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experiment: validate beta selection on one paired full condition

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willtanoe committed 2026-09-25 04:22:55 +00:00
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artifacts/analysis/xiiotid__alpha0.5__seed0__paired_client_beta_metrics.csv
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beta,client_id,n_train,min_pos_Nij,max_Nij,test_rare_f1,test_rare_recall,test_macro_f1,test_acc,val_rare_f1,val_rare_recall
0.00,0,94564,18,48503,0.4995519291027485,0.9921372408863474,0.6068173367966223,0.8913947112408243,0.8875379939209728,0.9864864864864865
0.00,1,50631,69,34165,0.3843553008595989,0.6648852971845672,0.6486242436476237,0.9225095530080867,0.43045783132530124,0.6944444444444444
0.00,2,52476,5,32409,0.8823127539462803,1.0,0.7728569293315674,0.9196444444444445,0.7407407407407407,1.0
0.00,3,69609,140,49283,0.6162162162162163,0.5757575757575758,0.8397394354975644,0.9857448851466135,0.7126436781609196,0.6888888888888889
0.00,4,18521,1,14033,0.1375107083096483,0.7972972972972974,0.6020588243275056,0.6915242824678057,0.8619718309859155,0.9807692307692307
0.00,5,41886,2,27596,0.7126436781609197,0.9959839357429718,0.7651475774621735,0.9101290574892452,0.28180563997182917,0.9848484848484849
0.00,6,45085,44,34309,0.3787878787878788,1.0,0.7092622710304912,0.9331267329962486,0.5320018964086761,1.0
0.00,7,84396,10,57789,0.047041500368117176,0.8571428571428572,0.6094373847709916,0.9094209211825521,0.29411764705882354,0.9444444444444444
0.00,8,85073,4,68657,0.6316180325004368,0.975206611570248,0.8034446527877533,0.9593320235756385,0.5012611838161273,0.9813953488372094
0.00,9,27668,12,22604,0.391006006006006,0.6304721030042919,0.5530864277589688,0.8042184646202792,0.3308578745198464,0.641025641025641
0.25,0,94564,18,48503,0.5110279671296534,0.9917798427448177,0.6122053493827229,0.9059432210135314,0.8971962616822431,0.972972972972973
0.25,1,50631,69,34165,0.39677115606585267,0.683133472367049,0.6640266458191656,0.9332918629106313,0.4363790334821964,0.7013888888888888
0.25,2,52476,5,32409,0.8932300313595277,1.0,0.7822731669528147,0.9262222222222222,0.8,1.0
0.25,3,69609,140,49283,0.6096256684491979,0.5757575757575758,0.842542396138789,0.9864096314351134,0.7272727272727273,0.7111111111111111
0.25,4,18521,1,14033,0.1370011419201827,0.7972972972972974,0.6132568687939982,0.7093678983250569,0.8571428571428572,0.9807692307692307
0.25,5,41886,2,27596,0.7626339969372129,1.0,0.7656983269300117,0.9234258897145092,0.3131615278416935,0.9898989898989898
0.25,6,45085,44,34309,0.40922072623419015,1.0,0.7176182213955545,0.9372043712281847,0.5400683913172762,0.9642857142857143
0.25,7,84396,10,57789,0.05790960451977401,0.8571428571428572,0.6190468740355366,0.9239124121507812,0.29858525688756515,0.9444444444444444
0.25,8,85073,4,68657,0.6614490161001789,0.9594155844155845,0.8123526609102988,0.9671905697445973,0.5063361579319026,0.9837209302325581
0.25,9,27668,12,22604,0.3979347640285311,0.6412017167381974,0.5633288254699136,0.8157072998291404,0.3417318982387475,0.6688034188034189
0.50,0,94564,18,48503,0.512290254862411,0.9885632594710507,0.6157506652321422,0.8995754842133192,0.9306930693069307,0.9527027027027027
0.50,1,50631,69,34165,0.3997755462609072,0.6940823774765381,0.6661761632145973,0.9264788648952872,0.4413828325877919,0.7124999999999999
0.50,2,52476,5,32409,0.9038072776280324,0.976,0.7840044573244555,0.9194666666666667,0.8333333333333333,1.0
0.50,3,69609,140,49283,0.548076923076923,0.5757575757575758,0.8283908856029829,0.9845631139670581,0.7555555555555555,0.7555555555555555
0.50,4,18521,1,14033,0.14114416475972538,0.7972972972972974,0.633397359958961,0.7090312263277502,0.8660968660968661,0.9743589743589743
0.50,5,41886,2,27596,0.8330522765598651,0.9919678714859438,0.7897951478339219,0.9199843566679703,0.3727944926058133,0.9898989898989898
0.50,6,45085,44,34309,0.4421820010055304,1.0,0.7242896435001043,0.9334529440548035,0.536609144974164,0.9642857142857143
0.50,7,84396,10,57789,0.0476701869438899,0.8492063492063492,0.6201912087601653,0.9144740663297903,0.2654713707345286,0.9444444444444444
0.50,8,85073,4,68657,0.6342776536969554,0.9532172373081464,0.8037879798749075,0.9589390962671905,0.5000157678965627,0.9767441860465116
0.50,9,27668,12,22604,0.4051075371940363,0.6540772532188841,0.5706270497272496,0.8158251340364108,0.35566502463054184,0.6965811965811965
0.75,0,94564,18,48503,0.49852708011546776,0.9305694543721705,0.6157366471089164,0.8903334217741222,0.9166666666666667,0.8918918918918919
0.75,1,50631,69,34165,0.3950598098818963,0.6940823774765381,0.6616396943744374,0.9189253236174058,0.4390983440522611,0.711111111111111
0.75,2,52476,5,32409,0.8949207257273619,0.952,0.7766807853440173,0.8968888888888888,0.8333333333333333,1.0
0.75,3,69609,140,49283,0.35962145110410093,0.5757575757575758,0.7905690740085016,0.9793190043577812,0.7415730337078651,0.7333333333333333
0.75,4,18521,1,14033,0.15006641568143958,0.7972972972972974,0.6440684296718677,0.7001094183991247,0.8411764705882353,0.9166666666666666
0.75,5,41886,2,27596,0.8338983050847457,0.9879518072289156,0.7926623902258025,0.9104419241298397,0.37074068149096145,0.9898989898989898
0.75,6,45085,44,34309,0.4477565595404441,1.0,0.7195049733487044,0.9106181699559615,0.5318530266983875,0.9642857142857143
0.75,7,84396,10,57789,0.03969509578636252,0.8174603174603174,0.6169939163182777,0.904571063483766,0.25831969448990727,0.9444444444444444
0.75,8,85073,4,68657,0.6208429867121025,0.9487898465171193,0.7924831635124538,0.9469548133595285,0.5019948230864674,0.9304909560723513
0.75,9,27668,12,22604,0.400258937520882,0.6476394849785407,0.5718262874717445,0.8091675013256349,0.34527541424093144,0.6965811965811965
1.00,0,94564,18,48503,0.4818296933718207,0.8849535382416012,0.612389815191912,0.8770673034403467,0.9077490774907748,0.831081081081081
1.00,1,50631,69,34165,0.39042298483639265,0.683133472367049,0.6565215242583741,0.9103054000414704,0.4280463143311497,0.6916666666666667
1.00,2,52476,5,32409,0.8458762886597938,0.9079999999999999,0.7579100758793161,0.8709333333333333,0.7692307692307693,1.0
1.00,3,69609,140,49283,0.27403846153846156,0.5757575757575758,0.7713507627602365,0.9729669842676711,0.7272727272727273,0.7111111111111111
1.00,4,18521,1,14033,0.12323186430410421,0.7639639639639639,0.6411866463651053,0.7410992340712061,0.7859237536656892,0.8589743589743589
1.00,5,41886,2,27596,0.7748031496062993,0.9879518072289156,0.7790197411231496,0.8925303089558075,0.32319994363815696,0.9848484848484849
1.00,6,45085,44,34309,0.41129575567033466,1.0,0.7087816117284831,0.8851737073886805,0.5186591560629684,0.9285714285714286
1.00,7,84396,10,57789,0.033061148495890626,0.7857142857142857,0.6117787034769915,0.8940872393564501,0.2510204081632653,0.9444444444444444
1.00,8,85073,4,68657,0.6041990809422151,0.9487898465171193,0.7637750644835428,0.9316306483300589,0.5004931186519341,0.9304909560723513
1.00,9,27668,12,22604,0.3936995850971967,0.6390557939914163,0.5889039404362588,0.838802804454133,0.3028365305787834,0.6688034188034189
1 beta client_id n_train min_pos_Nij max_Nij test_rare_f1 test_rare_recall test_macro_f1 test_acc val_rare_f1 val_rare_recall
2 0.00 0 94564 18 48503 0.4995519291027485 0.9921372408863474 0.6068173367966223 0.8913947112408243 0.8875379939209728 0.9864864864864865
3 0.00 1 50631 69 34165 0.3843553008595989 0.6648852971845672 0.6486242436476237 0.9225095530080867 0.43045783132530124 0.6944444444444444
4 0.00 2 52476 5 32409 0.8823127539462803 1.0 0.7728569293315674 0.9196444444444445 0.7407407407407407 1.0
5 0.00 3 69609 140 49283 0.6162162162162163 0.5757575757575758 0.8397394354975644 0.9857448851466135 0.7126436781609196 0.6888888888888889
6 0.00 4 18521 1 14033 0.1375107083096483 0.7972972972972974 0.6020588243275056 0.6915242824678057 0.8619718309859155 0.9807692307692307
7 0.00 5 41886 2 27596 0.7126436781609197 0.9959839357429718 0.7651475774621735 0.9101290574892452 0.28180563997182917 0.9848484848484849
8 0.00 6 45085 44 34309 0.3787878787878788 1.0 0.7092622710304912 0.9331267329962486 0.5320018964086761 1.0
9 0.00 7 84396 10 57789 0.047041500368117176 0.8571428571428572 0.6094373847709916 0.9094209211825521 0.29411764705882354 0.9444444444444444
10 0.00 8 85073 4 68657 0.6316180325004368 0.975206611570248 0.8034446527877533 0.9593320235756385 0.5012611838161273 0.9813953488372094
11 0.00 9 27668 12 22604 0.391006006006006 0.6304721030042919 0.5530864277589688 0.8042184646202792 0.3308578745198464 0.641025641025641
12 0.25 0 94564 18 48503 0.5110279671296534 0.9917798427448177 0.6122053493827229 0.9059432210135314 0.8971962616822431 0.972972972972973
13 0.25 1 50631 69 34165 0.39677115606585267 0.683133472367049 0.6640266458191656 0.9332918629106313 0.4363790334821964 0.7013888888888888
14 0.25 2 52476 5 32409 0.8932300313595277 1.0 0.7822731669528147 0.9262222222222222 0.8 1.0
15 0.25 3 69609 140 49283 0.6096256684491979 0.5757575757575758 0.842542396138789 0.9864096314351134 0.7272727272727273 0.7111111111111111
16 0.25 4 18521 1 14033 0.1370011419201827 0.7972972972972974 0.6132568687939982 0.7093678983250569 0.8571428571428572 0.9807692307692307
17 0.25 5 41886 2 27596 0.7626339969372129 1.0 0.7656983269300117 0.9234258897145092 0.3131615278416935 0.9898989898989898
18 0.25 6 45085 44 34309 0.40922072623419015 1.0 0.7176182213955545 0.9372043712281847 0.5400683913172762 0.9642857142857143
19 0.25 7 84396 10 57789 0.05790960451977401 0.8571428571428572 0.6190468740355366 0.9239124121507812 0.29858525688756515 0.9444444444444444
20 0.25 8 85073 4 68657 0.6614490161001789 0.9594155844155845 0.8123526609102988 0.9671905697445973 0.5063361579319026 0.9837209302325581
21 0.25 9 27668 12 22604 0.3979347640285311 0.6412017167381974 0.5633288254699136 0.8157072998291404 0.3417318982387475 0.6688034188034189
22 0.50 0 94564 18 48503 0.512290254862411 0.9885632594710507 0.6157506652321422 0.8995754842133192 0.9306930693069307 0.9527027027027027
23 0.50 1 50631 69 34165 0.3997755462609072 0.6940823774765381 0.6661761632145973 0.9264788648952872 0.4413828325877919 0.7124999999999999
24 0.50 2 52476 5 32409 0.9038072776280324 0.976 0.7840044573244555 0.9194666666666667 0.8333333333333333 1.0
25 0.50 3 69609 140 49283 0.548076923076923 0.5757575757575758 0.8283908856029829 0.9845631139670581 0.7555555555555555 0.7555555555555555
26 0.50 4 18521 1 14033 0.14114416475972538 0.7972972972972974 0.633397359958961 0.7090312263277502 0.8660968660968661 0.9743589743589743
27 0.50 5 41886 2 27596 0.8330522765598651 0.9919678714859438 0.7897951478339219 0.9199843566679703 0.3727944926058133 0.9898989898989898
28 0.50 6 45085 44 34309 0.4421820010055304 1.0 0.7242896435001043 0.9334529440548035 0.536609144974164 0.9642857142857143
29 0.50 7 84396 10 57789 0.0476701869438899 0.8492063492063492 0.6201912087601653 0.9144740663297903 0.2654713707345286 0.9444444444444444
30 0.50 8 85073 4 68657 0.6342776536969554 0.9532172373081464 0.8037879798749075 0.9589390962671905 0.5000157678965627 0.9767441860465116
31 0.50 9 27668 12 22604 0.4051075371940363 0.6540772532188841 0.5706270497272496 0.8158251340364108 0.35566502463054184 0.6965811965811965
32 0.75 0 94564 18 48503 0.49852708011546776 0.9305694543721705 0.6157366471089164 0.8903334217741222 0.9166666666666667 0.8918918918918919
33 0.75 1 50631 69 34165 0.3950598098818963 0.6940823774765381 0.6616396943744374 0.9189253236174058 0.4390983440522611 0.711111111111111
34 0.75 2 52476 5 32409 0.8949207257273619 0.952 0.7766807853440173 0.8968888888888888 0.8333333333333333 1.0
35 0.75 3 69609 140 49283 0.35962145110410093 0.5757575757575758 0.7905690740085016 0.9793190043577812 0.7415730337078651 0.7333333333333333
36 0.75 4 18521 1 14033 0.15006641568143958 0.7972972972972974 0.6440684296718677 0.7001094183991247 0.8411764705882353 0.9166666666666666
37 0.75 5 41886 2 27596 0.8338983050847457 0.9879518072289156 0.7926623902258025 0.9104419241298397 0.37074068149096145 0.9898989898989898
38 0.75 6 45085 44 34309 0.4477565595404441 1.0 0.7195049733487044 0.9106181699559615 0.5318530266983875 0.9642857142857143
39 0.75 7 84396 10 57789 0.03969509578636252 0.8174603174603174 0.6169939163182777 0.904571063483766 0.25831969448990727 0.9444444444444444
40 0.75 8 85073 4 68657 0.6208429867121025 0.9487898465171193 0.7924831635124538 0.9469548133595285 0.5019948230864674 0.9304909560723513
41 0.75 9 27668 12 22604 0.400258937520882 0.6476394849785407 0.5718262874717445 0.8091675013256349 0.34527541424093144 0.6965811965811965
42 1.00 0 94564 18 48503 0.4818296933718207 0.8849535382416012 0.612389815191912 0.8770673034403467 0.9077490774907748 0.831081081081081
43 1.00 1 50631 69 34165 0.39042298483639265 0.683133472367049 0.6565215242583741 0.9103054000414704 0.4280463143311497 0.6916666666666667
44 1.00 2 52476 5 32409 0.8458762886597938 0.9079999999999999 0.7579100758793161 0.8709333333333333 0.7692307692307693 1.0
45 1.00 3 69609 140 49283 0.27403846153846156 0.5757575757575758 0.7713507627602365 0.9729669842676711 0.7272727272727273 0.7111111111111111
46 1.00 4 18521 1 14033 0.12323186430410421 0.7639639639639639 0.6411866463651053 0.7410992340712061 0.7859237536656892 0.8589743589743589
47 1.00 5 41886 2 27596 0.7748031496062993 0.9879518072289156 0.7790197411231496 0.8925303089558075 0.32319994363815696 0.9848484848484849
48 1.00 6 45085 44 34309 0.41129575567033466 1.0 0.7087816117284831 0.8851737073886805 0.5186591560629684 0.9285714285714286
49 1.00 7 84396 10 57789 0.033061148495890626 0.7857142857142857 0.6117787034769915 0.8940872393564501 0.2510204081632653 0.9444444444444444
50 1.00 8 85073 4 68657 0.6041990809422151 0.9487898465171193 0.7637750644835428 0.9316306483300589 0.5004931186519341 0.9304909560723513
51 1.00 9 27668 12 22604 0.3936995850971967 0.6390557939914163 0.5889039404362588 0.838802804454133 0.3028365305787834 0.6688034188034189
artifacts/analysis/xiiotid__alpha0.5__seed0__support_weighted__beta0__prototype_snapshot.json
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artifacts/analysis/xiiotid__alpha0.5__seed0__support_weighted__beta0__prototype_snapshot__prototype_effect.csv
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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,0.0,10,1,966,200.4,5.81850391528672,5.81850391528672,0.0,0.0
0,C&C,0.25,10,1,966,200.4,5.510286369188621,5.81850391528672,0.7965140380628059,0.13689327182029676
0,C&C,0.5,10,1,966,200.4,5.278134014922836,5.81850391528672,1.4197451476394127,0.24400518901592105
0,C&C,0.75,10,1,966,200.4,5.112640672849202,5.81850391528672,1.8599716115561264,0.3196649239453974
0,C&C,1.0,10,1,966,200.4,4.988900967983733,5.81850391528672,2.1557306865858097,0.37049570095194845
1,Exfiltration,0.0,9,45,6305,1721.5555555555557,7.242890510522882,7.242890510522882,0.0,0.0
1,Exfiltration,0.25,9,45,6305,1721.5555555555557,7.332133171734469,7.242890510522882,0.564975966349673,0.07800421192738505
1,Exfiltration,0.5,9,45,6305,1721.5555555555557,7.370154863192438,7.242890510522882,0.9364837301255268,0.12929696075965116
1,Exfiltration,0.75,9,45,6305,1721.5555555555557,7.378891442696988,7.242890510522882,1.2417976657519203,0.17145056437726985
1,Exfiltration,1.0,9,45,6305,1721.5555555555557,7.382636843813542,7.242890510522882,1.5471979064159855,0.2136160838229059
2,Exploitation,0.0,8,10,353,99.125,5.654243351061799,5.654243351061799,0.0,0.0
2,Exploitation,0.25,8,10,353,99.125,5.416735148887854,5.654243351061799,0.4992592412018676,0.08829815241470156
2,Exploitation,0.5,8,10,353,99.125,5.22366961142136,5.654243351061799,1.0125335941087894,0.17907499398989393
2,Exploitation,0.75,8,10,353,99.125,5.0940205859608465,5.654243351061799,1.4982123491722337,0.26497132439319
2,Exploitation,1.0,8,10,353,99.125,5.025379750610227,5.654243351061799,1.934383194968876,0.3421117689612036
3,Lateral_movement,0.0,10,49,8385,2211.7,5.571182640715375,5.571182640715375,0.0,0.0
3,Lateral_movement,0.25,10,49,8385,2211.7,5.7916154156522595,5.571182640715375,0.7543102387618712,0.13539499373960803
3,Lateral_movement,0.5,10,49,8385,2211.7,6.055975082042928,5.571182640715375,1.3479271988117953,0.2419463309209897
3,Lateral_movement,0.75,10,49,8385,2211.7,6.2899803645536005,5.571182640715375,1.776607909870438,0.31889241915829747
3,Lateral_movement,1.0,10,49,8385,2211.7,6.465847026093679,5.571182640715375,2.0688588443755878,0.37135003064805877
4,Normal,0.0,10,604,68657,29277.7,6.042285009407229,6.042285009407229,0.0,0.0
4,Normal,0.25,10,604,68657,29277.7,6.387573421391307,6.042285009407229,0.4522766775093571,0.07485192717741845
4,Normal,0.5,10,604,68657,29277.7,6.595264342297928,6.042285009407229,0.7146990338285016,0.11828290666788925
4,Normal,0.75,10,604,68657,29277.7,6.720334273286351,6.042285009407229,0.8756391811740736,0.14491854982192856
4,Normal,1.0,10,604,68657,29277.7,6.803080625783804,6.042285009407229,0.9899061725928462,0.16382977152710637
5,RDOS,0.0,10,168,49283,9888.3,8.705113176029744,8.705113176029744,0.0,0.0
5,RDOS,0.25,10,168,49283,9888.3,8.772588209172795,8.705113176029744,0.3633215970184691,0.04173657362880766
5,RDOS,0.5,10,168,49283,9888.3,8.811154949619254,8.705113176029744,0.6718616497957892,0.07718011658318427
5,RDOS,0.75,10,168,49283,9888.3,8.840855101677697,8.705113176029744,0.9758862376670907,0.11210494544221147
5,RDOS,1.0,10,168,49283,9888.3,8.874204913906459,8.705113176029744,1.2860320043774807,0.1477329448075043
6,Reconnaissance,0.0,10,1137,29234,8916.1,6.1132865312061595,6.1132865312061595,0.0,0.0
6,Reconnaissance,0.25,10,1137,29234,8916.1,6.3313502624680265,6.1132865312061595,0.3500984939064864,0.05726845815574941
6,Reconnaissance,0.5,10,1137,29234,8916.1,6.540280247643444,6.1132865312061595,0.6864476003243064,0.11228781717006636
6,Reconnaissance,0.75,10,1137,29234,8916.1,6.716129778242917,6.1132865312061595,0.970753367392759,0.1587940238752768
6,Reconnaissance,1.0,10,1137,29234,8916.1,6.8462376211276155,6.1132865312061595,1.183931540468372,0.19366531151857863
7,Tampering,0.0,9,2,1266,398.44444444444446,5.095948820849879,5.095948820849879,0.0,0.0
7,Tampering,0.25,9,2,1266,398.44444444444446,5.222475642896568,5.095948820849879,0.7528833961261016,0.1477415536525226
7,Tampering,0.5,9,2,1266,398.44444444444446,5.2417538146739915,5.095948820849879,1.1900181694152834,0.2335223942097632
7,Tampering,0.75,9,2,1266,398.44444444444446,5.214766049805263,5.095948820849879,1.489091829390507,0.29221090747574724
7,Tampering,1.0,9,2,1266,398.44444444444446,5.186261162459578,5.095948820849879,1.7365220144389066,0.3407651990800994
8,Weaponization,0.0,10,18,32409,4509.4,6.165797271067825,6.165797271067825,0.0,0.0
8,Weaponization,0.25,10,18,32409,4509.4,6.324316870213558,6.165797271067825,1.0213874306568795,0.16565374853461415
8,Weaponization,0.5,10,18,32409,4509.4,6.57305363177223,6.165797271067825,2.0215287048880053,0.3278616886049363
8,Weaponization,0.75,10,18,32409,4509.4,6.878957349558733,6.165797271067825,2.9039530195295855,0.47097770034639236
8,Weaponization,1.0,10,18,32409,4509.4,7.15445660681278,6.165797271067825,3.5588066747258478,0.577185158426319
1 class_id class_name beta n_contributors support_min support_max support_mean prototype_norm reference_norm_beta0 displacement_from_beta0 relative_displacement
2 0 C&C 0.0 10 1 966 200.4 5.81850391528672 5.81850391528672 0.0 0.0
3 0 C&C 0.25 10 1 966 200.4 5.510286369188621 5.81850391528672 0.7965140380628059 0.13689327182029676
4 0 C&C 0.5 10 1 966 200.4 5.278134014922836 5.81850391528672 1.4197451476394127 0.24400518901592105
5 0 C&C 0.75 10 1 966 200.4 5.112640672849202 5.81850391528672 1.8599716115561264 0.3196649239453974
6 0 C&C 1.0 10 1 966 200.4 4.988900967983733 5.81850391528672 2.1557306865858097 0.37049570095194845
7 1 Exfiltration 0.0 9 45 6305 1721.5555555555557 7.242890510522882 7.242890510522882 0.0 0.0
8 1 Exfiltration 0.25 9 45 6305 1721.5555555555557 7.332133171734469 7.242890510522882 0.564975966349673 0.07800421192738505
9 1 Exfiltration 0.5 9 45 6305 1721.5555555555557 7.370154863192438 7.242890510522882 0.9364837301255268 0.12929696075965116
10 1 Exfiltration 0.75 9 45 6305 1721.5555555555557 7.378891442696988 7.242890510522882 1.2417976657519203 0.17145056437726985
11 1 Exfiltration 1.0 9 45 6305 1721.5555555555557 7.382636843813542 7.242890510522882 1.5471979064159855 0.2136160838229059
12 2 Exploitation 0.0 8 10 353 99.125 5.654243351061799 5.654243351061799 0.0 0.0
13 2 Exploitation 0.25 8 10 353 99.125 5.416735148887854 5.654243351061799 0.4992592412018676 0.08829815241470156
14 2 Exploitation 0.5 8 10 353 99.125 5.22366961142136 5.654243351061799 1.0125335941087894 0.17907499398989393
15 2 Exploitation 0.75 8 10 353 99.125 5.0940205859608465 5.654243351061799 1.4982123491722337 0.26497132439319
16 2 Exploitation 1.0 8 10 353 99.125 5.025379750610227 5.654243351061799 1.934383194968876 0.3421117689612036
17 3 Lateral_movement 0.0 10 49 8385 2211.7 5.571182640715375 5.571182640715375 0.0 0.0
18 3 Lateral_movement 0.25 10 49 8385 2211.7 5.7916154156522595 5.571182640715375 0.7543102387618712 0.13539499373960803
19 3 Lateral_movement 0.5 10 49 8385 2211.7 6.055975082042928 5.571182640715375 1.3479271988117953 0.2419463309209897
20 3 Lateral_movement 0.75 10 49 8385 2211.7 6.2899803645536005 5.571182640715375 1.776607909870438 0.31889241915829747
21 3 Lateral_movement 1.0 10 49 8385 2211.7 6.465847026093679 5.571182640715375 2.0688588443755878 0.37135003064805877
22 4 Normal 0.0 10 604 68657 29277.7 6.042285009407229 6.042285009407229 0.0 0.0
23 4 Normal 0.25 10 604 68657 29277.7 6.387573421391307 6.042285009407229 0.4522766775093571 0.07485192717741845
24 4 Normal 0.5 10 604 68657 29277.7 6.595264342297928 6.042285009407229 0.7146990338285016 0.11828290666788925
25 4 Normal 0.75 10 604 68657 29277.7 6.720334273286351 6.042285009407229 0.8756391811740736 0.14491854982192856
26 4 Normal 1.0 10 604 68657 29277.7 6.803080625783804 6.042285009407229 0.9899061725928462 0.16382977152710637
27 5 RDOS 0.0 10 168 49283 9888.3 8.705113176029744 8.705113176029744 0.0 0.0
28 5 RDOS 0.25 10 168 49283 9888.3 8.772588209172795 8.705113176029744 0.3633215970184691 0.04173657362880766
29 5 RDOS 0.5 10 168 49283 9888.3 8.811154949619254 8.705113176029744 0.6718616497957892 0.07718011658318427
30 5 RDOS 0.75 10 168 49283 9888.3 8.840855101677697 8.705113176029744 0.9758862376670907 0.11210494544221147
31 5 RDOS 1.0 10 168 49283 9888.3 8.874204913906459 8.705113176029744 1.2860320043774807 0.1477329448075043
32 6 Reconnaissance 0.0 10 1137 29234 8916.1 6.1132865312061595 6.1132865312061595 0.0 0.0
33 6 Reconnaissance 0.25 10 1137 29234 8916.1 6.3313502624680265 6.1132865312061595 0.3500984939064864 0.05726845815574941
34 6 Reconnaissance 0.5 10 1137 29234 8916.1 6.540280247643444 6.1132865312061595 0.6864476003243064 0.11228781717006636
35 6 Reconnaissance 0.75 10 1137 29234 8916.1 6.716129778242917 6.1132865312061595 0.970753367392759 0.1587940238752768
36 6 Reconnaissance 1.0 10 1137 29234 8916.1 6.8462376211276155 6.1132865312061595 1.183931540468372 0.19366531151857863
37 7 Tampering 0.0 9 2 1266 398.44444444444446 5.095948820849879 5.095948820849879 0.0 0.0
38 7 Tampering 0.25 9 2 1266 398.44444444444446 5.222475642896568 5.095948820849879 0.7528833961261016 0.1477415536525226
39 7 Tampering 0.5 9 2 1266 398.44444444444446 5.2417538146739915 5.095948820849879 1.1900181694152834 0.2335223942097632
40 7 Tampering 0.75 9 2 1266 398.44444444444446 5.214766049805263 5.095948820849879 1.489091829390507 0.29221090747574724
41 7 Tampering 1.0 9 2 1266 398.44444444444446 5.186261162459578 5.095948820849879 1.7365220144389066 0.3407651990800994
42 8 Weaponization 0.0 10 18 32409 4509.4 6.165797271067825 6.165797271067825 0.0 0.0
43 8 Weaponization 0.25 10 18 32409 4509.4 6.324316870213558 6.165797271067825 1.0213874306568795 0.16565374853461415
44 8 Weaponization 0.5 10 18 32409 4509.4 6.57305363177223 6.165797271067825 2.0215287048880053 0.3278616886049363
45 8 Weaponization 0.75 10 18 32409 4509.4 6.878957349558733 6.165797271067825 2.9039530195295855 0.47097770034639236
46 8 Weaponization 1.0 10 18 32409 4509.4 7.15445660681278 6.165797271067825 3.5588066747258478 0.577185158426319
artifacts/analysis/xiiotid__alpha0.5__seed0__support_weighted__beta0__prototype_snapshot__prototype_weights.csv
+431
View File
@@ -0,0 +1,431 @@
class_id,class_name,beta,client_id,N_ij,weight
0,C&C,0.0,0,126.0,0.1
0,C&C,0.0,1,559.0,0.1
0,C&C,0.0,2,92.0,0.1
0,C&C,0.0,3,966.0,0.1
0,C&C,0.0,4,1.0,0.1
0,C&C,0.0,5,4.0,0.1
0,C&C,0.0,6,44.0,0.1
0,C&C,0.0,7,20.0,0.1
0,C&C,0.0,8,4.0,0.1
0,C&C,0.0,9,188.0,0.1
0,C&C,0.25,0,126.0,0.1151076953459115
0,C&C,0.25,1,559.0,0.16705699856522024
0,C&C,0.25,2,92.0,0.10640417756135012
0,C&C,0.25,3,966.0,0.19153846560388027
0,C&C,0.25,4,1.0,0.03435672212828583
0,C&C,0.25,5,4.0,0.048587742392505656
0,C&C,0.25,6,44.0,0.08848606687234023
0,C&C,0.25,7,20.0,0.07265562136892396
0,C&C,0.25,8,4.0,0.048587742392505656
0,C&C,0.25,9,188.0,0.12721876776907656
0,C&C,0.5,0,126.0,0.1065422012127861
0,C&C,0.5,1,559.0,0.22441004697943928
0,C&C,0.5,2,92.0,0.09103959276541436
0,C&C,0.5,3,966.0,0.2950019970006494
0,C&C,0.5,4,1.0,0.00949153367073754
0,C&C,0.5,5,4.0,0.01898306734147508
0,C&C,0.5,6,44.0,0.06295971174172223
0,C&C,0.5,7,20.0,0.042447428996994496
0,C&C,0.5,8,4.0,0.01898306734147508
0,C&C,0.5,9,188.0,0.13014135294930645
0,C&C,0.75,0,126.0,0.0855655871345543
0,C&C,0.75,1,559.0,0.2615652717477686
0,C&C,0.75,2,92.0,0.06758683296367546
0,C&C,0.75,3,966.0,0.394233994745809
0,C&C,0.75,4,1.0,0.002275208627619524
0,C&C,0.75,5,4.0,0.0064352617968156155
0,C&C,0.75,6,44.0,0.03886965923679492
0,C&C,0.75,7,20.0,0.02151759468302796
0,C&C,0.75,8,4.0,0.0064352617968156155
0,C&C,0.75,9,188.0,0.11551532726711894
0,C&C,1.0,0,126.0,0.06287425149700598
0,C&C,1.0,1,559.0,0.27894211576846306
0,C&C,1.0,2,92.0,0.04590818363273453
0,C&C,1.0,3,966.0,0.4820359281437126
0,C&C,1.0,4,1.0,0.000499001996007984
0,C&C,1.0,5,4.0,0.001996007984031936
0,C&C,1.0,6,44.0,0.021956087824351298
0,C&C,1.0,7,20.0,0.00998003992015968
0,C&C,1.0,8,4.0,0.001996007984031936
0,C&C,1.0,9,188.0,0.09381237524950099
1,Exfiltration,0.0,0,901.0,0.1111111111111111
1,Exfiltration,0.0,1,2212.0,0.1111111111111111
1,Exfiltration,0.0,2,6305.0,0.1111111111111111
1,Exfiltration,0.0,3,1509.0,0.1111111111111111
1,Exfiltration,0.0,4,1151.0,0.1111111111111111
1,Exfiltration,0.0,5,554.0,0.1111111111111111
1,Exfiltration,0.0,7,2414.0,0.1111111111111111
1,Exfiltration,0.0,8,45.0,0.1111111111111111
1,Exfiltration,0.0,9,403.0,0.1111111111111111
1,Exfiltration,0.25,0,901.0,0.10488370771254768
1,Exfiltration,0.25,1,2212.0,0.13128742018910042
1,Exfiltration,0.25,2,6305.0,0.17058785429598938
1,Exfiltration,0.25,3,1509.0,0.11931612591243025
1,Exfiltration,0.25,4,1151.0,0.11150533960183845
1,Exfiltration,0.25,5,554.0,0.09287616512675537
1,Exfiltration,0.25,7,2414.0,0.1341872183614202
1,Exfiltration,0.25,8,45.0,0.049582676014601146
1,Exfiltration,0.25,9,403.0,0.08577349278531715
1,Exfiltration,0.5,0,901.0,0.09132555422282185
1,Exfiltration,0.5,1,2212.0,0.14309434870683396
1,Exfiltration,0.5,2,6305.0,0.24158639122064396
1,Exfiltration,0.5,3,1509.0,0.11818831496599357
1,Exfiltration,0.5,4,1151.0,0.10322088606347385
1,Exfiltration,0.5,5,554.0,0.0716118351658491
1,Exfiltration,0.5,7,2414.0,0.14948532289176902
1,Exfiltration,0.5,8,45.0,0.02040967916975066
1,Exfiltration,0.5,9,403.0,0.06107766759286411
1,Exfiltration,0.75,0,901.0,0.07474547195934379
1,Exfiltration,0.75,1,2212.0,0.14659870610885303
1,Exfiltration,0.75,2,6305.0,0.32159190878390587
1,Exfiltration,0.75,3,1509.0,0.11004193666101915
1,Exfiltration,0.75,4,1151.0,0.0898147753510184
1,Exfiltration,0.75,5,554.0,0.05190074821259029
1,Exfiltration,0.75,7,2414.0,0.15652879594112112
1,Exfiltration,0.75,8,45.0,0.007896791666047197
1,Exfiltration,0.75,9,403.0,0.04088086531610112
1,Exfiltration,1.0,0,901.0,0.05815154253259326
1,Exfiltration,1.0,1,2212.0,0.14276494126758746
1,Exfiltration,1.0,2,6305.0,0.4069317155027753
1,Exfiltration,1.0,3,1509.0,0.09739253904737318
1,Exfiltration,1.0,4,1151.0,0.07428682070478895
1,Exfiltration,1.0,5,554.0,0.03575577642958565
1,Exfiltration,1.0,7,2414.0,0.15580224603072157
1,Exfiltration,1.0,8,45.0,0.002904350070995224
1,Exfiltration,1.0,9,403.0,0.02601006841357945
2,Exploitation,0.0,1,69.0,0.125
2,Exploitation,0.0,2,353.0,0.125
2,Exploitation,0.0,3,140.0,0.125
2,Exploitation,0.0,4,18.0,0.125
2,Exploitation,0.0,5,53.0,0.125
2,Exploitation,0.0,7,10.0,0.125
2,Exploitation,0.0,8,138.0,0.125
2,Exploitation,0.0,9,12.0,0.125
2,Exploitation,0.25,1,69.0,0.12820070837603917
2,Exploitation,0.25,2,353.0,0.19280656995181955
2,Exploitation,0.25,3,140.0,0.15300659874710393
2,Exploitation,0.25,4,18.0,0.09162126389668253
2,Exploitation,0.25,5,53.0,0.12001820291832185
2,Exploitation,0.25,7,10.0,0.07910030393054958
2,Exploitation,0.25,8,138.0,0.15245719454917472
2,Exploitation,0.25,9,12.0,0.08278915763030867
2,Exploitation,0.5,1,69.0,0.12069450280550381
2,Exploitation,0.5,2,353.0,0.2729922370196399
2,Exploitation,0.5,3,140.0,0.17192022168391838
2,Exploitation,0.5,4,18.0,0.061645190243919123
2,Exploitation,0.5,5,53.0,0.10577934645369526
2,Exploitation,0.5,7,10.0,0.04594761195710334
2,Exploitation,0.5,8,138.0,0.17068780277142104
2,Exploitation,0.5,9,12.0,0.05033308706479918
2,Exploitation,0.75,1,69.0,0.10556071811114456
2,Exploitation,0.75,2,353.0,0.35908440732013547
2,Exploitation,0.75,3,140.0,0.1794574716279232
2,Exploitation,0.75,4,18.0,0.038531853176504316
2,Exploitation,0.75,5,53.0,0.08661087380030844
2,Exploitation,0.75,7,10.0,0.024795080232788844
2,Exploitation,0.75,8,138.0,0.17753125890253862
2,Exploitation,0.75,9,12.0,0.028428336828656486
2,Exploitation,1.0,1,69.0,0.08701134930643127
2,Exploitation,1.0,2,353.0,0.4451450189155107
2,Exploitation,1.0,3,140.0,0.17654476670870115
2,Exploitation,1.0,4,18.0,0.02269861286254729
2,Exploitation,1.0,5,53.0,0.06683480453972257
2,Exploitation,1.0,7,10.0,0.012610340479192938
2,Exploitation,1.0,8,138.0,0.17402269861286254
2,Exploitation,1.0,9,12.0,0.015132408575031526
3,Lateral_movement,0.0,0,5915.0,0.1
3,Lateral_movement,0.0,1,180.0,0.1
3,Lateral_movement,0.0,2,949.0,0.1
3,Lateral_movement,0.0,3,630.0,0.1
3,Lateral_movement,0.0,4,1747.0,0.1
3,Lateral_movement,0.0,5,315.0,0.1
3,Lateral_movement,0.0,6,588.0,0.1
3,Lateral_movement,0.0,7,8385.0,0.1
3,Lateral_movement,0.0,8,3359.0,0.1
3,Lateral_movement,0.0,9,49.0,0.1
3,Lateral_movement,0.25,0,5915.0,0.1501082860475012
3,Lateral_movement,0.25,1,180.0,0.06269517301380084
3,Lateral_movement,0.25,2,949.0,0.09500195270506487
3,Lateral_movement,0.25,3,630.0,0.08575335420491714
3,Lateral_movement,0.25,4,1747.0,0.11065962780573274
3,Lateral_movement,0.25,5,315.0,0.07210968814689687
3,Lateral_movement,0.25,6,588.0,0.08428694450008248
3,Lateral_movement,0.25,7,8385.0,0.16379164537659827
3,Lateral_movement,0.25,8,3359.0,0.13030722009687146
3,Lateral_movement,0.25,9,49.0,0.04528610810253415
3,Lateral_movement,0.5,0,5915.0,0.1989618416073142
3,Lateral_movement,0.5,1,180.0,0.034707926590178705
3,Lateral_movement,0.5,2,949.0,0.07969398135686781
3,Lateral_movement,0.5,3,630.0,0.06493258495287492
3,Lateral_movement,0.5,4,1747.0,0.10812817429705543
3,Lateral_movement,0.5,5,315.0,0.04591427114014944
3,Lateral_movement,0.5,6,588.0,0.0627308367770708
3,Lateral_movement,0.5,7,8385.0,0.23688848537124346
3,Lateral_movement,0.5,8,3359.0,0.14993306515737906
3,Lateral_movement,0.5,9,49.0,0.01810883274986615
3,Lateral_movement,0.75,0,5915.0,0.23911291675609309
3,Lateral_movement,0.75,1,180.0,0.017421733025013916
3,Lateral_movement,0.75,2,949.0,0.060615910738470946
3,Lateral_movement,0.75,3,630.0,0.04458023848929545
3,Lateral_movement,0.75,4,1747.0,0.09579804672694094
3,Lateral_movement,0.75,5,315.0,0.026507568399994158
3,Lateral_movement,0.75,6,588.0,0.04233211526127385
3,Lateral_movement,0.75,7,8385.0,0.3106449340481183
3,Lateral_movement,0.75,8,3359.0,0.15642079119509741
3,Lateral_movement,0.75,9,49.0,0.006565745359701934
3,Lateral_movement,1.0,0,5915.0,0.2674413347198987
3,Lateral_movement,1.0,1,180.0,0.008138535967807569
3,Lateral_movement,1.0,2,949.0,0.0429081701858299
3,Lateral_movement,1.0,3,630.0,0.02848487588732649
3,Lateral_movement,1.0,4,1747.0,0.07898901297644347
3,Lateral_movement,1.0,5,315.0,0.014242437943663245
3,Lateral_movement,1.0,6,588.0,0.026585884161504723
3,Lateral_movement,1.0,7,8385.0,0.3791201338337026
3,Lateral_movement,1.0,8,3359.0,0.15187412397703123
3,Lateral_movement,1.0,9,49.0,0.0022154903467920604
4,Normal,0.0,0,48503.0,0.1
4,Normal,0.0,1,34165.0,0.1
4,Normal,0.0,2,604.0,0.1
4,Normal,0.0,3,13892.0,0.1
4,Normal,0.0,4,733.0,0.1
4,Normal,0.0,5,11521.0,0.1
4,Normal,0.0,6,34309.0,0.1
4,Normal,0.0,7,57789.0,0.1
4,Normal,0.0,8,68657.0,0.1
4,Normal,0.0,9,22604.0,0.1
4,Normal,0.25,0,48503.0,0.12643311355099549
4,Normal,0.25,1,34165.0,0.11582812842102214
4,Normal,0.25,2,604.0,0.04223552698344285
4,Normal,0.25,3,13892.0,0.09249321518664805
4,Normal,0.25,4,733.0,0.044329688172499916
4,Normal,0.25,5,11521.0,0.08826554900973617
4,Normal,0.25,6,34309.0,0.11594998523709188
4,Normal,0.25,7,57789.0,0.1320930528829076
4,Normal,0.25,8,68657.0,0.1379081359749846
4,Normal,0.25,9,22604.0,0.10446360458067135
4,Normal,0.5,0,48503.0,0.1448989887460024
4,Normal,0.5,1,34165.0,0.12161069385961577
4,Normal,0.5,2,604.0,0.016169609181656136
4,Normal,0.5,3,13892.0,0.07754672143303329
4,Normal,0.5,4,733.0,0.017812834840683953
4,Normal,0.5,5,11521.0,0.07061974453269211
4,Normal,0.5,6,34309.0,0.12186670917054386
4,Normal,0.5,7,57789.0,0.1581625446069081
4,Normal,0.5,8,68657.0,0.17239452345619735
4,Normal,0.5,9,22604.0,0.09891763017266696
4,Normal,0.75,0,48503.0,0.15736844444383508
4,Normal,0.75,1,34165.0,0.12099774308796071
4,Normal,0.75,2,604.0,0.005866362622349557
4,Normal,0.75,3,13892.0,0.06161192554082022
4,Normal,0.75,4,733.0,0.006782958842895826
4,Normal,0.75,5,11521.0,0.053543756058172465
4,Normal,0.75,6,34309.0,0.12138003149725662
4,Normal,0.75,7,57789.0,0.17946306696598666
4,Normal,0.75,8,68657.0,0.2042230782495533
4,Normal,0.75,9,22604.0,0.08876263269116956
4,Normal,1.0,0,48503.0,0.16566533573333972
4,Normal,1.0,1,34165.0,0.11669290962063276
4,Normal,1.0,2,604.0,0.0020630035829317193
4,Normal,1.0,3,13892.0,0.047449082407429545
4,Normal,1.0,4,733.0,0.0025036119640545534
4,Normal,1.0,5,11521.0,0.03935076867376877
4,Normal,1.0,6,34309.0,0.1171847515344443
4,Normal,1.0,7,57789.0,0.19738230803649193
4,Normal,1.0,8,68657.0,0.23450271025387923
4,Normal,1.0,9,22604.0,0.07720551819302746
5,RDOS,0.0,0,9867.0,0.1
5,RDOS,0.0,1,6640.0,0.1
5,RDOS,0.0,2,10123.0,0.1
5,RDOS,0.0,3,49283.0,0.1
5,RDOS,0.0,4,168.0,0.1
5,RDOS,0.0,5,1150.0,0.1
5,RDOS,0.0,6,5683.0,0.1
5,RDOS,0.0,7,9870.0,0.1
5,RDOS,0.0,8,5008.0,0.1
5,RDOS,0.0,9,1091.0,0.1
5,RDOS,0.25,0,9867.0,0.11567973944230156
5,RDOS,0.25,1,6640.0,0.10477388301010801
5,RDOS,0.25,2,10123.0,0.11642287745471731
5,RDOS,0.25,3,49283.0,0.1729359579215234
5,RDOS,0.25,4,168.0,0.041786725492481906
5,RDOS,0.25,5,1150.0,0.06759047208536309
5,RDOS,0.25,6,5683.0,0.10077560955092968
5,RDOS,0.25,7,9870.0,0.11568853136632039
5,RDOS,0.25,8,5008.0,0.09763984914273084
5,RDOS,0.25,9,1091.0,0.06670635453352391
5,RDOS,0.5,0,9867.0,0.11984639914435963
5,RDOS,0.5,1,6640.0,0.0983142488701723
5,RDOS,0.5,2,10123.0,0.12139115517749137
5,RDOS,0.5,3,49283.0,0.2678434277048929
5,RDOS,0.5,4,168.0,0.0156382109316702
5,RDOS,0.5,5,1150.0,0.04091488605243881
5,RDOS,0.5,6,5683.0,0.09095388492115096
5,RDOS,0.5,7,9870.0,0.11986461703595143
5,RDOS,0.5,8,5008.0,0.08538165838381333
5,RDOS,0.5,9,1091.0,0.039851511778059096
5,RDOS,0.75,0,9867.0,0.11357825947097776
5,RDOS,0.75,1,6640.0,0.08438833581318253
5,RDOS,0.75,2,10123.0,0.11578126507487838
5,RDOS,0.75,3,49283.0,0.3794715449540076
5,RDOS,0.75,4,168.0,0.005353506375321114
5,RDOS,0.75,5,1150.0,0.022655817788480442
5,RDOS,0.75,6,5683.0,0.07509129687510661
5,RDOS,0.75,7,9870.0,0.11360415805947478
5,RDOS,0.75,8,5008.0,0.06829746795700407
5,RDOS,0.75,9,1091.0,0.021778347631566747
5,RDOS,1.0,0,9867.0,0.0997845939140196
5,RDOS,1.0,1,6640.0,0.06715006623989968
5,RDOS,1.0,2,10123.0,0.10237351213049765
5,RDOS,1.0,3,49283.0,0.4983970955573759
5,RDOS,1.0,4,168.0,0.0016989775795637268
5,RDOS,1.0,5,1150.0,0.011629906050585035
5,RDOS,1.0,6,5683.0,0.057471961813456304
5,RDOS,1.0,7,9870.0,0.09981493279936896
5,RDOS,1.0,8,5008.0,0.050645712609852046
5,RDOS,1.0,9,1091.0,0.011033241305381107
6,Reconnaissance,0.0,0,29234.0,0.1
6,Reconnaissance,0.0,1,5054.0,0.1
6,Reconnaissance,0.0,2,1636.0,0.1
6,Reconnaissance,0.0,3,1137.0,0.1
6,Reconnaissance,0.0,4,14033.0,0.1
6,Reconnaissance,0.0,5,27596.0,0.1
6,Reconnaissance,0.0,6,3655.0,0.1
6,Reconnaissance,0.0,7,2431.0,0.1
6,Reconnaissance,0.0,8,1662.0,0.1
6,Reconnaissance,0.0,9,2723.0,0.1
6,Reconnaissance,0.25,0,29234.0,0.15230628118055436
6,Reconnaissance,0.25,1,5054.0,0.09820974037366471
6,Reconnaissance,0.25,2,1636.0,0.0740783974112407
6,Reconnaissance,0.25,3,1137.0,0.06763723878883773
6,Reconnaissance,0.25,4,14033.0,0.12677493158618858
6,Reconnaissance,0.25,5,27596.0,0.15012647507724955
6,Reconnaissance,0.25,6,3655.0,0.09056650300174746
6,Reconnaissance,0.25,7,2431.0,0.08178845290998221
6,Reconnaissance,0.25,8,1662.0,0.07437098070389571
6,Reconnaissance,0.25,9,2723.0,0.08414099896663899
6,Reconnaissance,0.5,0,29234.0,0.21278519952291416
6,Reconnaissance,0.5,1,5054.0,0.08847384757219018
6,Reconnaissance,0.5,2,1636.0,0.05033718736048316
6,Reconnaissance,0.5,3,1137.0,0.04196406276627246
6,Reconnaissance,0.5,4,14033.0,0.14742548262585833
6,Reconnaissance,0.5,5,27596.0,0.20673802531218738
6,Reconnaissance,0.5,6,3655.0,0.07523864857902528
6,Reconnaissance,0.5,7,2431.0,0.061360625065784886
6,Reconnaissance,0.5,8,1662.0,0.050735600537849077
6,Reconnaissance,0.5,9,2723.0,0.06494132065743503
6,Reconnaissance,0.75,0,29234.0,0.27357822501416285
6,Reconnaissance,0.75,1,5054.0,0.07334859067983003
6,Reconnaissance,0.75,2,1636.0,0.03147768753676809
6,Reconnaissance,0.75,3,1137.0,0.02395993822816564
6,Reconnaissance,0.75,4,14033.0,0.15777138551882777
6,Reconnaissance,0.75,5,27596.0,0.2619991894508377
6,Reconnaissance,0.75,6,3655.0,0.05752158990542161
6,Reconnaissance,0.75,7,2431.0,0.04236469310457719
6,Reconnaissance,0.75,8,1662.0,0.031852139574943754
6,Reconnaissance,0.75,9,2723.0,0.04612656098646531
6,Reconnaissance,1.0,0,29234.0,0.3278787810814145
6,Reconnaissance,1.0,1,5054.0,0.056683976177925324
6,Reconnaissance,1.0,2,1636.0,0.018348829645248484
6,Reconnaissance,1.0,3,1137.0,0.012752212290126849
6,Reconnaissance,1.0,4,14033.0,0.15738944157198775
6,Reconnaissance,1.0,5,27596.0,0.3095075201040814
6,Reconnaissance,1.0,6,3655.0,0.04099325938470856
6,Reconnaissance,1.0,7,2431.0,0.027265284148899182
6,Reconnaissance,1.0,8,1662.0,0.01864043696234901
6,Reconnaissance,1.0,9,2723.0,0.030540258633258936
7,Tampering,0.0,1,1266.0,0.1111111111111111
7,Tampering,0.0,2,5.0,0.1111111111111111
7,Tampering,0.0,3,832.0,0.1111111111111111
7,Tampering,0.0,4,336.0,0.1111111111111111
7,Tampering,0.0,5,2.0,0.1111111111111111
7,Tampering,0.0,6,93.0,0.1111111111111111
7,Tampering,0.0,7,506.0,0.1111111111111111
7,Tampering,0.0,8,385.0,0.1111111111111111
7,Tampering,0.0,9,161.0,0.1111111111111111
7,Tampering,0.25,1,1266.0,0.17471282970949986
7,Tampering,0.25,2,5.0,0.04379846321697165
7,Tampering,0.25,3,832.0,0.15730669363947933
7,Tampering,0.25,4,336.0,0.12540105513004648
7,Tampering,0.25,5,2.0,0.034831635761437905
7,Tampering,0.25,6,93.0,0.09095720540006634
7,Tampering,0.25,7,506.0,0.1389165536784107
7,Tampering,0.25,8,385.0,0.12974228838401372
7,Tampering,0.25,9,161.0,0.1043332750800741
7,Tampering,0.5,1,1266.0,0.23586314666038674
7,Tampering,0.5,2,5.0,0.014822731352266548
7,Tampering,0.5,3,832.0,0.19120748911321409
7,Tampering,0.5,4,336.0,0.12151023870697683
7,Tampering,0.5,5,2.0,0.009374718443589987
7,Tampering,0.5,6,93.0,0.06392705674588234
7,Tampering,0.5,7,506.0,0.14911402520164335
7,Tampering,0.5,8,385.0,0.13006893974001962
7,Tampering,0.5,9,161.0,0.08411165403602044
7,Tampering,0.75,1,1266.0,0.29501963330004927
7,Tampering,0.75,2,5.0,0.0046478611218455125
7,Tampering,0.75,3,832.0,0.21533674018298182
7,Tampering,0.75,4,336.0,0.10908878321903859
7,Tampering,0.75,5,2.0,0.002337750380452871
7,Tampering,0.75,6,93.0,0.04162822095143507
7,Tampering,0.75,7,506.0,0.14829910404504437
7,Tampering,0.75,8,385.0,0.12081509138390237
7,Tampering,0.75,9,161.0,0.06282681541525013
7,Tampering,1.0,1,1266.0,0.35303959843837146
7,Tampering,1.0,2,5.0,0.0013943112102621305
7,Tampering,1.0,3,832.0,0.2320133853876185
7,Tampering,1.0,4,336.0,0.09369771332961517
7,Tampering,1.0,5,2.0,0.0005577244841048522
7,Tampering,1.0,6,93.0,0.025934188510875627
7,Tampering,1.0,7,506.0,0.1411042944785276
7,Tampering,1.0,8,385.0,0.10736196319018405
7,Tampering,1.0,9,161.0,0.0448968209704406
8,Weaponization,0.0,0,18.0,0.1
8,Weaponization,0.0,1,486.0,0.1
8,Weaponization,0.0,2,32409.0,0.1
8,Weaponization,0.0,3,1220.0,0.1
8,Weaponization,0.0,4,334.0,0.1
8,Weaponization,0.0,5,691.0,0.1
8,Weaponization,0.0,6,713.0,0.1
8,Weaponization,0.0,7,2971.0,0.1
8,Weaponization,0.0,8,5815.0,0.1
8,Weaponization,0.0,9,437.0,0.1
8,Weaponization,0.25,0,18.0,0.033579850190171893
8,Weaponization,0.25,1,486.0,0.07654550547998105
8,Weaponization,0.25,2,32409.0,0.21873940967036698
8,Weaponization,0.25,3,1220.0,0.09634974857071463
8,Weaponization,0.25,4,334.0,0.06969429747420275
8,Weaponization,0.25,5,691.0,0.08358534509570838
8,Weaponization,0.25,6,713.0,0.08424284215070223
8,Weaponization,0.25,7,2971.0,0.12036113957241214
8,Weaponization,0.25,8,5815.0,0.14236330371286063
8,Weaponization,0.25,9,437.0,0.07453855808287936
8,Weaponization,0.5,0,18.0,0.009140200048750224
8,Weaponization,0.5,1,486.0,0.04749387262733675
8,Weaponization,0.5,2,32409.0,0.38783970155797365
8,Weaponization,0.5,3,1220.0,0.07524876280121073
8,Weaponization,0.5,4,334.0,0.039372471922378
8,Weaponization,0.5,5,691.0,0.05663155311084731
8,Weaponization,0.5,6,713.0,0.05752600484028785
8,Weaponization,0.5,7,2971.0,0.11742775943402554
8,Weaponization,0.5,8,5815.0,0.16428363668004434
8,Weaponization,0.5,9,437.0,0.0450360369771456
8,Weaponization,0.75,0,18.0,0.002056724198802832
8,Weaponization,0.75,1,486.0,0.024361211428694487
8,Weaponization,0.75,2,32409.0,0.5684874769186409
8,Weaponization,0.75,3,1220.0,0.04858380802663028
8,Weaponization,0.75,4,334.0,0.01838787442345046
8,Weaponization,0.75,5,691.0,0.031719783511132846
8,Weaponization,0.75,6,713.0,0.032474227320990603
8,Weaponization,0.75,7,2971.0,0.09471061744309137
8,Weaponization,0.75,8,5815.0,0.1567234445867468
8,Weaponization,0.75,9,437.0,0.022494832141819396
8,Weaponization,1.0,0,18.0,0.00039916618618884993
8,Weaponization,1.0,1,486.0,0.010777487027098949
8,Weaponization,1.0,2,32409.0,0.7186987182330243
8,Weaponization,1.0,3,1220.0,0.027054597063910942
8,Weaponization,1.0,4,334.0,0.007406750343726438
8,Weaponization,1.0,5,691.0,0.015323546369805296
8,Weaponization,1.0,6,713.0,0.015811416152925
8,Weaponization,1.0,7,2971.0,0.06588459662039296
8,Weaponization,1.0,8,5815.0,0.12895285403823126
8,Weaponization,1.0,9,437.0,0.009690867964695968
1 class_id class_name beta client_id N_ij weight
2 0 C&C 0.0 0 126.0 0.1
3 0 C&C 0.0 1 559.0 0.1
4 0 C&C 0.0 2 92.0 0.1
5 0 C&C 0.0 3 966.0 0.1
6 0 C&C 0.0 4 1.0 0.1
7 0 C&C 0.0 5 4.0 0.1
8 0 C&C 0.0 6 44.0 0.1
9 0 C&C 0.0 7 20.0 0.1
10 0 C&C 0.0 8 4.0 0.1
11 0 C&C 0.0 9 188.0 0.1
12 0 C&C 0.25 0 126.0 0.1151076953459115
13 0 C&C 0.25 1 559.0 0.16705699856522024
14 0 C&C 0.25 2 92.0 0.10640417756135012
15 0 C&C 0.25 3 966.0 0.19153846560388027
16 0 C&C 0.25 4 1.0 0.03435672212828583
17 0 C&C 0.25 5 4.0 0.048587742392505656
18 0 C&C 0.25 6 44.0 0.08848606687234023
19 0 C&C 0.25 7 20.0 0.07265562136892396
20 0 C&C 0.25 8 4.0 0.048587742392505656
21 0 C&C 0.25 9 188.0 0.12721876776907656
22 0 C&C 0.5 0 126.0 0.1065422012127861
23 0 C&C 0.5 1 559.0 0.22441004697943928
24 0 C&C 0.5 2 92.0 0.09103959276541436
25 0 C&C 0.5 3 966.0 0.2950019970006494
26 0 C&C 0.5 4 1.0 0.00949153367073754
27 0 C&C 0.5 5 4.0 0.01898306734147508
28 0 C&C 0.5 6 44.0 0.06295971174172223
29 0 C&C 0.5 7 20.0 0.042447428996994496
30 0 C&C 0.5 8 4.0 0.01898306734147508
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67 1 Exfiltration 0.25 7 2414.0 0.1341872183614202
68 1 Exfiltration 0.25 8 45.0 0.049582676014601146
69 1 Exfiltration 0.25 9 403.0 0.08577349278531715
70 1 Exfiltration 0.5 0 901.0 0.09132555422282185
71 1 Exfiltration 0.5 1 2212.0 0.14309434870683396
72 1 Exfiltration 0.5 2 6305.0 0.24158639122064396
73 1 Exfiltration 0.5 3 1509.0 0.11818831496599357
74 1 Exfiltration 0.5 4 1151.0 0.10322088606347385
75 1 Exfiltration 0.5 5 554.0 0.0716118351658491
76 1 Exfiltration 0.5 7 2414.0 0.14948532289176902
77 1 Exfiltration 0.5 8 45.0 0.02040967916975066
78 1 Exfiltration 0.5 9 403.0 0.06107766759286411
79 1 Exfiltration 0.75 0 901.0 0.07474547195934379
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91 1 Exfiltration 1.0 3 1509.0 0.09739253904737318
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93 1 Exfiltration 1.0 5 554.0 0.03575577642958565
94 1 Exfiltration 1.0 7 2414.0 0.15580224603072157
95 1 Exfiltration 1.0 8 45.0 0.002904350070995224
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128 2 Exploitation 0.75 9 12.0 0.028428336828656486
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186 3 Lateral_movement 1.0 9 49.0 0.0022154903467920604
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302 6 Reconnaissance 0.25 5 27596.0 0.15012647507724955
303 6 Reconnaissance 0.25 6 3655.0 0.09056650300174746
304 6 Reconnaissance 0.25 7 2431.0 0.08178845290998221
305 6 Reconnaissance 0.25 8 1662.0 0.07437098070389571
306 6 Reconnaissance 0.25 9 2723.0 0.08414099896663899
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308 6 Reconnaissance 0.5 1 5054.0 0.08847384757219018
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310 6 Reconnaissance 0.5 3 1137.0 0.04196406276627246
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312 6 Reconnaissance 0.5 5 27596.0 0.20673802531218738
313 6 Reconnaissance 0.5 6 3655.0 0.07523864857902528
314 6 Reconnaissance 0.5 7 2431.0 0.061360625065784886
315 6 Reconnaissance 0.5 8 1662.0 0.050735600537849077
316 6 Reconnaissance 0.5 9 2723.0 0.06494132065743503
317 6 Reconnaissance 0.75 0 29234.0 0.27357822501416285
318 6 Reconnaissance 0.75 1 5054.0 0.07334859067983003
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320 6 Reconnaissance 0.75 3 1137.0 0.02395993822816564
321 6 Reconnaissance 0.75 4 14033.0 0.15777138551882777
322 6 Reconnaissance 0.75 5 27596.0 0.2619991894508377
323 6 Reconnaissance 0.75 6 3655.0 0.05752158990542161
324 6 Reconnaissance 0.75 7 2431.0 0.04236469310457719
325 6 Reconnaissance 0.75 8 1662.0 0.031852139574943754
326 6 Reconnaissance 0.75 9 2723.0 0.04612656098646531
327 6 Reconnaissance 1.0 0 29234.0 0.3278787810814145
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329 6 Reconnaissance 1.0 2 1636.0 0.018348829645248484
330 6 Reconnaissance 1.0 3 1137.0 0.012752212290126849
331 6 Reconnaissance 1.0 4 14033.0 0.15738944157198775
332 6 Reconnaissance 1.0 5 27596.0 0.3095075201040814
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393 8 Weaponization 0.25 1 486.0 0.07654550547998105
394 8 Weaponization 0.25 2 32409.0 0.21873940967036698
395 8 Weaponization 0.25 3 1220.0 0.09634974857071463
396 8 Weaponization 0.25 4 334.0 0.06969429747420275
397 8 Weaponization 0.25 5 691.0 0.08358534509570838
398 8 Weaponization 0.25 6 713.0 0.08424284215070223
399 8 Weaponization 0.25 7 2971.0 0.12036113957241214
400 8 Weaponization 0.25 8 5815.0 0.14236330371286063
401 8 Weaponization 0.25 9 437.0 0.07453855808287936
402 8 Weaponization 0.5 0 18.0 0.009140200048750224
403 8 Weaponization 0.5 1 486.0 0.04749387262733675
404 8 Weaponization 0.5 2 32409.0 0.38783970155797365
405 8 Weaponization 0.5 3 1220.0 0.07524876280121073
406 8 Weaponization 0.5 4 334.0 0.039372471922378
407 8 Weaponization 0.5 5 691.0 0.05663155311084731
408 8 Weaponization 0.5 6 713.0 0.05752600484028785
409 8 Weaponization 0.5 7 2971.0 0.11742775943402554
410 8 Weaponization 0.5 8 5815.0 0.16428363668004434
411 8 Weaponization 0.5 9 437.0 0.0450360369771456
412 8 Weaponization 0.75 0 18.0 0.002056724198802832
413 8 Weaponization 0.75 1 486.0 0.024361211428694487
414 8 Weaponization 0.75 2 32409.0 0.5684874769186409
415 8 Weaponization 0.75 3 1220.0 0.04858380802663028
416 8 Weaponization 0.75 4 334.0 0.01838787442345046
417 8 Weaponization 0.75 5 691.0 0.031719783511132846
418 8 Weaponization 0.75 6 713.0 0.032474227320990603
419 8 Weaponization 0.75 7 2971.0 0.09471061744309137
420 8 Weaponization 0.75 8 5815.0 0.1567234445867468
421 8 Weaponization 0.75 9 437.0 0.022494832141819396
422 8 Weaponization 1.0 0 18.0 0.00039916618618884993
423 8 Weaponization 1.0 1 486.0 0.010777487027098949
424 8 Weaponization 1.0 2 32409.0 0.7186987182330243
425 8 Weaponization 1.0 3 1220.0 0.027054597063910942
426 8 Weaponization 1.0 4 334.0 0.007406750343726438
427 8 Weaponization 1.0 5 691.0 0.015323546369805296
428 8 Weaponization 1.0 6 713.0 0.015811416152925
429 8 Weaponization 1.0 7 2971.0 0.06588459662039296
430 8 Weaponization 1.0 8 5815.0 0.12895285403823126
431 8 Weaponization 1.0 9 437.0 0.009690867964695968