4714516270997,1.5979867981469065,33.06944444444444
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4,SYNScan,14030,7,3,237,6524,2004.2857142857142,2116.5558758299308,1.0560150485252684,27.52742616033755
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5,SlowrateDoS,51187,9,1,1,16517,5687.444444444444,6406.6724611682275,1.1264589085219694,16517.0
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6,TCPConnectScan,14037,9,1,2,10870,1559.6666666666667,3336.037403200923,2.138942553879626,5435.0
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7,UDPFlood,320138,10,0,1,127301,32013.8,44285.809189400614,1.3833349739612484,127301.0
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8,UDPScan,11134,10,0,2,4601,1113.4,1669.91060838597,1.4998298979575801,2300.5
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dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
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5gnidd,0.25,0,0,0,Benign,6003,False,False
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5gnidd,0.25,0,0,1,HTTPFlood,4887,False,False
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5gnidd,0.25,0,0,2,ICMPFlood,319,False,False
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5gnidd,0.25,0,0,3,SYNFlood,275,False,False
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5gnidd,0.25,0,0,4,SYNScan,955,False,False
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5gnidd,0.25,0,0,5,SlowrateDoS,11954,False,False
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5gnidd,0.25,0,0,6,TCPConnectScan,92,True,False
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5gnidd,0.25,0,0,7,UDPFlood,127301,False,False
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5gnidd,0.25,0,0,8,UDPScan,2,True,False
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5gnidd,0.25,0,1,0,Benign,40519,False,False
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5gnidd,0.25,0,1,1,HTTPFlood,1,True,False
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5gnidd,0.25,0,1,2,ICMPFlood,181,False,False
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5gnidd,0.25,0,1,3,SYNFlood,0,False,True
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5gnidd,0.25,0,1,4,SYNScan,289,False,False
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5gnidd,0.25,0,1,5,SlowrateDoS,18,True,False
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5gnidd,0.25,0,1,6,TCPConnectScan,52,False,False
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5gnidd,0.25,0,1,7,UDPFlood,62527,False,False
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5gnidd,0.25,0,1,8,UDPScan,4601,False,False
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5gnidd,0.25,0,2,0,Benign,17462,False,False
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5gnidd,0.25,0,2,1,HTTPFlood,300,False,False
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5gnidd,0.25,0,2,2,ICMPFlood,2,True,False
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5gnidd,0.25,0,2,3,SYNFlood,184,False,False
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5gnidd,0.25,0,2,4,SYNScan,0,False,True
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5gnidd,0.25,0,2,5,SlowrateDoS,1454,False,False
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5gnidd,0.25,0,2,6,TCPConnectScan,63,True,False
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5gnidd,0.25,0,2,7,UDPFlood,319,False,False
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5gnidd,0.25,0,2,8,UDPScan,4159,False,False
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5gnidd,0.25,0,3,0,Benign,4648,False,False
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5gnidd,0.25,0,3,1,HTTPFlood,13072,False,False
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5gnidd,0.25,0,3,2,ICMPFlood,42,False,False
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5gnidd,0.25,0,3,3,SYNFlood,4762,False,False
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5gnidd,0.25,0,3,4,SYNScan,3021,False,False
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5gnidd,0.25,0,3,5,SlowrateDoS,16517,False,False
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5gnidd,0.25,0,3,6,TCPConnectScan,1548,False,False
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5gnidd,0.25,0,3,7,UDPFlood,1,True,False
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5gnidd,0.25,0,3,8,UDPScan,5,True,False
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5gnidd,0.25,0,4,0,Benign,5,False,False
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5gnidd,0.25,0,4,1,HTTPFlood,0,False,True
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5gnidd,0.25,0,4,2,ICMPFlood,15,True,False
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5gnidd,0.25,0,4,3,SYNFlood,144,False,False
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5gnidd,0.25,0,4,4,SYNScan,447,False,False
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5gnidd,0.25,0,4,5,SlowrateDoS,14314,False,False
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5gnidd,0.25,0,4,6,TCPConnectScan,10870,False,False
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5gnidd,0.25,0,4,7,UDPFlood,1606,False,False
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5gnidd,0.25,0,4,8,UDPScan,28,True,False
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5gnidd,0.25,0,5,0,Benign,185504,False,False
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5gnidd,0.25,0,5,1,HTTPFlood,48469,False,False
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5gnidd,0.25,0,5,2,ICMPFlood,0,False,True
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5gnidd,0.25,0,5,3,SYNFlood,0,False,True
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5gnidd,0.25,0,5,4,SYNScan,0,False,True
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5gnidd,0.25,0,5,5,SlowrateDoS,1,True,False
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5gnidd,0.25,0,5,6,TCPConnectScan,118,True,False
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5gnidd,0.25,0,5,7,UDPFlood,2869,False,False
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5gnidd,0.25,0,5,8,UDPScan,732,False,False
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5gnidd,0.25,0,6,0,Benign,1807,False,False
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5gnidd,0.25,0,6,1,HTTPFlood,3,True,False
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5gnidd,0.25,0,6,2,ICMPFlood,78,False,False
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5gnidd,0.25,0,6,3,SYNFlood,559,False,False
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5gnidd,0.25,0,6,4,SYNScan,2557,False,False
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5gnidd,0.25,0,6,5,SlowrateDoS,23,True,False
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5gnidd,0.25,0,6,6,TCPConnectScan,0,False,True
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5gnidd,0.25,0,6,7,UDPFlood,94879,False,False
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5gnidd,0.25,0,6,8,UDPScan,1052,False,False
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5gnidd,0.25,0,7,0,Benign,1,False,False
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5gnidd,0.25,0,7,1,HTTPFlood,26635,False,False
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5gnidd,0.25,0,7,2,ICMPFlood,34,True,False
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5gnidd,0.25,0,7,3,SYNFlood,0,False,True
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5gnidd,0.25,0,7,4,SYNScan,0,False,True
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5gnidd,0.25,0,7,5,SlowrateDoS,0,False,True
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5gnidd,0.25,0,7,6,TCPConnectScan,81,True,False
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5gnidd,0.25,0,7,7,UDPFlood,26932,False,False
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5gnidd,0.25,0,7,8,UDPScan,389,False,False
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5gnidd,0.25,0,8,0,Benign,63395,False,False
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5gnidd,0.25,0,8,1,HTTPFlood,589,False,False
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5gnidd,0.25,0,8,2,ICMPFlood,6,True,False
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5gnidd,0.25,0,8,3,SYNFlood,419,False,False
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5gnidd,0.25,0,8,4,SYNScan,237,False,False
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5gnidd,0.25,0,8,5,SlowrateDoS,810,False,False
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5gnidd,0.25,0,8,6,TCPConnectScan,2,True,False
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5gnidd,0.25,0,8,7,UDPFlood,1195,False,False
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5gnidd,0.25,0,8,8,UDPScan,145,False,False
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5gnidd,0.25,0,9,0,Benign,15071,False,False
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5gnidd,0.25,0,9,1,HTTPFlood,4613,False,False
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5gnidd,0.25,0,9,2,ICMPFlood,131,True,False
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5gnidd,0.25,0,9,3,SYNFlood,462,False,False
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5gnidd,0.25,0,9,4,SYNScan,6524,False,False
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5gnidd,0.25,0,9,5,SlowrateDoS,6096,False,False
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5gnidd,0.25,0,9,6,TCPConnectScan,1211,False,False
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5gnidd,0.25,0,9,7,UDPFlood,2509,False,False
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5gnidd,0.25,0,9,8,UDPScan,21,True,False
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class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
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0,Benign,334415,10,0,30,177603,33441.5,50907.30907492558,1.5222794753502558,5920.1
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1,HTTPFlood,98569,9,1,5,45645,10952.111111111111,15449.722071893897,1.4106615532981472,9129.0
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2,ICMPFlood,808,10,0,1,257,80.8,94.58308516854375,1.1705827372344524,257.0
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3,SYNFlood,6805,9,1,10,2997,756.1111111111111,936.8245945680835,1.2390038723163486,299.7
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4,SYNScan,14030,10,0,7,3477,1403.0,1296.782711174081,0.9242927378289957,496.7142857142857
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5,SlowrateDoS,51187,8,2,211,23478,6398.375,7648.639175328837,1.1954033915375133,111.27014218009478
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6,TCPConnectScan,14037,8,2,36,3627,1754.625,1056.293039063971,0.6020050090839758,100.75
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7,UDPFlood,320138,10,0,1,128338,32013.8,41188.815061373156,1.2865956263040674,128338.0
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8,UDPScan,11134,6,4,67,5172,1855.6666666666667,1682.0645713593226,0.9064475865058321,77.19402985074628
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dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
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5gnidd,0.25,1,0,0,Benign,39367,False,False
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5gnidd,0.25,1,0,1,HTTPFlood,0,False,True
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5gnidd,0.25,1,0,2,ICMPFlood,27,True,False
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5gnidd,0.25,1,0,3,SYNFlood,2997,False,False
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5gnidd,0.25,1,0,4,SYNScan,3051,False,False
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5gnidd,0.25,1,0,5,SlowrateDoS,0,False,True
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5gnidd,0.25,1,0,6,TCPConnectScan,368,True,False
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5gnidd,0.25,1,0,7,UDPFlood,16667,False,False
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5gnidd,0.25,1,0,8,UDPScan,0,False,True
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5gnidd,0.25,1,1,0,Benign,6206,False,False
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5gnidd,0.25,1,1,1,HTTPFlood,45645,False,False
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5gnidd,0.25,1,1,2,ICMPFlood,78,True,False
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5gnidd,0.25,1,1,3,SYNFlood,0,False,True
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5gnidd,0.25,1,1,4,SYNScan,7,True,False
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5gnidd,0.25,1,1,5,SlowrateDoS,442,False,False
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5gnidd,0.25,1,1,6,TCPConnectScan,1716,False,False
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5gnidd,0.25,1,1,7,UDPFlood,4540,False,False
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5gnidd,0.25,1,1,8,UDPScan,5172,False,False
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5gnidd,0.25,1,2,0,Benign,30,False,False
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5gnidd,0.25,1,2,1,HTTPFlood,28,False,False
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5gnidd,0.25,1,2,2,ICMPFlood,4,True,False
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5gnidd,0.25,1,2,3,SYNFlood,408,False,False
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5gnidd,0.25,1,2,4,SYNScan,3477,False,False
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5gnidd,0.25,1,2,5,SlowrateDoS,290,False,False
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5gnidd,0.25,1,2,6,TCPConnectScan,1886,False,False
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5gnidd,0.25,1,2,7,UDPFlood,13,True,False
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5gnidd,0.25,1,2,8,UDPScan,2745,False,False
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5gnidd,0.25,1,3,0,Benign,5914,False,False
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5gnidd,0.25,1,3,1,HTTPFlood,365,False,False
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5gnidd,0.25,1,3,2,ICMPFlood,225,True,False
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5gnidd,0.25,1,3,3,SYNFlood,708,False,False
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5gnidd,0.25,1,3,4,SYNScan,362,True,False
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5gnidd,0.25,1,3,5,SlowrateDoS,11227,False,False
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5gnidd,0.25,1,3,6,TCPConnectScan,0,False,True
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5gnidd,0.25,1,3,7,UDPFlood,75580,False,False
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5gnidd,0.25,1,3,8,UDPScan,0,False,True
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5gnidd,0.25,1,4,0,Benign,42476,False,False
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5gnidd,0.25,1,4,1,HTTPFlood,30225,False,False
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5gnidd,0.25,1,4,2,ICMPFlood,257,True,False
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5gnidd,0.25,1,4,3,SYNFlood,1743,False,False
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5gnidd,0.25,1,4,4,SYNScan,1514,False,False
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5gnidd,0.25,1,4,5,SlowrateDoS,6019,False,False
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5gnidd,0.25,1,4,6,TCPConnectScan,1935,False,False
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5gnidd,0.25,1,4,7,UDPFlood,1,True,False
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5gnidd,0.25,1,4,8,UDPScan,0,False,True
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5gnidd,0.25,1,5,0,Benign,3442,False,False
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5gnidd,0.25,1,5,1,HTTPFlood,5,True,False
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5gnidd,0.25,1,5,2,ICMPFlood,2,True,False
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5gnidd,0.25,1,5,3,SYNFlood,97,False,False
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5gnidd,0.25,1,5,4,SYNScan,17,False,False
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5gnidd,0.25,1,5,5,SlowrateDoS,211,False,False
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5gnidd,0.25,1,5,6,TCPConnectScan,2361,False,False
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5gnidd,0.25,1,5,7,UDPFlood,1197,False,False
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5gnidd,0.25,1,5,8,UDPScan,67,False,False
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5gnidd,0.25,1,6,0,Benign,43284,False,False
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5gnidd,0.25,1,6,1,HTTPFlood,660,False,False
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5gnidd,0.25,1,6,2,ICMPFlood,1,True,False
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5gnidd,0.25,1,6,3,SYNFlood,10,True,False
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5gnidd,0.25,1,6,4,SYNScan,1401,False,False
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5gnidd,0.25,1,6,5,SlowrateDoS,9026,False,False
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5gnidd,0.25,1,6,6,TCPConnectScan,3627,False,False
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5gnidd,0.25,1,6,7,UDPFlood,60225,False,False
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5gnidd,0.25,1,6,8,UDPScan,1209,False,False
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5gnidd,0.25,1,7,0,Benign,505,False,False
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5gnidd,0.25,1,7,1,HTTPFlood,11422,False,False
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5gnidd,0.25,1,7,2,ICMPFlood,29,True,False
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5gnidd,0.25,1,7,3,SYNFlood,518,False,False
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5gnidd,0.25,1,7,4,SYNScan,107,True,False
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5gnidd,0.25,1,7,5,SlowrateDoS,0,False,True
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5gnidd,0.25,1,7,6,TCPConnectScan,0,False,True
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5gnidd,0.25,1,7,7,UDPFlood,33227,False,False
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5gnidd,0.25,1,7,8,UDPScan,1006,False,False
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5gnidd,0.25,1,8,0,Benign,15588,False,False
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5gnidd,0.25,1,8,1,HTTPFlood,9984,False,False
|
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5gnidd,0.25,1,8,2,ICMPFlood,11,True,False
|
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5gnidd,0.25,1,8,3,SYNFlood,276,False,False
|
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5gnidd,0.25,1,8,4,SYNScan,3125,False,False
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5gnidd,0.25,1,8,5,SlowrateDoS,494,False,False
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5gnidd,0.25,1,8,6,TCPConnectScan,36,True,False
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5gnidd,0.25,1,8,7,UDPFlood,128338,False,False
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5gnidd,0.25,1,8,8,UDPScan,0,False,True
|
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5gnidd,0.25,1,9,0,Benign,177603,False,False
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5gnidd,0.25,1,9,1,HTTPFlood,235,False,False
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5gnidd,0.25,1,9,2,ICMPFlood,174,True,False
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5gnidd,0.25,1,9,3,SYNFlood,48,True,False
|
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5gnidd,0.25,1,9,4,SYNScan,969,False,False
|
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5gnidd,0.25,1,9,5,SlowrateDoS,23478,False,False
|
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5gnidd,0.25,1,9,6,TCPConnectScan,2108,False,False
|
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5gnidd,0.25,1,9,7,UDPFlood,350,False,False
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5gnidd,0.25,1,9,8,UDPScan,935,False,False
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class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
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0,Benign,334415,10,0,10,227468,33441.5,65962.28801709352,1.972467981911503,22746.8
|
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1,HTTPFlood,98569,7,3,43,36762,14081.285714285714,13455.260572029978,0.9555420467308164,854.9302325581396
|
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2,ICMPFlood,808,8,2,6,355,101.0,118.30574795841494,1.1713440391922272,59.166666666666664
|
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3,SYNFlood,6805,9,1,3,3136,756.1111111111111,1064.1515602628585,1.4074010348810768,1045.3333333333333
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4,SYNScan,14030,10,0,2,10072,1403.0,2944.64989429983,2.098823873342716,5036.0
|
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5,SlowrateDoS,51187,10,0,4,31740,5118.7,9212.276190497112,1.7997296560644525,7935.0
|
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6,TCPConnectScan,14037,9,1,3,3619,1559.6666666666667,1403.3240696448004,0.8997589675004063,1206.3333333333333
|
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7,UDPFlood,320138,10,0,113,82051,32013.8,25362.204812673524,0.7922272523934529,726.1150442477876
|
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8,UDPScan,11134,7,3,243,3899,1590.5714285714287,1346.1352996255464,0.8463218158234977,16.045267489711936
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@@ -0,0 +1,91 @@
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dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
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5gnidd,0.25,2,0,0,Benign,46403,False,False
|
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5gnidd,0.25,2,0,1,HTTPFlood,0,False,True
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5gnidd,0.25,2,0,2,ICMPFlood,203,True,False
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5gnidd,0.25,2,0,3,SYNFlood,258,False,False
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5gnidd,0.25,2,0,4,SYNScan,4,True,False
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5gnidd,0.25,2,0,5,SlowrateDoS,226,False,False
|
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5gnidd,0.25,2,0,6,TCPConnectScan,2548,False,False
|
||||
5gnidd,0.25,2,0,7,UDPFlood,55627,False,False
|
||||
5gnidd,0.25,2,0,8,UDPScan,3899,False,False
|
||||
5gnidd,0.25,2,1,0,Benign,20110,False,False
|
||||
5gnidd,0.25,2,1,1,HTTPFlood,1015,False,False
|
||||
5gnidd,0.25,2,1,2,ICMPFlood,6,True,False
|
||||
5gnidd,0.25,2,1,3,SYNFlood,3,True,False
|
||||
5gnidd,0.25,2,1,4,SYNScan,843,False,False
|
||||
5gnidd,0.25,2,1,5,SlowrateDoS,692,False,False
|
||||
5gnidd,0.25,2,1,6,TCPConnectScan,2980,False,False
|
||||
5gnidd,0.25,2,1,7,UDPFlood,25373,False,False
|
||||
5gnidd,0.25,2,1,8,UDPScan,0,False,True
|
||||
5gnidd,0.25,2,2,0,Benign,12386,False,False
|
||||
5gnidd,0.25,2,2,1,HTTPFlood,0,False,True
|
||||
5gnidd,0.25,2,2,2,ICMPFlood,0,False,True
|
||||
5gnidd,0.25,2,2,3,SYNFlood,3136,False,False
|
||||
5gnidd,0.25,2,2,4,SYNScan,10072,False,False
|
||||
5gnidd,0.25,2,2,5,SlowrateDoS,1818,False,False
|
||||
5gnidd,0.25,2,2,6,TCPConnectScan,564,False,False
|
||||
5gnidd,0.25,2,2,7,UDPFlood,113,True,False
|
||||
5gnidd,0.25,2,2,8,UDPScan,436,True,False
|
||||
5gnidd,0.25,2,3,0,Benign,29,False,False
|
||||
5gnidd,0.25,2,3,1,HTTPFlood,13422,False,False
|
||||
5gnidd,0.25,2,3,2,ICMPFlood,355,True,False
|
||||
5gnidd,0.25,2,3,3,SYNFlood,221,True,False
|
||||
5gnidd,0.25,2,3,4,SYNScan,448,False,False
|
||||
5gnidd,0.25,2,3,5,SlowrateDoS,31740,False,False
|
||||
5gnidd,0.25,2,3,6,TCPConnectScan,1136,False,False
|
||||
5gnidd,0.25,2,3,7,UDPFlood,61079,False,False
|
||||
5gnidd,0.25,2,3,8,UDPScan,0,False,True
|
||||
5gnidd,0.25,2,4,0,Benign,3704,False,False
|
||||
5gnidd,0.25,2,4,1,HTTPFlood,43,True,False
|
||||
5gnidd,0.25,2,4,2,ICMPFlood,155,False,False
|
||||
5gnidd,0.25,2,4,3,SYNFlood,2230,False,False
|
||||
5gnidd,0.25,2,4,4,SYNScan,117,False,False
|
||||
5gnidd,0.25,2,4,5,SlowrateDoS,8482,False,False
|
||||
5gnidd,0.25,2,4,6,TCPConnectScan,6,True,False
|
||||
5gnidd,0.25,2,4,7,UDPFlood,4837,False,False
|
||||
5gnidd,0.25,2,4,8,UDPScan,243,False,False
|
||||
5gnidd,0.25,2,5,0,Benign,12499,False,False
|
||||
5gnidd,0.25,2,5,1,HTTPFlood,578,False,False
|
||||
5gnidd,0.25,2,5,2,ICMPFlood,0,False,True
|
||||
5gnidd,0.25,2,5,3,SYNFlood,4,True,False
|
||||
5gnidd,0.25,2,5,4,SYNScan,2,True,False
|
||||
5gnidd,0.25,2,5,5,SlowrateDoS,69,False,False
|
||||
5gnidd,0.25,2,5,6,TCPConnectScan,94,False,False
|
||||
5gnidd,0.25,2,5,7,UDPFlood,5864,False,False
|
||||
5gnidd,0.25,2,5,8,UDPScan,1018,False,False
|
||||
5gnidd,0.25,2,6,0,Benign,227468,False,False
|
||||
5gnidd,0.25,2,6,1,HTTPFlood,36762,False,False
|
||||
5gnidd,0.25,2,6,2,ICMPFlood,17,True,False
|
||||
5gnidd,0.25,2,6,3,SYNFlood,72,False,False
|
||||
5gnidd,0.25,2,6,4,SYNScan,32,False,False
|
||||
5gnidd,0.25,2,6,5,SlowrateDoS,4423,False,False
|
||||
5gnidd,0.25,2,6,6,TCPConnectScan,3,True,False
|
||||
5gnidd,0.25,2,6,7,UDPFlood,28468,False,False
|
||||
5gnidd,0.25,2,6,8,UDPScan,947,False,False
|
||||
5gnidd,0.25,2,7,0,Benign,5134,False,False
|
||||
5gnidd,0.25,2,7,1,HTTPFlood,27221,False,False
|
||||
5gnidd,0.25,2,7,2,ICMPFlood,28,True,False
|
||||
5gnidd,0.25,2,7,3,SYNFlood,0,False,True
|
||||
5gnidd,0.25,2,7,4,SYNScan,1955,False,False
|
||||
5gnidd,0.25,2,7,5,SlowrateDoS,4,True,False
|
||||
5gnidd,0.25,2,7,6,TCPConnectScan,0,False,True
|
||||
5gnidd,0.25,2,7,7,UDPFlood,27150,False,False
|
||||
5gnidd,0.25,2,7,8,UDPScan,1184,False,False
|
||||
5gnidd,0.25,2,8,0,Benign,10,False,False
|
||||
5gnidd,0.25,2,8,1,HTTPFlood,0,False,True
|
||||
5gnidd,0.25,2,8,2,ICMPFlood,11,True,False
|
||||
5gnidd,0.25,2,8,3,SYNFlood,543,False,False
|
||||
5gnidd,0.25,2,8,4,SYNScan,429,True,False
|
||||
5gnidd,0.25,2,8,5,SlowrateDoS,2548,False,False
|
||||
5gnidd,0.25,2,8,6,TCPConnectScan,3087,False,False
|
||||
5gnidd,0.25,2,8,7,UDPFlood,82051,False,False
|
||||
5gnidd,0.25,2,8,8,UDPScan,0,False,True
|
||||
5gnidd,0.25,2,9,0,Benign,6672,False,False
|
||||
5gnidd,0.25,2,9,1,HTTPFlood,19528,False,False
|
||||
5gnidd,0.25,2,9,2,ICMPFlood,33,True,False
|
||||
5gnidd,0.25,2,9,3,SYNFlood,338,False,False
|
||||
5gnidd,0.25,2,9,4,SYNScan,128,True,False
|
||||
5gnidd,0.25,2,9,5,SlowrateDoS,1185,False,False
|
||||
5gnidd,0.25,2,9,6,TCPConnectScan,3619,False,False
|
||||
5gnidd,0.25,2,9,7,UDPFlood,29576,False,False
|
||||
5gnidd,0.25,2,9,8,UDPScan,3407,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,Benign,334415,10,0,226,108257,33441.5,35759.58709842718,1.0693176770906563,479.0132743362832
|
||||
1,HTTPFlood,98569,10,0,185,61393,9856.9,17538.944828295687,1.7793570826827592,331.8540540540541
|
||||
2,ICMPFlood,808,9,1,8,243,89.77777777777777,72.6342095369787,0.8090444131594163,30.375
|
||||
3,SYNFlood,6805,9,1,2,3250,756.1111111111111,996.1904597509281,1.3175186095162899,1625.0
|
||||
4,SYNScan,14030,10,0,11,6713,1403.0,1984.1221232575379,1.4141996601978175,610.2727272727273
|
||||
5,SlowrateDoS,51187,10,0,80,28363,5118.7,9127.314238591767,1.7831313104092381,354.5375
|
||||
6,TCPConnectScan,14037,10,0,1,4175,1403.7,1379.0263993122105,0.9824224544505311,4175.0
|
||||
7,UDPFlood,320138,10,0,1,88943,32013.8,28692.11713624493,0.8962421560778455,88943.0
|
||||
8,UDPScan,11134,10,0,14,3420,1113.4,1075.9248300880504,0.9663416832118289,244.28571428571428
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
5gnidd,0.5,0,0,0,Benign,108257,False,False
|
||||
5gnidd,0.5,0,0,1,HTTPFlood,5466,False,False
|
||||
5gnidd,0.5,0,0,2,ICMPFlood,173,False,False
|
||||
5gnidd,0.5,0,0,3,SYNFlood,373,False,False
|
||||
5gnidd,0.5,0,0,4,SYNScan,695,False,False
|
||||
5gnidd,0.5,0,0,5,SlowrateDoS,455,False,False
|
||||
5gnidd,0.5,0,0,6,TCPConnectScan,6,True,False
|
||||
5gnidd,0.5,0,0,7,UDPFlood,1,True,False
|
||||
5gnidd,0.5,0,0,8,UDPScan,1359,False,False
|
||||
5gnidd,0.5,0,1,0,Benign,6399,False,False
|
||||
5gnidd,0.5,0,1,1,HTTPFlood,6782,False,False
|
||||
5gnidd,0.5,0,1,2,ICMPFlood,69,True,False
|
||||
5gnidd,0.5,0,1,3,SYNFlood,3250,False,False
|
||||
5gnidd,0.5,0,1,4,SYNScan,63,True,False
|
||||
5gnidd,0.5,0,1,5,SlowrateDoS,1431,False,False
|
||||
5gnidd,0.5,0,1,6,TCPConnectScan,2068,False,False
|
||||
5gnidd,0.5,0,1,7,UDPFlood,57810,False,False
|
||||
5gnidd,0.5,0,1,8,UDPScan,289,False,False
|
||||
5gnidd,0.5,0,2,0,Benign,68144,False,False
|
||||
5gnidd,0.5,0,2,1,HTTPFlood,3688,False,False
|
||||
5gnidd,0.5,0,2,2,ICMPFlood,57,True,False
|
||||
5gnidd,0.5,0,2,3,SYNFlood,72,True,False
|
||||
5gnidd,0.5,0,2,4,SYNScan,100,False,False
|
||||
5gnidd,0.5,0,2,5,SlowrateDoS,80,False,False
|
||||
5gnidd,0.5,0,2,6,TCPConnectScan,2059,False,False
|
||||
5gnidd,0.5,0,2,7,UDPFlood,23607,False,False
|
||||
5gnidd,0.5,0,2,8,UDPScan,212,False,False
|
||||
5gnidd,0.5,0,3,0,Benign,22029,False,False
|
||||
5gnidd,0.5,0,3,1,HTTPFlood,4983,False,False
|
||||
5gnidd,0.5,0,3,2,ICMPFlood,0,False,True
|
||||
5gnidd,0.5,0,3,3,SYNFlood,367,True,False
|
||||
5gnidd,0.5,0,3,4,SYNScan,667,False,False
|
||||
5gnidd,0.5,0,3,5,SlowrateDoS,16850,False,False
|
||||
5gnidd,0.5,0,3,6,TCPConnectScan,2108,False,False
|
||||
5gnidd,0.5,0,3,7,UDPFlood,129,True,False
|
||||
5gnidd,0.5,0,3,8,UDPScan,1403,False,False
|
||||
5gnidd,0.5,0,4,0,Benign,1096,False,False
|
||||
5gnidd,0.5,0,4,1,HTTPFlood,388,False,False
|
||||
5gnidd,0.5,0,4,2,ICMPFlood,8,True,False
|
||||
5gnidd,0.5,0,4,3,SYNFlood,0,False,True
|
||||
5gnidd,0.5,0,4,4,SYNScan,11,True,False
|
||||
5gnidd,0.5,0,4,5,SlowrateDoS,1630,False,False
|
||||
5gnidd,0.5,0,4,6,TCPConnectScan,2823,False,False
|
||||
5gnidd,0.5,0,4,7,UDPFlood,44903,False,False
|
||||
5gnidd,0.5,0,4,8,UDPScan,3420,False,False
|
||||
5gnidd,0.5,0,5,0,Benign,33517,False,False
|
||||
5gnidd,0.5,0,5,1,HTTPFlood,185,False,False
|
||||
5gnidd,0.5,0,5,2,ICMPFlood,12,True,False
|
||||
5gnidd,0.5,0,5,3,SYNFlood,1592,False,False
|
||||
5gnidd,0.5,0,5,4,SYNScan,583,False,False
|
||||
5gnidd,0.5,0,5,5,SlowrateDoS,692,False,False
|
||||
5gnidd,0.5,0,5,6,TCPConnectScan,1,True,False
|
||||
5gnidd,0.5,0,5,7,UDPFlood,88943,False,False
|
||||
5gnidd,0.5,0,5,8,UDPScan,1057,False,False
|
||||
5gnidd,0.5,0,6,0,Benign,226,False,False
|
||||
5gnidd,0.5,0,6,1,HTTPFlood,843,False,False
|
||||
5gnidd,0.5,0,6,2,ICMPFlood,101,False,False
|
||||
5gnidd,0.5,0,6,3,SYNFlood,10,True,False
|
||||
5gnidd,0.5,0,6,4,SYNScan,317,False,False
|
||||
5gnidd,0.5,0,6,5,SlowrateDoS,28363,False,False
|
||||
5gnidd,0.5,0,6,6,TCPConnectScan,9,True,False
|
||||
5gnidd,0.5,0,6,7,UDPFlood,14100,False,False
|
||||
5gnidd,0.5,0,6,8,UDPScan,14,False,False
|
||||
5gnidd,0.5,0,7,0,Benign,9926,False,False
|
||||
5gnidd,0.5,0,7,1,HTTPFlood,2258,False,False
|
||||
5gnidd,0.5,0,7,2,ICMPFlood,105,False,False
|
||||
5gnidd,0.5,0,7,3,SYNFlood,2,True,False
|
||||
5gnidd,0.5,0,7,4,SYNScan,1852,False,False
|
||||
5gnidd,0.5,0,7,5,SlowrateDoS,185,False,False
|
||||
5gnidd,0.5,0,7,6,TCPConnectScan,235,False,False
|
||||
5gnidd,0.5,0,7,7,UDPFlood,733,False,False
|
||||
5gnidd,0.5,0,7,8,UDPScan,92,True,False
|
||||
5gnidd,0.5,0,8,0,Benign,76033,False,False
|
||||
5gnidd,0.5,0,8,1,HTTPFlood,61393,False,False
|
||||
5gnidd,0.5,0,8,2,ICMPFlood,243,True,False
|
||||
5gnidd,0.5,0,8,3,SYNFlood,408,True,False
|
||||
5gnidd,0.5,0,8,4,SYNScan,6713,False,False
|
||||
5gnidd,0.5,0,8,5,SlowrateDoS,477,False,False
|
||||
5gnidd,0.5,0,8,6,TCPConnectScan,553,False,False
|
||||
5gnidd,0.5,0,8,7,UDPFlood,30580,False,False
|
||||
5gnidd,0.5,0,8,8,UDPScan,2593,False,False
|
||||
5gnidd,0.5,0,9,0,Benign,8788,False,False
|
||||
5gnidd,0.5,0,9,1,HTTPFlood,12583,False,False
|
||||
5gnidd,0.5,0,9,2,ICMPFlood,40,True,False
|
||||
5gnidd,0.5,0,9,3,SYNFlood,731,False,False
|
||||
5gnidd,0.5,0,9,4,SYNScan,3029,False,False
|
||||
5gnidd,0.5,0,9,5,SlowrateDoS,1024,False,False
|
||||
5gnidd,0.5,0,9,6,TCPConnectScan,4175,False,False
|
||||
5gnidd,0.5,0,9,7,UDPFlood,59332,False,False
|
||||
5gnidd,0.5,0,9,8,UDPScan,695,True,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,Benign,334415,10,0,803,104938,33441.5,31374.111025652983,0.938178940108936,130.68244084682442
|
||||
1,HTTPFlood,98569,10,0,51,36928,9856.9,10966.810999100877,1.1126024408384865,724.0784313725491
|
||||
2,ICMPFlood,808,10,0,8,284,80.8,81.98999939016953,1.0147277152248704,35.5
|
||||
3,SYNFlood,6805,10,0,26,2093,680.5,611.6053057323816,0.8987587152569898,80.5
|
||||
4,SYNScan,14030,10,0,259,3621,1403.0,1206.1257811687801,0.8596762517240057,13.980694980694981
|
||||
5,SlowrateDoS,51187,10,0,26,16089,5118.7,5007.844267746353,0.978342990944254,618.8076923076923
|
||||
6,TCPConnectScan,14037,10,0,3,7188,1403.7,2021.4343447166423,1.4400757602882683,2396.0
|
||||
7,UDPFlood,320138,10,0,1907,95125,32013.8,26741.87702761345,0.8353234238863693,49.88201363398007
|
||||
8,UDPScan,11134,10,0,1,5065,1113.4,1534.664666954967,1.3783587811702596,5065.0
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
5gnidd,0.5,1,0,0,Benign,104938,False,False
|
||||
5gnidd,0.5,1,0,1,HTTPFlood,13117,False,False
|
||||
5gnidd,0.5,1,0,2,ICMPFlood,18,True,False
|
||||
5gnidd,0.5,1,0,3,SYNFlood,393,False,False
|
||||
5gnidd,0.5,1,0,4,SYNScan,1017,False,False
|
||||
5gnidd,0.5,1,0,5,SlowrateDoS,711,False,False
|
||||
5gnidd,0.5,1,0,6,TCPConnectScan,1151,False,False
|
||||
5gnidd,0.5,1,0,7,UDPFlood,9498,False,False
|
||||
5gnidd,0.5,1,0,8,UDPScan,243,True,False
|
||||
5gnidd,0.5,1,1,0,Benign,2307,False,False
|
||||
5gnidd,0.5,1,1,1,HTTPFlood,36928,False,False
|
||||
5gnidd,0.5,1,1,2,ICMPFlood,30,True,False
|
||||
5gnidd,0.5,1,1,3,SYNFlood,151,True,False
|
||||
5gnidd,0.5,1,1,4,SYNScan,2238,False,False
|
||||
5gnidd,0.5,1,1,5,SlowrateDoS,1838,False,False
|
||||
5gnidd,0.5,1,1,6,TCPConnectScan,1036,False,False
|
||||
5gnidd,0.5,1,1,7,UDPFlood,95125,False,False
|
||||
5gnidd,0.5,1,1,8,UDPScan,491,False,False
|
||||
5gnidd,0.5,1,2,0,Benign,803,False,False
|
||||
5gnidd,0.5,1,2,1,HTTPFlood,943,False,False
|
||||
5gnidd,0.5,1,2,2,ICMPFlood,45,True,False
|
||||
5gnidd,0.5,1,2,3,SYNFlood,825,False,False
|
||||
5gnidd,0.5,1,2,4,SYNScan,616,False,False
|
||||
5gnidd,0.5,1,2,5,SlowrateDoS,10016,False,False
|
||||
5gnidd,0.5,1,2,6,TCPConnectScan,595,True,False
|
||||
5gnidd,0.5,1,2,7,UDPFlood,17027,False,False
|
||||
5gnidd,0.5,1,2,8,UDPScan,743,False,False
|
||||
5gnidd,0.5,1,3,0,Benign,12946,False,False
|
||||
5gnidd,0.5,1,3,1,HTTPFlood,51,False,False
|
||||
5gnidd,0.5,1,3,2,ICMPFlood,8,True,False
|
||||
5gnidd,0.5,1,3,3,SYNFlood,194,False,False
|
||||
5gnidd,0.5,1,3,4,SYNScan,443,False,False
|
||||
5gnidd,0.5,1,3,5,SlowrateDoS,4208,False,False
|
||||
5gnidd,0.5,1,3,6,TCPConnectScan,50,False,False
|
||||
5gnidd,0.5,1,3,7,UDPFlood,39604,False,False
|
||||
5gnidd,0.5,1,3,8,UDPScan,17,True,False
|
||||
5gnidd,0.5,1,4,0,Benign,25034,False,False
|
||||
5gnidd,0.5,1,4,1,HTTPFlood,269,False,False
|
||||
5gnidd,0.5,1,4,2,ICMPFlood,10,True,False
|
||||
5gnidd,0.5,1,4,3,SYNFlood,1146,False,False
|
||||
5gnidd,0.5,1,4,4,SYNScan,387,False,False
|
||||
5gnidd,0.5,1,4,5,SlowrateDoS,7838,False,False
|
||||
5gnidd,0.5,1,4,6,TCPConnectScan,162,True,False
|
||||
5gnidd,0.5,1,4,7,UDPFlood,25965,False,False
|
||||
5gnidd,0.5,1,4,8,UDPScan,1442,False,False
|
||||
5gnidd,0.5,1,5,0,Benign,58927,False,False
|
||||
5gnidd,0.5,1,5,1,HTTPFlood,6977,False,False
|
||||
5gnidd,0.5,1,5,2,ICMPFlood,121,False,False
|
||||
5gnidd,0.5,1,5,3,SYNFlood,104,True,False
|
||||
5gnidd,0.5,1,5,4,SYNScan,3621,False,False
|
||||
5gnidd,0.5,1,5,5,SlowrateDoS,8214,False,False
|
||||
5gnidd,0.5,1,5,6,TCPConnectScan,7188,False,False
|
||||
5gnidd,0.5,1,5,7,UDPFlood,31787,False,False
|
||||
5gnidd,0.5,1,5,8,UDPScan,1,True,False
|
||||
5gnidd,0.5,1,6,0,Benign,10286,False,False
|
||||
5gnidd,0.5,1,6,1,HTTPFlood,8479,False,False
|
||||
5gnidd,0.5,1,6,2,ICMPFlood,120,True,False
|
||||
5gnidd,0.5,1,6,3,SYNFlood,2093,False,False
|
||||
5gnidd,0.5,1,6,4,SYNScan,1083,True,False
|
||||
5gnidd,0.5,1,6,5,SlowrateDoS,16089,False,False
|
||||
5gnidd,0.5,1,6,6,TCPConnectScan,1757,False,False
|
||||
5gnidd,0.5,1,6,7,UDPFlood,54891,False,False
|
||||
5gnidd,0.5,1,6,8,UDPScan,2687,False,False
|
||||
5gnidd,0.5,1,7,0,Benign,55826,False,False
|
||||
5gnidd,0.5,1,7,1,HTTPFlood,18815,False,False
|
||||
5gnidd,0.5,1,7,2,ICMPFlood,38,True,False
|
||||
5gnidd,0.5,1,7,3,SYNFlood,1027,False,False
|
||||
5gnidd,0.5,1,7,4,SYNScan,845,False,False
|
||||
5gnidd,0.5,1,7,5,SlowrateDoS,1671,False,False
|
||||
5gnidd,0.5,1,7,6,TCPConnectScan,401,True,False
|
||||
5gnidd,0.5,1,7,7,UDPFlood,41124,False,False
|
||||
5gnidd,0.5,1,7,8,UDPScan,5065,False,False
|
||||
5gnidd,0.5,1,8,0,Benign,47693,False,False
|
||||
5gnidd,0.5,1,8,1,HTTPFlood,224,False,False
|
||||
5gnidd,0.5,1,8,2,ICMPFlood,284,False,False
|
||||
5gnidd,0.5,1,8,3,SYNFlood,26,True,False
|
||||
5gnidd,0.5,1,8,4,SYNScan,3521,False,False
|
||||
5gnidd,0.5,1,8,5,SlowrateDoS,26,False,False
|
||||
5gnidd,0.5,1,8,6,TCPConnectScan,3,True,False
|
||||
5gnidd,0.5,1,8,7,UDPFlood,1907,False,False
|
||||
5gnidd,0.5,1,8,8,UDPScan,75,False,False
|
||||
5gnidd,0.5,1,9,0,Benign,15655,False,False
|
||||
5gnidd,0.5,1,9,1,HTTPFlood,12766,False,False
|
||||
5gnidd,0.5,1,9,2,ICMPFlood,134,True,False
|
||||
5gnidd,0.5,1,9,3,SYNFlood,846,False,False
|
||||
5gnidd,0.5,1,9,4,SYNScan,259,True,False
|
||||
5gnidd,0.5,1,9,5,SlowrateDoS,576,False,False
|
||||
5gnidd,0.5,1,9,6,TCPConnectScan,1694,False,False
|
||||
5gnidd,0.5,1,9,7,UDPFlood,3210,False,False
|
||||
5gnidd,0.5,1,9,8,UDPScan,370,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,Benign,334415,10,0,255,225038,33441.5,65682.05261294747,1.9640881124634801,882.5019607843137
|
||||
1,HTTPFlood,98569,10,0,24,48351,9856.9,15173.43130903488,1.539371537606639,2014.625
|
||||
2,ICMPFlood,808,10,0,1,358,80.8,99.01595830975934,1.2254450285861305,358.0
|
||||
3,SYNFlood,6805,10,0,8,3530,680.5,1008.8978392285316,1.4825831583079083,441.25
|
||||
4,SYNScan,14030,10,0,5,4830,1403.0,1611.374444379704,1.1485206303490407,966.0
|
||||
5,SlowrateDoS,51187,10,0,104,17642,5118.7,5260.9995827789235,1.0277999458415072,169.6346153846154
|
||||
6,TCPConnectScan,14037,9,1,125,6952,1559.6666666666667,1980.5227143918905,1.2698371752886666,55.616
|
||||
7,UDPFlood,320138,10,0,105,138381,32013.8,41299.88736497958,1.290065139564175,1317.9142857142858
|
||||
8,UDPScan,11134,9,1,2,6727,1237.111111111111,2051.479219405919,1.6582821065792412,3363.5
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
5gnidd,0.5,2,0,0,Benign,225038,False,False
|
||||
5gnidd,0.5,2,0,1,HTTPFlood,24,True,False
|
||||
5gnidd,0.5,2,0,2,ICMPFlood,1,True,False
|
||||
5gnidd,0.5,2,0,3,SYNFlood,179,False,False
|
||||
5gnidd,0.5,2,0,4,SYNScan,2446,False,False
|
||||
5gnidd,0.5,2,0,5,SlowrateDoS,6644,False,False
|
||||
5gnidd,0.5,2,0,6,TCPConnectScan,6952,False,False
|
||||
5gnidd,0.5,2,0,7,UDPFlood,14179,False,False
|
||||
5gnidd,0.5,2,0,8,UDPScan,0,False,True
|
||||
5gnidd,0.5,2,1,0,Benign,39441,False,False
|
||||
5gnidd,0.5,2,1,1,HTTPFlood,48351,False,False
|
||||
5gnidd,0.5,2,1,2,ICMPFlood,2,True,False
|
||||
5gnidd,0.5,2,1,3,SYNFlood,250,False,False
|
||||
5gnidd,0.5,2,1,4,SYNScan,454,False,False
|
||||
5gnidd,0.5,2,1,5,SlowrateDoS,104,False,False
|
||||
5gnidd,0.5,2,1,6,TCPConnectScan,1256,False,False
|
||||
5gnidd,0.5,2,1,7,UDPFlood,4099,False,False
|
||||
5gnidd,0.5,2,1,8,UDPScan,3,True,False
|
||||
5gnidd,0.5,2,2,0,Benign,4137,False,False
|
||||
5gnidd,0.5,2,2,1,HTTPFlood,8055,False,False
|
||||
5gnidd,0.5,2,2,2,ICMPFlood,20,False,False
|
||||
5gnidd,0.5,2,2,3,SYNFlood,8,True,False
|
||||
5gnidd,0.5,2,2,4,SYNScan,1510,False,False
|
||||
5gnidd,0.5,2,2,5,SlowrateDoS,4532,False,False
|
||||
5gnidd,0.5,2,2,6,TCPConnectScan,833,False,False
|
||||
5gnidd,0.5,2,2,7,UDPFlood,990,False,False
|
||||
5gnidd,0.5,2,2,8,UDPScan,2,True,False
|
||||
5gnidd,0.5,2,3,0,Benign,807,False,False
|
||||
5gnidd,0.5,2,3,1,HTTPFlood,28464,False,False
|
||||
5gnidd,0.5,2,3,2,ICMPFlood,76,True,False
|
||||
5gnidd,0.5,2,3,3,SYNFlood,122,False,False
|
||||
5gnidd,0.5,2,3,4,SYNScan,319,False,False
|
||||
5gnidd,0.5,2,3,5,SlowrateDoS,2592,False,False
|
||||
5gnidd,0.5,2,3,6,TCPConnectScan,365,False,False
|
||||
5gnidd,0.5,2,3,7,UDPFlood,7413,False,False
|
||||
5gnidd,0.5,2,3,8,UDPScan,4,True,False
|
||||
5gnidd,0.5,2,4,0,Benign,43342,False,False
|
||||
5gnidd,0.5,2,4,1,HTTPFlood,47,True,False
|
||||
5gnidd,0.5,2,4,2,ICMPFlood,358,False,False
|
||||
5gnidd,0.5,2,4,3,SYNFlood,683,False,False
|
||||
5gnidd,0.5,2,4,4,SYNScan,33,True,False
|
||||
5gnidd,0.5,2,4,5,SlowrateDoS,1353,False,False
|
||||
5gnidd,0.5,2,4,6,TCPConnectScan,1991,False,False
|
||||
5gnidd,0.5,2,4,7,UDPFlood,49539,False,False
|
||||
5gnidd,0.5,2,4,8,UDPScan,2253,False,False
|
||||
5gnidd,0.5,2,5,0,Benign,255,False,False
|
||||
5gnidd,0.5,2,5,1,HTTPFlood,582,False,False
|
||||
5gnidd,0.5,2,5,2,ICMPFlood,122,True,False
|
||||
5gnidd,0.5,2,5,3,SYNFlood,468,False,False
|
||||
5gnidd,0.5,2,5,4,SYNScan,5,True,False
|
||||
5gnidd,0.5,2,5,5,SlowrateDoS,3365,False,False
|
||||
5gnidd,0.5,2,5,6,TCPConnectScan,125,False,False
|
||||
5gnidd,0.5,2,5,7,UDPFlood,67573,False,False
|
||||
5gnidd,0.5,2,5,8,UDPScan,827,False,False
|
||||
5gnidd,0.5,2,6,0,Benign,1352,False,False
|
||||
5gnidd,0.5,2,6,1,HTTPFlood,2752,False,False
|
||||
5gnidd,0.5,2,6,2,ICMPFlood,44,True,False
|
||||
5gnidd,0.5,2,6,3,SYNFlood,3530,False,False
|
||||
5gnidd,0.5,2,6,4,SYNScan,3619,False,False
|
||||
5gnidd,0.5,2,6,5,SlowrateDoS,2995,False,False
|
||||
5gnidd,0.5,2,6,6,TCPConnectScan,0,False,True
|
||||
5gnidd,0.5,2,6,7,UDPFlood,105,True,False
|
||||
5gnidd,0.5,2,6,8,UDPScan,6727,False,False
|
||||
5gnidd,0.5,2,7,0,Benign,864,False,False
|
||||
5gnidd,0.5,2,7,1,HTTPFlood,4464,False,False
|
||||
5gnidd,0.5,2,7,2,ICMPFlood,57,True,False
|
||||
5gnidd,0.5,2,7,3,SYNFlood,32,True,False
|
||||
5gnidd,0.5,2,7,4,SYNScan,807,False,False
|
||||
5gnidd,0.5,2,7,5,SlowrateDoS,17642,False,False
|
||||
5gnidd,0.5,2,7,6,TCPConnectScan,817,False,False
|
||||
5gnidd,0.5,2,7,7,UDPFlood,27464,False,False
|
||||
5gnidd,0.5,2,7,8,UDPScan,567,False,False
|
||||
5gnidd,0.5,2,8,0,Benign,14286,False,False
|
||||
5gnidd,0.5,2,8,1,HTTPFlood,5759,False,False
|
||||
5gnidd,0.5,2,8,2,ICMPFlood,45,True,False
|
||||
5gnidd,0.5,2,8,3,SYNFlood,1201,False,False
|
||||
5gnidd,0.5,2,8,4,SYNScan,7,True,False
|
||||
5gnidd,0.5,2,8,5,SlowrateDoS,390,False,False
|
||||
5gnidd,0.5,2,8,6,TCPConnectScan,418,False,False
|
||||
5gnidd,0.5,2,8,7,UDPFlood,138381,False,False
|
||||
5gnidd,0.5,2,8,8,UDPScan,508,False,False
|
||||
5gnidd,0.5,2,9,0,Benign,4893,False,False
|
||||
5gnidd,0.5,2,9,1,HTTPFlood,71,True,False
|
||||
5gnidd,0.5,2,9,2,ICMPFlood,83,True,False
|
||||
5gnidd,0.5,2,9,3,SYNFlood,332,False,False
|
||||
5gnidd,0.5,2,9,4,SYNScan,4830,False,False
|
||||
5gnidd,0.5,2,9,5,SlowrateDoS,11570,False,False
|
||||
5gnidd,0.5,2,9,6,TCPConnectScan,1280,False,False
|
||||
5gnidd,0.5,2,9,7,UDPFlood,10395,False,False
|
||||
5gnidd,0.5,2,9,8,UDPScan,243,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,Benign,334415,10,0,1410,69384,33441.5,23619.248452268755,0.706285556935806,49.208510638297874
|
||||
1,HTTPFlood,98569,10,0,557,27843,9856.9,9709.981765688337,0.9850948843640838,49.987432675044886
|
||||
2,ICMPFlood,808,8,2,25,239,101.0,62.930517239253646,0.6230744281114222,9.56
|
||||
3,SYNFlood,6805,9,1,26,3213,756.1111111111111,956.5878532511555,1.2651419073123291,123.57692307692308
|
||||
4,SYNScan,14030,10,0,82,4335,1403.0,1341.5857035612746,0.9562264458740375,52.86585365853659
|
||||
5,SlowrateDoS,51187,10,0,2,15285,5118.7,5679.8754748673855,1.109632421292005,7642.5
|
||||
6,TCPConnectScan,14037,10,0,52,3531,1403.7,1167.4861926378403,0.8317205903240296,67.90384615384616
|
||||
7,UDPFlood,320138,10,0,2320,124158,32013.8,36460.358401420024,1.1388950515533933,53.516379310344824
|
||||
8,UDPScan,11134,10,0,74,3370,1113.4,1232.7077674777586,1.1071562488573365,45.54054054054054
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
5gnidd,0.75,0,0,0,Benign,46676,False,False
|
||||
5gnidd,0.75,0,0,1,HTTPFlood,2633,False,False
|
||||
5gnidd,0.75,0,0,2,ICMPFlood,0,False,True
|
||||
5gnidd,0.75,0,0,3,SYNFlood,765,False,False
|
||||
5gnidd,0.75,0,0,4,SYNScan,252,True,False
|
||||
5gnidd,0.75,0,0,5,SlowrateDoS,2,True,False
|
||||
5gnidd,0.75,0,0,6,TCPConnectScan,2742,False,False
|
||||
5gnidd,0.75,0,0,7,UDPFlood,21728,False,False
|
||||
5gnidd,0.75,0,0,8,UDPScan,3082,False,False
|
||||
5gnidd,0.75,0,1,0,Benign,69384,False,False
|
||||
5gnidd,0.75,0,1,1,HTTPFlood,8301,False,False
|
||||
5gnidd,0.75,0,1,2,ICMPFlood,239,False,False
|
||||
5gnidd,0.75,0,1,3,SYNFlood,26,True,False
|
||||
5gnidd,0.75,0,1,4,SYNScan,82,True,False
|
||||
5gnidd,0.75,0,1,5,SlowrateDoS,11818,False,False
|
||||
5gnidd,0.75,0,1,6,TCPConnectScan,386,False,False
|
||||
5gnidd,0.75,0,1,7,UDPFlood,6626,False,False
|
||||
5gnidd,0.75,0,1,8,UDPScan,886,False,False
|
||||
5gnidd,0.75,0,2,0,Benign,7505,False,False
|
||||
5gnidd,0.75,0,2,1,HTTPFlood,7904,False,False
|
||||
5gnidd,0.75,0,2,2,ICMPFlood,80,True,False
|
||||
5gnidd,0.75,0,2,3,SYNFlood,50,True,False
|
||||
5gnidd,0.75,0,2,4,SYNScan,1089,False,False
|
||||
5gnidd,0.75,0,2,5,SlowrateDoS,585,False,False
|
||||
5gnidd,0.75,0,2,6,TCPConnectScan,1933,False,False
|
||||
5gnidd,0.75,0,2,7,UDPFlood,124158,False,False
|
||||
5gnidd,0.75,0,2,8,UDPScan,243,False,False
|
||||
5gnidd,0.75,0,3,0,Benign,58004,False,False
|
||||
5gnidd,0.75,0,3,1,HTTPFlood,4612,False,False
|
||||
5gnidd,0.75,0,3,2,ICMPFlood,0,False,True
|
||||
5gnidd,0.75,0,3,3,SYNFlood,3213,False,False
|
||||
5gnidd,0.75,0,3,4,SYNScan,697,True,False
|
||||
5gnidd,0.75,0,3,5,SlowrateDoS,15285,False,False
|
||||
5gnidd,0.75,0,3,6,TCPConnectScan,363,True,False
|
||||
5gnidd,0.75,0,3,7,UDPFlood,2320,False,False
|
||||
5gnidd,0.75,0,3,8,UDPScan,2343,False,False
|
||||
5gnidd,0.75,0,4,0,Benign,3818,False,False
|
||||
5gnidd,0.75,0,4,1,HTTPFlood,17423,False,False
|
||||
5gnidd,0.75,0,4,2,ICMPFlood,54,True,False
|
||||
5gnidd,0.75,0,4,3,SYNFlood,0,False,True
|
||||
5gnidd,0.75,0,4,4,SYNScan,2163,False,False
|
||||
5gnidd,0.75,0,4,5,SlowrateDoS,10667,False,False
|
||||
5gnidd,0.75,0,4,6,TCPConnectScan,1926,True,False
|
||||
5gnidd,0.75,0,4,7,UDPFlood,2960,False,False
|
||||
5gnidd,0.75,0,4,8,UDPScan,3370,False,False
|
||||
5gnidd,0.75,0,5,0,Benign,21356,False,False
|
||||
5gnidd,0.75,0,5,1,HTTPFlood,1375,False,False
|
||||
5gnidd,0.75,0,5,2,ICMPFlood,143,True,False
|
||||
5gnidd,0.75,0,5,3,SYNFlood,180,True,False
|
||||
5gnidd,0.75,0,5,4,SYNScan,645,False,False
|
||||
5gnidd,0.75,0,5,5,SlowrateDoS,1615,False,False
|
||||
5gnidd,0.75,0,5,6,TCPConnectScan,379,False,False
|
||||
5gnidd,0.75,0,5,7,UDPFlood,23593,False,False
|
||||
5gnidd,0.75,0,5,8,UDPScan,198,False,False
|
||||
5gnidd,0.75,0,6,0,Benign,42870,False,False
|
||||
5gnidd,0.75,0,6,1,HTTPFlood,557,False,False
|
||||
5gnidd,0.75,0,6,2,ICMPFlood,53,True,False
|
||||
5gnidd,0.75,0,6,3,SYNFlood,706,False,False
|
||||
5gnidd,0.75,0,6,4,SYNScan,4335,False,False
|
||||
5gnidd,0.75,0,6,5,SlowrateDoS,612,False,False
|
||||
5gnidd,0.75,0,6,6,TCPConnectScan,2301,False,False
|
||||
5gnidd,0.75,0,6,7,UDPFlood,41823,False,False
|
||||
5gnidd,0.75,0,6,8,UDPScan,429,True,False
|
||||
5gnidd,0.75,0,7,0,Benign,1410,False,False
|
||||
5gnidd,0.75,0,7,1,HTTPFlood,25878,False,False
|
||||
5gnidd,0.75,0,7,2,ICMPFlood,101,True,False
|
||||
5gnidd,0.75,0,7,3,SYNFlood,100,True,False
|
||||
5gnidd,0.75,0,7,4,SYNScan,3133,False,False
|
||||
5gnidd,0.75,0,7,5,SlowrateDoS,277,False,False
|
||||
5gnidd,0.75,0,7,6,TCPConnectScan,3531,False,False
|
||||
5gnidd,0.75,0,7,7,UDPFlood,4005,False,False
|
||||
5gnidd,0.75,0,7,8,UDPScan,404,False,False
|
||||
5gnidd,0.75,0,8,0,Benign,24950,False,False
|
||||
5gnidd,0.75,0,8,1,HTTPFlood,27843,False,False
|
||||
5gnidd,0.75,0,8,2,ICMPFlood,113,True,False
|
||||
5gnidd,0.75,0,8,3,SYNFlood,1313,False,False
|
||||
5gnidd,0.75,0,8,4,SYNScan,145,False,False
|
||||
5gnidd,0.75,0,8,5,SlowrateDoS,645,False,False
|
||||
5gnidd,0.75,0,8,6,TCPConnectScan,424,False,False
|
||||
5gnidd,0.75,0,8,7,UDPFlood,24580,False,False
|
||||
5gnidd,0.75,0,8,8,UDPScan,74,True,False
|
||||
5gnidd,0.75,0,9,0,Benign,58442,False,False
|
||||
5gnidd,0.75,0,9,1,HTTPFlood,2043,False,False
|
||||
5gnidd,0.75,0,9,2,ICMPFlood,25,True,False
|
||||
5gnidd,0.75,0,9,3,SYNFlood,452,False,False
|
||||
5gnidd,0.75,0,9,4,SYNScan,1489,False,False
|
||||
5gnidd,0.75,0,9,5,SlowrateDoS,9681,False,False
|
||||
5gnidd,0.75,0,9,6,TCPConnectScan,52,True,False
|
||||
5gnidd,0.75,0,9,7,UDPFlood,68345,False,False
|
||||
5gnidd,0.75,0,9,8,UDPScan,105,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,Benign,334415,10,0,3896,83388,33441.5,30605.998007743514,0.9152100835113112,21.403490759753595
|
||||
1,HTTPFlood,98569,10,0,621,25248,9856.9,6960.070365305224,0.7061114919807672,40.65700483091788
|
||||
2,ICMPFlood,808,9,1,15,285,89.77777777777777,99.0586557750034,1.103376116305731,19.0
|
||||
3,SYNFlood,6805,10,0,57,2358,680.5,692.489025183793,1.0176179650019002,41.36842105263158
|
||||
4,SYNScan,14030,9,1,133,3883,1558.888888888889,1236.704172337323,0.7933241305086177,29.195488721804512
|
||||
5,SlowrateDoS,51187,10,0,514,12114,5118.7,3205.4039698608976,0.6262144626293585,23.56809338521401
|
||||
6,TCPConnectScan,14037,10,0,326,2861,1403.7,788.4842484159084,0.5617184928516836,8.776073619631902
|
||||
7,UDPFlood,320138,10,0,1031,114825,32013.8,33884.0853050514,1.0584212216310278,111.37245392822503
|
||||
8,UDPScan,11134,10,0,5,2727,1113.4,1007.3150649126618,0.9047198355601417,545.4
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
5gnidd,0.75,1,0,0,Benign,15512,False,False
|
||||
5gnidd,0.75,1,0,1,HTTPFlood,9688,False,False
|
||||
5gnidd,0.75,1,0,2,ICMPFlood,27,True,False
|
||||
5gnidd,0.75,1,0,3,SYNFlood,576,True,False
|
||||
5gnidd,0.75,1,0,4,SYNScan,2805,False,False
|
||||
5gnidd,0.75,1,0,5,SlowrateDoS,1642,False,False
|
||||
5gnidd,0.75,1,0,6,TCPConnectScan,2283,False,False
|
||||
5gnidd,0.75,1,0,7,UDPFlood,2744,False,False
|
||||
5gnidd,0.75,1,0,8,UDPScan,1410,False,False
|
||||
5gnidd,0.75,1,1,0,Benign,5328,False,False
|
||||
5gnidd,0.75,1,1,1,HTTPFlood,15997,False,False
|
||||
5gnidd,0.75,1,1,2,ICMPFlood,25,True,False
|
||||
5gnidd,0.75,1,1,3,SYNFlood,817,False,False
|
||||
5gnidd,0.75,1,1,4,SYNScan,921,False,False
|
||||
5gnidd,0.75,1,1,5,SlowrateDoS,6569,False,False
|
||||
5gnidd,0.75,1,1,6,TCPConnectScan,737,True,False
|
||||
5gnidd,0.75,1,1,7,UDPFlood,13401,False,False
|
||||
5gnidd,0.75,1,1,8,UDPScan,2727,False,False
|
||||
5gnidd,0.75,1,2,0,Benign,8864,False,False
|
||||
5gnidd,0.75,1,2,1,HTTPFlood,4494,False,False
|
||||
5gnidd,0.75,1,2,2,ICMPFlood,30,True,False
|
||||
5gnidd,0.75,1,2,3,SYNFlood,1420,False,False
|
||||
5gnidd,0.75,1,2,4,SYNScan,133,True,False
|
||||
5gnidd,0.75,1,2,5,SlowrateDoS,5965,False,False
|
||||
5gnidd,0.75,1,2,6,TCPConnectScan,775,False,False
|
||||
5gnidd,0.75,1,2,7,UDPFlood,23126,False,False
|
||||
5gnidd,0.75,1,2,8,UDPScan,451,False,False
|
||||
5gnidd,0.75,1,3,0,Benign,80420,False,False
|
||||
5gnidd,0.75,1,3,1,HTTPFlood,621,False,False
|
||||
5gnidd,0.75,1,3,2,ICMPFlood,0,False,True
|
||||
5gnidd,0.75,1,3,3,SYNFlood,229,True,False
|
||||
5gnidd,0.75,1,3,4,SYNScan,2650,False,False
|
||||
5gnidd,0.75,1,3,5,SlowrateDoS,514,True,False
|
||||
5gnidd,0.75,1,3,6,TCPConnectScan,1149,False,False
|
||||
5gnidd,0.75,1,3,7,UDPFlood,114825,False,False
|
||||
5gnidd,0.75,1,3,8,UDPScan,2421,False,False
|
||||
5gnidd,0.75,1,4,0,Benign,3896,False,False
|
||||
5gnidd,0.75,1,4,1,HTTPFlood,2280,False,False
|
||||
5gnidd,0.75,1,4,2,ICMPFlood,15,True,False
|
||||
5gnidd,0.75,1,4,3,SYNFlood,57,True,False
|
||||
5gnidd,0.75,1,4,4,SYNScan,565,False,False
|
||||
5gnidd,0.75,1,4,5,SlowrateDoS,6824,False,False
|
||||
5gnidd,0.75,1,4,6,TCPConnectScan,809,False,False
|
||||
5gnidd,0.75,1,4,7,UDPFlood,1533,False,False
|
||||
5gnidd,0.75,1,4,8,UDPScan,1882,False,False
|
||||
5gnidd,0.75,1,5,0,Benign,20027,False,False
|
||||
5gnidd,0.75,1,5,1,HTTPFlood,25248,False,False
|
||||
5gnidd,0.75,1,5,2,ICMPFlood,37,True,False
|
||||
5gnidd,0.75,1,5,3,SYNFlood,830,True,False
|
||||
5gnidd,0.75,1,5,4,SYNScan,3883,False,False
|
||||
5gnidd,0.75,1,5,5,SlowrateDoS,12114,False,False
|
||||
5gnidd,0.75,1,5,6,TCPConnectScan,2861,False,False
|
||||
5gnidd,0.75,1,5,7,UDPFlood,48726,False,False
|
||||
5gnidd,0.75,1,5,8,UDPScan,1858,False,False
|
||||
5gnidd,0.75,1,6,0,Benign,13275,False,False
|
||||
5gnidd,0.75,1,6,1,HTTPFlood,7039,False,False
|
||||
5gnidd,0.75,1,6,2,ICMPFlood,15,True,False
|
||||
5gnidd,0.75,1,6,3,SYNFlood,199,False,False
|
||||
5gnidd,0.75,1,6,4,SYNScan,0,False,True
|
||||
5gnidd,0.75,1,6,5,SlowrateDoS,7156,False,False
|
||||
5gnidd,0.75,1,6,6,TCPConnectScan,1882,False,False
|
||||
5gnidd,0.75,1,6,7,UDPFlood,22538,False,False
|
||||
5gnidd,0.75,1,6,8,UDPScan,40,True,False
|
||||
5gnidd,0.75,1,7,0,Benign,31700,False,False
|
||||
5gnidd,0.75,1,7,1,HTTPFlood,13892,False,False
|
||||
5gnidd,0.75,1,7,2,ICMPFlood,240,False,False
|
||||
5gnidd,0.75,1,7,3,SYNFlood,72,True,False
|
||||
5gnidd,0.75,1,7,4,SYNScan,1949,False,False
|
||||
5gnidd,0.75,1,7,5,SlowrateDoS,3092,False,False
|
||||
5gnidd,0.75,1,7,6,TCPConnectScan,1065,False,False
|
||||
5gnidd,0.75,1,7,7,UDPFlood,64629,False,False
|
||||
5gnidd,0.75,1,7,8,UDPScan,5,True,False
|
||||
5gnidd,0.75,1,8,0,Benign,83388,False,False
|
||||
5gnidd,0.75,1,8,1,HTTPFlood,12304,False,False
|
||||
5gnidd,0.75,1,8,2,ICMPFlood,134,True,False
|
||||
5gnidd,0.75,1,8,3,SYNFlood,247,False,False
|
||||
5gnidd,0.75,1,8,4,SYNScan,400,False,False
|
||||
5gnidd,0.75,1,8,5,SlowrateDoS,2594,False,False
|
||||
5gnidd,0.75,1,8,6,TCPConnectScan,326,False,False
|
||||
5gnidd,0.75,1,8,7,UDPFlood,27585,False,False
|
||||
5gnidd,0.75,1,8,8,UDPScan,152,True,False
|
||||
5gnidd,0.75,1,9,0,Benign,72005,False,False
|
||||
5gnidd,0.75,1,9,1,HTTPFlood,7006,False,False
|
||||
5gnidd,0.75,1,9,2,ICMPFlood,285,True,False
|
||||
5gnidd,0.75,1,9,3,SYNFlood,2358,False,False
|
||||
5gnidd,0.75,1,9,4,SYNScan,724,False,False
|
||||
5gnidd,0.75,1,9,5,SlowrateDoS,4717,False,False
|
||||
5gnidd,0.75,1,9,6,TCPConnectScan,2150,False,False
|
||||
5gnidd,0.75,1,9,7,UDPFlood,1031,False,False
|
||||
5gnidd,0.75,1,9,8,UDPScan,188,True,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,Benign,334415,10,0,536,118638,33441.5,34208.390085620806,1.0229322872963476,221.33955223880596
|
||||
1,HTTPFlood,98569,10,0,1484,25410,9856.9,6717.955514142677,0.6815485106009675,17.12264150943396
|
||||
2,ICMPFlood,808,10,0,1,270,80.8,93.3892927481518,1.1558080785662352,270.0
|
||||
3,SYNFlood,6805,10,0,6,2670,680.5,810.6782654049632,1.1912979653269113,445.0
|
||||
4,SYNScan,14030,10,0,91,4022,1403.0,1290.3725818537837,0.9197238644716919,44.1978021978022
|
||||
5,SlowrateDoS,51187,10,0,99,18020,5118.7,4987.431263686748,0.9743550635291672,182.02020202020202
|
||||
6,TCPConnectScan,14037,10,0,84,3335,1403.7,1073.5125569829167,0.7647734964614353,39.70238095238095
|
||||
7,UDPFlood,320138,10,0,2637,63416,32013.8,21351.952298560427,0.6669608824494571,24.048540007584375
|
||||
8,UDPScan,11134,10,0,37,3282,1113.4,1058.092925975786,0.9503259618967003,88.70270270270271
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
5gnidd,0.75,2,0,0,Benign,7083,False,False
|
||||
5gnidd,0.75,2,0,1,HTTPFlood,17146,False,False
|
||||
5gnidd,0.75,2,0,2,ICMPFlood,88,True,False
|
||||
5gnidd,0.75,2,0,3,SYNFlood,380,False,False
|
||||
5gnidd,0.75,2,0,4,SYNScan,4022,False,False
|
||||
5gnidd,0.75,2,0,5,SlowrateDoS,335,True,False
|
||||
5gnidd,0.75,2,0,6,TCPConnectScan,1387,False,False
|
||||
5gnidd,0.75,2,0,7,UDPFlood,47750,False,False
|
||||
5gnidd,0.75,2,0,8,UDPScan,600,False,False
|
||||
5gnidd,0.75,2,1,0,Benign,31172,False,False
|
||||
5gnidd,0.75,2,1,1,HTTPFlood,12345,False,False
|
||||
5gnidd,0.75,2,1,2,ICMPFlood,8,True,False
|
||||
5gnidd,0.75,2,1,3,SYNFlood,2670,False,False
|
||||
5gnidd,0.75,2,1,4,SYNScan,626,False,False
|
||||
5gnidd,0.75,2,1,5,SlowrateDoS,18020,False,False
|
||||
5gnidd,0.75,2,1,6,TCPConnectScan,3054,False,False
|
||||
5gnidd,0.75,2,1,7,UDPFlood,39353,False,False
|
||||
5gnidd,0.75,2,1,8,UDPScan,562,True,False
|
||||
5gnidd,0.75,2,2,0,Benign,30915,False,False
|
||||
5gnidd,0.75,2,2,1,HTTPFlood,1484,False,False
|
||||
5gnidd,0.75,2,2,2,ICMPFlood,35,True,False
|
||||
5gnidd,0.75,2,2,3,SYNFlood,462,False,False
|
||||
5gnidd,0.75,2,2,4,SYNScan,3070,False,False
|
||||
5gnidd,0.75,2,2,5,SlowrateDoS,5630,False,False
|
||||
5gnidd,0.75,2,2,6,TCPConnectScan,105,True,False
|
||||
5gnidd,0.75,2,2,7,UDPFlood,15448,False,False
|
||||
5gnidd,0.75,2,2,8,UDPScan,1283,False,False
|
||||
5gnidd,0.75,2,3,0,Benign,41272,False,False
|
||||
5gnidd,0.75,2,3,1,HTTPFlood,8659,False,False
|
||||
5gnidd,0.75,2,3,2,ICMPFlood,25,True,False
|
||||
5gnidd,0.75,2,3,3,SYNFlood,6,True,False
|
||||
5gnidd,0.75,2,3,4,SYNScan,737,False,False
|
||||
5gnidd,0.75,2,3,5,SlowrateDoS,8841,False,False
|
||||
5gnidd,0.75,2,3,6,TCPConnectScan,84,False,False
|
||||
5gnidd,0.75,2,3,7,UDPFlood,5446,False,False
|
||||
5gnidd,0.75,2,3,8,UDPScan,37,False,False
|
||||
5gnidd,0.75,2,4,0,Benign,7313,False,False
|
||||
5gnidd,0.75,2,4,1,HTTPFlood,25410,False,False
|
||||
5gnidd,0.75,2,4,2,ICMPFlood,41,True,False
|
||||
5gnidd,0.75,2,4,3,SYNFlood,110,True,False
|
||||
5gnidd,0.75,2,4,4,SYNScan,357,False,False
|
||||
5gnidd,0.75,2,4,5,SlowrateDoS,5017,False,False
|
||||
5gnidd,0.75,2,4,6,TCPConnectScan,783,False,False
|
||||
5gnidd,0.75,2,4,7,UDPFlood,8809,False,False
|
||||
5gnidd,0.75,2,4,8,UDPScan,1697,False,False
|
||||
5gnidd,0.75,2,5,0,Benign,9497,False,False
|
||||
5gnidd,0.75,2,5,1,HTTPFlood,7911,False,False
|
||||
5gnidd,0.75,2,5,2,ICMPFlood,19,True,False
|
||||
5gnidd,0.75,2,5,3,SYNFlood,1678,False,False
|
||||
5gnidd,0.75,2,5,4,SYNScan,710,False,False
|
||||
5gnidd,0.75,2,5,5,SlowrateDoS,4985,False,False
|
||||
5gnidd,0.75,2,5,6,TCPConnectScan,1378,False,False
|
||||
5gnidd,0.75,2,5,7,UDPFlood,45069,False,False
|
||||
5gnidd,0.75,2,5,8,UDPScan,238,True,False
|
||||
5gnidd,0.75,2,6,0,Benign,118638,False,False
|
||||
5gnidd,0.75,2,6,1,HTTPFlood,5810,False,False
|
||||
5gnidd,0.75,2,6,2,ICMPFlood,251,True,False
|
||||
5gnidd,0.75,2,6,3,SYNFlood,185,True,False
|
||||
5gnidd,0.75,2,6,4,SYNScan,1939,False,False
|
||||
5gnidd,0.75,2,6,5,SlowrateDoS,1759,False,False
|
||||
5gnidd,0.75,2,6,6,TCPConnectScan,1832,False,False
|
||||
5gnidd,0.75,2,6,7,UDPFlood,58797,False,False
|
||||
5gnidd,0.75,2,6,8,UDPScan,2697,False,False
|
||||
5gnidd,0.75,2,7,0,Benign,67601,False,False
|
||||
5gnidd,0.75,2,7,1,HTTPFlood,10568,False,False
|
||||
5gnidd,0.75,2,7,2,ICMPFlood,270,False,False
|
||||
5gnidd,0.75,2,7,3,SYNFlood,59,True,False
|
||||
5gnidd,0.75,2,7,4,SYNScan,160,True,False
|
||||
5gnidd,0.75,2,7,5,SlowrateDoS,4201,False,False
|
||||
5gnidd,0.75,2,7,6,TCPConnectScan,3335,False,False
|
||||
5gnidd,0.75,2,7,7,UDPFlood,2637,False,False
|
||||
5gnidd,0.75,2,7,8,UDPScan,283,False,False
|
||||
5gnidd,0.75,2,8,0,Benign,20388,False,False
|
||||
5gnidd,0.75,2,8,1,HTTPFlood,3396,False,False
|
||||
5gnidd,0.75,2,8,2,ICMPFlood,1,True,False
|
||||
5gnidd,0.75,2,8,3,SYNFlood,450,False,False
|
||||
5gnidd,0.75,2,8,4,SYNScan,91,True,False
|
||||
5gnidd,0.75,2,8,5,SlowrateDoS,99,False,False
|
||||
5gnidd,0.75,2,8,6,TCPConnectScan,1675,False,False
|
||||
5gnidd,0.75,2,8,7,UDPFlood,33413,False,False
|
||||
5gnidd,0.75,2,8,8,UDPScan,3282,False,False
|
||||
5gnidd,0.75,2,9,0,Benign,536,False,False
|
||||
5gnidd,0.75,2,9,1,HTTPFlood,5840,False,False
|
||||
5gnidd,0.75,2,9,2,ICMPFlood,70,True,False
|
||||
5gnidd,0.75,2,9,3,SYNFlood,805,False,False
|
||||
5gnidd,0.75,2,9,4,SYNScan,2318,False,False
|
||||
5gnidd,0.75,2,9,5,SlowrateDoS,2300,False,False
|
||||
5gnidd,0.75,2,9,6,TCPConnectScan,404,True,False
|
||||
5gnidd,0.75,2,9,7,UDPFlood,63416,False,False
|
||||
5gnidd,0.75,2,9,8,UDPScan,455,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,C&C,2004,10,0,21,1065,200.4,296.149691878955,1.4777928736474801,50.714285714285715
|
||||
1,Exfiltration,15494,8,2,4,7950,1936.75,2720.187390144289,1.4045113670552674,1987.5
|
||||
2,Exploitation,793,6,4,2,595,132.16666666666666,208.87669142875237,1.5804037182503332,297.5
|
||||
3,Lateral_movement,22117,9,1,2,13857,2457.4444444444443,4448.236282470993,1.8101065489098402,6928.5
|
||||
4,Normal,292777,10,0,1,122800,29277.7,39398.78122239316,1.3456924971016562,122800.0
|
||||
5,RDOS,98883,10,0,166,31089,9888.3,10684.255463531374,1.080494671837563,187.28313253012047
|
||||
6,Reconnaissance,89161,8,2,46,65307,11145.125,20676.50504460014,1.8552062040219504,1419.7173913043478
|
||||
7,Tampering,3586,8,2,9,2272,448.25,703.1018329516713,1.5685484282245874,252.44444444444446
|
||||
8,Weaponization,45094,8,2,43,23381,5636.75,8611.380141272362,1.527720786139595,543.7441860465116
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
xiiotid,0.25,0,0,0,C&C,193,False,False
|
||||
xiiotid,0.25,0,0,1,Exfiltration,364,False,False
|
||||
xiiotid,0.25,0,0,2,Exploitation,73,False,False
|
||||
xiiotid,0.25,0,0,3,Lateral_movement,6253,False,False
|
||||
xiiotid,0.25,0,0,4,Normal,1,False,False
|
||||
xiiotid,0.25,0,0,5,RDOS,26440,False,False
|
||||
xiiotid,0.25,0,0,6,Reconnaissance,46,True,False
|
||||
xiiotid,0.25,0,0,7,Tampering,159,False,False
|
||||
xiiotid,0.25,0,0,8,Weaponization,43,True,False
|
||||
xiiotid,0.25,0,1,0,C&C,247,False,False
|
||||
xiiotid,0.25,0,1,1,Exfiltration,0,False,True
|
||||
xiiotid,0.25,0,1,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,0,1,3,Lateral_movement,21,True,False
|
||||
xiiotid,0.25,0,1,4,Normal,102,False,False
|
||||
xiiotid,0.25,0,1,5,RDOS,166,True,False
|
||||
xiiotid,0.25,0,1,6,Reconnaissance,65307,False,False
|
||||
xiiotid,0.25,0,1,7,Tampering,2272,False,False
|
||||
xiiotid,0.25,0,1,8,Weaponization,0,False,True
|
||||
xiiotid,0.25,0,2,0,C&C,131,True,False
|
||||
xiiotid,0.25,0,2,1,Exfiltration,187,False,False
|
||||
xiiotid,0.25,0,2,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,0,2,3,Lateral_movement,578,False,False
|
||||
xiiotid,0.25,0,2,4,Normal,1048,False,False
|
||||
xiiotid,0.25,0,2,5,RDOS,3516,False,False
|
||||
xiiotid,0.25,0,2,6,Reconnaissance,4027,False,False
|
||||
xiiotid,0.25,0,2,7,Tampering,9,True,False
|
||||
xiiotid,0.25,0,2,8,Weaponization,168,False,False
|
||||
xiiotid,0.25,0,3,0,C&C,29,False,False
|
||||
xiiotid,0.25,0,3,1,Exfiltration,45,False,False
|
||||
xiiotid,0.25,0,3,2,Exploitation,3,True,False
|
||||
xiiotid,0.25,0,3,3,Lateral_movement,2,True,False
|
||||
xiiotid,0.25,0,3,4,Normal,38918,False,False
|
||||
xiiotid,0.25,0,3,5,RDOS,31089,False,False
|
||||
xiiotid,0.25,0,3,6,Reconnaissance,0,False,True
|
||||
xiiotid,0.25,0,3,7,Tampering,0,False,True
|
||||
xiiotid,0.25,0,3,8,Weaponization,3342,False,False
|
||||
xiiotid,0.25,0,4,0,C&C,21,True,False
|
||||
xiiotid,0.25,0,4,1,Exfiltration,0,False,True
|
||||
xiiotid,0.25,0,4,2,Exploitation,2,True,False
|
||||
xiiotid,0.25,0,4,3,Lateral_movement,13857,False,False
|
||||
xiiotid,0.25,0,4,4,Normal,122800,False,False
|
||||
xiiotid,0.25,0,4,5,RDOS,727,False,False
|
||||
xiiotid,0.25,0,4,6,Reconnaissance,3644,False,False
|
||||
xiiotid,0.25,0,4,7,Tampering,307,False,False
|
||||
xiiotid,0.25,0,4,8,Weaponization,0,False,True
|
||||
xiiotid,0.25,0,5,0,C&C,51,True,False
|
||||
xiiotid,0.25,0,5,1,Exfiltration,4,True,False
|
||||
xiiotid,0.25,0,5,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,0,5,3,Lateral_movement,808,False,False
|
||||
xiiotid,0.25,0,5,4,Normal,633,False,False
|
||||
xiiotid,0.25,0,5,5,RDOS,14233,False,False
|
||||
xiiotid,0.25,0,5,6,Reconnaissance,4363,False,False
|
||||
xiiotid,0.25,0,5,7,Tampering,453,False,False
|
||||
xiiotid,0.25,0,5,8,Weaponization,347,False,False
|
||||
xiiotid,0.25,0,6,0,C&C,87,True,False
|
||||
xiiotid,0.25,0,6,1,Exfiltration,7950,False,False
|
||||
xiiotid,0.25,0,6,2,Exploitation,57,True,False
|
||||
xiiotid,0.25,0,6,3,Lateral_movement,0,False,True
|
||||
xiiotid,0.25,0,6,4,Normal,6773,False,False
|
||||
xiiotid,0.25,0,6,5,RDOS,1637,False,False
|
||||
xiiotid,0.25,0,6,6,Reconnaissance,0,False,True
|
||||
xiiotid,0.25,0,6,7,Tampering,241,False,False
|
||||
xiiotid,0.25,0,6,8,Weaponization,23381,False,False
|
||||
xiiotid,0.25,0,7,0,C&C,116,True,False
|
||||
xiiotid,0.25,0,7,1,Exfiltration,9,True,False
|
||||
xiiotid,0.25,0,7,2,Exploitation,595,False,False
|
||||
xiiotid,0.25,0,7,3,Lateral_movement,573,False,False
|
||||
xiiotid,0.25,0,7,4,Normal,71934,False,False
|
||||
xiiotid,0.25,0,7,5,RDOS,4941,False,False
|
||||
xiiotid,0.25,0,7,6,Reconnaissance,1867,False,False
|
||||
xiiotid,0.25,0,7,7,Tampering,131,False,False
|
||||
xiiotid,0.25,0,7,8,Weaponization,16998,False,False
|
||||
xiiotid,0.25,0,8,0,C&C,1065,False,False
|
||||
xiiotid,0.25,0,8,1,Exfiltration,2523,False,False
|
||||
xiiotid,0.25,0,8,2,Exploitation,63,False,False
|
||||
xiiotid,0.25,0,8,3,Lateral_movement,7,True,False
|
||||
xiiotid,0.25,0,8,4,Normal,2928,False,False
|
||||
xiiotid,0.25,0,8,5,RDOS,1704,False,False
|
||||
xiiotid,0.25,0,8,6,Reconnaissance,67,False,False
|
||||
xiiotid,0.25,0,8,7,Tampering,14,True,False
|
||||
xiiotid,0.25,0,8,8,Weaponization,704,False,False
|
||||
xiiotid,0.25,0,9,0,C&C,64,True,False
|
||||
xiiotid,0.25,0,9,1,Exfiltration,4412,False,False
|
||||
xiiotid,0.25,0,9,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,0,9,3,Lateral_movement,18,True,False
|
||||
xiiotid,0.25,0,9,4,Normal,47640,False,False
|
||||
xiiotid,0.25,0,9,5,RDOS,14430,False,False
|
||||
xiiotid,0.25,0,9,6,Reconnaissance,9840,False,False
|
||||
xiiotid,0.25,0,9,7,Tampering,0,False,True
|
||||
xiiotid,0.25,0,9,8,Weaponization,111,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,C&C,2004,9,1,1,986,222.66666666666666,347.19286987046394,1.559249415585916,986.0
|
||||
1,Exfiltration,15494,10,0,1,6204,1549.4,1918.3846955186025,1.238146828139023,6204.0
|
||||
2,Exploitation,793,8,2,1,321,99.125,128.38558865776173,1.2951887884767892,321.0
|
||||
3,Lateral_movement,22117,10,0,1,10094,2211.7,3172.3787305427454,1.4343621334461027,10094.0
|
||||
4,Normal,292777,8,2,198,129678,36597.125,42579.4751242823,1.16346502967876,654.939393939394
|
||||
5,RDOS,98883,9,1,168,53482,10987.0,16131.251346377318,1.4682125554179775,318.3452380952381
|
||||
6,Reconnaissance,89161,8,2,138,65101,11145.125,20636.12875176386,1.8515834278901186,471.7463768115942
|
||||
7,Tampering,3586,9,1,2,1804,398.44444444444446,536.9212876537887,1.3475436667273,902.0
|
||||
8,Weaponization,45094,9,1,1,12024,5010.444444444444,4173.732332127554,0.8330064085942251,12024.0
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
xiiotid,0.25,1,0,0,C&C,1,True,False
|
||||
xiiotid,0.25,1,0,1,Exfiltration,48,False,False
|
||||
xiiotid,0.25,1,0,2,Exploitation,78,False,False
|
||||
xiiotid,0.25,1,0,3,Lateral_movement,1,True,False
|
||||
xiiotid,0.25,1,0,4,Normal,45538,False,False
|
||||
xiiotid,0.25,1,0,5,RDOS,168,False,False
|
||||
xiiotid,0.25,1,0,6,Reconnaissance,4841,False,False
|
||||
xiiotid,0.25,1,0,7,Tampering,2,False,False
|
||||
xiiotid,0.25,1,0,8,Weaponization,8960,False,False
|
||||
xiiotid,0.25,1,1,0,C&C,21,True,False
|
||||
xiiotid,0.25,1,1,1,Exfiltration,129,False,False
|
||||
xiiotid,0.25,1,1,2,Exploitation,16,True,False
|
||||
xiiotid,0.25,1,1,3,Lateral_movement,10094,False,False
|
||||
xiiotid,0.25,1,1,4,Normal,75982,False,False
|
||||
xiiotid,0.25,1,1,5,RDOS,5627,False,False
|
||||
xiiotid,0.25,1,1,6,Reconnaissance,65101,False,False
|
||||
xiiotid,0.25,1,1,7,Tampering,577,False,False
|
||||
xiiotid,0.25,1,1,8,Weaponization,245,False,False
|
||||
xiiotid,0.25,1,2,0,C&C,0,False,True
|
||||
xiiotid,0.25,1,2,1,Exfiltration,3823,False,False
|
||||
xiiotid,0.25,1,2,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,1,2,3,Lateral_movement,2,True,False
|
||||
xiiotid,0.25,1,2,4,Normal,0,False,False
|
||||
xiiotid,0.25,1,2,5,RDOS,0,False,True
|
||||
xiiotid,0.25,1,2,6,Reconnaissance,0,False,True
|
||||
xiiotid,0.25,1,2,7,Tampering,151,True,False
|
||||
xiiotid,0.25,1,2,8,Weaponization,5302,False,False
|
||||
xiiotid,0.25,1,3,0,C&C,21,True,False
|
||||
xiiotid,0.25,1,3,1,Exfiltration,449,False,False
|
||||
xiiotid,0.25,1,3,2,Exploitation,315,False,False
|
||||
xiiotid,0.25,1,3,3,Lateral_movement,82,True,False
|
||||
xiiotid,0.25,1,3,4,Normal,2706,False,False
|
||||
xiiotid,0.25,1,3,5,RDOS,2835,False,False
|
||||
xiiotid,0.25,1,3,6,Reconnaissance,6322,False,False
|
||||
xiiotid,0.25,1,3,7,Tampering,170,False,False
|
||||
xiiotid,0.25,1,3,8,Weaponization,0,False,True
|
||||
xiiotid,0.25,1,4,0,C&C,46,True,False
|
||||
xiiotid,0.25,1,4,1,Exfiltration,262,False,False
|
||||
xiiotid,0.25,1,4,2,Exploitation,22,True,False
|
||||
xiiotid,0.25,1,4,3,Lateral_movement,793,False,False
|
||||
xiiotid,0.25,1,4,4,Normal,16624,False,False
|
||||
xiiotid,0.25,1,4,5,RDOS,12854,False,False
|
||||
xiiotid,0.25,1,4,6,Reconnaissance,202,False,False
|
||||
xiiotid,0.25,1,4,7,Tampering,0,False,True
|
||||
xiiotid,0.25,1,4,8,Weaponization,9118,False,False
|
||||
xiiotid,0.25,1,5,0,C&C,181,False,False
|
||||
xiiotid,0.25,1,5,1,Exfiltration,1,True,False
|
||||
xiiotid,0.25,1,5,2,Exploitation,3,True,False
|
||||
xiiotid,0.25,1,5,3,Lateral_movement,6163,False,False
|
||||
xiiotid,0.25,1,5,4,Normal,129678,False,False
|
||||
xiiotid,0.25,1,5,5,RDOS,53482,False,False
|
||||
xiiotid,0.25,1,5,6,Reconnaissance,439,False,False
|
||||
xiiotid,0.25,1,5,7,Tampering,18,False,False
|
||||
xiiotid,0.25,1,5,8,Weaponization,3361,False,False
|
||||
xiiotid,0.25,1,6,0,C&C,723,True,False
|
||||
xiiotid,0.25,1,6,1,Exfiltration,1643,False,False
|
||||
xiiotid,0.25,1,6,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,1,6,3,Lateral_movement,830,False,False
|
||||
xiiotid,0.25,1,6,4,Normal,0,False,False
|
||||
xiiotid,0.25,1,6,5,RDOS,998,False,False
|
||||
xiiotid,0.25,1,6,6,Reconnaissance,138,True,False
|
||||
xiiotid,0.25,1,6,7,Tampering,1804,False,False
|
||||
xiiotid,0.25,1,6,8,Weaponization,5936,False,False
|
||||
xiiotid,0.25,1,7,0,C&C,20,True,False
|
||||
xiiotid,0.25,1,7,1,Exfiltration,6204,False,False
|
||||
xiiotid,0.25,1,7,2,Exploitation,321,False,False
|
||||
xiiotid,0.25,1,7,3,Lateral_movement,83,False,False
|
||||
xiiotid,0.25,1,7,4,Normal,198,False,False
|
||||
xiiotid,0.25,1,7,5,RDOS,232,False,False
|
||||
xiiotid,0.25,1,7,6,Reconnaissance,2503,False,False
|
||||
xiiotid,0.25,1,7,7,Tampering,314,False,False
|
||||
xiiotid,0.25,1,7,8,Weaponization,1,True,False
|
||||
xiiotid,0.25,1,8,0,C&C,986,False,False
|
||||
xiiotid,0.25,1,8,1,Exfiltration,1919,False,False
|
||||
xiiotid,0.25,1,8,2,Exploitation,1,True,False
|
||||
xiiotid,0.25,1,8,3,Lateral_movement,2228,False,False
|
||||
xiiotid,0.25,1,8,4,Normal,14813,False,False
|
||||
xiiotid,0.25,1,8,5,RDOS,4108,False,False
|
||||
xiiotid,0.25,1,8,6,Reconnaissance,0,False,True
|
||||
xiiotid,0.25,1,8,7,Tampering,16,True,False
|
||||
xiiotid,0.25,1,8,8,Weaponization,147,False,False
|
||||
xiiotid,0.25,1,9,0,C&C,5,True,False
|
||||
xiiotid,0.25,1,9,1,Exfiltration,1016,False,False
|
||||
xiiotid,0.25,1,9,2,Exploitation,37,True,False
|
||||
xiiotid,0.25,1,9,3,Lateral_movement,1841,False,False
|
||||
xiiotid,0.25,1,9,4,Normal,7238,False,False
|
||||
xiiotid,0.25,1,9,5,RDOS,18579,False,False
|
||||
xiiotid,0.25,1,9,6,Reconnaissance,9615,False,False
|
||||
xiiotid,0.25,1,9,7,Tampering,534,False,False
|
||||
xiiotid,0.25,1,9,8,Weaponization,12024,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,C&C,2004,6,4,2,1265,334.0,439.2504980076858,1.3151212515200172,632.5
|
||||
1,Exfiltration,15494,8,2,4,8269,1936.75,2589.4560118874388,1.3370109781269852,2067.25
|
||||
2,Exploitation,793,6,4,1,485,132.16666666666666,175.5395650242101,1.3281682095148306,485.0
|
||||
3,Lateral_movement,22117,7,3,1,12496,3159.5714285714284,4660.178716902324,1.4749401373747013,12496.0
|
||||
4,Normal,292777,9,1,452,118937,32530.777777777777,35898.97737255285,1.1035388584245882,263.13495575221236
|
||||
5,RDOS,98883,10,0,2,48839,9888.3,14049.173043634988,1.4207875007468411,24419.5
|
||||
6,Reconnaissance,89161,10,0,1,46541,8916.1,13537.102034408988,1.5182761559884914,46541.0
|
||||
7,Tampering,3586,10,0,1,2584,358.6,765.2960472915041,2.1341217158156836,2584.0
|
||||
8,Weaponization,45094,9,1,4,22853,5010.444444444444,7371.102105310547,1.4711473576927068,5713.25
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
xiiotid,0.25,2,0,0,C&C,0,False,True
|
||||
xiiotid,0.25,2,0,1,Exfiltration,430,False,False
|
||||
xiiotid,0.25,2,0,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,2,0,3,Lateral_movement,0,False,True
|
||||
xiiotid,0.25,2,0,4,Normal,118937,False,False
|
||||
xiiotid,0.25,2,0,5,RDOS,2912,False,False
|
||||
xiiotid,0.25,2,0,6,Reconnaissance,118,False,False
|
||||
xiiotid,0.25,2,0,7,Tampering,16,True,False
|
||||
xiiotid,0.25,2,0,8,Weaponization,113,True,False
|
||||
xiiotid,0.25,2,1,0,C&C,2,True,False
|
||||
xiiotid,0.25,2,1,1,Exfiltration,2477,False,False
|
||||
xiiotid,0.25,2,1,2,Exploitation,225,False,False
|
||||
xiiotid,0.25,2,1,3,Lateral_movement,1,True,False
|
||||
xiiotid,0.25,2,1,4,Normal,10987,False,False
|
||||
xiiotid,0.25,2,1,5,RDOS,8514,False,False
|
||||
xiiotid,0.25,2,1,6,Reconnaissance,6193,False,False
|
||||
xiiotid,0.25,2,1,7,Tampering,5,False,False
|
||||
xiiotid,0.25,2,1,8,Weaponization,11858,False,False
|
||||
xiiotid,0.25,2,2,0,C&C,1265,False,False
|
||||
xiiotid,0.25,2,2,1,Exfiltration,388,False,False
|
||||
xiiotid,0.25,2,2,2,Exploitation,11,True,False
|
||||
xiiotid,0.25,2,2,3,Lateral_movement,839,False,False
|
||||
xiiotid,0.25,2,2,4,Normal,0,False,False
|
||||
xiiotid,0.25,2,2,5,RDOS,48839,False,False
|
||||
xiiotid,0.25,2,2,6,Reconnaissance,121,False,False
|
||||
xiiotid,0.25,2,2,7,Tampering,1,True,False
|
||||
xiiotid,0.25,2,2,8,Weaponization,6425,False,False
|
||||
xiiotid,0.25,2,3,0,C&C,0,False,True
|
||||
xiiotid,0.25,2,3,1,Exfiltration,8269,False,False
|
||||
xiiotid,0.25,2,3,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,2,3,3,Lateral_movement,631,False,False
|
||||
xiiotid,0.25,2,3,4,Normal,452,False,False
|
||||
xiiotid,0.25,2,3,5,RDOS,17375,False,False
|
||||
xiiotid,0.25,2,3,6,Reconnaissance,14322,False,False
|
||||
xiiotid,0.25,2,3,7,Tampering,16,True,False
|
||||
xiiotid,0.25,2,3,8,Weaponization,329,True,False
|
||||
xiiotid,0.25,2,4,0,C&C,428,False,False
|
||||
xiiotid,0.25,2,4,1,Exfiltration,0,False,True
|
||||
xiiotid,0.25,2,4,2,Exploitation,11,True,False
|
||||
xiiotid,0.25,2,4,3,Lateral_movement,8040,False,False
|
||||
xiiotid,0.25,2,4,4,Normal,5015,False,False
|
||||
xiiotid,0.25,2,4,5,RDOS,11529,False,False
|
||||
xiiotid,0.25,2,4,6,Reconnaissance,34,False,False
|
||||
xiiotid,0.25,2,4,7,Tampering,18,True,False
|
||||
xiiotid,0.25,2,4,8,Weaponization,0,False,True
|
||||
xiiotid,0.25,2,5,0,C&C,0,False,True
|
||||
xiiotid,0.25,2,5,1,Exfiltration,4,True,False
|
||||
xiiotid,0.25,2,5,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,2,5,3,Lateral_movement,29,True,False
|
||||
xiiotid,0.25,2,5,4,Normal,61418,False,False
|
||||
xiiotid,0.25,2,5,5,RDOS,1181,False,False
|
||||
xiiotid,0.25,2,5,6,Reconnaissance,7835,False,False
|
||||
xiiotid,0.25,2,5,7,Tampering,2584,False,False
|
||||
xiiotid,0.25,2,5,8,Weaponization,3257,False,False
|
||||
xiiotid,0.25,2,6,0,C&C,0,False,True
|
||||
xiiotid,0.25,2,6,1,Exfiltration,1201,False,False
|
||||
xiiotid,0.25,2,6,2,Exploitation,1,True,False
|
||||
xiiotid,0.25,2,6,3,Lateral_movement,0,False,True
|
||||
xiiotid,0.25,2,6,4,Normal,35251,False,False
|
||||
xiiotid,0.25,2,6,5,RDOS,1382,False,False
|
||||
xiiotid,0.25,2,6,6,Reconnaissance,12411,False,False
|
||||
xiiotid,0.25,2,6,7,Tampering,2,True,False
|
||||
xiiotid,0.25,2,6,8,Weaponization,240,False,False
|
||||
xiiotid,0.25,2,7,0,C&C,17,True,False
|
||||
xiiotid,0.25,2,7,1,Exfiltration,2713,False,False
|
||||
xiiotid,0.25,2,7,2,Exploitation,60,False,False
|
||||
xiiotid,0.25,2,7,3,Lateral_movement,81,False,False
|
||||
xiiotid,0.25,2,7,4,Normal,28172,False,False
|
||||
xiiotid,0.25,2,7,5,RDOS,2,True,False
|
||||
xiiotid,0.25,2,7,6,Reconnaissance,46541,False,False
|
||||
xiiotid,0.25,2,7,7,Tampering,355,False,False
|
||||
xiiotid,0.25,2,7,8,Weaponization,22853,False,False
|
||||
xiiotid,0.25,2,8,0,C&C,128,False,False
|
||||
xiiotid,0.25,2,8,1,Exfiltration,12,True,False
|
||||
xiiotid,0.25,2,8,2,Exploitation,0,False,True
|
||||
xiiotid,0.25,2,8,3,Lateral_movement,12496,False,False
|
||||
xiiotid,0.25,2,8,4,Normal,576,False,False
|
||||
xiiotid,0.25,2,8,5,RDOS,281,False,False
|
||||
xiiotid,0.25,2,8,6,Reconnaissance,1585,False,False
|
||||
xiiotid,0.25,2,8,7,Tampering,582,False,False
|
||||
xiiotid,0.25,2,8,8,Weaponization,4,True,False
|
||||
xiiotid,0.25,2,9,0,C&C,164,False,False
|
||||
xiiotid,0.25,2,9,1,Exfiltration,0,False,True
|
||||
xiiotid,0.25,2,9,2,Exploitation,485,False,False
|
||||
xiiotid,0.25,2,9,3,Lateral_movement,0,False,True
|
||||
xiiotid,0.25,2,9,4,Normal,31969,False,False
|
||||
xiiotid,0.25,2,9,5,RDOS,6868,False,False
|
||||
xiiotid,0.25,2,9,6,Reconnaissance,1,True,False
|
||||
xiiotid,0.25,2,9,7,Tampering,7,True,False
|
||||
xiiotid,0.25,2,9,8,Weaponization,15,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,C&C,2004,10,0,1,966,200.4,301.01302297408995,1.5020609928846804,966.0
|
||||
1,Exfiltration,15494,9,1,45,6305,1721.5555555555557,1785.267369400705,1.0370082822128788,140.11111111111111
|
||||
2,Exploitation,793,8,2,10,353,99.125,107.69451877881251,1.0864516396349306,35.3
|
||||
3,Lateral_movement,22117,10,0,49,8385,2211.7,2692.423482663899,1.217354741901659,171.12244897959184
|
||||
4,Normal,292777,10,0,604,68657,29277.7,22396.371889437807,0.7649635008705535,113.6705298013245
|
||||
5,RDOS,98883,10,0,168,49283,9888.3,13609.872137900486,1.3763611680370222,293.3511904761905
|
||||
6,Reconnaissance,89161,10,0,1137,29234,8916.1,10378.249413557183,1.1639897952644298,25.711521547933156
|
||||
7,Tampering,3586,9,1,2,1266,398.44444444444446,396.92067808487633,0.996175711869461,633.0
|
||||
8,Weaponization,45094,10,0,18,32409,4509.4,9448.019678218288,2.0951833233286665,1800.5
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
xiiotid,0.5,0,0,0,C&C,126,True,False
|
||||
xiiotid,0.5,0,0,1,Exfiltration,901,False,False
|
||||
xiiotid,0.5,0,0,2,Exploitation,0,False,True
|
||||
xiiotid,0.5,0,0,3,Lateral_movement,5915,False,False
|
||||
xiiotid,0.5,0,0,4,Normal,48503,False,False
|
||||
xiiotid,0.5,0,0,5,RDOS,9867,False,False
|
||||
xiiotid,0.5,0,0,6,Reconnaissance,29234,False,False
|
||||
xiiotid,0.5,0,0,7,Tampering,0,False,True
|
||||
xiiotid,0.5,0,0,8,Weaponization,18,True,False
|
||||
xiiotid,0.5,0,1,0,C&C,559,False,False
|
||||
xiiotid,0.5,0,1,1,Exfiltration,2212,False,False
|
||||
xiiotid,0.5,0,1,2,Exploitation,69,True,False
|
||||
xiiotid,0.5,0,1,3,Lateral_movement,180,True,False
|
||||
xiiotid,0.5,0,1,4,Normal,34165,False,False
|
||||
xiiotid,0.5,0,1,5,RDOS,6640,False,False
|
||||
xiiotid,0.5,0,1,6,Reconnaissance,5054,False,False
|
||||
xiiotid,0.5,0,1,7,Tampering,1266,False,False
|
||||
xiiotid,0.5,0,1,8,Weaponization,486,False,False
|
||||
xiiotid,0.5,0,2,0,C&C,92,True,False
|
||||
xiiotid,0.5,0,2,1,Exfiltration,6305,False,False
|
||||
xiiotid,0.5,0,2,2,Exploitation,353,False,False
|
||||
xiiotid,0.5,0,2,3,Lateral_movement,949,False,False
|
||||
xiiotid,0.5,0,2,4,Normal,604,False,False
|
||||
xiiotid,0.5,0,2,5,RDOS,10123,False,False
|
||||
xiiotid,0.5,0,2,6,Reconnaissance,1636,False,False
|
||||
xiiotid,0.5,0,2,7,Tampering,5,True,False
|
||||
xiiotid,0.5,0,2,8,Weaponization,32409,False,False
|
||||
xiiotid,0.5,0,3,0,C&C,966,False,False
|
||||
xiiotid,0.5,0,3,1,Exfiltration,1509,False,False
|
||||
xiiotid,0.5,0,3,2,Exploitation,140,True,False
|
||||
xiiotid,0.5,0,3,3,Lateral_movement,630,True,False
|
||||
xiiotid,0.5,0,3,4,Normal,13892,False,False
|
||||
xiiotid,0.5,0,3,5,RDOS,49283,False,False
|
||||
xiiotid,0.5,0,3,6,Reconnaissance,1137,False,False
|
||||
xiiotid,0.5,0,3,7,Tampering,832,False,False
|
||||
xiiotid,0.5,0,3,8,Weaponization,1220,False,False
|
||||
xiiotid,0.5,0,4,0,C&C,1,True,False
|
||||
xiiotid,0.5,0,4,1,Exfiltration,1151,False,False
|
||||
xiiotid,0.5,0,4,2,Exploitation,18,True,False
|
||||
xiiotid,0.5,0,4,3,Lateral_movement,1747,False,False
|
||||
xiiotid,0.5,0,4,4,Normal,733,False,False
|
||||
xiiotid,0.5,0,4,5,RDOS,168,False,False
|
||||
xiiotid,0.5,0,4,6,Reconnaissance,14033,False,False
|
||||
xiiotid,0.5,0,4,7,Tampering,336,False,False
|
||||
xiiotid,0.5,0,4,8,Weaponization,334,False,False
|
||||
xiiotid,0.5,0,5,0,C&C,4,True,False
|
||||
xiiotid,0.5,0,5,1,Exfiltration,554,False,False
|
||||
xiiotid,0.5,0,5,2,Exploitation,53,False,False
|
||||
xiiotid,0.5,0,5,3,Lateral_movement,315,False,False
|
||||
xiiotid,0.5,0,5,4,Normal,11521,False,False
|
||||
xiiotid,0.5,0,5,5,RDOS,1150,False,False
|
||||
xiiotid,0.5,0,5,6,Reconnaissance,27596,False,False
|
||||
xiiotid,0.5,0,5,7,Tampering,2,True,False
|
||||
xiiotid,0.5,0,5,8,Weaponization,691,False,False
|
||||
xiiotid,0.5,0,6,0,C&C,44,True,False
|
||||
xiiotid,0.5,0,6,1,Exfiltration,0,False,True
|
||||
xiiotid,0.5,0,6,2,Exploitation,0,False,True
|
||||
xiiotid,0.5,0,6,3,Lateral_movement,588,False,False
|
||||
xiiotid,0.5,0,6,4,Normal,34309,False,False
|
||||
xiiotid,0.5,0,6,5,RDOS,5683,False,False
|
||||
xiiotid,0.5,0,6,6,Reconnaissance,3655,False,False
|
||||
xiiotid,0.5,0,6,7,Tampering,93,True,False
|
||||
xiiotid,0.5,0,6,8,Weaponization,713,False,False
|
||||
xiiotid,0.5,0,7,0,C&C,20,True,False
|
||||
xiiotid,0.5,0,7,1,Exfiltration,2414,False,False
|
||||
xiiotid,0.5,0,7,2,Exploitation,10,True,False
|
||||
xiiotid,0.5,0,7,3,Lateral_movement,8385,False,False
|
||||
xiiotid,0.5,0,7,4,Normal,57789,False,False
|
||||
xiiotid,0.5,0,7,5,RDOS,9870,False,False
|
||||
xiiotid,0.5,0,7,6,Reconnaissance,2431,False,False
|
||||
xiiotid,0.5,0,7,7,Tampering,506,False,False
|
||||
xiiotid,0.5,0,7,8,Weaponization,2971,False,False
|
||||
xiiotid,0.5,0,8,0,C&C,4,True,False
|
||||
xiiotid,0.5,0,8,1,Exfiltration,45,True,False
|
||||
xiiotid,0.5,0,8,2,Exploitation,138,False,False
|
||||
xiiotid,0.5,0,8,3,Lateral_movement,3359,False,False
|
||||
xiiotid,0.5,0,8,4,Normal,68657,False,False
|
||||
xiiotid,0.5,0,8,5,RDOS,5008,False,False
|
||||
xiiotid,0.5,0,8,6,Reconnaissance,1662,False,False
|
||||
xiiotid,0.5,0,8,7,Tampering,385,False,False
|
||||
xiiotid,0.5,0,8,8,Weaponization,5815,False,False
|
||||
xiiotid,0.5,0,9,0,C&C,188,False,False
|
||||
xiiotid,0.5,0,9,1,Exfiltration,403,False,False
|
||||
xiiotid,0.5,0,9,2,Exploitation,12,True,False
|
||||
xiiotid,0.5,0,9,3,Lateral_movement,49,True,False
|
||||
xiiotid,0.5,0,9,4,Normal,22604,False,False
|
||||
xiiotid,0.5,0,9,5,RDOS,1091,False,False
|
||||
xiiotid,0.5,0,9,6,Reconnaissance,2723,False,False
|
||||
xiiotid,0.5,0,9,7,Tampering,161,False,False
|
||||
xiiotid,0.5,0,9,8,Weaponization,437,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,C&C,2004,8,2,2,687,250.5,246.01270292405636,0.9820866384193867,343.5
|
||||
1,Exfiltration,15494,10,0,8,6273,1549.4,1811.7618607311504,1.169331264186879,784.125
|
||||
2,Exploitation,793,9,1,1,491,88.11111111111111,144.76758725967514,1.6430117091261995,491.0
|
||||
3,Lateral_movement,22117,10,0,49,8361,2211.7,2542.799797467351,1.1497037561456576,170.6326530612245
|
||||
4,Normal,292777,10,0,260,89253,29277.7,30294.75088542568,1.0347380731896865,343.28076923076924
|
||||
5,RDOS,98883,10,0,6,47276,9888.3,14002.426425802065,1.4160600331504976,7879.333333333333
|
||||
6,Reconnaissance,89161,10,0,1842,23967,8916.1,6441.9730432531305,0.72251018306806,13.011400651465799
|
||||
7,Tampering,3586,9,1,8,1228,398.44444444444446,373.67279540353394,0.9378291016820428,153.5
|
||||
8,Weaponization,45094,10,0,917,11526,4509.4,4011.2644440375657,0.8895339610674515,12.569247546346784
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
xiiotid,0.5,1,0,0,C&C,2,True,False
|
||||
xiiotid,0.5,1,0,1,Exfiltration,627,False,False
|
||||
xiiotid,0.5,1,0,2,Exploitation,56,False,False
|
||||
xiiotid,0.5,1,0,3,Lateral_movement,2550,False,False
|
||||
xiiotid,0.5,1,0,4,Normal,89253,False,False
|
||||
xiiotid,0.5,1,0,5,RDOS,4878,False,False
|
||||
xiiotid,0.5,1,0,6,Reconnaissance,12996,False,False
|
||||
xiiotid,0.5,1,0,7,Tampering,8,True,False
|
||||
xiiotid,0.5,1,0,8,Weaponization,11526,False,False
|
||||
xiiotid,0.5,1,1,0,C&C,3,True,False
|
||||
xiiotid,0.5,1,1,1,Exfiltration,199,False,False
|
||||
xiiotid,0.5,1,1,2,Exploitation,0,False,True
|
||||
xiiotid,0.5,1,1,3,Lateral_movement,3695,False,False
|
||||
xiiotid,0.5,1,1,4,Normal,23474,False,False
|
||||
xiiotid,0.5,1,1,5,RDOS,95,True,False
|
||||
xiiotid,0.5,1,1,6,Reconnaissance,5840,False,False
|
||||
xiiotid,0.5,1,1,7,Tampering,1228,False,False
|
||||
xiiotid,0.5,1,1,8,Weaponization,2611,False,False
|
||||
xiiotid,0.5,1,2,0,C&C,0,False,True
|
||||
xiiotid,0.5,1,2,1,Exfiltration,1006,False,False
|
||||
xiiotid,0.5,1,2,2,Exploitation,50,True,False
|
||||
xiiotid,0.5,1,2,3,Lateral_movement,818,False,False
|
||||
xiiotid,0.5,1,2,4,Normal,60061,False,False
|
||||
xiiotid,0.5,1,2,5,RDOS,2816,False,False
|
||||
xiiotid,0.5,1,2,6,Reconnaissance,1842,False,False
|
||||
xiiotid,0.5,1,2,7,Tampering,260,True,False
|
||||
xiiotid,0.5,1,2,8,Weaponization,1209,False,False
|
||||
xiiotid,0.5,1,3,0,C&C,687,False,False
|
||||
xiiotid,0.5,1,3,1,Exfiltration,916,False,False
|
||||
xiiotid,0.5,1,3,2,Exploitation,86,True,False
|
||||
xiiotid,0.5,1,3,3,Lateral_movement,1239,False,False
|
||||
xiiotid,0.5,1,3,4,Normal,69735,False,False
|
||||
xiiotid,0.5,1,3,5,RDOS,2508,False,False
|
||||
xiiotid,0.5,1,3,6,Reconnaissance,14852,False,False
|
||||
xiiotid,0.5,1,3,7,Tampering,91,True,False
|
||||
xiiotid,0.5,1,3,8,Weaponization,1647,False,False
|
||||
xiiotid,0.5,1,4,0,C&C,284,False,False
|
||||
xiiotid,0.5,1,4,1,Exfiltration,6273,False,False
|
||||
xiiotid,0.5,1,4,2,Exploitation,46,True,False
|
||||
xiiotid,0.5,1,4,3,Lateral_movement,242,True,False
|
||||
xiiotid,0.5,1,4,4,Normal,18842,False,False
|
||||
xiiotid,0.5,1,4,5,RDOS,341,False,False
|
||||
xiiotid,0.5,1,4,6,Reconnaissance,23967,False,False
|
||||
xiiotid,0.5,1,4,7,Tampering,483,False,False
|
||||
xiiotid,0.5,1,4,8,Weaponization,917,False,False
|
||||
xiiotid,0.5,1,5,0,C&C,599,False,False
|
||||
xiiotid,0.5,1,5,1,Exfiltration,2759,False,False
|
||||
xiiotid,0.5,1,5,2,Exploitation,8,True,False
|
||||
xiiotid,0.5,1,5,3,Lateral_movement,49,False,False
|
||||
xiiotid,0.5,1,5,4,Normal,1776,False,False
|
||||
xiiotid,0.5,1,5,5,RDOS,6,True,False
|
||||
xiiotid,0.5,1,5,6,Reconnaissance,9632,False,False
|
||||
xiiotid,0.5,1,5,7,Tampering,680,False,False
|
||||
xiiotid,0.5,1,5,8,Weaponization,1375,False,False
|
||||
xiiotid,0.5,1,6,0,C&C,0,False,True
|
||||
xiiotid,0.5,1,6,1,Exfiltration,2518,False,False
|
||||
xiiotid,0.5,1,6,2,Exploitation,9,True,False
|
||||
xiiotid,0.5,1,6,3,Lateral_movement,8361,False,False
|
||||
xiiotid,0.5,1,6,4,Normal,9668,False,False
|
||||
xiiotid,0.5,1,6,5,RDOS,47276,False,False
|
||||
xiiotid,0.5,1,6,6,Reconnaissance,4475,False,False
|
||||
xiiotid,0.5,1,6,7,Tampering,0,False,True
|
||||
xiiotid,0.5,1,6,8,Weaponization,951,True,False
|
||||
xiiotid,0.5,1,7,0,C&C,82,False,False
|
||||
xiiotid,0.5,1,7,1,Exfiltration,8,True,False
|
||||
xiiotid,0.5,1,7,2,Exploitation,46,True,False
|
||||
xiiotid,0.5,1,7,3,Lateral_movement,4589,False,False
|
||||
xiiotid,0.5,1,7,4,Normal,17477,False,False
|
||||
xiiotid,0.5,1,7,5,RDOS,20791,False,False
|
||||
xiiotid,0.5,1,7,6,Reconnaissance,2025,False,False
|
||||
xiiotid,0.5,1,7,7,Tampering,618,False,False
|
||||
xiiotid,0.5,1,7,8,Weaponization,6976,False,False
|
||||
xiiotid,0.5,1,8,0,C&C,236,False,False
|
||||
xiiotid,0.5,1,8,1,Exfiltration,1113,False,False
|
||||
xiiotid,0.5,1,8,2,Exploitation,1,True,False
|
||||
xiiotid,0.5,1,8,3,Lateral_movement,396,False,False
|
||||
xiiotid,0.5,1,8,4,Normal,260,False,False
|
||||
xiiotid,0.5,1,8,5,RDOS,13932,False,False
|
||||
xiiotid,0.5,1,8,6,Reconnaissance,6536,False,False
|
||||
xiiotid,0.5,1,8,7,Tampering,119,True,False
|
||||
xiiotid,0.5,1,8,8,Weaponization,6913,False,False
|
||||
xiiotid,0.5,1,9,0,C&C,111,False,False
|
||||
xiiotid,0.5,1,9,1,Exfiltration,75,True,False
|
||||
xiiotid,0.5,1,9,2,Exploitation,491,False,False
|
||||
xiiotid,0.5,1,9,3,Lateral_movement,178,False,False
|
||||
xiiotid,0.5,1,9,4,Normal,2231,False,False
|
||||
xiiotid,0.5,1,9,5,RDOS,6240,False,False
|
||||
xiiotid,0.5,1,9,6,Reconnaissance,6996,False,False
|
||||
xiiotid,0.5,1,9,7,Tampering,99,True,False
|
||||
xiiotid,0.5,1,9,8,Weaponization,10969,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,C&C,2004,9,1,13,576,222.66666666666666,158.27683202400647,0.7108240959161968,44.30769230769231
|
||||
1,Exfiltration,15494,10,0,20,5300,1549.4,1486.1657511865894,0.9591879122154313,265.0
|
||||
2,Exploitation,793,10,0,1,298,79.3,104.09615746990855,1.3126879882712301,298.0
|
||||
3,Lateral_movement,22117,10,0,11,6341,2211.7,2001.0836089479121,0.90477171811182,576.4545454545455
|
||||
4,Normal,292777,10,0,79,92031,29277.7,32244.598171011534,1.1013364496190456,1164.9493670886077
|
||||
5,RDOS,98883,10,0,4,48860,9888.3,14020.836187973955,1.4179218053633038,12215.0
|
||||
6,Reconnaissance,89161,10,0,208,22975,8916.1,7703.846681366394,0.8640377161950172,110.45673076923077
|
||||
7,Tampering,3586,10,0,26,2437,358.6,698.4746523675716,1.9477820757600992,93.73076923076923
|
||||
8,Weaponization,45094,10,0,17,23228,4509.4,6976.612103306303,1.5471264698865266,1366.3529411764705
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
xiiotid,0.5,2,0,0,C&C,576,False,False
|
||||
xiiotid,0.5,2,0,1,Exfiltration,2126,False,False
|
||||
xiiotid,0.5,2,0,2,Exploitation,10,True,False
|
||||
xiiotid,0.5,2,0,3,Lateral_movement,3084,False,False
|
||||
xiiotid,0.5,2,0,4,Normal,864,False,False
|
||||
xiiotid,0.5,2,0,5,RDOS,17951,False,False
|
||||
xiiotid,0.5,2,0,6,Reconnaissance,1651,False,False
|
||||
xiiotid,0.5,2,0,7,Tampering,118,True,False
|
||||
xiiotid,0.5,2,0,8,Weaponization,895,False,False
|
||||
xiiotid,0.5,2,1,0,C&C,290,False,False
|
||||
xiiotid,0.5,2,1,1,Exfiltration,20,False,False
|
||||
xiiotid,0.5,2,1,2,Exploitation,1,True,False
|
||||
xiiotid,0.5,2,1,3,Lateral_movement,11,True,False
|
||||
xiiotid,0.5,2,1,4,Normal,418,False,False
|
||||
xiiotid,0.5,2,1,5,RDOS,7758,False,False
|
||||
xiiotid,0.5,2,1,6,Reconnaissance,208,False,False
|
||||
xiiotid,0.5,2,1,7,Tampering,371,False,False
|
||||
xiiotid,0.5,2,1,8,Weaponization,1014,False,False
|
||||
xiiotid,0.5,2,2,0,C&C,0,False,True
|
||||
xiiotid,0.5,2,2,1,Exfiltration,914,False,False
|
||||
xiiotid,0.5,2,2,2,Exploitation,240,True,False
|
||||
xiiotid,0.5,2,2,3,Lateral_movement,2152,False,False
|
||||
xiiotid,0.5,2,2,4,Normal,79,False,False
|
||||
xiiotid,0.5,2,2,5,RDOS,48860,False,False
|
||||
xiiotid,0.5,2,2,6,Reconnaissance,12985,False,False
|
||||
xiiotid,0.5,2,2,7,Tampering,135,True,False
|
||||
xiiotid,0.5,2,2,8,Weaponization,23228,False,False
|
||||
xiiotid,0.5,2,3,0,C&C,211,False,False
|
||||
xiiotid,0.5,2,3,1,Exfiltration,1557,False,False
|
||||
xiiotid,0.5,2,3,2,Exploitation,2,True,False
|
||||
xiiotid,0.5,2,3,3,Lateral_movement,72,True,False
|
||||
xiiotid,0.5,2,3,4,Normal,33716,False,False
|
||||
xiiotid,0.5,2,3,5,RDOS,94,False,False
|
||||
xiiotid,0.5,2,3,6,Reconnaissance,17154,False,False
|
||||
xiiotid,0.5,2,3,7,Tampering,2437,False,False
|
||||
xiiotid,0.5,2,3,8,Weaponization,10869,False,False
|
||||
xiiotid,0.5,2,4,0,C&C,37,False,False
|
||||
xiiotid,0.5,2,4,1,Exfiltration,30,True,False
|
||||
xiiotid,0.5,2,4,2,Exploitation,35,True,False
|
||||
xiiotid,0.5,2,4,3,Lateral_movement,566,False,False
|
||||
xiiotid,0.5,2,4,4,Normal,10789,False,False
|
||||
xiiotid,0.5,2,4,5,RDOS,1624,False,False
|
||||
xiiotid,0.5,2,4,6,Reconnaissance,22975,False,False
|
||||
xiiotid,0.5,2,4,7,Tampering,76,False,False
|
||||
xiiotid,0.5,2,4,8,Weaponization,218,False,False
|
||||
xiiotid,0.5,2,5,0,C&C,252,False,False
|
||||
xiiotid,0.5,2,5,1,Exfiltration,1430,False,False
|
||||
xiiotid,0.5,2,5,2,Exploitation,145,True,False
|
||||
xiiotid,0.5,2,5,3,Lateral_movement,6341,False,False
|
||||
xiiotid,0.5,2,5,4,Normal,1541,False,False
|
||||
xiiotid,0.5,2,5,5,RDOS,1142,False,False
|
||||
xiiotid,0.5,2,5,6,Reconnaissance,16770,False,False
|
||||
xiiotid,0.5,2,5,7,Tampering,132,True,False
|
||||
xiiotid,0.5,2,5,8,Weaponization,1570,False,False
|
||||
xiiotid,0.5,2,6,0,C&C,212,False,False
|
||||
xiiotid,0.5,2,6,1,Exfiltration,5300,False,False
|
||||
xiiotid,0.5,2,6,2,Exploitation,298,False,False
|
||||
xiiotid,0.5,2,6,3,Lateral_movement,3130,False,False
|
||||
xiiotid,0.5,2,6,4,Normal,73646,False,False
|
||||
xiiotid,0.5,2,6,5,RDOS,4,True,False
|
||||
xiiotid,0.5,2,6,6,Reconnaissance,5123,False,False
|
||||
xiiotid,0.5,2,6,7,Tampering,146,False,False
|
||||
xiiotid,0.5,2,6,8,Weaponization,17,True,False
|
||||
xiiotid,0.5,2,7,0,C&C,13,True,False
|
||||
xiiotid,0.5,2,7,1,Exfiltration,2362,False,False
|
||||
xiiotid,0.5,2,7,2,Exploitation,49,False,False
|
||||
xiiotid,0.5,2,7,3,Lateral_movement,4431,False,False
|
||||
xiiotid,0.5,2,7,4,Normal,57785,False,False
|
||||
xiiotid,0.5,2,7,5,RDOS,10129,False,False
|
||||
xiiotid,0.5,2,7,6,Reconnaissance,8929,False,False
|
||||
xiiotid,0.5,2,7,7,Tampering,26,True,False
|
||||
xiiotid,0.5,2,7,8,Weaponization,2670,False,False
|
||||
xiiotid,0.5,2,8,0,C&C,296,False,False
|
||||
xiiotid,0.5,2,8,1,Exfiltration,150,False,False
|
||||
xiiotid,0.5,2,8,2,Exploitation,7,True,False
|
||||
xiiotid,0.5,2,8,3,Lateral_movement,131,False,False
|
||||
xiiotid,0.5,2,8,4,Normal,92031,False,False
|
||||
xiiotid,0.5,2,8,5,RDOS,4382,False,False
|
||||
xiiotid,0.5,2,8,6,Reconnaissance,2708,False,False
|
||||
xiiotid,0.5,2,8,7,Tampering,64,False,False
|
||||
xiiotid,0.5,2,8,8,Weaponization,38,True,False
|
||||
xiiotid,0.5,2,9,0,C&C,117,False,False
|
||||
xiiotid,0.5,2,9,1,Exfiltration,1605,False,False
|
||||
xiiotid,0.5,2,9,2,Exploitation,6,True,False
|
||||
xiiotid,0.5,2,9,3,Lateral_movement,2199,False,False
|
||||
xiiotid,0.5,2,9,4,Normal,21908,False,False
|
||||
xiiotid,0.5,2,9,5,RDOS,6939,False,False
|
||||
xiiotid,0.5,2,9,6,Reconnaissance,658,False,False
|
||||
xiiotid,0.5,2,9,7,Tampering,81,True,False
|
||||
xiiotid,0.5,2,9,8,Weaponization,4575,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,C&C,2004,8,2,5,760,250.5,222.37468381090505,0.8877232886662877,152.0
|
||||
1,Exfiltration,15494,10,0,27,4392,1549.4,1310.2802143053218,0.8456694296536219,162.66666666666666
|
||||
2,Exploitation,793,9,1,1,240,88.11111111111111,77.07347784844227,0.8747305178259526,240.0
|
||||
3,Lateral_movement,22117,10,0,190,5435,2211.7,1964.874960398244,0.8884003076358656,28.605263157894736
|
||||
4,Normal,292777,10,0,1151,92460,29277.7,26706.460263576675,0.9121775366089779,80.33014769765421
|
||||
5,RDOS,98883,10,0,347,22821,9888.3,7609.664802736058,0.7695624933240354,65.76657060518733
|
||||
6,Reconnaissance,89161,10,0,458,23824,8916.1,8755.430559943925,0.9819798521712323,52.0174672489083
|
||||
7,Tampering,3586,10,0,31,1227,358.6,421.7822186863737,1.1761913516072886,39.58064516129032
|
||||
8,Weaponization,45094,10,0,285,12915,4509.4,4085.1338337929637,0.9059151625034293,45.31578947368421
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
xiiotid,0.75,0,0,0,C&C,196,False,False
|
||||
xiiotid,0.75,0,0,1,Exfiltration,2293,False,False
|
||||
xiiotid,0.75,0,0,2,Exploitation,96,True,False
|
||||
xiiotid,0.75,0,0,3,Lateral_movement,1364,False,False
|
||||
xiiotid,0.75,0,0,4,Normal,24224,False,False
|
||||
xiiotid,0.75,0,0,5,RDOS,22821,False,False
|
||||
xiiotid,0.75,0,0,6,Reconnaissance,1040,False,False
|
||||
xiiotid,0.75,0,0,7,Tampering,85,True,False
|
||||
xiiotid,0.75,0,0,8,Weaponization,1114,False,False
|
||||
xiiotid,0.75,0,1,0,C&C,387,False,False
|
||||
xiiotid,0.75,0,1,1,Exfiltration,189,False,False
|
||||
xiiotid,0.75,0,1,2,Exploitation,136,True,False
|
||||
xiiotid,0.75,0,1,3,Lateral_movement,5435,False,False
|
||||
xiiotid,0.75,0,1,4,Normal,8909,False,False
|
||||
xiiotid,0.75,0,1,5,RDOS,347,False,False
|
||||
xiiotid,0.75,0,1,6,Reconnaissance,4622,False,False
|
||||
xiiotid,0.75,0,1,7,Tampering,95,True,False
|
||||
xiiotid,0.75,0,1,8,Weaponization,4116,False,False
|
||||
xiiotid,0.75,0,2,0,C&C,0,False,True
|
||||
xiiotid,0.75,0,2,1,Exfiltration,1021,False,False
|
||||
xiiotid,0.75,0,2,2,Exploitation,30,True,False
|
||||
xiiotid,0.75,0,2,3,Lateral_movement,190,False,False
|
||||
xiiotid,0.75,0,2,4,Normal,92460,False,False
|
||||
xiiotid,0.75,0,2,5,RDOS,2604,False,False
|
||||
xiiotid,0.75,0,2,6,Reconnaissance,2096,False,False
|
||||
xiiotid,0.75,0,2,7,Tampering,126,True,False
|
||||
xiiotid,0.75,0,2,8,Weaponization,2046,False,False
|
||||
xiiotid,0.75,0,3,0,C&C,229,False,False
|
||||
xiiotid,0.75,0,3,1,Exfiltration,583,False,False
|
||||
xiiotid,0.75,0,3,2,Exploitation,1,True,False
|
||||
xiiotid,0.75,0,3,3,Lateral_movement,1149,False,False
|
||||
xiiotid,0.75,0,3,4,Normal,1151,False,False
|
||||
xiiotid,0.75,0,3,5,RDOS,438,False,False
|
||||
xiiotid,0.75,0,3,6,Reconnaissance,16930,False,False
|
||||
xiiotid,0.75,0,3,7,Tampering,88,True,False
|
||||
xiiotid,0.75,0,3,8,Weaponization,9065,False,False
|
||||
xiiotid,0.75,0,4,0,C&C,0,False,True
|
||||
xiiotid,0.75,0,4,1,Exfiltration,27,True,False
|
||||
xiiotid,0.75,0,4,2,Exploitation,175,True,False
|
||||
xiiotid,0.75,0,4,3,Lateral_movement,2323,False,False
|
||||
xiiotid,0.75,0,4,4,Normal,52309,False,False
|
||||
xiiotid,0.75,0,4,5,RDOS,13676,False,False
|
||||
xiiotid,0.75,0,4,6,Reconnaissance,1111,False,False
|
||||
xiiotid,0.75,0,4,7,Tampering,704,False,False
|
||||
xiiotid,0.75,0,4,8,Weaponization,285,False,False
|
||||
xiiotid,0.75,0,5,0,C&C,760,False,False
|
||||
xiiotid,0.75,0,5,1,Exfiltration,998,False,False
|
||||
xiiotid,0.75,0,5,2,Exploitation,30,True,False
|
||||
xiiotid,0.75,0,5,3,Lateral_movement,211,False,False
|
||||
xiiotid,0.75,0,5,4,Normal,19915,False,False
|
||||
xiiotid,0.75,0,5,5,RDOS,13907,False,False
|
||||
xiiotid,0.75,0,5,6,Reconnaissance,6989,False,False
|
||||
xiiotid,0.75,0,5,7,Tampering,31,True,False
|
||||
xiiotid,0.75,0,5,8,Weaponization,4276,False,False
|
||||
xiiotid,0.75,0,6,0,C&C,179,True,False
|
||||
xiiotid,0.75,0,6,1,Exfiltration,996,False,False
|
||||
xiiotid,0.75,0,6,2,Exploitation,240,False,False
|
||||
xiiotid,0.75,0,6,3,Lateral_movement,552,False,False
|
||||
xiiotid,0.75,0,6,4,Normal,1197,False,False
|
||||
xiiotid,0.75,0,6,5,RDOS,8278,False,False
|
||||
xiiotid,0.75,0,6,6,Reconnaissance,8453,False,False
|
||||
xiiotid,0.75,0,6,7,Tampering,111,True,False
|
||||
xiiotid,0.75,0,6,8,Weaponization,8798,False,False
|
||||
xiiotid,0.75,0,7,0,C&C,215,False,False
|
||||
xiiotid,0.75,0,7,1,Exfiltration,4392,False,False
|
||||
xiiotid,0.75,0,7,2,Exploitation,11,True,False
|
||||
xiiotid,0.75,0,7,3,Lateral_movement,5142,False,False
|
||||
xiiotid,0.75,0,7,4,Normal,13274,False,False
|
||||
xiiotid,0.75,0,7,5,RDOS,5873,False,False
|
||||
xiiotid,0.75,0,7,6,Reconnaissance,23824,False,False
|
||||
xiiotid,0.75,0,7,7,Tampering,121,True,False
|
||||
xiiotid,0.75,0,7,8,Weaponization,1393,False,False
|
||||
xiiotid,0.75,0,8,0,C&C,5,True,False
|
||||
xiiotid,0.75,0,8,1,Exfiltration,1887,False,False
|
||||
xiiotid,0.75,0,8,2,Exploitation,74,True,False
|
||||
xiiotid,0.75,0,8,3,Lateral_movement,1137,False,False
|
||||
xiiotid,0.75,0,8,4,Normal,43549,False,False
|
||||
xiiotid,0.75,0,8,5,RDOS,21253,False,False
|
||||
xiiotid,0.75,0,8,6,Reconnaissance,458,False,False
|
||||
xiiotid,0.75,0,8,7,Tampering,1227,False,False
|
||||
xiiotid,0.75,0,8,8,Weaponization,12915,False,False
|
||||
xiiotid,0.75,0,9,0,C&C,33,True,False
|
||||
xiiotid,0.75,0,9,1,Exfiltration,3108,False,False
|
||||
xiiotid,0.75,0,9,2,Exploitation,0,False,True
|
||||
xiiotid,0.75,0,9,3,Lateral_movement,4614,False,False
|
||||
xiiotid,0.75,0,9,4,Normal,35789,False,False
|
||||
xiiotid,0.75,0,9,5,RDOS,9686,False,False
|
||||
xiiotid,0.75,0,9,6,Reconnaissance,23638,False,False
|
||||
xiiotid,0.75,0,9,7,Tampering,998,True,False
|
||||
xiiotid,0.75,0,9,8,Weaponization,1086,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,C&C,2004,9,1,87,538,222.66666666666666,136.2049109899411,0.6116987020506338,6.183908045977011
|
||||
1,Exfiltration,15494,10,0,239,3749,1549.4,1362.2074878666613,0.8791838697990585,15.686192468619247
|
||||
2,Exploitation,793,10,0,4,246,79.3,79.05320992850321,0.9968878931715411,61.5
|
||||
3,Lateral_movement,22117,10,0,556,4082,2211.7,1317.6872959849009,0.5957803029275675,7.341726618705036
|
||||
4,Normal,292777,10,0,4311,73956,29277.7,23958.28045186048,0.8183115631303168,17.15518441196938
|
||||
5,RDOS,98883,10,0,268,34051,9888.3,9256.126976765176,0.9360685837570842,127.05597014925372
|
||||
6,Reconnaissance,89161,10,0,520,22127,8916.1,6960.1977335417705,0.7806325336797221,42.551923076923075
|
||||
7,Tampering,3586,10,0,25,1004,358.6,307.1879554930499,0.8566312200029278,40.16
|
||||
8,Weaponization,45094,10,0,269,10726,4509.4,3590.911199124813,0.7963168490541565,39.87360594795539
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
xiiotid,0.75,1,0,0,C&C,212,False,False
|
||||
xiiotid,0.75,1,0,1,Exfiltration,3749,False,False
|
||||
xiiotid,0.75,1,0,2,Exploitation,8,True,False
|
||||
xiiotid,0.75,1,0,3,Lateral_movement,759,False,False
|
||||
xiiotid,0.75,1,0,4,Normal,16461,False,False
|
||||
xiiotid,0.75,1,0,5,RDOS,8260,False,False
|
||||
xiiotid,0.75,1,0,6,Reconnaissance,2949,False,False
|
||||
xiiotid,0.75,1,0,7,Tampering,102,True,False
|
||||
xiiotid,0.75,1,0,8,Weaponization,1779,False,False
|
||||
xiiotid,0.75,1,1,0,C&C,332,False,False
|
||||
xiiotid,0.75,1,1,1,Exfiltration,705,False,False
|
||||
xiiotid,0.75,1,1,2,Exploitation,39,True,False
|
||||
xiiotid,0.75,1,1,3,Lateral_movement,896,False,False
|
||||
xiiotid,0.75,1,1,4,Normal,73956,False,False
|
||||
xiiotid,0.75,1,1,5,RDOS,6684,False,False
|
||||
xiiotid,0.75,1,1,6,Reconnaissance,12303,False,False
|
||||
xiiotid,0.75,1,1,7,Tampering,82,True,False
|
||||
xiiotid,0.75,1,1,8,Weaponization,791,False,False
|
||||
xiiotid,0.75,1,2,0,C&C,538,False,False
|
||||
xiiotid,0.75,1,2,1,Exfiltration,3265,False,False
|
||||
xiiotid,0.75,1,2,2,Exploitation,114,True,False
|
||||
xiiotid,0.75,1,2,3,Lateral_movement,2386,False,False
|
||||
xiiotid,0.75,1,2,4,Normal,6477,False,False
|
||||
xiiotid,0.75,1,2,5,RDOS,10552,False,False
|
||||
xiiotid,0.75,1,2,6,Reconnaissance,520,False,False
|
||||
xiiotid,0.75,1,2,7,Tampering,312,True,False
|
||||
xiiotid,0.75,1,2,8,Weaponization,5753,False,False
|
||||
xiiotid,0.75,1,3,0,C&C,110,False,False
|
||||
xiiotid,0.75,1,3,1,Exfiltration,292,False,False
|
||||
xiiotid,0.75,1,3,2,Exploitation,22,True,False
|
||||
xiiotid,0.75,1,3,3,Lateral_movement,688,False,False
|
||||
xiiotid,0.75,1,3,4,Normal,6994,False,False
|
||||
xiiotid,0.75,1,3,5,RDOS,14445,False,False
|
||||
xiiotid,0.75,1,3,6,Reconnaissance,18318,False,False
|
||||
xiiotid,0.75,1,3,7,Tampering,69,True,False
|
||||
xiiotid,0.75,1,3,8,Weaponization,755,False,False
|
||||
xiiotid,0.75,1,4,0,C&C,116,True,False
|
||||
xiiotid,0.75,1,4,1,Exfiltration,239,True,False
|
||||
xiiotid,0.75,1,4,2,Exploitation,246,False,False
|
||||
xiiotid,0.75,1,4,3,Lateral_movement,3158,False,False
|
||||
xiiotid,0.75,1,4,4,Normal,52959,False,False
|
||||
xiiotid,0.75,1,4,5,RDOS,34051,False,False
|
||||
xiiotid,0.75,1,4,6,Reconnaissance,8974,False,False
|
||||
xiiotid,0.75,1,4,7,Tampering,754,False,False
|
||||
xiiotid,0.75,1,4,8,Weaponization,9193,False,False
|
||||
xiiotid,0.75,1,5,0,C&C,284,False,False
|
||||
xiiotid,0.75,1,5,1,Exfiltration,977,False,False
|
||||
xiiotid,0.75,1,5,2,Exploitation,194,True,False
|
||||
xiiotid,0.75,1,5,3,Lateral_movement,2336,False,False
|
||||
xiiotid,0.75,1,5,4,Normal,4311,False,False
|
||||
xiiotid,0.75,1,5,5,RDOS,268,True,False
|
||||
xiiotid,0.75,1,5,6,Reconnaissance,1523,False,False
|
||||
xiiotid,0.75,1,5,7,Tampering,1004,False,False
|
||||
xiiotid,0.75,1,5,8,Weaponization,10726,False,False
|
||||
xiiotid,0.75,1,6,0,C&C,87,False,False
|
||||
xiiotid,0.75,1,6,1,Exfiltration,1227,False,False
|
||||
xiiotid,0.75,1,6,2,Exploitation,11,True,False
|
||||
xiiotid,0.75,1,6,3,Lateral_movement,3567,False,False
|
||||
xiiotid,0.75,1,6,4,Normal,14197,False,False
|
||||
xiiotid,0.75,1,6,5,RDOS,11724,False,False
|
||||
xiiotid,0.75,1,6,6,Reconnaissance,6590,False,False
|
||||
xiiotid,0.75,1,6,7,Tampering,25,True,False
|
||||
xiiotid,0.75,1,6,8,Weaponization,7997,False,False
|
||||
xiiotid,0.75,1,7,0,C&C,131,True,False
|
||||
xiiotid,0.75,1,7,1,Exfiltration,3716,False,False
|
||||
xiiotid,0.75,1,7,2,Exploitation,80,True,False
|
||||
xiiotid,0.75,1,7,3,Lateral_movement,3689,False,False
|
||||
xiiotid,0.75,1,7,4,Normal,21292,False,False
|
||||
xiiotid,0.75,1,7,5,RDOS,9898,False,False
|
||||
xiiotid,0.75,1,7,6,Reconnaissance,3350,False,False
|
||||
xiiotid,0.75,1,7,7,Tampering,504,False,False
|
||||
xiiotid,0.75,1,7,8,Weaponization,269,False,False
|
||||
xiiotid,0.75,1,8,0,C&C,0,False,True
|
||||
xiiotid,0.75,1,8,1,Exfiltration,485,False,False
|
||||
xiiotid,0.75,1,8,2,Exploitation,75,True,False
|
||||
xiiotid,0.75,1,8,3,Lateral_movement,4082,False,False
|
||||
xiiotid,0.75,1,8,4,Normal,34247,False,False
|
||||
xiiotid,0.75,1,8,5,RDOS,459,False,False
|
||||
xiiotid,0.75,1,8,6,Reconnaissance,12507,False,False
|
||||
xiiotid,0.75,1,8,7,Tampering,297,True,False
|
||||
xiiotid,0.75,1,8,8,Weaponization,3372,False,False
|
||||
xiiotid,0.75,1,9,0,C&C,194,True,False
|
||||
xiiotid,0.75,1,9,1,Exfiltration,839,False,False
|
||||
xiiotid,0.75,1,9,2,Exploitation,4,True,False
|
||||
xiiotid,0.75,1,9,3,Lateral_movement,556,False,False
|
||||
xiiotid,0.75,1,9,4,Normal,61883,False,False
|
||||
xiiotid,0.75,1,9,5,RDOS,2542,False,False
|
||||
xiiotid,0.75,1,9,6,Reconnaissance,22127,False,False
|
||||
xiiotid,0.75,1,9,7,Tampering,437,False,False
|
||||
xiiotid,0.75,1,9,8,Weaponization,4459,False,False
|
||||
|
@@ -0,0 +1,10 @@
|
||||
class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
0,C&C,2004,10,0,1,546,200.4,183.81414526635322,0.9172362538241179,546.0
|
||||
1,Exfiltration,15494,10,0,9,3572,1549.4,1333.091834796088,0.8603923033407048,396.8888888888889
|
||||
2,Exploitation,793,10,0,11,382,79.3,104.84374087183268,1.3221152695060867,34.72727272727273
|
||||
3,Lateral_movement,22117,10,0,3,5709,2211.7,1943.4331503810467,0.8787055886336514,1903.0
|
||||
4,Normal,292777,10,0,1930,64353,29277.7,23149.92923984866,0.7907017709672776,33.343523316062175
|
||||
5,RDOS,98883,10,0,636,18655,9888.3,5578.985284977905,0.5642006497555602,29.33176100628931
|
||||
6,Reconnaissance,89161,10,0,1528,21418,8916.1,6174.089899734211,0.692465304307288,14.017015706806284
|
||||
7,Tampering,3586,10,0,1,1321,358.6,398.6803732314898,1.1117690274163128,1321.0
|
||||
8,Weaponization,45094,10,0,169,17328,4509.4,5078.904058948151,1.1262926462385576,102.53254437869822
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,seed,client_id,class_id,class_name,N_ij,rare_flag,unseen_flag
|
||||
xiiotid,0.75,2,0,0,C&C,226,False,False
|
||||
xiiotid,0.75,2,0,1,Exfiltration,320,False,False
|
||||
xiiotid,0.75,2,0,2,Exploitation,48,True,False
|
||||
xiiotid,0.75,2,0,3,Lateral_movement,1483,False,False
|
||||
xiiotid,0.75,2,0,4,Normal,14394,False,False
|
||||
xiiotid,0.75,2,0,5,RDOS,8158,False,False
|
||||
xiiotid,0.75,2,0,6,Reconnaissance,5775,False,False
|
||||
xiiotid,0.75,2,0,7,Tampering,28,True,False
|
||||
xiiotid,0.75,2,0,8,Weaponization,175,False,False
|
||||
xiiotid,0.75,2,1,0,C&C,39,True,False
|
||||
xiiotid,0.75,2,1,1,Exfiltration,443,False,False
|
||||
xiiotid,0.75,2,1,2,Exploitation,43,True,False
|
||||
xiiotid,0.75,2,1,3,Lateral_movement,626,False,False
|
||||
xiiotid,0.75,2,1,4,Normal,10435,False,False
|
||||
xiiotid,0.75,2,1,5,RDOS,14173,False,False
|
||||
xiiotid,0.75,2,1,6,Reconnaissance,10388,False,False
|
||||
xiiotid,0.75,2,1,7,Tampering,1321,False,False
|
||||
xiiotid,0.75,2,1,8,Weaponization,3511,False,False
|
||||
xiiotid,0.75,2,2,0,C&C,1,True,False
|
||||
xiiotid,0.75,2,2,1,Exfiltration,271,False,False
|
||||
xiiotid,0.75,2,2,2,Exploitation,382,False,False
|
||||
xiiotid,0.75,2,2,3,Lateral_movement,3698,False,False
|
||||
xiiotid,0.75,2,2,4,Normal,35232,False,False
|
||||
xiiotid,0.75,2,2,5,RDOS,856,False,False
|
||||
xiiotid,0.75,2,2,6,Reconnaissance,1528,False,False
|
||||
xiiotid,0.75,2,2,7,Tampering,547,False,False
|
||||
xiiotid,0.75,2,2,8,Weaponization,169,True,False
|
||||
xiiotid,0.75,2,3,0,C&C,198,False,False
|
||||
xiiotid,0.75,2,3,1,Exfiltration,2231,False,False
|
||||
xiiotid,0.75,2,3,2,Exploitation,25,True,False
|
||||
xiiotid,0.75,2,3,3,Lateral_movement,2434,False,False
|
||||
xiiotid,0.75,2,3,4,Normal,61429,False,False
|
||||
xiiotid,0.75,2,3,5,RDOS,12067,False,False
|
||||
xiiotid,0.75,2,3,6,Reconnaissance,3527,False,False
|
||||
xiiotid,0.75,2,3,7,Tampering,123,True,False
|
||||
xiiotid,0.75,2,3,8,Weaponization,3814,False,False
|
||||
xiiotid,0.75,2,4,0,C&C,27,True,False
|
||||
xiiotid,0.75,2,4,1,Exfiltration,3050,False,False
|
||||
xiiotid,0.75,2,4,2,Exploitation,17,True,False
|
||||
xiiotid,0.75,2,4,3,Lateral_movement,2509,False,False
|
||||
xiiotid,0.75,2,4,4,Normal,60920,False,False
|
||||
xiiotid,0.75,2,4,5,RDOS,6987,False,False
|
||||
xiiotid,0.75,2,4,6,Reconnaissance,21418,False,False
|
||||
xiiotid,0.75,2,4,7,Tampering,416,False,False
|
||||
xiiotid,0.75,2,4,8,Weaponization,3668,False,False
|
||||
xiiotid,0.75,2,5,0,C&C,195,False,False
|
||||
xiiotid,0.75,2,5,1,Exfiltration,3338,False,False
|
||||
xiiotid,0.75,2,5,2,Exploitation,27,True,False
|
||||
xiiotid,0.75,2,5,3,Lateral_movement,5036,False,False
|
||||
xiiotid,0.75,2,5,4,Normal,15350,False,False
|
||||
xiiotid,0.75,2,5,5,RDOS,10151,False,False
|
||||
xiiotid,0.75,2,5,6,Reconnaissance,4883,False,False
|
||||
xiiotid,0.75,2,5,7,Tampering,1,True,False
|
||||
xiiotid,0.75,2,5,8,Weaponization,592,False,False
|
||||
xiiotid,0.75,2,6,0,C&C,167,True,False
|
||||
xiiotid,0.75,2,6,1,Exfiltration,551,False,False
|
||||
xiiotid,0.75,2,6,2,Exploitation,11,True,False
|
||||
xiiotid,0.75,2,6,3,Lateral_movement,5709,False,False
|
||||
xiiotid,0.75,2,6,4,Normal,7460,False,False
|
||||
xiiotid,0.75,2,6,5,RDOS,636,False,False
|
||||
xiiotid,0.75,2,6,6,Reconnaissance,8572,False,False
|
||||
xiiotid,0.75,2,6,7,Tampering,684,False,False
|
||||
xiiotid,0.75,2,6,8,Weaponization,434,False,False
|
||||
xiiotid,0.75,2,7,0,C&C,546,False,False
|
||||
xiiotid,0.75,2,7,1,Exfiltration,9,True,False
|
||||
xiiotid,0.75,2,7,2,Exploitation,67,False,False
|
||||
xiiotid,0.75,2,7,3,Lateral_movement,3,True,False
|
||||
xiiotid,0.75,2,7,4,Normal,1930,False,False
|
||||
xiiotid,0.75,2,7,5,RDOS,15192,False,False
|
||||
xiiotid,0.75,2,7,6,Reconnaissance,3147,False,False
|
||||
xiiotid,0.75,2,7,7,Tampering,416,False,False
|
||||
xiiotid,0.75,2,7,8,Weaponization,6839,False,False
|
||||
xiiotid,0.75,2,8,0,C&C,526,False,False
|
||||
xiiotid,0.75,2,8,1,Exfiltration,3572,False,False
|
||||
xiiotid,0.75,2,8,2,Exploitation,59,True,False
|
||||
xiiotid,0.75,2,8,3,Lateral_movement,145,False,False
|
||||
xiiotid,0.75,2,8,4,Normal,21274,False,False
|
||||
xiiotid,0.75,2,8,5,RDOS,12008,False,False
|
||||
xiiotid,0.75,2,8,6,Reconnaissance,16761,False,False
|
||||
xiiotid,0.75,2,8,7,Tampering,28,True,False
|
||||
xiiotid,0.75,2,8,8,Weaponization,8564,False,False
|
||||
xiiotid,0.75,2,9,0,C&C,79,True,False
|
||||
xiiotid,0.75,2,9,1,Exfiltration,1709,False,False
|
||||
xiiotid,0.75,2,9,2,Exploitation,114,False,False
|
||||
xiiotid,0.75,2,9,3,Lateral_movement,474,False,False
|
||||
xiiotid,0.75,2,9,4,Normal,64353,False,False
|
||||
xiiotid,0.75,2,9,5,RDOS,18655,False,False
|
||||
xiiotid,0.75,2,9,6,Reconnaissance,13162,False,False
|
||||
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@@ -0,0 +1,154 @@
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||||
{
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}
|
||||
Reference in new issue
Block a user