experiment: validate beta selection at alpha 0.25
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seed,same_round0_snapshot,same_support,same_characterization,same_rare_unseen,independent_agg_maxdiff,history_rare_macro_f1_round0_diff,history_rare_macro_f1_maxdiff,test_metric_maxdiff,classification
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0,True,True,True,True,4.441e-16,0.0,0.006573313419992788,0.0015518657162341132,B
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2,True,True,True,True,2.22e-16,0.0,0.0037078048655888596,0.0022243579866212393,B
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@@ -0,0 +1,151 @@
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@@ -0,0 +1,151 @@
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||||
1,0.0,2,2,0.45087719298245615,0.7747252747252747,0.0
|
||||
1,0.0,3,21,0.553901654144097,0.7633711507293355,0.0
|
||||
1,0.0,4,22,0.0,0.0,0.0
|
||||
1,0.0,5,1,1.0,1.0,0.0
|
||||
1,0.0,6,138,0.6703499079189686,0.5723270440251572,0.0
|
||||
1,0.0,7,1,0.5696692470091484,1.0,0.0
|
||||
1,0.0,8,1,0.9829059829059829,1.0,0.0
|
||||
1,0.0,9,5,0.07086614173228346,0.6,0.0
|
||||
1,0.25,0,1,0.3927903482953152,0.8310810810810811,0.017938195304919302
|
||||
1,0.25,1,16,0.2778793418647167,0.987012987012987,0.027054259356465826
|
||||
1,0.25,2,2,0.5226369617614487,0.8186813186813187,0.07175976877899254
|
||||
1,0.25,3,21,0.5843055014401075,0.7811993517017828,0.030403847296010533
|
||||
1,0.25,4,22,0.0,0.0,0.0
|
||||
1,0.25,5,1,1.0,1.0,0.0
|
||||
1,0.25,6,138,0.7,0.5723270440251572,0.02965009208103131
|
||||
1,0.25,7,1,0.6131182795698924,1.0,0.04344903256074395
|
||||
1,0.25,8,1,0.9871244635193133,1.0,0.004218480613330411
|
||||
1,0.25,9,5,0.06451612903225806,0.6,-0.006350012700025401
|
||||
1,0.5,0,1,0.4251666666666667,0.7901969766376546,0.05031451367627082
|
||||
1,0.5,1,16,0.2639175257731959,0.8311688311688312,0.01309244326494502
|
||||
1,0.5,2,2,0.6865038413026029,0.8791208791208791,0.23562664832014674
|
||||
1,0.5,3,21,0.6338951535029966,0.7853176395568191,0.07999349935889966
|
||||
1,0.5,4,22,0.0,0.0,0.0
|
||||
1,0.5,5,1,0.9990689013035382,0.998139534883721,-0.0009310986964617962
|
||||
1,0.5,6,138,0.7145708582834331,0.5628930817610063,0.044220950364464495
|
||||
1,0.5,7,1,0.5987373737373738,0.9431818181818181,0.02906812672822534
|
||||
1,0.5,8,1,0.9934924078091107,0.9956521739130435,0.010586424903127889
|
||||
1,0.5,9,5,0.05504587155963303,0.6,-0.015820270172650433
|
||||
1,0.75,0,1,0.42544992973389545,0.7867613376087952,0.05059777674349958
|
||||
1,0.75,1,16,0.23255813953488372,0.7792207792207793,-0.018266942973367145
|
||||
1,0.75,2,2,0.7675840978593271,0.8901098901098901,0.316706904876871
|
||||
1,0.75,3,21,0.5923052828189471,0.7031644392486117,0.03840362867485014
|
||||
1,0.75,4,22,0.0,0.0,0.0
|
||||
1,0.75,5,1,0.9887111947318908,0.9776744186046512,-0.011288805268109159
|
||||
1,0.75,6,138,0.7421874999999999,0.5974842767295597,0.07183759208103124
|
||||
1,0.75,7,1,0.5603810591202016,0.875,-0.009288187888946808
|
||||
1,0.75,8,1,0.9934924078091107,0.9956521739130435,0.010586424903127889
|
||||
1,0.75,9,5,0.05405405405405406,0.6,-0.016812087678229407
|
||||
1,1.0,0,1,0.4215705629546387,0.7443884562528631,0.04671840996424281
|
||||
1,1.0,1,16,0.2141491395793499,0.7272727272727273,-0.03667594292890097
|
||||
1,1.0,2,2,0.8282828282828283,0.8983516483516483,0.37740563530037213
|
||||
1,1.0,3,21,0.5832886200673137,0.6916332332545102,0.029386965923216768
|
||||
1,1.0,4,22,0.0,0.0,0.0
|
||||
1,1.0,5,1,0.9727663640707119,0.9469767441860465,-0.02723363592928807
|
||||
1,1.0,6,138,0.7120000000000001,0.559748427672956,0.04165009208103143
|
||||
1,1.0,7,1,0.5309265010351967,0.8522727272727273,-0.038742745973951775
|
||||
1,1.0,8,1,0.9934924078091107,0.9956521739130435,0.010586424903127889
|
||||
1,1.0,9,5,0.052941176470588235,0.6,-0.01792496526169523
|
||||
2,0.0,0,16,0.7881474513028079,0.7838358826479439,0.0
|
||||
2,0.0,1,1,0.8051948051948051,0.7209302325581395,0.0
|
||||
2,0.0,2,1,0.0,0.0,0.0
|
||||
2,0.0,3,16,0.7633121431907208,0.8361356312175985,0.0
|
||||
2,0.0,4,11,0.39530227185213707,0.7651515151515151,0.0
|
||||
2,0.0,5,4,0.8669438669438669,0.8973214285714286,0.0
|
||||
2,0.0,6,1,0.4444444444444444,0.4444444444444444,0.0
|
||||
2,0.0,7,2,0.9285714285714286,0.875,0.0
|
||||
2,0.0,8,4,0.8520578420467185,0.7422480620155039,0.0
|
||||
2,0.0,9,1,0.8190912162607596,0.7126536874624204,0.0
|
||||
2,0.25,0,16,0.8699976526715136,0.9599266549648947,0.08185020136870569
|
||||
2,0.25,1,1,0.6461538461538462,0.4883720930232558,-0.15904095904095894
|
||||
2,0.25,2,1,0.0,0.0,0.0
|
||||
2,0.25,3,16,0.8316192298493184,0.9754098360655737,0.06830708665859753
|
||||
2,0.25,4,11,0.4228395061728395,0.7878787878787878,0.02753723432070243
|
||||
2,0.25,5,4,0.8148148148148149,0.8080357142857143,-0.052129052129052056
|
||||
2,0.25,6,1,0.14159292035398233,0.8888888888888888,-0.3028515240904621
|
||||
2,0.25,7,2,0.9285714285714286,0.875,0.0
|
||||
2,0.25,8,4,0.9009584664536741,0.8197674418604651,0.04890062440695553
|
||||
2,0.25,9,1,0.8626722379928422,0.7822473394408458,0.04358102173208256
|
||||
2,0.5,0,16,0.8236881827717655,0.9117352056168506,0.03554073146895753
|
||||
2,0.5,1,1,0.5333333333333333,0.37209302325581395,-0.2718614718614718
|
||||
2,0.5,2,1,0.0,0.0,0.0
|
||||
2,0.5,3,16,0.7464203337027828,0.9143897996357013,-0.016891809487938003
|
||||
2,0.5,4,11,0.474621054095397,0.8333333333333333,0.07931878224325994
|
||||
2,0.5,5,4,0.78125,0.78125,-0.08569386694386694
|
||||
2,0.5,6,1,0.10465116279069768,1.0,-0.3397932816537467
|
||||
2,0.5,7,2,0.9285714285714286,0.875,0.0
|
||||
2,0.5,8,4,0.970573566084788,0.9428294573643411,0.11851572403806943
|
||||
2,0.5,9,1,0.8895624774115674,0.8296507581075597,0.0704712611508077
|
||||
2,0.75,0,16,0.7122906952706892,0.8397693079237714,-0.07585675603211872
|
||||
2,0.75,1,1,0.20408163265306123,0.11627906976744186,-0.6011131725417439
|
||||
2,0.75,2,1,0.0,0.0,0.0
|
||||
2,0.75,3,16,0.6229273147445304,0.8570127504553734,-0.14038482844619038
|
||||
2,0.75,4,11,0.4472202166064982,0.8333333333333333,0.05191794475436112
|
||||
2,0.75,5,4,0.6481481481481481,0.625,-0.2187957187957188
|
||||
2,0.75,6,1,0.05607476635514019,1.0,-0.3883696780893042
|
||||
2,0.75,7,2,0.9285714285714286,0.875,0.0
|
||||
2,0.75,8,4,0.9761904761904763,0.9534883720930233,0.12413263414375775
|
||||
2,0.75,9,1,0.8913439824328309,0.8408708684693009,0.07225276617207121
|
||||
2,1.0,0,16,0.6385139585209478,0.7903711133400201,-0.1496334927818601
|
||||
2,1.0,1,1,0.1276595744680851,0.06976744186046512,-0.6775352307267201
|
||||
2,1.0,2,1,0.0,0.0,0.0
|
||||
2,1.0,3,16,0.5555306618870823,0.7978142076502732,-0.2077814813036385
|
||||
2,1.0,4,11,0.4468259385665529,0.8333333333333333,0.05152366671441583
|
||||
2,1.0,5,4,0.568438003220612,0.5267857142857143,-0.29850586372325494
|
||||
2,1.0,6,1,0.04433497536945812,1.0,-0.4001094690749863
|
||||
2,1.0,7,2,0.7,0.625,-0.22857142857142865
|
||||
2,1.0,8,4,0.8938906752411575,0.8081395348837209,0.04183283319443898
|
||||
2,1.0,9,1,0.8945043401170115,0.8482283178868363,0.07541312385625187
|
||||
|
@@ -0,0 +1,16 @@
|
||||
seed,beta,n_eligible,n_improve_vs_beta0,n_degrade_vs_beta0,n_unchanged,mean_delta_vs_beta0,median_delta_vs_beta0,min_delta_vs_beta0,max_delta_vs_beta0
|
||||
0,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
0,0.25,10,2,5,3,-0.0064673967169698865,-0.00222622943520559,-0.04293419597212661,0.01876993547229222
|
||||
0,0.5,10,2,7,1,-0.021132734174687993,-0.029027854121098817,-0.07692307692307698,0.05741836974395109
|
||||
0,0.75,10,5,4,1,0.037652802750874605,0.0007104290991758952,-0.11166156370194247,0.3758987633016968
|
||||
0,1.0,10,4,5,1,-0.037995631629473454,-0.022968705139247758,-0.25698055252395446,0.14104421200350115
|
||||
1,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
1,0.25,10,7,1,2,0.02181236632914685,0.022496227330692564,-0.006350012700025401,0.07175976877899254
|
||||
1,0.5,10,7,2,1,0.04461512377469677,0.02108028499658518,-0.015820270172650433,0.23562664832014674
|
||||
1,0.75,10,5,4,1,0.04324763034707273,0.0052932124515639445,-0.018266942973367145,0.316706904876871
|
||||
1,1.0,10,5,4,1,0.0385170238078155,0.0052932124515639445,-0.038742745973951775,0.37740563530037213
|
||||
2,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
2,0.25,10,5,3,2,-0.024384536677342937,0.013768617160351215,-0.3028515240904621,0.08185020136870569
|
||||
2,0.5,10,4,4,2,-0.04103939310459288,0.0,-0.3397932816537467,0.11851572403806943
|
||||
2,0.75,10,3,5,2,-0.1176216808834886,-0.03792837801605936,-0.6011131725417439,0.12413263414375775
|
||||
2,1.0,10,3,6,1,-0.1793367342416782,-0.1787074870427493,-0.6775352307267201,0.07541312385625187
|
||||
|
@@ -0,0 +1,46 @@
|
||||
class_id,class_name,beta,n_seeds,n_contributors_seed0,mean_displacement,std_sample_displacement,min_displacement,max_displacement,mean_relative_displacement
|
||||
0,C&C,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
0,C&C,0.25,3,10,1.27837054967781,0.41822833159420114,0.8053802494515935,1.5992758251729138,0.27003430350349095
|
||||
0,C&C,0.5,3,10,2.3990142795607627,0.581298481867443,1.7282910993003162,2.7568644582945026,0.5059337917781374
|
||||
0,C&C,0.75,3,10,3.306991238919704,0.508900823524494,2.719365234189696,3.6021485283426884,0.6970245995294005
|
||||
0,C&C,1.0,3,10,4.01952572799183,0.29030488023104745,3.691238890234156,4.24238658552617,0.8472326753379348
|
||||
1,Exfiltration,0.0,3,8,0.0,0.0,0.0,0.0,0.0
|
||||
1,Exfiltration,0.25,3,8,2.1505748980950266,0.3101835560753807,1.7945831890795807,2.362721386473373,0.33309243067039757
|
||||
1,Exfiltration,0.5,3,8,3.3139866073431565,0.5408774954238195,2.7215672864242446,3.7814503953657908,0.5118900118897919
|
||||
1,Exfiltration,0.75,3,8,3.939594030444926,0.7312554933468559,3.239979172736248,4.6988387374077725,0.6069298415028075
|
||||
1,Exfiltration,1.0,3,8,4.316178984369498,0.8975835034935007,3.588238413562595,5.319080439597726,0.6638254826227857
|
||||
2,Exploitation,0.0,3,6,0.0,0.0,0.0,0.0,0.0
|
||||
2,Exploitation,0.25,3,6,1.1587284531130924,0.36096288681414823,0.7459613372186213,1.4152287416432763,0.23470674175846215
|
||||
2,Exploitation,0.5,3,6,2.1283145398223593,0.7573863420735953,1.2547532262512742,2.6011790535745782,0.43060284027932577
|
||||
2,Exploitation,0.75,3,6,2.8881691399860485,1.0052398500157818,1.7282726897405847,3.5066832125742606,0.5846207929781134
|
||||
2,Exploitation,1.0,3,6,3.464004570499769,1.112779630373774,2.1801801381263144,4.152010451170094,0.7020410983796918
|
||||
3,Lateral_movement,0.0,3,9,0.0,0.0,0.0,0.0,0.0
|
||||
3,Lateral_movement,0.25,3,9,1.983346175953378,0.5729109230595639,1.451269830260352,2.5898222983977996,0.4196845501731568
|
||||
3,Lateral_movement,0.5,3,9,3.0206065448113826,1.0150094706368122,2.0165054024590443,4.046183521651553,0.639663941527728
|
||||
3,Lateral_movement,0.75,3,9,3.500429531100328,1.2632988067241848,2.238889947127781,4.765480241626273,0.7415506396377006
|
||||
3,Lateral_movement,1.0,3,9,3.7263813611395125,1.3833916615643342,2.3423286413016733,5.109111015402566,0.7895377723300525
|
||||
4,Normal,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
4,Normal,0.25,3,10,1.0864756872230459,0.496567699923766,0.7950378669816794,1.6598363613323508,0.20451956788647774
|
||||
4,Normal,0.5,3,10,1.5767289610073465,0.5644465343832925,1.2491208619495557,2.228492630024489,0.2945513132600518
|
||||
4,Normal,0.75,3,10,1.8318768258260405,0.552047828490767,1.506814977752638,2.4692844719040514,0.34065176127320745
|
||||
4,Normal,1.0,3,10,1.9966341269597232,0.5327206047251788,1.6673282103552307,2.611242030412833,0.3701992118201333
|
||||
5,RDOS,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
5,RDOS,0.25,3,10,1.0860124145813117,0.4602780439364506,0.8192120495667494,1.6174943118797114,0.13866684735468646
|
||||
5,RDOS,0.5,3,10,1.7190552688418272,0.6887072700340696,1.321273511038344,2.514305903819429,0.21934364560707523
|
||||
5,RDOS,0.75,3,10,2.1822469246461806,0.9474271568645856,1.6261816527161852,3.2761911842442637,0.2787148221815406
|
||||
5,RDOS,1.0,3,10,2.5658707936642617,1.2193483512552363,1.8476687608995317,3.9737567173599997,0.3281078404629119
|
||||
6,Reconnaissance,0.0,3,8,0.0,0.0,0.0,0.0,0.0
|
||||
6,Reconnaissance,0.25,3,8,1.4788712344122157,0.594533938907045,0.9730263451403185,2.1337405853808944,0.28537388942486464
|
||||
6,Reconnaissance,0.5,3,8,2.350247764054481,0.7603933259238349,1.5662204391401529,3.084568124445345,0.4522079760615029
|
||||
6,Reconnaissance,0.75,3,8,2.9233293995154472,0.8953049366648174,1.8921171248359299,3.502353696944525,0.5612721092899503
|
||||
6,Reconnaissance,1.0,3,8,3.3391889586431325,1.1073644700689869,2.088616712497195,4.1953600367224775,0.6402396428113026
|
||||
7,Tampering,0.0,3,8,0.0,0.0,0.0,0.0,0.0
|
||||
7,Tampering,0.25,3,8,1.3505936491446324,0.2586312123810999,1.0546580118479258,1.5332987381385625,0.30342797209829775
|
||||
7,Tampering,0.5,3,8,2.5524751358791735,0.4082046541057479,2.1814748752660527,2.989769119570483,0.5767593796858125
|
||||
7,Tampering,0.75,3,8,3.4991562847024547,0.3575352999845257,3.2805423027173237,3.9117575814369485,0.7935853172069489
|
||||
7,Tampering,1.0,3,8,4.247813103636777,0.24113229030491104,3.9775464519022146,4.440926893005426,0.9653304277937593
|
||||
8,Weaponization,0.0,3,8,0.0,0.0,0.0,0.0,0.0
|
||||
8,Weaponization,0.25,3,8,1.7105264729761451,0.22286866444144524,1.4995962499113429,1.9436699786803406,0.30652098641043396
|
||||
8,Weaponization,0.5,3,8,2.5685181426368175,0.35839871727693023,2.232233440488681,2.945548238376779,0.4619957398263043
|
||||
8,Weaponization,0.75,3,8,2.951764426805454,0.4937625539064774,2.42251119168137,3.4000203434274914,0.5317633959257942
|
||||
8,Weaponization,1.0,3,8,3.1235303582992926,0.585141395295389,2.485749772741962,3.6355977615306365,0.5634271266802224
|
||||
|
@@ -0,0 +1,19 @@
|
||||
seed,tag,wall_seconds,cpu_percent,peak_rss_kb,source
|
||||
0,original,2410.80,746,8790948,/tmp/opencode/s7_logs/seed0__original_protean_betaNA.time
|
||||
0,beta0,2457.24,744,8791100,/tmp/opencode/s7_logs/seed0__support_weighted_beta0.0.time
|
||||
0,beta0.25,2427.96,745,8790844,/tmp/opencode/s7_logs/seed0__support_weighted_beta0.25.time
|
||||
0,beta0.5,2421.77,743,8791344,/tmp/opencode/s7_logs/seed0__support_weighted_beta0.5.time
|
||||
0,beta0.75,2389.26,746,8790992,/tmp/opencode/s7_logs/seed0__support_weighted_beta0.75.time
|
||||
0,beta1,2425.86,745,8791192,/tmp/opencode/s7_logs/seed0__support_weighted_beta1.0.time
|
||||
1,original,2429.86,745,11323828,/tmp/opencode/s7_logs/seed1__original_protean_betaNA.time
|
||||
1,beta0,2392.79,745,11323896,/tmp/opencode/s7_logs/seed1__support_weighted_beta0.0.time
|
||||
1,beta0.25,2445.79,745,11324076,/tmp/opencode/s7_logs/seed1__support_weighted_beta0.25.time
|
||||
1,beta0.5,2418.93,745,11324196,/tmp/opencode/s7_logs/seed1__support_weighted_beta0.5.time
|
||||
1,beta0.75,2398.73,744,11323956,/tmp/opencode/s7_logs/seed1__support_weighted_beta0.75.time
|
||||
1,beta1,2447.41,745,11324036,/tmp/opencode/s7_logs/seed1__support_weighted_beta1.0.time
|
||||
2,original,2413.48,745,7875900,/tmp/opencode/s7_logs/seed2__original_protean_betaNA.time
|
||||
2,beta0,2424.04,746,7875560,/tmp/opencode/s7_logs/seed2__support_weighted_beta0.0.time
|
||||
2,beta0.25,2505.12,743,7875828,/tmp/opencode/s7_logs/seed2__support_weighted_beta0.25.time
|
||||
2,beta0.5,2422.35,744,7875624,/tmp/opencode/s7_logs/seed2__support_weighted_beta0.5.time
|
||||
2,beta0.75,2531.66,741,7875584,/tmp/opencode/s7_logs/seed2__support_weighted_beta0.75.time
|
||||
2,beta1,2435.98,744,7875704,/tmp/opencode/s7_logs/seed2__support_weighted_beta1.0.time
|
||||
|
@@ -0,0 +1,111 @@
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"betas": [
|
||||
0.0,
|
||||
0.25,
|
||||
0.5,
|
||||
0.75,
|
||||
1.0
|
||||
],
|
||||
"dataset": "xiiotid",
|
||||
"missing_artifacts": [],
|
||||
"n_missing_artifacts": 0,
|
||||
"outputs": {
|
||||
"client_deltas": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/xiiotid__alpha0.25__multiseed__client_validation_deltas.csv",
|
||||
"client_validation_detail": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/xiiotid__alpha0.25__multiseed__client_validation_detail.csv",
|
||||
"client_validation_summary": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/xiiotid__alpha0.25__multiseed__client_validation_summary.csv",
|
||||
"per_seed": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/xiiotid__alpha0.25__multiseed__validation_per_seed.csv",
|
||||
"pooled": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/xiiotid__alpha0.25__multiseed__validation_pooled.csv",
|
||||
"prototype_effect_pooled": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/xiiotid__alpha0.25__multiseed__prototype_effect_pooled.csv",
|
||||
"test_descriptive": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/xiiotid__alpha0.25__multiseed__test_descriptive.csv"
|
||||
},
|
||||
"per_seed_diagnostic": [
|
||||
{
|
||||
"seed": 0,
|
||||
"selected_beta": 0.75,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.6540329635413089
|
||||
},
|
||||
{
|
||||
"seed": 1,
|
||||
"selected_beta": 0.5,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.5370398599938551
|
||||
},
|
||||
{
|
||||
"seed": 2,
|
||||
"selected_beta": 0.0,
|
||||
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|
||||
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|
||||
}
|
||||
],
|
||||
"pooled_table": [
|
||||
{
|
||||
"beta": 0.0,
|
||||
"max_val_rare_macro_f1": 0.666306546980769,
|
||||
"min_val_rare_macro_f1": 0.4924247362191584,
|
||||
"n_seeds": 3,
|
||||
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|
||||
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||||
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|
||||
"std_pop_val_rare_macro_f1": 0.07309998892871802,
|
||||
"std_sample_val_rare_macro_f1": 0.08952883653922933
|
||||
},
|
||||
{
|
||||
"beta": 0.25,
|
||||
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|
||||
"min_val_rare_macro_f1": 0.5142371025483052,
|
||||
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||||
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||||
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|
||||
"pooled_val_rare_recall_per_client_mean": 0.7807713039840465,
|
||||
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|
||||
"std_sample_val_rare_macro_f1": 0.06643525635398827
|
||||
},
|
||||
{
|
||||
"beta": 0.5,
|
||||
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|
||||
"min_val_rare_macro_f1": 0.5370398599938551,
|
||||
"n_seeds": 3,
|
||||
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|
||||
"pooled_val_rare_recall_global": 0.814237235145609,
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||||
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|
||||
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|
||||
"std_sample_val_rare_macro_f1": 0.044857849968223555
|
||||
},
|
||||
{
|
||||
"beta": 0.75,
|
||||
"max_val_rare_macro_f1": 0.6540329635413089,
|
||||
"min_val_rare_macro_f1": 0.5356723665662311,
|
||||
"n_seeds": 3,
|
||||
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|
||||
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|
||||
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|
||||
"std_pop_val_rare_macro_f1": 0.05299557391939959,
|
||||
"std_sample_val_rare_macro_f1": 0.0649060573642385
|
||||
},
|
||||
{
|
||||
"beta": 1.0,
|
||||
"max_val_rare_macro_f1": 0.5783845291609608,
|
||||
"min_val_rare_macro_f1": 0.48696981273909073,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.5320987006423418,
|
||||
"pooled_val_rare_recall_global": 0.7173552521012324,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.704574711153059,
|
||||
"std_pop_val_rare_macro_f1": 0.037328867098742294,
|
||||
"std_sample_val_rare_macro_f1": 0.045718338534042856
|
||||
}
|
||||
],
|
||||
"primary_selection": {
|
||||
"rule": "max pooled validation per-client-mean rare-class macro-F1 (tie-break: recall, then lower std, then smaller beta)",
|
||||
"selected_beta": 0.0,
|
||||
"selection_split": "validation",
|
||||
"test_used_for_selection": false,
|
||||
"tie_break_used": false
|
||||
},
|
||||
"seeds": [
|
||||
0,
|
||||
1,
|
||||
2
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,19 @@
|
||||
seed,aggregation,beta,test_rare_macro_f1,test_rare_recall,test_macro_f1,test_accuracy,test_weighted_f1,test_rare_support
|
||||
0,support_weighted_beta0,0.0,0.6413622282749385,0.830700667573069,0.6745583013411162,0.8745509147521049,0.9061557688476052,79180
|
||||
0,support_weighted_beta0.25,0.25,0.6450645576749079,0.8225881730832947,0.6777953236518771,0.8666347317157053,0.9069221037691833,79180
|
||||
0,support_weighted_beta0.5,0.5,0.6317424352754177,0.7942361392087552,0.6659654615240669,0.8532159109751829,0.8989312745528685,79180
|
||||
0,support_weighted_beta0.75,0.75,0.6661769665289847,0.7860825017014961,0.6970424816039874,0.8546468424317237,0.9015580009841035,79180
|
||||
0,support_weighted_beta1,1.0,0.5841314629029717,0.6978253919369697,0.6244888388326827,0.8470929982620017,0.8921046450361301,79180
|
||||
0,original_protean,,0.6398103625587044,0.8296012943628512,0.6731025782780014,0.8737218342944525,0.9054655196913645,79180
|
||||
1,support_weighted_beta0,0.0,0.5805553678969027,0.8256994230374527,0.6650385577782836,0.8634903673133494,0.899863925003673,50928
|
||||
1,support_weighted_beta0.25,0.25,0.6058924033633463,0.8348945476495885,0.6853679819763017,0.8716460624819599,0.9074814344488223,50928
|
||||
1,support_weighted_beta0.5,0.5,0.6486662065718658,0.8267491767388827,0.7192562168644683,0.8823934017478244,0.9165028567563237,50928
|
||||
1,support_weighted_beta0.75,0.75,0.6563526907348872,0.8114174349128286,0.7248191993206956,0.8810116009850704,0.9165944358099051,50928
|
||||
1,support_weighted_beta1,1.0,0.6533153255816548,0.8002798521046107,0.7223464690799543,0.8767617959725114,0.9134156189816298,50928
|
||||
1,original_protean,,0.5825215614975117,0.8266995877156649,0.6669813754005415,0.8673409854388906,0.9020747305215218,50928
|
||||
2,support_weighted_beta0,0.0,0.6744891962601014,0.807370314447251,0.7044332575239617,0.8840024319693425,0.9146272396181951,79180
|
||||
2,support_weighted_beta0.25,0.25,0.6593623777922051,0.8144273519980725,0.690739333811702,0.8737341169678993,0.9107388028746422,79180
|
||||
2,support_weighted_beta0.5,0.5,0.641339655463725,0.800380991610641,0.6752636268058488,0.8713205716356222,0.9106725545555584,79180
|
||||
2,support_weighted_beta0.75,0.75,0.5589726904308177,0.6983357629940257,0.6021421914368235,0.8532773243424163,0.8909131680484705,79180
|
||||
2,support_weighted_beta1,1.0,0.5010089560026679,0.6246979149481214,0.5507942039876121,0.8401962771216783,0.8724513135414319,79180
|
||||
2,original_protean,,0.6760389917828752,0.8095946724338723,0.7059686496708458,0.8852306993140127,0.9154163421325315,79180
|
||||
|
@@ -0,0 +1,16 @@
|
||||
seed,beta,eligible_clients,val_rare_macro_f1_per_client_mean,val_rare_macro_f1_global,val_rare_recall_per_client_mean,val_rare_recall_global,val_macro_f1_global,val_accuracy_global,val_weighted_f1_global,manifest_content_hash,manifest_reload_ok
|
||||
0,0.0,10,0.6163801607904343,0.6429394238517592,0.8491738826715703,0.8418861263689219,0.6760317563154139,0.8747758370796177,0.9063720888612694,839ba18e2d87245d198be8f5f89d4a24f13cdb6fc64c004d406c6d4f8246f3da,True
|
||||
0,0.25,10,0.6099127640734644,0.64642287320039,0.8447310580610642,0.8345804291098624,0.6790888091486504,0.8670376102390253,0.9071365824193555,839ba18e2d87245d198be8f5f89d4a24f13cdb6fc64c004d406c6d4f8246f3da,True
|
||||
0,0.5,10,0.5952474266157463,0.6336768366893184,0.8330113906858452,0.8071722252443003,0.6677548068733682,0.8532561967229223,0.899144941308395,839ba18e2d87245d198be8f5f89d4a24f13cdb6fc64c004d406c6d4f8246f3da,True
|
||||
0,0.75,10,0.6540329635413089,0.6664773722358116,0.8677916701893466,0.7974003562167593,0.6973534348602826,0.8543125261011619,0.9012559311699491,839ba18e2d87245d198be8f5f89d4a24f13cdb6fc64c004d406c6d4f8246f3da,True
|
||||
0,1.0,10,0.5783845291609608,0.5857548026131679,0.7821505533174884,0.7103049547244267,0.6260176153436492,0.8471884442479181,0.8919882287550097,839ba18e2d87245d198be8f5f89d4a24f13cdb6fc64c004d406c6d4f8246f3da,True
|
||||
1,0.0,10,0.4924247362191584,0.5809756273782132,0.7515004024060322,0.8242919155450245,0.6650214090100871,0.8617068317488392,0.8981287468366383,84c20b4bd6cd20010fa35d139a0416cb06e79c82fbd8e1d57441cafdcdfbf15d,True
|
||||
1,0.25,10,0.5142371025483052,0.6055575436981985,0.7590301782502327,0.8331880351078561,0.6848471122978553,0.8703908418699486,0.9057332472478276,84c20b4bd6cd20010fa35d139a0416cb06e79c82fbd8e1d57441cafdcdfbf15d,True
|
||||
1,0.5,10,0.5370398599938551,0.6475675504916489,0.7385670935223774,0.8293216255316027,0.7181550199522855,0.8809172869531039,0.9145666731523477,84c20b4bd6cd20010fa35d139a0416cb06e79c82fbd8e1d57441cafdcdfbf15d,True
|
||||
1,0.75,10,0.5356723665662311,0.6555535221155093,0.7205067315435331,0.8170169039121253,0.723896208561121,0.8792099638882748,0.9146947997656324,84c20b4bd6cd20010fa35d139a0416cb06e79c82fbd8e1d57441cafdcdfbf15d,True
|
||||
1,1.0,10,0.5309417600269739,0.6522566530641632,0.7016296138176522,0.8039397728109426,0.7211637751072608,0.8743459355884737,0.9110267072936014,84c20b4bd6cd20010fa35d139a0416cb06e79c82fbd8e1d57441cafdcdfbf15d,True
|
||||
2,0.0,10,0.666306546980769,0.6739452923674923,0.6777720884068994,0.8193627502786327,0.7039106193272061,0.8828948338123664,0.9139200328543172,d6e68ee13cb11f98cfb4aea668f3e905d3ebc94884632352c0045fc5f86df28c,True
|
||||
2,0.25,10,0.641922010303426,0.6554024698010497,0.7385526756408426,0.8255016495177709,0.6871335591276826,0.8720244675362959,0.9093649291176834,d6e68ee13cb11f98cfb4aea668f3e905d3ebc94884632352c0045fc5f86df28c,True
|
||||
2,0.5,10,0.625267153876176,0.6362812290985806,0.74602815773136,0.8062178546609238,0.6706513066568411,0.868462426609674,0.908575732835077,d6e68ee13cb11f98cfb4aea668f3e905d3ebc94884632352c0045fc5f86df28c,True
|
||||
2,0.75,10,0.5486848660972803,0.5580441540296612,0.6940753702042244,0.7123907429724381,0.6012106363245412,0.8510575576682143,0.8894144424905409,d6e68ee13cb11f98cfb4aea668f3e905d3ebc94884632352c0045fc5f86df28c,True
|
||||
2,1.0,10,0.48696981273909073,0.49971103336651723,0.6299439663240364,0.6378210287683279,0.5495578946710995,0.8385167170265556,0.8710862911673571,d6e68ee13cb11f98cfb4aea668f3e905d3ebc94884632352c0045fc5f86df28c,True
|
||||
|
@@ -0,0 +1,6 @@
|
||||
beta,n_seeds,pooled_val_rare_macro_f1_per_client_mean,std_sample_val_rare_macro_f1,std_pop_val_rare_macro_f1,min_val_rare_macro_f1,max_val_rare_macro_f1,pooled_val_rare_recall_per_client_mean,pooled_val_rare_recall_global
|
||||
0.0,3,0.5917038146634539,0.08952883653922933,0.07309998892871802,0.4924247362191584,0.666306546980769,0.7594821244948339,0.8285135973975263
|
||||
0.25,3,0.5886906256417319,0.06643525635398827,0.05424415966608841,0.5142371025483052,0.641922010303426,0.7807713039840465,0.8310900379118298
|
||||
0.5,3,0.5858514801619258,0.044857849968223555,0.03662628112682344,0.5370398599938551,0.625267153876176,0.7725355473131942,0.814237235145609
|
||||
0.75,3,0.5794633987349401,0.0649060573642385,0.05299557391939959,0.5356723665662311,0.6540329635413089,0.7607912573123681,0.7756026677004408
|
||||
1.0,3,0.5320987006423418,0.045718338534042856,0.037328867098742294,0.48696981273909073,0.5783845291609608,0.704574711153059,0.7173552521012324
|
||||
|
+10134
File diff suppressed because it is too large.
Load diff
+46
@@ -0,0 +1,46 @@
|
||||
class_id,class_name,beta,n_contributors,support_min,support_max,support_mean,prototype_norm,reference_norm_beta0,displacement_from_beta0,relative_displacement
|
||||
0,C&C,0.0,10,21,1065,200.4,4.779006743952039,4.779006743952039,0.0,0.0
|
||||
0,C&C,0.25,10,21,1065,200.4,4.614577391616592,4.779006743952039,0.8053802494515935,0.1685246103640309
|
||||
0,C&C,0.5,10,21,1065,200.4,4.685268392014225,4.779006743952039,1.7282910993003162,0.36164232274572844
|
||||
0,C&C,0.75,10,21,1065,200.4,5.044029006129829,4.779006743952039,2.719365234189696,0.5690231003819204
|
||||
0,C&C,1.0,10,21,1065,200.4,5.616978848302162,4.779006743952039,3.691238890234156,0.772386206591049
|
||||
1,Exfiltration,0.0,8,4,7950,1936.75,6.314177427425566,6.314177427425566,0.0,0.0
|
||||
1,Exfiltration,0.25,8,4,7950,1936.75,7.4029341676828455,6.314177427425566,2.2944201187321265,0.3633759337782204
|
||||
1,Exfiltration,0.5,8,4,7950,1936.75,8.213834927949703,6.314177427425566,3.4389421402394342,0.5446381860133394
|
||||
1,Exfiltration,0.75,8,4,7950,1936.75,8.57974765740683,6.314177427425566,3.8799641811907577,0.6144845034506272
|
||||
1,Exfiltration,1.0,8,4,7950,1936.75,8.7179035285881,6.314177427425566,4.041218099948173,0.64002289235573
|
||||
2,Exploitation,0.0,6,2,595,132.16666666666666,4.509776364275994,4.509776364275994,0.0,0.0
|
||||
2,Exploitation,0.25,6,2,595,132.16666666666666,4.248170040665384,4.509776364275994,0.7459613372186213,0.16540982899456458
|
||||
2,Exploitation,0.5,6,2,595,132.16666666666666,4.410032263950292,4.509776364275994,1.2547532262512742,0.27822958942947806
|
||||
2,Exploitation,0.75,6,2,595,132.16666666666666,4.79779903763718,4.509776364275994,1.7282726897405847,0.38322802510364484
|
||||
2,Exploitation,1.0,6,2,595,132.16666666666666,5.22118256993748,4.509776364275994,2.1801801381263144,0.483434202058559
|
||||
3,Lateral_movement,0.0,9,2,13857,2457.4444444444443,4.726865250941442,4.726865250941442,0.0,0.0
|
||||
3,Lateral_movement,0.25,9,2,13857,2457.4444444444443,5.188159217707745,4.726865250941442,1.908946399201982,0.40385039510525084
|
||||
3,Lateral_movement,0.5,9,2,13857,2457.4444444444443,5.735292868968967,4.726865250941442,2.999130710323551,0.6344861871673239
|
||||
3,Lateral_movement,0.75,9,2,13857,2457.4444444444443,6.104720435805063,4.726865250941442,3.4969184045469306,0.7397965076009846
|
||||
3,Lateral_movement,1.0,9,2,13857,2457.4444444444443,6.372689060687179,4.726865250941442,3.727704426714298,0.7886208361814115
|
||||
4,Normal,0.0,10,1,122800,29277.7,4.8309698078336565,4.8309698078336565,0.0,0.0
|
||||
4,Normal,0.25,10,1,122800,29277.7,6.155985925751386,4.8309698078336565,1.6598363613323508,0.3435824332085131
|
||||
4,Normal,0.5,10,1,122800,29277.7,6.687542914070098,4.8309698078336565,2.228492630024489,0.4612930154129463
|
||||
4,Normal,0.75,10,1,122800,29277.7,6.936086518528269,4.8309698078336565,2.4692844719040514,0.5111363908546861
|
||||
4,Normal,1.0,10,1,122800,29277.7,7.08021017092975,4.8309698078336565,2.611242030412833,0.5405212895718319
|
||||
5,RDOS,0.0,10,166,31089,9888.3,8.229149264804645,8.229149264804645,0.0,0.0
|
||||
5,RDOS,0.25,10,166,31089,9888.3,8.685177781543024,8.229149264804645,0.8192120495667494,0.09955002919566036
|
||||
5,RDOS,0.5,10,166,31089,9888.3,8.900437840007243,8.229149264804645,1.3215863916677093,0.1605981796101353
|
||||
5,RDOS,0.75,10,166,31089,9888.3,8.965437965289066,8.229149264804645,1.6443679369780935,0.19982234907451635
|
||||
5,RDOS,1.0,10,166,31089,9888.3,8.960933599821217,8.229149264804645,1.8761869027332534,0.22799281461056264
|
||||
6,Reconnaissance,0.0,8,46,65307,11145.125,5.2904394168358095,5.2904394168358095,0.0,0.0
|
||||
6,Reconnaissance,0.25,8,46,65307,11145.125,6.212406287806259,5.2904394168358095,1.3298467727154344,0.2513679238974842
|
||||
6,Reconnaissance,0.5,8,46,65307,11145.125,6.770340724052806,5.2904394168358095,2.399954728577945,0.4536399605939251
|
||||
6,Reconnaissance,0.75,8,46,65307,11145.125,7.2060433894741625,5.2904394168358095,3.3755173767658864,0.6380410228352581
|
||||
6,Reconnaissance,1.0,8,46,65307,11145.125,7.591981109259281,5.2904394168358095,4.1953600367224775,0.7930078593040019
|
||||
7,Tampering,0.0,8,9,2272,448.25,4.054842335154068,4.054842335154068,0.0,0.0
|
||||
7,Tampering,0.25,8,9,2272,448.25,4.115353650774137,4.054842335154068,1.0546580118479258,0.260098402027721
|
||||
7,Tampering,0.5,8,9,2272,448.25,4.421404905372332,4.054842335154068,2.1814748752660527,0.5379925271948127
|
||||
7,Tampering,0.75,8,9,2272,448.25,4.927762657409038,4.054842335154068,3.3051689699530913,0.815116519154994
|
||||
7,Tampering,1.0,8,9,2272,448.25,5.51904946428857,4.054842335154068,4.32496596600269,1.0666175423164408
|
||||
8,Weaponization,0.0,8,43,23381,5636.75,5.753540808058593,5.753540808058593,0.0,0.0
|
||||
8,Weaponization,0.25,8,43,23381,5636.75,6.540973973907011,5.753540808058593,1.4995962499113429,0.2606388483090205
|
||||
8,Weaponization,0.5,8,43,23381,5636.75,7.135707609860154,5.753540808058593,2.5277727490449937,0.4393421083421386
|
||||
8,Weaponization,0.75,8,43,23381,5636.75,7.429254230877788,5.753540808058593,3.032761745307501,0.5271122334023803
|
||||
8,Weaponization,1.0,8,43,23381,5636.75,7.546828961184063,5.753540808058593,3.2492435406252778,0.5647380715670398
|
||||
|
+386
@@ -0,0 +1,386 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,C&C,0.0,0,193.0,0.1
|
||||
0,C&C,0.0,1,247.0,0.1
|
||||
0,C&C,0.0,2,131.0,0.1
|
||||
0,C&C,0.0,3,29.0,0.1
|
||||
0,C&C,0.0,4,21.0,0.1
|
||||
0,C&C,0.0,5,51.0,0.1
|
||||
0,C&C,0.0,6,87.0,0.1
|
||||
0,C&C,0.0,7,116.0,0.1
|
||||
0,C&C,0.0,8,1065.0,0.1
|
||||
0,C&C,0.0,9,64.0,0.1
|
||||
0,C&C,0.25,0,193.0,0.11265579318819667
|
||||
0,C&C,0.25,1,247.0,0.11982251771647057
|
||||
0,C&C,0.25,2,131.0,0.10225440509080942
|
||||
0,C&C,0.25,3,29.0,0.07013966736548138
|
||||
0,C&C,0.25,4,21.0,0.06470219677642326
|
||||
0,C&C,0.25,5,51.0,0.08077123930353605
|
||||
0,C&C,0.25,6,87.0,0.09230899349684206
|
||||
0,C&C,0.25,7,116.0,0.09919246884860135
|
||||
0,C&C,0.25,8,1065.0,0.17266392313804343
|
||||
0,C&C,0.25,9,64.0,0.0854887950755957
|
||||
0,C&C,0.5,0,193.0,0.11684591755415244
|
||||
0,C&C,0.5,1,247.0,0.13218536221550875
|
||||
0,C&C,0.5,2,131.0,0.09626547024124973
|
||||
0,C&C,0.5,3,29.0,0.045293292062060106
|
||||
0,C&C,0.5,4,21.0,0.03854291312925992
|
||||
0,C&C,0.5,5,51.0,0.06006479191235852
|
||||
0,C&C,0.5,6,87.0,0.07845028309354424
|
||||
0,C&C,0.5,7,116.0,0.09058658412412021
|
||||
0,C&C,0.5,8,1065.0,0.2744793601748162
|
||||
0,C&C,0.5,9,64.0,0.06728602549292985
|
||||
0,C&C,0.75,0,193.0,0.11085880590986728
|
||||
0,C&C,0.75,1,247.0,0.13339050893971305
|
||||
0,C&C,0.75,2,131.0,0.08290022062708707
|
||||
0,C&C,0.75,3,29.0,0.026754738653823083
|
||||
0,C&C,0.75,4,21.0,0.021002291680106373
|
||||
0,C&C,0.75,5,51.0,0.040858258022302904
|
||||
0,C&C,0.75,6,87.0,0.06098761556837048
|
||||
0,C&C,0.75,7,116.0,0.07567382852396858
|
||||
0,C&C,0.75,8,1065.0,0.39913004444251027
|
||||
0,C&C,0.75,9,64.0,0.04844368763225094
|
||||
0,C&C,1.0,0,193.0,0.09630738522954092
|
||||
0,C&C,1.0,1,247.0,0.12325349301397205
|
||||
0,C&C,1.0,2,131.0,0.06536926147704591
|
||||
0,C&C,1.0,3,29.0,0.014471057884231538
|
||||
0,C&C,1.0,4,21.0,0.010479041916167664
|
||||
0,C&C,1.0,5,51.0,0.025449101796407185
|
||||
0,C&C,1.0,6,87.0,0.04341317365269461
|
||||
0,C&C,1.0,7,116.0,0.05788423153692615
|
||||
0,C&C,1.0,8,1065.0,0.531437125748503
|
||||
0,C&C,1.0,9,64.0,0.031936127744510975
|
||||
1,Exfiltration,0.0,0,364.0,0.125
|
||||
1,Exfiltration,0.0,2,187.0,0.125
|
||||
1,Exfiltration,0.0,3,45.0,0.125
|
||||
1,Exfiltration,0.0,5,4.0,0.125
|
||||
1,Exfiltration,0.0,6,7950.0,0.125
|
||||
1,Exfiltration,0.0,7,9.0,0.125
|
||||
1,Exfiltration,0.0,8,2523.0,0.125
|
||||
1,Exfiltration,0.0,9,4412.0,0.125
|
||||
1,Exfiltration,0.25,0,364.0,0.11350553582881193
|
||||
1,Exfiltration,0.25,2,187.0,0.09609528937825479
|
||||
1,Exfiltration,0.25,3,45.0,0.06730461212183213
|
||||
1,Exfiltration,0.25,5,4.0,0.0367499451420711
|
||||
1,Exfiltration,0.25,6,7950.0,0.24537678927132367
|
||||
1,Exfiltration,0.25,7,9.0,0.045009306836673806
|
||||
1,Exfiltration,0.25,8,2523.0,0.18417089980115256
|
||||
1,Exfiltration,0.25,9,4412.0,0.21178762161988002
|
||||
1,Exfiltration,0.5,0,364.0,0.0762306981639795
|
||||
1,Exfiltration,0.5,2,187.0,0.05463865608867304
|
||||
1,Exfiltration,0.5,3,45.0,0.026803126889072607
|
||||
1,Exfiltration,0.5,5,4.0,0.007991148497802508
|
||||
1,Exfiltration,0.5,6,7950.0,0.35625647776417824
|
||||
1,Exfiltration,0.5,7,9.0,0.011986722746703761
|
||||
1,Exfiltration,0.5,8,2523.0,0.20069559053081398
|
||||
1,Exfiltration,0.5,9,4412.0,0.2653975793187764
|
||||
1,Exfiltration,0.75,0,364.0,0.04389343611377405
|
||||
1,Exfiltration,0.75,2,187.0,0.026635125488382226
|
||||
1,Exfiltration,0.75,3,45.0,0.00915130284381765
|
||||
1,Exfiltration,0.75,5,4.0,0.0014897676377329024
|
||||
1,Exfiltration,0.75,6,7950.0,0.44345431879826414
|
||||
1,Exfiltration,0.75,7,9.0,0.0027368779108178027
|
||||
1,Exfiltration,0.75,8,2523.0,0.18750440727611864
|
||||
1,Exfiltration,0.75,9,4412.0,0.28513476393109255
|
||||
1,Exfiltration,1.0,0,364.0,0.02349296501871692
|
||||
1,Exfiltration,1.0,2,187.0,0.012069188072802375
|
||||
1,Exfiltration,1.0,3,45.0,0.002904350070995224
|
||||
1,Exfiltration,1.0,5,4.0,0.000258164450755131
|
||||
1,Exfiltration,1.0,6,7950.0,0.5131018458758229
|
||||
1,Exfiltration,1.0,7,9.0,0.0005808700141990448
|
||||
1,Exfiltration,1.0,8,2523.0,0.16283722731379888
|
||||
1,Exfiltration,1.0,9,4412.0,0.2847553891829095
|
||||
2,Exploitation,0.0,0,73.0,0.16666666666666666
|
||||
2,Exploitation,0.0,3,3.0,0.16666666666666666
|
||||
2,Exploitation,0.0,4,2.0,0.16666666666666666
|
||||
2,Exploitation,0.0,6,57.0,0.16666666666666666
|
||||
2,Exploitation,0.0,7,595.0,0.16666666666666666
|
||||
2,Exploitation,0.0,8,63.0,0.16666666666666666
|
||||
2,Exploitation,0.25,0,73.0,0.18346582623734933
|
||||
2,Exploitation,0.25,3,3.0,0.0826047040771633
|
||||
2,Exploitation,0.25,4,2.0,0.07464177611172308
|
||||
2,Exploitation,0.25,6,57.0,0.17246190539335765
|
||||
2,Exploitation,0.25,7,595.0,0.30999429937941236
|
||||
2,Exploitation,0.25,8,63.0,0.17683148880099422
|
||||
2,Exploitation,0.5,0,73.0,0.16567786188433428
|
||||
2,Exploitation,0.5,3,3.0,0.03358641721456565
|
||||
2,Exploitation,0.5,4,2.0,0.027423194821304973
|
||||
2,Exploitation,0.5,6,57.0,0.14639979851388651
|
||||
2,Exploitation,0.5,7,595.0,0.4730004283577936
|
||||
2,Exploitation,0.5,8,63.0,0.15391229920811497
|
||||
2,Exploitation,0.75,0,73.0,0.12972659444587858
|
||||
2,Exploitation,0.75,3,3.0,0.011840711869793978
|
||||
2,Exploitation,0.75,4,2.0,0.008735934495121323
|
||||
2,Exploitation,0.75,6,57.0,0.10775638515005181
|
||||
2,Exploitation,0.75,7,595.0,0.6257842038870794
|
||||
2,Exploitation,0.75,8,63.0,0.11615617015207494
|
||||
2,Exploitation,1.0,0,73.0,0.09205548549810845
|
||||
2,Exploitation,1.0,3,3.0,0.0037831021437578815
|
||||
2,Exploitation,1.0,4,2.0,0.0025220680958385876
|
||||
2,Exploitation,1.0,6,57.0,0.07187894073139975
|
||||
2,Exploitation,1.0,7,595.0,0.7503152585119798
|
||||
2,Exploitation,1.0,8,63.0,0.07944514501891552
|
||||
3,Lateral_movement,0.0,0,6253.0,0.1111111111111111
|
||||
3,Lateral_movement,0.0,1,21.0,0.1111111111111111
|
||||
3,Lateral_movement,0.0,2,578.0,0.1111111111111111
|
||||
3,Lateral_movement,0.0,3,2.0,0.1111111111111111
|
||||
3,Lateral_movement,0.0,4,13857.0,0.1111111111111111
|
||||
3,Lateral_movement,0.0,5,808.0,0.1111111111111111
|
||||
3,Lateral_movement,0.0,7,573.0,0.1111111111111111
|
||||
3,Lateral_movement,0.0,8,7.0,0.1111111111111111
|
||||
3,Lateral_movement,0.0,9,18.0,0.1111111111111111
|
||||
3,Lateral_movement,0.25,0,6253.0,0.21230281367724058
|
||||
3,Lateral_movement,0.25,1,21.0,0.05110795061636257
|
||||
3,Lateral_movement,0.25,2,578.0,0.11706190907012302
|
||||
3,Lateral_movement,0.25,3,2.0,0.02839168328426866
|
||||
3,Lateral_movement,0.25,4,13857.0,0.25903052575487395
|
||||
3,Lateral_movement,0.25,5,808.0,0.12728771284649473
|
||||
3,Lateral_movement,0.25,7,573.0,0.11680792209104751
|
||||
3,Lateral_movement,0.25,8,7.0,0.03883364469883158
|
||||
3,Lateral_movement,0.25,9,18.0,0.049175837960757335
|
||||
3,Lateral_movement,0.5,0,6253.0,0.2764106866571873
|
||||
3,Lateral_movement,0.5,1,21.0,0.016018441623319713
|
||||
3,Lateral_movement,0.5,2,578.0,0.08403777292411502
|
||||
3,Lateral_movement,0.5,3,2.0,0.004943398407300884
|
||||
3,Lateral_movement,0.5,4,13857.0,0.4114766770601744
|
||||
3,Lateral_movement,0.5,5,808.0,0.09936107827804197
|
||||
3,Lateral_movement,0.5,7,573.0,0.0836734982447361
|
||||
3,Lateral_movement,0.5,8,7.0,0.009248251583221944
|
||||
3,Lateral_movement,0.5,9,18.0,0.014830195221902648
|
||||
3,Lateral_movement,0.75,0,6253.0,0.2940400905653756
|
||||
3,Lateral_movement,0.75,1,21.0,0.004102085398278852
|
||||
3,Lateral_movement,0.75,2,578.0,0.049293097018599547
|
||||
3,Lateral_movement,0.75,3,2.0,0.0007032548291401554
|
||||
3,Lateral_movement,0.75,4,13857.0,0.5340625672107457
|
||||
3,Lateral_movement,0.75,5,808.0,0.06337219456577235
|
||||
3,Lateral_movement,0.75,7,573.0,0.04897294179734221
|
||||
3,Lateral_movement,0.75,8,7.0,0.0017995493305288906
|
||||
3,Lateral_movement,0.75,9,18.0,0.0036542192842167567
|
||||
3,Lateral_movement,1.0,0,6253.0,0.2827236967038929
|
||||
3,Lateral_movement,1.0,1,21.0,0.000949495862910883
|
||||
3,Lateral_movement,1.0,2,578.0,0.026133743274404306
|
||||
3,Lateral_movement,1.0,3,2.0,9.04281774200841e-05
|
||||
3,Lateral_movement,1.0,4,13857.0,0.6265316272550526
|
||||
3,Lateral_movement,1.0,5,808.0,0.03653298367771397
|
||||
3,Lateral_movement,1.0,7,573.0,0.025907672830854094
|
||||
3,Lateral_movement,1.0,8,7.0,0.00031649862097029435
|
||||
3,Lateral_movement,1.0,9,18.0,0.0008138535967807569
|
||||
4,Normal,0.0,0,1.0,0.1
|
||||
4,Normal,0.0,1,102.0,0.1
|
||||
4,Normal,0.0,2,1048.0,0.1
|
||||
4,Normal,0.0,3,38918.0,0.1
|
||||
4,Normal,0.0,4,122800.0,0.1
|
||||
4,Normal,0.0,5,633.0,0.1
|
||||
4,Normal,0.0,6,6773.0,0.1
|
||||
4,Normal,0.0,7,71934.0,0.1
|
||||
4,Normal,0.0,8,2928.0,0.1
|
||||
4,Normal,0.0,9,47640.0,0.1
|
||||
4,Normal,0.25,0,1.0,0.010501168010189358
|
||||
4,Normal,0.25,1,102.0,0.03337241609549466
|
||||
4,Normal,0.25,2,1048.0,0.05974862668898884
|
||||
4,Normal,0.25,3,38918.0,0.14749429940363237
|
||||
4,Normal,0.25,4,122800.0,0.1965790349081601
|
||||
4,Normal,0.25,5,633.0,0.05267305821870829
|
||||
4,Normal,0.25,6,6773.0,0.09526489120011604
|
||||
4,Normal,0.25,7,71934.0,0.1719773131419695
|
||||
4,Normal,0.25,8,2928.0,0.0772467782041376
|
||||
4,Normal,0.25,9,47640.0,0.15514241412860327
|
||||
4,Normal,0.5,0,1.0,0.0008069612591442831
|
||||
4,Normal,0.5,1,102.0,0.008149909221794567
|
||||
4,Normal,0.5,2,1048.0,0.02612361813570612
|
||||
4,Normal,0.5,3,38918.0,0.15919445714528208
|
||||
4,Normal,0.5,4,122800.0,0.2827820697599026
|
||||
4,Normal,0.5,5,633.0,0.02030273473918987
|
||||
4,Normal,0.5,6,6773.0,0.06641148987016199
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||||
4,Normal,0.5,7,71934.0,0.21643116181232358
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||||
4,Normal,0.5,8,2928.0,0.04366547830000812
|
||||
4,Normal,0.5,9,47640.0,0.17613211975648674
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||||
4,Normal,0.75,0,1.0,5.424197722390008e-05
|
||||
4,Normal,0.75,1,102.0,0.001740947364108095
|
||||
4,Normal,0.75,2,1048.0,0.00999094283304485
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||||
4,Normal,0.75,3,38918.0,0.15029633740019577
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||||
4,Normal,0.75,4,122800.0,0.3558232213396307
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||||
4,Normal,0.75,5,633.0,0.0068452339325315885
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||||
4,Normal,0.75,6,6773.0,0.040496857019315796
|
||||
4,Normal,0.75,7,71934.0,0.23825178876295247
|
||||
4,Normal,0.75,8,2928.0,0.021590555496532098
|
||||
4,Normal,0.75,9,47640.0,0.17490987387446486
|
||||
4,Normal,1.0,0,1.0,3.415568845913443e-06
|
||||
4,Normal,1.0,1,102.0,0.00034838802228317117
|
||||
4,Normal,1.0,2,1048.0,0.003579516150517288
|
||||
4,Normal,1.0,3,38918.0,0.13292710834525936
|
||||
4,Normal,1.0,4,122800.0,0.41943185427817076
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||||
4,Normal,1.0,5,633.0,0.0021620550794632094
|
||||
4,Normal,1.0,6,6773.0,0.023133647793371747
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||||
4,Normal,1.0,7,71934.0,0.2456955293619376
|
||||
4,Normal,1.0,8,2928.0,0.010000785580834561
|
||||
4,Normal,1.0,9,47640.0,0.1627176998193164
|
||||
5,RDOS,0.0,0,26440.0,0.1
|
||||
5,RDOS,0.0,1,166.0,0.1
|
||||
5,RDOS,0.0,2,3516.0,0.1
|
||||
5,RDOS,0.0,3,31089.0,0.1
|
||||
5,RDOS,0.0,4,727.0,0.1
|
||||
5,RDOS,0.0,5,14233.0,0.1
|
||||
5,RDOS,0.0,6,1637.0,0.1
|
||||
5,RDOS,0.0,7,4941.0,0.1
|
||||
5,RDOS,0.0,8,1704.0,0.1
|
||||
5,RDOS,0.0,9,14430.0,0.1
|
||||
5,RDOS,0.25,0,26440.0,0.14902831385030976
|
||||
5,RDOS,0.25,1,166.0,0.04194985336060633
|
||||
5,RDOS,0.25,2,3516.0,0.08999443228743546
|
||||
5,RDOS,0.25,3,31089.0,0.1551869198228594
|
||||
5,RDOS,0.25,4,727.0,0.06068579249468527
|
||||
5,RDOS,0.25,5,14233.0,0.12765197467430314
|
||||
5,RDOS,0.25,6,1637.0,0.07433880831824737
|
||||
5,RDOS,0.25,7,4941.0,0.09798444533032141
|
||||
5,RDOS,0.25,8,1704.0,0.07508804941075024
|
||||
5,RDOS,0.25,9,14430.0,0.12809141045048153
|
||||
5,RDOS,0.5,0,26440.0,0.1960201148732251
|
||||
5,RDOS,0.5,1,166.0,0.01553187754922321
|
||||
5,RDOS,0.5,2,3516.0,0.07148161353606823
|
||||
5,RDOS,0.5,3,31089.0,0.21255596168760035
|
||||
5,RDOS,0.5,4,727.0,0.032504023206806905
|
||||
5,RDOS,0.5,5,14233.0,0.1438196205669684
|
||||
5,RDOS,0.5,6,1637.0,0.04877466033513249
|
||||
5,RDOS,0.5,7,4941.0,0.08473783052366345
|
||||
5,RDOS,0.5,8,1704.0,0.04976278858623039
|
||||
5,RDOS,0.5,9,14430.0,0.14481150913508145
|
||||
5,RDOS,0.75,0,26440.0,0.23591059375922666
|
||||
5,RDOS,0.75,1,166.0,0.0052617767981629725
|
||||
5,RDOS,0.75,2,3516.0,0.051950293483453786
|
||||
5,RDOS,0.75,3,31089.0,0.26638294761395714
|
||||
5,RDOS,0.75,4,727.0,0.015929500713807457
|
||||
5,RDOS,0.75,5,14233.0,0.14825989649150298
|
||||
5,RDOS,0.75,6,1637.0,0.02928113218302151
|
||||
5,RDOS,0.75,7,4941.0,0.06705211728312903
|
||||
5,RDOS,0.75,8,1704.0,0.030175435619355758
|
||||
5,RDOS,0.75,9,14430.0,0.14979630605438274
|
||||
5,RDOS,1.0,0,26440.0,0.2673867095456246
|
||||
5,RDOS,1.0,1,166.0,0.001678751655997492
|
||||
5,RDOS,1.0,2,3516.0,0.03555717362944085
|
||||
5,RDOS,1.0,3,31089.0,0.3144018688753375
|
||||
5,RDOS,1.0,4,727.0,0.007352123216326365
|
||||
5,RDOS,1.0,5,14233.0,0.14393778505911026
|
||||
5,RDOS,1.0,6,1637.0,0.01655491843896322
|
||||
5,RDOS,1.0,7,4941.0,0.04996814417038318
|
||||
5,RDOS,1.0,8,1704.0,0.017232486878432086
|
||||
5,RDOS,1.0,9,14430.0,0.1459300385303844
|
||||
6,Reconnaissance,0.0,0,46.0,0.125
|
||||
6,Reconnaissance,0.0,1,65307.0,0.125
|
||||
6,Reconnaissance,0.0,2,4027.0,0.125
|
||||
6,Reconnaissance,0.0,4,3644.0,0.125
|
||||
6,Reconnaissance,0.0,5,4363.0,0.125
|
||||
6,Reconnaissance,0.0,7,1867.0,0.125
|
||||
6,Reconnaissance,0.0,8,67.0,0.125
|
||||
6,Reconnaissance,0.0,9,9840.0,0.125
|
||||
6,Reconnaissance,0.25,0,46.0,0.04210838420044249
|
||||
6,Reconnaissance,0.25,1,65307.0,0.25847530259353113
|
||||
6,Reconnaissance,0.25,2,4027.0,0.12880256931968362
|
||||
6,Reconnaissance,0.25,4,3644.0,0.12562431624687467
|
||||
6,Reconnaissance,0.25,5,4363.0,0.13140909432776285
|
||||
6,Reconnaissance,0.25,7,1867.0,0.10628334111166636
|
||||
6,Reconnaissance,0.25,8,67.0,0.04625916822663658
|
||||
6,Reconnaissance,0.25,9,9840.0,0.16103782397340236
|
||||
6,Reconnaissance,0.5,0,46.0,0.01125132451796716
|
||||
6,Reconnaissance,0.5,1,65307.0,0.42394020186162906
|
||||
6,Reconnaissance,0.5,2,4027.0,0.10527264868637515
|
||||
6,Reconnaissance,0.5,4,3644.0,0.10014146012136282
|
||||
6,Reconnaissance,0.5,5,4363.0,0.10957647912598294
|
||||
6,Reconnaissance,0.5,7,1867.0,0.07167981804128705
|
||||
6,Reconnaissance,0.5,8,67.0,0.013578823289270495
|
||||
6,Reconnaissance,0.5,9,9840.0,0.16455924435612532
|
||||
6,Reconnaissance,0.75,0,46.0,0.002556282128257411
|
||||
6,Reconnaissance,0.75,1,65307.0,0.5912351020891183
|
||||
6,Reconnaissance,0.75,2,4027.0,0.07316049448941997
|
||||
6,Reconnaissance,0.75,4,3644.0,0.06787724177216226
|
||||
6,Reconnaissance,0.75,5,4363.0,0.07769253994165495
|
||||
6,Reconnaissance,0.75,7,1867.0,0.04110537820583696
|
||||
6,Reconnaissance,0.75,8,67.0,0.0033891946487139184
|
||||
6,Reconnaissance,0.75,9,9840.0,0.14298376672483615
|
||||
6,Reconnaissance,1.0,0,46.0,0.0005159206379470845
|
||||
6,Reconnaissance,1.0,1,65307.0,0.7324615022263097
|
||||
6,Reconnaissance,1.0,2,4027.0,0.045165487152454546
|
||||
6,Reconnaissance,1.0,4,3644.0,0.04086988705824295
|
||||
6,Reconnaissance,1.0,5,4363.0,0.04893395094267673
|
||||
6,Reconnaissance,1.0,7,1867.0,0.020939648501026233
|
||||
6,Reconnaissance,1.0,8,67.0,0.0007514496248359709
|
||||
6,Reconnaissance,1.0,9,9840.0,0.11036215385650677
|
||||
7,Tampering,0.0,0,159.0,0.125
|
||||
7,Tampering,0.0,1,2272.0,0.125
|
||||
7,Tampering,0.0,2,9.0,0.125
|
||||
7,Tampering,0.0,4,307.0,0.125
|
||||
7,Tampering,0.0,5,453.0,0.125
|
||||
7,Tampering,0.0,6,241.0,0.125
|
||||
7,Tampering,0.0,7,131.0,0.125
|
||||
7,Tampering,0.0,8,14.0,0.125
|
||||
7,Tampering,0.25,0,159.0,0.11741177578576531
|
||||
7,Tampering,0.25,1,2272.0,0.2282782093603549
|
||||
7,Tampering,0.25,2,9.0,0.05726944875348431
|
||||
7,Tampering,0.25,4,307.0,0.13840346701063316
|
||||
7,Tampering,0.25,5,453.0,0.1525411183148868
|
||||
7,Tampering,0.25,6,241.0,0.13027666612436903
|
||||
7,Tampering,0.25,7,131.0,0.1118613868527606
|
||||
7,Tampering,0.25,8,14.0,0.06395792779774581
|
||||
7,Tampering,0.5,0,159.0,0.09495722082475343
|
||||
7,Tampering,0.5,1,2272.0,0.35894970166310375
|
||||
7,Tampering,0.5,2,9.0,0.022591792365137604
|
||||
7,Tampering,0.5,4,307.0,0.13194672673163435
|
||||
7,Tampering,0.5,5,453.0,0.16027970491476554
|
||||
7,Tampering,0.5,6,241.0,0.1169063104593432
|
||||
7,Tampering,0.5,7,131.0,0.08619162744676871
|
||||
7,Tampering,0.5,8,14.0,0.028176915594493413
|
||||
7,Tampering,0.75,0,159.0,0.06807849170641107
|
||||
7,Tampering,0.75,1,2272.0,0.500343575034468
|
||||
7,Tampering,0.75,2,9.0,0.007900306930126435
|
||||
7,Tampering,0.75,4,307.0,0.11151052580924481
|
||||
7,Tampering,0.75,5,453.0,0.1492917241120361
|
||||
7,Tampering,0.75,6,241.0,0.09299826878350163
|
||||
7,Tampering,0.75,7,131.0,0.05887291690365253
|
||||
7,Tampering,0.75,8,14.0,0.011004190720559325
|
||||
7,Tampering,1.0,0,159.0,0.04433909648633575
|
||||
7,Tampering,1.0,1,2272.0,0.6335750139431121
|
||||
7,Tampering,1.0,2,9.0,0.0025097601784718347
|
||||
7,Tampering,1.0,4,307.0,0.08561070831009482
|
||||
7,Tampering,1.0,5,453.0,0.12632459564974902
|
||||
7,Tampering,1.0,6,241.0,0.06720580033463469
|
||||
7,Tampering,1.0,7,131.0,0.03653095370886782
|
||||
7,Tampering,1.0,8,14.0,0.0039040713887339654
|
||||
8,Weaponization,0.0,0,43.0,0.125
|
||||
8,Weaponization,0.0,2,168.0,0.125
|
||||
8,Weaponization,0.0,3,3342.0,0.125
|
||||
8,Weaponization,0.0,5,347.0,0.125
|
||||
8,Weaponization,0.0,6,23381.0,0.125
|
||||
8,Weaponization,0.0,7,16998.0,0.125
|
||||
8,Weaponization,0.0,8,704.0,0.125
|
||||
8,Weaponization,0.0,9,111.0,0.125
|
||||
8,Weaponization,0.25,0,43.0,0.05094903203624749
|
||||
8,Weaponization,0.25,2,168.0,0.07163019673078404
|
||||
8,Weaponization,0.25,3,3342.0,0.15127614016973676
|
||||
8,Weaponization,0.25,5,347.0,0.08587192372937374
|
||||
8,Weaponization,0.25,6,23381.0,0.24602803274435572
|
||||
8,Weaponization,0.25,7,16998.0,0.22717905032575356
|
||||
8,Weaponization,0.25,8,704.0,0.10248539711898164
|
||||
8,Weaponization,0.25,9,111.0,0.06458022714476704
|
||||
8,Weaponization,0.5,0,43.0,0.015751320871454397
|
||||
8,Weaponization,0.5,2,168.0,0.031134177117178998
|
||||
8,Weaponization,0.5,3,3342.0,0.13886281777781842
|
||||
8,Weaponization,0.5,5,347.0,0.04474530659832112
|
||||
8,Weaponization,0.5,6,23381.0,0.3672943872553869
|
||||
8,Weaponization,0.5,7,16998.0,0.3131710895840922
|
||||
8,Weaponization,0.5,8,704.0,0.06373369246482577
|
||||
8,Weaponization,0.5,9,111.0,0.025307208330922263
|
||||
8,Weaponization,0.75,0,43.0,0.004062163596284168
|
||||
8,Weaponization,0.75,2,168.0,0.011288546582599692
|
||||
8,Weaponization,0.75,3,3342.0,0.10633124583252436
|
||||
8,Weaponization,0.75,5,347.0,0.01944926412869786
|
||||
8,Weaponization,0.75,6,23381.0,0.4574076034613948
|
||||
8,Weaponization,0.75,7,16998.0,0.36012596649674583
|
||||
8,Weaponization,0.75,8,704.0,0.033062490342064633
|
||||
8,Weaponization,0.75,9,111.0,0.008272719559688738
|
||||
8,Weaponization,1.0,0,43.0,0.0009535636670066971
|
||||
8,Weaponization,1.0,2,168.0,0.003725551071095933
|
||||
8,Weaponization,1.0,3,3342.0,0.07411185523572981
|
||||
8,Weaponization,1.0,5,347.0,0.0076950370337517185
|
||||
8,Weaponization,1.0,6,23381.0,0.5184946999600833
|
||||
8,Weaponization,1.0,7,16998.0,0.37694593515767066
|
||||
8,Weaponization,1.0,8,704.0,0.015611833059830577
|
||||
8,Weaponization,1.0,9,111.0,0.002461524814831241
|
||||
|
+10527
File diff suppressed because it is too large.
Load diff
+46
@@ -0,0 +1,46 @@
|
||||
class_id,class_name,beta,n_contributors,support_min,support_max,support_mean,prototype_norm,reference_norm_beta0,displacement_from_beta0,relative_displacement
|
||||
0,C&C,0.0,9,1,986,222.66666666666666,4.901829612186144,4.901829612186144,0.0,0.0
|
||||
0,C&C,0.25,9,1,986,222.66666666666666,4.72079899427204,4.901829612186144,1.430455574408923,0.291820746044039
|
||||
0,C&C,0.5,9,1,986,222.66666666666666,4.890895542865988,4.901829612186144,2.71188728108747,0.5532398095489918
|
||||
0,C&C,0.75,9,1,986,222.66666666666666,5.181441550458014,4.901829612186144,3.6021485283426884,0.7348579639299586
|
||||
0,C&C,1.0,9,1,986,222.66666666666666,5.414782806142079,4.901829612186144,4.124951708215163,0.841512666609294
|
||||
1,Exfiltration,0.0,10,1,6204,1549.4,7.437633790484835,7.437633790484835,0.0,0.0
|
||||
1,Exfiltration,0.25,10,1,6204,1549.4,8.408034452936382,7.437633790484835,2.362721386473373,0.31767111060187797
|
||||
1,Exfiltration,0.5,10,1,6204,1549.4,9.237181140659196,7.437633790484835,3.7814503953657908,0.5084211594557804
|
||||
1,Exfiltration,0.75,10,1,6204,1549.4,9.832122971059055,7.437633790484835,4.6988387374077725,0.6317652723664781
|
||||
1,Exfiltration,1.0,10,1,6204,1549.4,10.2450652291743,7.437633790484835,5.319080439597726,0.7151576145631919
|
||||
2,Exploitation,0.0,8,1,321,99.125,5.36630251548257,5.36630251548257,0.0,0.0
|
||||
2,Exploitation,0.25,8,1,321,99.125,5.326047698023617,5.36630251548257,1.4152287416432763,0.2637251138116299
|
||||
2,Exploitation,0.5,8,1,321,99.125,5.528750275499038,5.36630251548257,2.6011790535745782,0.48472463974399416
|
||||
2,Exploitation,0.75,8,1,321,99.125,5.828170677453147,5.36630251548257,3.5066832125742606,0.6534635724424714
|
||||
2,Exploitation,1.0,8,1,321,99.125,6.111354491590084,5.36630251548257,4.152010451170094,0.7737190438278377
|
||||
3,Lateral_movement,0.0,10,1,10094,2211.7,4.860651208940663,4.860651208940663,0.0,0.0
|
||||
3,Lateral_movement,0.25,10,1,10094,2211.7,5.708485760872119,4.860651208940663,1.451269830260352,0.29857518424504353
|
||||
3,Lateral_movement,0.5,10,1,10094,2211.7,6.141702476957467,4.860651208940663,2.0165054024590443,0.414863218070429
|
||||
3,Lateral_movement,0.75,10,1,10094,2211.7,6.337154533359781,4.860651208940663,2.238889947127781,0.46061522435709346
|
||||
3,Lateral_movement,1.0,10,1,10094,2211.7,6.436373994217236,4.860651208940663,2.3423286413016733,0.48189605479060155
|
||||
4,Normal,0.0,8,198,129678,36597.125,6.181311232696605,6.181311232696605,0.0,0.0
|
||||
4,Normal,0.25,8,198,129678,36597.125,6.69600219159878,6.181311232696605,0.8045528333551073,0.1301589263293122
|
||||
4,Normal,0.5,8,198,129678,36597.125,6.992707199581582,6.181311232696605,1.2491208619495557,0.2020802407331017
|
||||
4,Normal,0.75,8,198,129678,36597.125,7.173688481685205,6.181311232696605,1.5195310278214316,0.245826649171738
|
||||
4,Normal,1.0,8,198,129678,36597.125,7.299358046725321,6.181311232696605,1.7113321401111063,0.27685584428411564
|
||||
5,RDOS,0.0,9,168,53482,10987.0,8.060975920281644,8.060975920281644,0.0,0.0
|
||||
5,RDOS,0.25,9,168,53482,10987.0,8.680890966835888,8.060975920281644,0.8213308822974745,0.10188975757029403
|
||||
5,RDOS,0.5,9,168,53482,10987.0,9.030393126079064,8.060975920281644,1.321273511038344,0.16390986948788452
|
||||
5,RDOS,0.75,9,168,53482,10987.0,9.177061156711039,8.060975920281644,1.6261816527161852,0.20173508379111593
|
||||
5,RDOS,1.0,9,168,53482,10987.0,9.219541428348034,8.060975920281644,1.8476687608995317,0.22921154698536497
|
||||
6,Reconnaissance,0.0,8,138,65101,11145.125,5.552670925770398,5.552670925770398,0.0,0.0
|
||||
6,Reconnaissance,0.25,8,138,65101,11145.125,6.202648567112416,5.552670925770398,0.9730263451403185,0.1752357303625583
|
||||
6,Reconnaissance,0.5,8,138,65101,11145.125,6.6819021889605885,5.552670925770398,1.5662204391401529,0.2820661371937595
|
||||
6,Reconnaissance,0.75,8,138,65101,11145.125,6.959736251937528,5.552670925770398,1.8921171248359299,0.3407580154002032
|
||||
6,Reconnaissance,1.0,8,138,65101,11145.125,7.1120599245635825,5.552670925770398,2.088616712497195,0.37614631596548515
|
||||
7,Tampering,0.0,9,2,1804,398.44444444444446,4.875316439435264,4.875316439435264,0.0,0.0
|
||||
7,Tampering,0.25,9,2,1804,398.44444444444446,4.996674834681458,4.875316439435264,1.4638241974474089,0.3002521406829896
|
||||
7,Tampering,0.5,9,2,1804,398.44444444444446,5.362799949043623,4.875316439435264,2.4861814128009847,0.5099528294596142
|
||||
7,Tampering,0.75,9,2,1804,398.44444444444446,5.776682191332628,4.875316439435264,3.2805423027173237,0.6728880767988319
|
||||
7,Tampering,1.0,9,2,1804,398.44444444444446,6.203076443682819,4.875316439435264,3.9775464519022146,0.8158540068761069
|
||||
8,Weaponization,0.0,9,1,12024,5010.444444444444,6.284565801694992,6.284565801694992,0.0,0.0
|
||||
8,Weaponization,0.25,9,1,12024,5010.444444444444,7.306633664874003,6.284565801694992,1.6883131903367523,0.2686443651972587
|
||||
8,Weaponization,0.5,9,1,12024,5010.444444444444,7.676025651231469,6.284565801694992,2.232233440488681,0.3551929458494383
|
||||
8,Weaponization,0.75,9,1,12024,5010.444444444444,7.80599547081691,6.284565801694992,2.42251119168137,0.3854699382776773
|
||||
8,Weaponization,1.0,9,1,12024,5010.444444444444,7.844912999516274,6.284565801694992,2.485749772741962,0.3955324601854814
|
||||
|
+401
@@ -0,0 +1,401 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,C&C,0.0,0,1.0,0.1111111111111111
|
||||
0,C&C,0.0,1,21.0,0.1111111111111111
|
||||
0,C&C,0.0,3,21.0,0.1111111111111111
|
||||
0,C&C,0.0,4,46.0,0.1111111111111111
|
||||
0,C&C,0.0,5,181.0,0.1111111111111111
|
||||
0,C&C,0.0,6,723.0,0.1111111111111111
|
||||
0,C&C,0.0,7,20.0,0.1111111111111111
|
||||
0,C&C,0.0,8,986.0,0.1111111111111111
|
||||
0,C&C,0.0,9,5.0,0.1111111111111111
|
||||
0,C&C,0.25,0,1.0,0.03853156927135251
|
||||
0,C&C,0.25,1,21.0,0.0824843431885809
|
||||
0,C&C,0.25,3,21.0,0.0824843431885809
|
||||
0,C&C,0.25,4,46.0,0.10034740701428155
|
||||
0,C&C,0.25,5,181.0,0.14133064486247707
|
||||
0,C&C,0.25,6,723.0,0.19980266249105139
|
||||
0,C&C,0.25,7,20.0,0.08148434816559524
|
||||
0,C&C,0.25,8,986.0,0.21591654666962237
|
||||
0,C&C,0.25,9,5.0,0.05761813514845802
|
||||
0,C&C,0.5,0,1.0,0.010482333506064985
|
||||
0,C&C,0.5,1,21.0,0.048036086751314634
|
||||
0,C&C,0.5,3,21.0,0.048036086751314634
|
||||
0,C&C,0.5,4,46.0,0.07109464483130316
|
||||
0,C&C,0.5,5,181.0,0.14102537412664234
|
||||
0,C&C,0.5,6,723.0,0.2818558945179352
|
||||
0,C&C,0.5,7,20.0,0.046878420564770026
|
||||
0,C&C,0.5,8,986.0,0.32915194866826997
|
||||
0,C&C,0.5,9,5.0,0.023439210282385013
|
||||
0,C&C,0.75,0,1.0,0.0024049010671160875
|
||||
0,C&C,0.75,1,21.0,0.02359183304370899
|
||||
0,C&C,0.75,3,21.0,0.02359183304370899
|
||||
0,C&C,0.75,4,46.0,0.04247814947601655
|
||||
0,C&C,0.75,5,181.0,0.11867415448983984
|
||||
0,C&C,0.75,6,723.0,0.3353134221681126
|
||||
0,C&C,0.75,7,20.0,0.02274415004707823
|
||||
0,C&C,0.75,8,986.0,0.42316028529911204
|
||||
0,C&C,0.75,9,5.0,0.008041271365306676
|
||||
0,C&C,1.0,0,1.0,0.000499001996007984
|
||||
0,C&C,1.0,1,21.0,0.010479041916167664
|
||||
0,C&C,1.0,3,21.0,0.010479041916167664
|
||||
0,C&C,1.0,4,46.0,0.022954091816367265
|
||||
0,C&C,1.0,5,181.0,0.09031936127744511
|
||||
0,C&C,1.0,6,723.0,0.36077844311377244
|
||||
0,C&C,1.0,7,20.0,0.00998003992015968
|
||||
0,C&C,1.0,8,986.0,0.49201596806387227
|
||||
0,C&C,1.0,9,5.0,0.00249500998003992
|
||||
1,Exfiltration,0.0,0,48.0,0.1
|
||||
1,Exfiltration,0.0,1,129.0,0.1
|
||||
1,Exfiltration,0.0,2,3823.0,0.1
|
||||
1,Exfiltration,0.0,3,449.0,0.1
|
||||
1,Exfiltration,0.0,4,262.0,0.1
|
||||
1,Exfiltration,0.0,5,1.0,0.1
|
||||
1,Exfiltration,0.0,6,1643.0,0.1
|
||||
1,Exfiltration,0.0,7,6204.0,0.1
|
||||
1,Exfiltration,0.0,8,1919.0,0.1
|
||||
1,Exfiltration,0.0,9,1016.0,0.1
|
||||
1,Exfiltration,0.25,0,48.0,0.05161276990706587
|
||||
1,Exfiltration,0.25,1,129.0,0.06608368999961864
|
||||
1,Exfiltration,0.25,2,3823.0,0.154187061660416
|
||||
1,Exfiltration,0.25,3,449.0,0.09026272548684558
|
||||
1,Exfiltration,0.25,4,262.0,0.07889004076997556
|
||||
1,Exfiltration,0.25,5,1.0,0.01960861220535664
|
||||
1,Exfiltration,0.25,6,1643.0,0.12484071534380817
|
||||
1,Exfiltration,0.25,7,6204.0,0.1740262672513917
|
||||
1,Exfiltration,0.25,8,1919.0,0.12978234031408534
|
||||
1,Exfiltration,0.25,9,1016.0,0.11070577706143654
|
||||
1,Exfiltration,0.5,0,48.0,0.022101433509696778
|
||||
1,Exfiltration,0.5,1,129.0,0.03623219788469621
|
||||
1,Exfiltration,0.5,2,3823.0,0.1972431698992126
|
||||
1,Exfiltration,0.5,3,449.0,0.06759631093074608
|
||||
1,Exfiltration,0.5,4,262.0,0.0516357477016669
|
||||
1,Exfiltration,0.5,5,1.0,0.003190067146575013
|
||||
1,Exfiltration,0.5,6,1643.0,0.12930597882788272
|
||||
1,Exfiltration,0.5,7,6204.0,0.25126715302934755
|
||||
1,Exfiltration,0.5,8,1919.0,0.13974533265530642
|
||||
1,Exfiltration,0.5,9,1016.0,0.10168260841486985
|
||||
1,Exfiltration,0.75,0,48.0,0.008548019660347309
|
||||
1,Exfiltration,0.75,1,129.0,0.017942248487679474
|
||||
1,Exfiltration,0.75,2,3823.0,0.22789657999596144
|
||||
1,Exfiltration,0.75,3,449.0,0.04572138104591042
|
||||
1,Exfiltration,0.75,4,262.0,0.030525343014136976
|
||||
1,Exfiltration,0.75,5,1.0,0.00046874277238292023
|
||||
1,Exfiltration,0.75,6,1643.0,0.12096584315794441
|
||||
1,Exfiltration,0.75,7,6204.0,0.3276713166207476
|
||||
1,Exfiltration,0.75,8,1919.0,0.13590668374209638
|
||||
1,Exfiltration,0.75,9,1016.0,0.08435384150279308
|
||||
1,Exfiltration,1.0,0,48.0,0.0030979734090615723
|
||||
1,Exfiltration,1.0,1,129.0,0.008325803536852975
|
||||
1,Exfiltration,1.0,2,3823.0,0.24674067380921647
|
||||
1,Exfiltration,1.0,3,449.0,0.028978959597263456
|
||||
1,Exfiltration,1.0,4,262.0,0.016909771524461083
|
||||
1,Exfiltration,1.0,5,1.0,6.454111268878275e-05
|
||||
1,Exfiltration,1.0,6,1643.0,0.10604104814767007
|
||||
1,Exfiltration,1.0,7,6204.0,0.4004130631212082
|
||||
1,Exfiltration,1.0,8,1919.0,0.12385439524977411
|
||||
1,Exfiltration,1.0,9,1016.0,0.06557377049180328
|
||||
2,Exploitation,0.0,0,78.0,0.125
|
||||
2,Exploitation,0.0,1,16.0,0.125
|
||||
2,Exploitation,0.0,3,315.0,0.125
|
||||
2,Exploitation,0.0,4,22.0,0.125
|
||||
2,Exploitation,0.0,5,3.0,0.125
|
||||
2,Exploitation,0.0,7,321.0,0.125
|
||||
2,Exploitation,0.0,8,1.0,0.125
|
||||
2,Exploitation,0.0,9,37.0,0.125
|
||||
2,Exploitation,0.25,0,78.0,0.14592379135207148
|
||||
2,Exploitation,0.25,1,16.0,0.09820473992568025
|
||||
2,Exploitation,0.25,3,315.0,0.20686170152868258
|
||||
2,Exploitation,0.25,4,22.0,0.10634280815546648
|
||||
2,Exploitation,0.25,5,3.0,0.06462235308247294
|
||||
2,Exploitation,0.25,7,321.0,0.2078397983076116
|
||||
2,Exploitation,0.25,8,1.0,0.04910236996284013
|
||||
2,Exploitation,0.25,9,37.0,0.1211024376851745
|
||||
2,Exploitation,0.5,0,78.0,0.14244384518055178
|
||||
2,Exploitation,0.5,1,16.0,0.06451435782127485
|
||||
2,Exploitation,0.5,3,315.0,0.2862540660195741
|
||||
2,Exploitation,0.5,4,22.0,0.07564979016494887
|
||||
2,Exploitation,0.5,5,3.0,0.027935536391031652
|
||||
2,Exploitation,0.5,7,321.0,0.28896743536192443
|
||||
2,Exploitation,0.5,8,1.0,0.016128589455318712
|
||||
2,Exploitation,0.5,9,37.0,0.09810637960537563
|
||||
2,Exploitation,0.75,0,78.0,0.12305314651142159
|
||||
2,Exploitation,0.75,1,16.0,0.03750695075141924
|
||||
2,Exploitation,0.75,3,315.0,0.3505538059273375
|
||||
2,Exploitation,0.75,4,22.0,0.04762541596160341
|
||||
2,Exploitation,0.75,5,3.0,0.01068716986533943
|
||||
2,Exploitation,0.75,7,321.0,0.35554988747195565
|
||||
2,Exploitation,0.75,8,1.0,0.004688368843927405
|
||||
2,Exploitation,0.75,9,37.0,0.07033525466699575
|
||||
2,Exploitation,1.0,0,78.0,0.09836065573770492
|
||||
2,Exploitation,1.0,1,16.0,0.0201765447667087
|
||||
2,Exploitation,1.0,3,315.0,0.39722572509457754
|
||||
2,Exploitation,1.0,4,22.0,0.027742749054224466
|
||||
2,Exploitation,1.0,5,3.0,0.0037831021437578815
|
||||
2,Exploitation,1.0,7,321.0,0.4047919293820933
|
||||
2,Exploitation,1.0,8,1.0,0.0012610340479192938
|
||||
2,Exploitation,1.0,9,37.0,0.04665825977301387
|
||||
3,Lateral_movement,0.0,0,1.0,0.1
|
||||
3,Lateral_movement,0.0,1,10094.0,0.1
|
||||
3,Lateral_movement,0.0,2,2.0,0.1
|
||||
3,Lateral_movement,0.0,3,82.0,0.1
|
||||
3,Lateral_movement,0.0,4,793.0,0.1
|
||||
3,Lateral_movement,0.0,5,6163.0,0.1
|
||||
3,Lateral_movement,0.0,6,830.0,0.1
|
||||
3,Lateral_movement,0.0,7,83.0,0.1
|
||||
3,Lateral_movement,0.0,8,2228.0,0.1
|
||||
3,Lateral_movement,0.0,9,1841.0,0.1
|
||||
3,Lateral_movement,0.25,0,1.0,0.019533058893322856
|
||||
3,Lateral_movement,0.25,1,10094.0,0.19578800656293474
|
||||
3,Lateral_movement,0.25,2,2.0,0.02322885261370672
|
||||
3,Lateral_movement,0.25,3,82.0,0.05877920699329291
|
||||
3,Lateral_movement,0.25,4,793.0,0.1036545943376126
|
||||
3,Lateral_movement,0.25,5,6163.0,0.17306860831336734
|
||||
3,Lateral_movement,0.25,6,830.0,0.10484308283708428
|
||||
3,Lateral_movement,0.25,7,83.0,0.05895759813964752
|
||||
3,Lateral_movement,0.25,8,2228.0,0.13419893092820492
|
||||
3,Lateral_movement,0.25,9,1841.0,0.12794806038082612
|
||||
3,Lateral_movement,0.5,0,1.0,0.0028849017367578752
|
||||
3,Lateral_movement,0.5,1,10094.0,0.28984290600664425
|
||||
3,Lateral_movement,0.5,2,2.0,0.004079867162236684
|
||||
3,Lateral_movement,0.5,3,82.0,0.026123896312024088
|
||||
3,Lateral_movement,0.5,4,793.0,0.08123957052067449
|
||||
3,Lateral_movement,0.5,5,6163.0,0.22647856729391336
|
||||
3,Lateral_movement,0.5,6,830.0,0.0831132129418743
|
||||
3,Lateral_movement,0.5,7,83.0,0.026282705655090655
|
||||
3,Lateral_movement,0.5,8,2228.0,0.13617225155114346
|
||||
3,Lateral_movement,0.5,9,1841.0,0.1237821208196409
|
||||
3,Lateral_movement,0.75,0,1.0,0.00037460696291537047
|
||||
3,Lateral_movement,0.75,1,10094.0,0.37724485094362636
|
||||
3,Lateral_movement,0.75,2,2.0,0.0006300113044892323
|
||||
3,Lateral_movement,0.75,3,82.0,0.010207895953468616
|
||||
3,Lateral_movement,0.75,4,793.0,0.05597972181340088
|
||||
3,Lateral_movement,0.75,5,6163.0,0.2605673350522155
|
||||
3,Lateral_movement,0.75,6,830.0,0.05792745049543543
|
||||
3,Lateral_movement,0.75,7,83.0,0.010301119249208183
|
||||
3,Lateral_movement,0.75,8,2228.0,0.12148208450098266
|
||||
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5,RDOS,1.0,9,18579.0,0.18788871696853857
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6,Reconnaissance,0.0,0,4841.0,0.125
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6,Reconnaissance,0.25,1,65101.0,0.25771055496222744
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6,Reconnaissance,0.25,3,6322.0,0.1438629342907076
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6,Reconnaissance,0.25,4,202.0,0.06082374176073279
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6,Reconnaissance,0.25,7,2503.0,0.11411704140876835
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6,Reconnaissance,0.5,0,4841.0,0.1161100612144034
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6,Reconnaissance,0.5,1,65101.0,0.42579067165486595
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6,Reconnaissance,0.5,3,6322.0,0.13268736158095895
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6,Reconnaissance,0.5,5,439.0,0.034965083750405274
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6,Reconnaissance,0.5,6,138.0,0.01960387189632919
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6,Reconnaissance,0.5,7,2503.0,0.08348966866135346
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6,Reconnaissance,0.5,9,9615.0,0.16363528491708731
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6,Reconnaissance,0.75,0,4841.0,0.08436084995680497
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6,Reconnaissance,0.75,1,65101.0,0.5924209108219368
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6,Reconnaissance,0.75,3,6322.0,0.10305771365368427
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6,Reconnaissance,0.75,4,202.0,0.00778848812040265
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6,Reconnaissance,0.75,5,439.0,0.013940810536040266
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6,Reconnaissance,0.75,6,138.0,0.00585260143607737
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||||
6,Reconnaissance,0.75,7,2503.0,0.051438141871729785
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||||
6,Reconnaissance,0.75,9,9615.0,0.14114048360332393
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||||
6,Reconnaissance,1.0,0,4841.0,0.054295039310909475
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||||
6,Reconnaissance,1.0,1,65101.0,0.7301510750215902
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6,Reconnaissance,1.0,3,6322.0,0.07090544071959713
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6,Reconnaissance,1.0,4,202.0,0.0022655645405502407
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6,Reconnaissance,1.0,5,439.0,0.004923677392581959
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6,Reconnaissance,1.0,6,138.0,0.0015477619138412535
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||||
6,Reconnaissance,1.0,7,2503.0,0.02807281210394679
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||||
6,Reconnaissance,1.0,9,9615.0,0.10783862899698299
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7,Tampering,0.0,0,2.0,0.1111111111111111
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7,Tampering,0.0,1,577.0,0.1111111111111111
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7,Tampering,0.0,2,151.0,0.1111111111111111
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7,Tampering,0.0,3,170.0,0.1111111111111111
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7,Tampering,0.0,7,314.0,0.1111111111111111
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7,Tampering,0.25,0,2.0,0.03625607236333655
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7,Tampering,0.25,1,577.0,0.14942291665944094
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7,Tampering,0.25,2,151.0,0.10687287508428511
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7,Tampering,0.25,3,170.0,0.11008686047431138
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7,Tampering,0.25,5,18.0,0.06279735941619272
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7,Tampering,0.25,6,1804.0,0.19869291869684522
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7,Tampering,0.25,7,314.0,0.12833811851832422
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7,Tampering,0.25,8,16.0,0.060975202563017944
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7,Tampering,0.25,9,534.0,0.146557676224246
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7,Tampering,0.5,0,2.0,0.009937814474557329
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7,Tampering,0.5,1,577.0,0.1687966384710106
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7,Tampering,0.5,2,151.0,0.0863504013775816
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7,Tampering,0.5,3,170.0,0.09162212235651006
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7,Tampering,0.5,5,18.0,0.02981344342367198
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7,Tampering,0.5,6,1804.0,0.29846551088980194
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7,Tampering,0.5,7,314.0,0.12452045846094215
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7,Tampering,0.5,8,16.0,0.028108384020533256
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7,Tampering,0.5,9,534.0,0.162385226525391
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7,Tampering,0.75,0,2.0,0.002441662047936183
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7,Tampering,0.75,1,577.0,0.1709207996149052
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7,Tampering,0.75,2,151.0,0.06253825608168917
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7,Tampering,0.75,3,170.0,0.06835176713012665
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7,Tampering,0.75,5,18.0,0.012687248165814433
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7,Tampering,0.75,6,1804.0,0.40187450555664667
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7,Tampering,0.75,7,314.0,0.10829547040469581
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||||
7,Tampering,0.75,8,16.0,0.011614567519351296
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||||
7,Tampering,0.75,9,534.0,0.16127572347883457
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||||
7,Tampering,1.0,0,2.0,0.0005577244841048522
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||||
7,Tampering,1.0,1,577.0,0.16090351366424985
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||||
7,Tampering,1.0,2,151.0,0.04210819854991634
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||||
7,Tampering,1.0,3,170.0,0.047406581148912434
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||||
7,Tampering,1.0,5,18.0,0.0050195203569436695
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||||
7,Tampering,1.0,6,1804.0,0.5030674846625767
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||||
7,Tampering,1.0,7,314.0,0.08756274400446179
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||||
7,Tampering,1.0,8,16.0,0.004461795872838818
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||||
7,Tampering,1.0,9,534.0,0.14891243725599554
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||||
8,Weaponization,0.0,0,8960.0,0.1111111111111111
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8,Weaponization,0.0,1,245.0,0.1111111111111111
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8,Weaponization,0.25,4,9118.0,0.15428593136022012
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||||
8,Weaponization,0.25,7,1.0,0.01578888383749
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||||
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||||
8,Weaponization,0.25,9,12024.0,0.16533457046684766
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8,Weaponization,0.5,0,8960.0,0.17646417246220708
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||||
8,Weaponization,0.5,1,245.0,0.029180019727988275
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||||
8,Weaponization,0.5,2,5302.0,0.1357445495448714
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8,Weaponization,0.5,5,3361.0,0.10807787453169888
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8,Weaponization,0.75,0,8960.0,0.1900232344782966
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8,Weaponization,0.75,6,5936.0,0.13953916444528988
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8,Weaponization,0.75,7,1.0,0.00020633632867562082
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8,Weaponization,1.0,1,245.0,0.005433095312014902
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||||
8,Weaponization,1.0,4,9118.0,0.20219984920388523
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8,Weaponization,1.0,5,3361.0,0.07453319732115138
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||||
8,Weaponization,1.0,6,5936.0,0.13163613784538963
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||||
8,Weaponization,1.0,7,1.0,2.2175899232713886e-05
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||||
8,Weaponization,1.0,8,147.0,0.003259857187208941
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||||
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||||
|
+9872
File diff suppressed because it is too large.
Load diff
+46
@@ -0,0 +1,46 @@
|
||||
class_id,class_name,beta,n_contributors,support_min,support_max,support_mean,prototype_norm,reference_norm_beta0,displacement_from_beta0,relative_displacement
|
||||
0,C&C,0.0,6,2,1265,334.0,4.572526901605314,4.572526901605314,0.0,0.0
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||||
0,C&C,0.25,6,2,1265,334.0,4.488323623313573,4.572526901605314,1.5992758251729138,0.349757554102403
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||||
0,C&C,0.5,6,2,1265,334.0,4.64238349428513,4.572526901605314,2.7568644582945026,0.6029192430396917
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||||
0,C&C,0.75,6,2,1265,334.0,4.823784216346094,4.572526901605314,3.5994599542267287,0.7871927342763226
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||||
0,C&C,1.0,6,2,1265,334.0,4.9943459759985185,4.572526901605314,4.24238658552617,0.9277991528134611
|
||||
1,Exfiltration,0.0,8,4,8269,1936.75,5.639260260262674,5.639260260262674,0.0,0.0
|
||||
1,Exfiltration,0.25,8,4,8269,1936.75,6.682525777414029,5.639260260262674,1.7945831890795807,0.3182302476310944
|
||||
1,Exfiltration,0.5,8,4,8269,1936.75,7.330510507543627,5.639260260262674,2.7215672864242446,0.48261069020025604
|
||||
1,Exfiltration,0.75,8,4,8269,1936.75,7.691760111791469,5.639260260262674,3.239979172736248,0.5745397486913171
|
||||
1,Exfiltration,1.0,8,4,8269,1936.75,7.919045745714998,5.639260260262674,3.588238413562595,0.6362959409494352
|
||||
2,Exploitation,0.0,6,1,485,132.16666666666666,4.7820569474466526,4.7820569474466526,0.0,0.0
|
||||
2,Exploitation,0.25,6,1,485,132.16666666666666,5.058528386379323,4.7820569474466526,1.3149952804773795,0.2749852824691919
|
||||
2,Exploitation,0.5,6,1,485,132.16666666666666,5.631252401560569,4.7820569474466526,2.529011339641225,0.5288542916645051
|
||||
2,Exploitation,0.75,6,1,485,132.16666666666666,6.164859782840714,4.7820569474466526,3.4295515176433,0.7171707813882238
|
||||
2,Exploitation,1.0,6,1,485,132.16666666666666,6.563880442917527,4.7820569474466526,4.059823122202898,0.8489700492526785
|
||||
3,Lateral_movement,0.0,7,1,12496,3159.5714285714284,4.652697972917494,4.652697972917494,0.0,0.0
|
||||
3,Lateral_movement,0.25,7,1,12496,3159.5714285714284,5.500950148060144,4.652697972917494,2.5898222983977996,0.556628071169176
|
||||
3,Lateral_movement,0.5,7,1,12496,3159.5714285714284,6.56604801731326,4.652697972917494,4.046183521651553,0.8696424193454312
|
||||
3,Lateral_movement,0.75,7,1,12496,3159.5714285714284,7.202542104608667,4.652697972917494,4.765480241626273,1.0242401869550235
|
||||
3,Lateral_movement,1.0,7,1,12496,3159.5714285714284,7.5314095779928145,4.652697972917494,5.109111015402566,1.0980964260181445
|
||||
4,Normal,0.0,9,452,118937,32530.777777777777,5.686260685156379,5.686260685156379,0.0,0.0
|
||||
4,Normal,0.25,9,452,118937,32530.777777777777,6.206393909319786,5.686260685156379,0.7950378669816794,0.13981734412160793
|
||||
4,Normal,0.5,9,452,118937,32530.777777777777,6.529912771816577,5.686260685156379,1.2525733910479948,0.22028068363410735
|
||||
4,Normal,0.75,9,452,118937,32530.777777777777,6.71811801619301,5.686260685156379,1.506814977752638,0.26499224379319836
|
||||
4,Normal,1.0,9,452,118937,32530.777777777777,6.8391544140403875,5.686260685156379,1.6673282103552307,0.29322050160445245
|
||||
5,RDOS,0.0,10,2,48839,9888.3,7.538630769790161,7.538630769790161,0.0,0.0
|
||||
5,RDOS,0.25,10,2,48839,9888.3,8.012251426204648,7.538630769790161,1.6174943118797114,0.21456075529810498
|
||||
5,RDOS,0.5,10,2,48839,9888.3,8.179789715169823,7.538630769790161,2.514305903819429,0.3335228877232059
|
||||
5,RDOS,0.75,10,2,48839,9888.3,8.273460981732642,7.538630769790161,3.2761911842442637,0.43458703367898954
|
||||
5,RDOS,1.0,10,2,48839,9888.3,8.365259941161074,7.538630769790161,3.9737567173599997,0.5271191597928081
|
||||
6,Reconnaissance,0.0,10,1,46541,8916.1,4.967755753565685,4.967755753565685,0.0,0.0
|
||||
6,Reconnaissance,0.25,10,1,46541,8916.1,6.179109954356463,4.967755753565685,2.1337405853808944,0.4295180140145514
|
||||
6,Reconnaissance,0.5,10,1,46541,8916.1,6.859920022054287,4.967755753565685,3.084568124445345,0.6209178303968241
|
||||
6,Reconnaissance,0.75,10,1,46541,8916.1,7.154968003286312,4.967755753565685,3.502353696944525,0.7050172896343898
|
||||
6,Reconnaissance,1.0,10,1,46541,8916.1,7.302076678416271,4.967755753565685,3.7335901267097253,0.7515647531644208
|
||||
7,Tampering,0.0,10,1,2584,358.6,4.381687640803716,4.381687640803716,0.0,0.0
|
||||
7,Tampering,0.25,10,1,2584,358.6,4.739508161488117,4.381687640803716,1.5332987381385625,0.3499333735841826
|
||||
7,Tampering,0.5,10,1,2584,358.6,5.399681843080317,4.381687640803716,2.989769119570483,0.6823327824030107
|
||||
7,Tampering,0.75,10,1,2584,358.6,5.979612116483903,4.381687640803716,3.9117575814369485,0.892751355667021
|
||||
7,Tampering,1.0,10,1,2584,358.6,6.373713249735831,4.381687640803716,4.440926893005426,1.01351973418873
|
||||
8,Weaponization,0.0,9,4,22853,5010.444444444444,4.980196897150235,4.980196897150235,0.0,0.0
|
||||
8,Weaponization,0.25,9,4,22853,5010.444444444444,5.907611317342421,4.980196897150235,1.9436699786803406,0.39027974572502266
|
||||
8,Weaponization,0.5,9,4,22853,5010.444444444444,6.535688601153058,4.980196897150235,2.945548238376779,0.591452165287336
|
||||
8,Weaponization,0.75,9,4,22853,5010.444444444444,6.866686063025316,4.980196897150235,3.4000203434274914,0.6827080160973251
|
||||
8,Weaponization,1.0,9,4,22853,5010.444444444444,7.064053114587049,4.980196897150235,3.6355977615306365,0.7300108482881461
|
||||
|
+376
@@ -0,0 +1,376 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,C&C,0.0,1,2.0,0.16666666666666666
|
||||
0,C&C,0.0,2,1265.0,0.16666666666666666
|
||||
0,C&C,0.0,4,428.0,0.16666666666666666
|
||||
0,C&C,0.0,7,17.0,0.16666666666666666
|
||||
0,C&C,0.0,8,128.0,0.16666666666666666
|
||||
0,C&C,0.0,9,164.0,0.16666666666666666
|
||||
0,C&C,0.25,1,2.0,0.05752149083785082
|
||||
0,C&C,0.25,2,1265.0,0.28846642080786783
|
||||
0,C&C,0.25,4,428.0,0.22000551966676293
|
||||
0,C&C,0.25,7,17.0,0.09821659299779027
|
||||
0,C&C,0.25,8,128.0,0.16269534494161672
|
||||
0,C&C,0.25,9,164.0,0.17309463074811146
|
||||
0,C&C,0.5,1,2.0,0.01646113496466026
|
||||
0,C&C,0.5,2,1265.0,0.41399018096497286
|
||||
0,C&C,0.5,4,428.0,0.24080564438048116
|
||||
0,C&C,0.5,7,17.0,0.04799204305674498
|
||||
0,C&C,0.5,8,128.0,0.13168907971728208
|
||||
0,C&C,0.5,9,164.0,0.14906191691585868
|
||||
0,C&C,0.75,1,2.0,0.004202920714147631
|
||||
0,C&C,0.75,2,1265.0,0.5300863178677904
|
||||
0,C&C,0.75,4,428.0,0.23515895811836796
|
||||
0,C&C,0.75,7,17.0,0.020922587444366075
|
||||
0,C&C,0.75,8,128.0,0.09510123960842232
|
||||
0,C&C,0.75,9,164.0,0.11452797624690572
|
||||
0,C&C,1.0,1,2.0,0.000998003992015968
|
||||
0,C&C,1.0,2,1265.0,0.6312375249500998
|
||||
0,C&C,1.0,4,428.0,0.21357285429141717
|
||||
0,C&C,1.0,7,17.0,0.008483033932135729
|
||||
0,C&C,1.0,8,128.0,0.06387225548902195
|
||||
0,C&C,1.0,9,164.0,0.08183632734530938
|
||||
1,Exfiltration,0.0,0,430.0,0.125
|
||||
1,Exfiltration,0.0,1,2477.0,0.125
|
||||
1,Exfiltration,0.0,2,388.0,0.125
|
||||
1,Exfiltration,0.0,3,8269.0,0.125
|
||||
1,Exfiltration,0.0,5,4.0,0.125
|
||||
1,Exfiltration,0.0,6,1201.0,0.125
|
||||
1,Exfiltration,0.0,7,2713.0,0.125
|
||||
1,Exfiltration,0.0,8,12.0,0.125
|
||||
1,Exfiltration,0.25,0,430.0,0.10852021538194323
|
||||
1,Exfiltration,0.25,1,2477.0,0.1681221885286965
|
||||
1,Exfiltration,0.25,2,388.0,0.10576731135060888
|
||||
1,Exfiltration,0.25,3,8269.0,0.22725151183360365
|
||||
1,Exfiltration,0.25,5,4.0,0.033702221687081625
|
||||
1,Exfiltration,0.25,6,1201.0,0.14029083011625348
|
||||
1,Exfiltration,0.25,7,2713.0,0.17199110296068054
|
||||
1,Exfiltration,0.25,8,12.0,0.04435461814113203
|
||||
1,Exfiltration,0.5,0,430.0,0.07586215695137205
|
||||
1,Exfiltration,0.5,1,2477.0,0.18207652751910283
|
||||
1,Exfiltration,0.5,2,388.0,0.07206208467700269
|
||||
1,Exfiltration,0.5,3,8269.0,0.33267292353571715
|
||||
1,Exfiltration,0.5,5,4.0,0.007316796132832881
|
||||
1,Exfiltration,0.5,6,1201.0,0.12678341993827041
|
||||
1,Exfiltration,0.5,7,2713.0,0.190553028595012
|
||||
1,Exfiltration,0.5,8,12.0,0.01267306265069003
|
||||
1,Exfiltration,0.75,0,430.0,0.04746790851406514
|
||||
1,Exfiltration,0.75,1,2477.0,0.17649941079295953
|
||||
1,Exfiltration,0.75,2,388.0,0.04394632358480145
|
||||
1,Exfiltration,0.75,3,8269.0,0.43590163594210013
|
||||
1,Exfiltration,0.75,5,4.0,0.0014218171502729262
|
||||
1,Exfiltration,0.75,6,1201.0,0.10255480437584362
|
||||
1,Exfiltration,0.75,7,2713.0,0.1889670574122107
|
||||
1,Exfiltration,0.75,8,12.0,0.0032410422277464666
|
||||
1,Exfiltration,1.0,0,430.0,0.027752678456176585
|
||||
1,Exfiltration,1.0,1,2477.0,0.1598683361301149
|
||||
1,Exfiltration,1.0,2,388.0,0.025041951723247708
|
||||
1,Exfiltration,1.0,3,8269.0,0.5336904608235445
|
||||
1,Exfiltration,1.0,5,4.0,0.000258164450755131
|
||||
1,Exfiltration,1.0,6,1201.0,0.07751387633922809
|
||||
1,Exfiltration,1.0,7,2713.0,0.17510003872466762
|
||||
1,Exfiltration,1.0,8,12.0,0.0007744933522653931
|
||||
2,Exploitation,0.0,1,225.0,0.16666666666666666
|
||||
2,Exploitation,0.0,2,11.0,0.16666666666666666
|
||||
2,Exploitation,0.0,4,11.0,0.16666666666666666
|
||||
2,Exploitation,0.0,6,1.0,0.16666666666666666
|
||||
2,Exploitation,0.0,7,60.0,0.16666666666666666
|
||||
2,Exploitation,0.0,9,485.0,0.16666666666666666
|
||||
2,Exploitation,0.25,1,225.0,0.24219317856265488
|
||||
2,Exploitation,0.25,2,11.0,0.11388445524126942
|
||||
2,Exploitation,0.25,4,11.0,0.11388445524126942
|
||||
2,Exploitation,0.25,6,1.0,0.06253400980921343
|
||||
2,Exploitation,0.25,7,60.0,0.17404200989394278
|
||||
2,Exploitation,0.25,9,485.0,0.2934618912516501
|
||||
2,Exploitation,0.5,1,225.0,0.2862489889095173
|
||||
2,Exploitation,0.5,2,11.0,0.06329203285543153
|
||||
2,Exploitation,0.5,4,11.0,0.06329203285543153
|
||||
2,Exploitation,0.5,6,1.0,0.01908326592730115
|
||||
2,Exploitation,0.5,7,60.0,0.1478183422553696
|
||||
2,Exploitation,0.5,9,485.0,0.42026533719694886
|
||||
2,Exploitation,0.75,1,225.0,0.2962775109628085
|
||||
2,Exploitation,0.75,2,11.0,0.03080394311786928
|
||||
2,Exploitation,0.75,4,11.0,0.03080394311786928
|
||||
2,Exploitation,0.75,6,1.0,0.005099901625843301
|
||||
2,Exploitation,0.75,7,60.0,0.109944937486363
|
||||
2,Exploitation,0.75,9,485.0,0.5270697636892466
|
||||
2,Exploitation,1.0,1,225.0,0.2837326607818411
|
||||
2,Exploitation,1.0,2,11.0,0.013871374527112233
|
||||
2,Exploitation,1.0,4,11.0,0.013871374527112233
|
||||
2,Exploitation,1.0,6,1.0,0.0012610340479192938
|
||||
2,Exploitation,1.0,7,60.0,0.07566204287515763
|
||||
2,Exploitation,1.0,9,485.0,0.6116015132408575
|
||||
3,Lateral_movement,0.0,1,1.0,0.14285714285714285
|
||||
3,Lateral_movement,0.0,2,839.0,0.14285714285714285
|
||||
3,Lateral_movement,0.0,3,631.0,0.14285714285714285
|
||||
3,Lateral_movement,0.0,4,8040.0,0.14285714285714285
|
||||
3,Lateral_movement,0.0,5,29.0,0.14285714285714285
|
||||
3,Lateral_movement,0.0,7,81.0,0.14285714285714285
|
||||
3,Lateral_movement,0.0,8,12496.0,0.14285714285714285
|
||||
3,Lateral_movement,0.25,1,1.0,0.027206001689836622
|
||||
3,Lateral_movement,0.25,2,839.0,0.14642162113053686
|
||||
3,Lateral_movement,0.25,3,631.0,0.1363553117087354
|
||||
3,Lateral_movement,0.25,4,8040.0,0.25761949993409533
|
||||
3,Lateral_movement,0.25,5,29.0,0.06313413290543586
|
||||
3,Lateral_movement,0.25,7,81.0,0.08161800506950986
|
||||
3,Lateral_movement,0.25,8,12496.0,0.2876454275618501
|
||||
3,Lateral_movement,0.5,1,1.0,0.003691100224854745
|
||||
3,Lateral_movement,0.5,2,839.0,0.10691455144116346
|
||||
3,Lateral_movement,0.5,3,631.0,0.09271937968365221
|
||||
3,Lateral_movement,0.5,4,8040.0,0.33096636656037864
|
||||
3,Lateral_movement,0.5,5,29.0,0.019877183030494027
|
||||
3,Lateral_movement,0.5,7,81.0,0.03321990202369271
|
||||
3,Lateral_movement,0.5,8,12496.0,0.41261151703576415
|
||||
3,Lateral_movement,0.75,1,1.0,0.000424944715058991
|
||||
3,Lateral_movement,0.75,2,839.0,0.06624512181122151
|
||||
3,Lateral_movement,0.75,3,631.0,0.0535000825115442
|
||||
3,Lateral_movement,0.75,4,8040.0,0.3608065964613491
|
||||
3,Lateral_movement,0.75,5,29.0,0.00531044519049081
|
||||
3,Lateral_movement,0.75,7,81.0,0.011473507306592757
|
||||
3,Lateral_movement,0.75,8,12496.0,0.5022393020037427
|
||||
3,Lateral_movement,1.0,1,1.0,4.521408871004205e-05
|
||||
3,Lateral_movement,1.0,2,839.0,0.03793462042772528
|
||||
3,Lateral_movement,1.0,3,631.0,0.028530089976036534
|
||||
3,Lateral_movement,1.0,4,8040.0,0.36352127322873806
|
||||
3,Lateral_movement,1.0,5,29.0,0.0013112085725912194
|
||||
3,Lateral_movement,1.0,7,81.0,0.003662341185513406
|
||||
3,Lateral_movement,1.0,8,12496.0,0.5649952525206855
|
||||
4,Normal,0.0,0,118937.0,0.1111111111111111
|
||||
4,Normal,0.0,1,10987.0,0.1111111111111111
|
||||
4,Normal,0.0,3,452.0,0.1111111111111111
|
||||
4,Normal,0.0,4,5015.0,0.1111111111111111
|
||||
4,Normal,0.0,5,61418.0,0.1111111111111111
|
||||
4,Normal,0.0,6,35251.0,0.1111111111111111
|
||||
4,Normal,0.0,7,28172.0,0.1111111111111111
|
||||
4,Normal,0.0,8,576.0,0.1111111111111111
|
||||
4,Normal,0.0,9,31969.0,0.1111111111111111
|
||||
4,Normal,0.25,0,118937.0,0.18116763610564726
|
||||
4,Normal,0.25,1,10987.0,0.09987830277319146
|
||||
4,Normal,0.25,3,452.0,0.04498171207751687
|
||||
4,Normal,0.25,4,5015.0,0.08209545363915403
|
||||
4,Normal,0.25,5,61418.0,0.15357668543007644
|
||||
4,Normal,0.25,6,35251.0,0.1336731656247811
|
||||
4,Normal,0.25,7,28172.0,0.12638798576895244
|
||||
4,Normal,0.25,8,576.0,0.04779219679031755
|
||||
4,Normal,0.25,9,31969.0,0.1304468617903629
|
||||
4,Normal,0.5,0,118937.0,0.25584174545614013
|
||||
4,Normal,0.5,1,10987.0,0.07775932494054551
|
||||
4,Normal,0.5,3,452.0,0.01577183179795273
|
||||
4,Normal,0.5,4,5015.0,0.05253495784074218
|
||||
4,Normal,0.5,5,61418.0,0.18384878091075488
|
||||
4,Normal,0.5,6,35251.0,0.13928316925498305
|
||||
4,Normal,0.5,7,28172.0,0.12451502475376588
|
||||
4,Normal,0.5,8,576.0,0.017804269565964148
|
||||
4,Normal,0.5,9,31969.0,0.1326408954791515
|
||||
4,Normal,0.75,0,118937.0,0.3313499822870636
|
||||
4,Normal,0.75,1,10987.0,0.055521163700217264
|
||||
4,Normal,0.75,3,452.0,0.005071694003860001
|
||||
4,Normal,0.75,4,5015.0,0.030832051292052083
|
||||
4,Normal,0.75,5,61418.0,0.2018463820243199
|
||||
4,Normal,0.75,6,35251.0,0.13309992107767998
|
||||
4,Normal,0.75,7,28172.0,0.11250257855498146
|
||||
4,Normal,0.75,8,576.0,0.006082975668990935
|
||||
4,Normal,0.75,9,31969.0,0.12369325139083488
|
||||
4,Normal,1.0,0,118937.0,0.4062375118264071
|
||||
4,Normal,1.0,1,10987.0,0.03752685491005099
|
||||
4,Normal,1.0,3,452.0,0.001543837118352876
|
||||
4,Normal,1.0,4,5015.0,0.017129077762255914
|
||||
4,Normal,1.0,5,61418.0,0.20977740737831183
|
||||
4,Normal,1.0,6,35251.0,0.12040221738729477
|
||||
4,Normal,1.0,7,28172.0,0.09622340552707351
|
||||
4,Normal,1.0,8,576.0,0.001967367655246143
|
||||
4,Normal,1.0,9,31969.0,0.10919232043500685
|
||||
5,RDOS,0.0,0,2912.0,0.1
|
||||
5,RDOS,0.0,1,8514.0,0.1
|
||||
5,RDOS,0.0,2,48839.0,0.1
|
||||
5,RDOS,0.0,3,17375.0,0.1
|
||||
5,RDOS,0.0,4,11529.0,0.1
|
||||
5,RDOS,0.0,5,1181.0,0.1
|
||||
5,RDOS,0.0,6,1382.0,0.1
|
||||
5,RDOS,0.0,7,2.0,0.1
|
||||
5,RDOS,0.0,8,281.0,0.1
|
||||
5,RDOS,0.0,9,6868.0,0.1
|
||||
5,RDOS,0.25,0,2912.0,0.09181615218461747
|
||||
5,RDOS,0.25,1,8514.0,0.12006174668361975
|
||||
5,RDOS,0.25,2,48839.0,0.1858073701655904
|
||||
5,RDOS,0.25,3,17375.0,0.1435001810902317
|
||||
5,RDOS,0.25,4,11529.0,0.12951472734583627
|
||||
5,RDOS,0.25,5,1181.0,0.0732712701773013
|
||||
5,RDOS,0.25,6,1382.0,0.07620759507496339
|
||||
5,RDOS,0.25,7,2.0,0.014863762068088645
|
||||
5,RDOS,0.25,8,281.0,0.05117381865562517
|
||||
5,RDOS,0.25,9,6868.0,0.11378337655412586
|
||||
5,RDOS,0.5,0,2912.0,0.06927129602501403
|
||||
5,RDOS,0.5,1,8514.0,0.11844710506402363
|
||||
5,RDOS,0.5,2,48839.0,0.2836880285786474
|
||||
5,RDOS,0.5,3,17375.0,0.16920766578044144
|
||||
5,RDOS,0.5,4,11529.0,0.13783307569291034
|
||||
5,RDOS,0.5,5,1181.0,0.04411462345294822
|
||||
5,RDOS,0.5,6,1382.0,0.04772123223671048
|
||||
5,RDOS,0.5,7,2.0,0.0018154012310774377
|
||||
5,RDOS,0.5,8,281.0,0.02151844020802961
|
||||
5,RDOS,0.5,9,6868.0,0.10638313173019738
|
||||
5,RDOS,0.75,0,2912.0,0.046929531453136754
|
||||
5,RDOS,0.75,1,8514.0,0.10493078565985209
|
||||
5,RDOS,0.75,2,48839.0,0.3889356588650953
|
||||
5,RDOS,0.75,3,17375.0,0.17916216432012008
|
||||
5,RDOS,0.75,4,11529.0,0.13171839180525952
|
||||
5,RDOS,0.75,5,1181.0,0.023850095009784134
|
||||
5,RDOS,0.75,6,1382.0,0.026833895398442848
|
||||
5,RDOS,0.75,7,2.0,0.0001991018003000225
|
||||
5,RDOS,0.75,8,281.0,0.008125169510406613
|
||||
5,RDOS,0.75,9,6868.0,0.08931520617760255
|
||||
5,RDOS,1.0,0,2912.0,0.029448944712437933
|
||||
5,RDOS,1.0,1,8514.0,0.08610175662146173
|
||||
5,RDOS,1.0,2,48839.0,0.49390694052567174
|
||||
5,RDOS,1.0,3,17375.0,0.1757127109816652
|
||||
5,RDOS,1.0,4,11529.0,0.11659233639756075
|
||||
5,RDOS,1.0,5,1181.0,0.011943407865861675
|
||||
5,RDOS,1.0,6,1382.0,0.013976113184268276
|
||||
5,RDOS,1.0,7,2.0,2.0225923566234842e-05
|
||||
5,RDOS,1.0,8,281.0,0.0028417422610559954
|
||||
5,RDOS,1.0,9,6868.0,0.06945582152645045
|
||||
6,Reconnaissance,0.0,0,118.0,0.1
|
||||
6,Reconnaissance,0.0,1,6193.0,0.1
|
||||
6,Reconnaissance,0.0,2,121.0,0.1
|
||||
6,Reconnaissance,0.0,3,14322.0,0.1
|
||||
6,Reconnaissance,0.0,4,34.0,0.1
|
||||
6,Reconnaissance,0.0,5,7835.0,0.1
|
||||
6,Reconnaissance,0.0,6,12411.0,0.1
|
||||
6,Reconnaissance,0.0,7,46541.0,0.1
|
||||
6,Reconnaissance,0.0,8,1585.0,0.1
|
||||
6,Reconnaissance,0.0,9,1.0,0.1
|
||||
6,Reconnaissance,0.25,0,118.0,0.04655284204474535
|
||||
6,Reconnaissance,0.25,1,6193.0,0.1252999702623376
|
||||
6,Reconnaissance,0.25,2,121.0,0.04684594891747439
|
||||
6,Reconnaissance,0.25,3,14322.0,0.1545171237033241
|
||||
6,Reconnaissance,0.25,4,34.0,0.03410714968485772
|
||||
6,Reconnaissance,0.25,5,7835.0,0.13288790297113542
|
||||
6,Reconnaissance,0.25,6,12411.0,0.14908274883798045
|
||||
6,Reconnaissance,0.25,7,46541.0,0.20746012037075498
|
||||
6,Reconnaissance,0.25,8,1585.0,0.08912160816126116
|
||||
6,Reconnaissance,0.25,9,1.0,0.014124585046128934
|
||||
6,Reconnaissance,0.5,0,118.0,0.015915466954160424
|
||||
6,Reconnaissance,0.5,1,6193.0,0.1152998975872745
|
||||
6,Reconnaissance,0.5,2,121.0,0.016116512400999587
|
||||
6,Reconnaissance,0.5,3,14322.0,0.17533968267000244
|
||||
6,Reconnaissance,0.5,4,34.0,0.008543146229355121
|
||||
6,Reconnaissance,0.5,5,7835.0,0.12968742939131098
|
||||
6,Reconnaissance,0.5,6,12411.0,0.16322315541601418
|
||||
6,Reconnaissance,0.5,7,46541.0,0.316079432394587
|
||||
6,Reconnaissance,0.5,8,1585.0,0.058330139465295805
|
||||
6,Reconnaissance,0.5,9,1.0,0.0014651374909999625
|
||||
6,Reconnaissance,0.75,0,118.0,0.004758941214920019
|
||||
6,Reconnaissance,0.75,1,6193.0,0.0927950146602146
|
||||
6,Reconnaissance,0.75,2,121.0,0.00484939837328321
|
||||
6,Reconnaissance,0.75,3,14322.0,0.17402097065998273
|
||||
6,Reconnaissance,0.75,4,34.0,0.001871578392060792
|
||||
6,Reconnaissance,0.75,5,7835.0,0.11069502057024065
|
||||
6,Reconnaissance,0.75,6,12411.0,0.1562981783702804
|
||||
6,Reconnaissance,0.75,7,46541.0,0.4211876395158828
|
||||
6,Reconnaissance,0.75,8,1585.0,0.03339033564096019
|
||||
6,Reconnaissance,0.75,9,1.0,0.00013292260217471276
|
||||
6,Reconnaissance,1.0,0,118.0,0.001323448592994695
|
||||
6,Reconnaissance,1.0,1,6193.0,0.06945861980013683
|
||||
6,Reconnaissance,1.0,2,121.0,0.0013570955911216787
|
||||
6,Reconnaissance,1.0,3,14322.0,0.16063076905822052
|
||||
6,Reconnaissance,1.0,4,34.0,0.0003813326454391494
|
||||
6,Reconnaissance,1.0,5,7835.0,0.08787474344163929
|
||||
6,Reconnaissance,1.0,6,12411.0,0.13919763125133186
|
||||
6,Reconnaissance,1.0,7,46541.0,0.5219883132759839
|
||||
6,Reconnaissance,1.0,8,1585.0,0.01777683067708976
|
||||
6,Reconnaissance,1.0,9,1.0,1.1215666042327924e-05
|
||||
7,Tampering,0.0,0,16.0,0.1
|
||||
7,Tampering,0.0,1,5.0,0.1
|
||||
7,Tampering,0.0,2,1.0,0.1
|
||||
7,Tampering,0.0,3,16.0,0.1
|
||||
7,Tampering,0.0,4,18.0,0.1
|
||||
7,Tampering,0.0,5,2584.0,0.1
|
||||
7,Tampering,0.0,6,2.0,0.1
|
||||
7,Tampering,0.0,7,355.0,0.1
|
||||
7,Tampering,0.0,8,582.0,0.1
|
||||
7,Tampering,0.0,9,7.0,0.1
|
||||
7,Tampering,0.25,0,16.0,0.07206430415572625
|
||||
7,Tampering,0.25,1,5.0,0.05388063469441028
|
||||
7,Tampering,0.25,2,1.0,0.036032152077863124
|
||||
7,Tampering,0.25,3,16.0,0.07206430415572625
|
||||
7,Tampering,0.25,4,18.0,0.07421784297424704
|
||||
7,Tampering,0.25,5,2584.0,0.2568995414985236
|
||||
7,Tampering,0.25,6,2.0,0.0428496916198549
|
||||
7,Tampering,0.25,7,355.0,0.15640379624933395
|
||||
7,Tampering,0.25,8,582.0,0.1769786785369322
|
||||
7,Tampering,0.25,9,7.0,0.05860905403738232
|
||||
7,Tampering,0.5,0,16.0,0.03529271004143725
|
||||
7,Tampering,0.5,1,5.0,0.019729224690710777
|
||||
7,Tampering,0.5,2,1.0,0.008823177510359312
|
||||
7,Tampering,0.5,3,16.0,0.03529271004143725
|
||||
7,Tampering,0.5,4,18.0,0.03743357189512626
|
||||
7,Tampering,0.5,5,2584.0,0.44850911273254856
|
||||
7,Tampering,0.5,6,2.0,0.01247785729837542
|
||||
7,Tampering,0.5,7,355.0,0.16624140215257804
|
||||
7,Tampering,0.5,8,582.0,0.2128563001716384
|
||||
7,Tampering,0.5,9,7.0,0.023343933465788762
|
||||
7,Tampering,0.75,0,16.0,0.013383044245276
|
||||
7,Tampering,0.75,1,5.0,0.005593613181311763
|
||||
7,Tampering,0.75,2,1.0,0.0016728805306595
|
||||
7,Tampering,0.75,3,16.0,0.013383044245276
|
||||
7,Tampering,0.75,4,18.0,0.014619055188322223
|
||||
7,Tampering,0.75,5,2584.0,0.6062954496195728
|
||||
7,Tampering,0.75,6,2.0,0.00281343848275861
|
||||
7,Tampering,0.75,7,355.0,0.1368157802603339
|
||||
7,Tampering,0.75,8,582.0,0.1982244243256233
|
||||
7,Tampering,0.75,9,7.0,0.007199269920865995
|
||||
7,Tampering,1.0,0,16.0,0.004461795872838818
|
||||
7,Tampering,1.0,1,5.0,0.0013943112102621305
|
||||
7,Tampering,1.0,2,1.0,0.0002788622420524261
|
||||
7,Tampering,1.0,3,16.0,0.004461795872838818
|
||||
7,Tampering,1.0,4,18.0,0.0050195203569436695
|
||||
7,Tampering,1.0,5,2584.0,0.720580033463469
|
||||
7,Tampering,1.0,6,2.0,0.0005577244841048522
|
||||
7,Tampering,1.0,7,355.0,0.09899609592861126
|
||||
7,Tampering,1.0,8,582.0,0.162297824874512
|
||||
7,Tampering,1.0,9,7.0,0.0019520356943669827
|
||||
8,Weaponization,0.0,0,113.0,0.1111111111111111
|
||||
8,Weaponization,0.0,1,11858.0,0.1111111111111111
|
||||
8,Weaponization,0.0,2,6425.0,0.1111111111111111
|
||||
8,Weaponization,0.0,3,329.0,0.1111111111111111
|
||||
8,Weaponization,0.0,5,3257.0,0.1111111111111111
|
||||
8,Weaponization,0.0,6,240.0,0.1111111111111111
|
||||
8,Weaponization,0.0,7,22853.0,0.1111111111111111
|
||||
8,Weaponization,0.0,8,4.0,0.1111111111111111
|
||||
8,Weaponization,0.0,9,15.0,0.1111111111111111
|
||||
8,Weaponization,0.25,0,113.0,0.06029339607125806
|
||||
8,Weaponization,0.25,1,11858.0,0.19297586537881017
|
||||
8,Weaponization,0.25,2,6425.0,0.16556495623335654
|
||||
8,Weaponization,0.25,3,329.0,0.07875880357288718
|
||||
8,Weaponization,0.25,5,3257.0,0.13970262781302026
|
||||
8,Weaponization,0.25,6,240.0,0.07278685356545217
|
||||
8,Weaponization,0.25,7,22853.0,0.22737145479956772
|
||||
8,Weaponization,0.25,8,4.0,0.026152615782921846
|
||||
8,Weaponization,0.25,9,15.0,0.036393426782726085
|
||||
8,Weaponization,0.5,0,113.0,0.023758434922716884
|
||||
8,Weaponization,0.5,1,11858.0,0.24337968772850077
|
||||
8,Weaponization,0.5,2,6425.0,0.17914932350283266
|
||||
8,Weaponization,0.5,3,329.0,0.040539328949834245
|
||||
8,Weaponization,0.5,5,3257.0,0.1275520625974983
|
||||
8,Weaponization,0.5,6,240.0,0.03462455714479562
|
||||
8,Weaponization,0.5,7,22853.0,0.3378704547612359
|
||||
8,Weaponization,0.5,8,4.0,0.004470011106386682
|
||||
8,Weaponization,0.5,9,15.0,0.008656139286198905
|
||||
8,Weaponization,0.75,0,113.0,0.008009547089511748
|
||||
8,Weaponization,0.75,1,11858.0,0.262607854128171
|
||||
8,Weaponization,0.75,2,6425.0,0.16584560822489527
|
||||
8,Weaponization,0.75,3,329.0,0.017852377013625905
|
||||
8,Weaponization,0.75,5,3257.0,0.09963511934166894
|
||||
8,Weaponization,0.75,6,240.0,0.014091510795449966
|
||||
8,Weaponization,0.75,7,22853.0,0.4295428962814878
|
||||
8,Weaponization,0.75,8,4.0,0.000653648275758195
|
||||
8,Weaponization,0.75,9,15.0,0.0017614388494312458
|
||||
8,Weaponization,1.0,0,113.0,0.0025058766132966693
|
||||
8,Weaponization,1.0,1,11858.0,0.2629618131015213
|
||||
8,Weaponization,1.0,2,6425.0,0.14248015257018673
|
||||
8,Weaponization,1.0,3,329.0,0.007295870847562868
|
||||
8,Weaponization,1.0,5,3257.0,0.07222690380094914
|
||||
8,Weaponization,1.0,6,240.0,0.005322215815851333
|
||||
8,Weaponization,1.0,7,22853.0,0.5067858251652104
|
||||
8,Weaponization,1.0,8,4.0,8.870359693085554e-05
|
||||
8,Weaponization,1.0,9,15.0,0.0003326384884907083
|
||||
|
Reference in new issue
Block a user