experiment: validate 5gnidd beta selection at alpha 0.75
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@@ -0,0 +1,4 @@
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dataset,alpha,seed,same_manifest_content_hash,round0_snapshot_sha256_original,round0_snapshot_sha256_beta0,round0_snapshot_byte_identical,support_char_rare_identical,aggregation_max_abs_diff,history_rare_f1_round0_diff,history_rare_f1_max_diff_rounds_ge1,test_metric_max_abs_diff,classification
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|
@@ -0,0 +1,151 @@
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||||
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1,1.0,3,229,0.6700994209381415,0.8536887694145758,-0.03122327240008249
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1,1.0,4,15,0.9367965367965367,0.9367816091954023,0.04140786749482395
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1,1.0,5,37,0.911764705882353,0.8671328671328671,-0.003364445409159922
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1,1.0,6,15,0.9050694613697294,0.9973118279569892,0.13636363636363646
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1,1.0,7,5,0.9606185199392718,0.9268429487179487,0.0
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1,1.0,8,134,1.0,1.0,0.2666666666666666
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1,1.0,9,188,0.9969604863221885,0.9954545454545455,0.028301886792452824
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2,0.0,0,88,0.9785801713586291,0.9589201877934272,0.0
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2,0.0,1,8,0.7650462962962963,1.0,0.0
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||||
2,0.0,2,35,0.6128830519074422,1.0,0.0
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2,0.0,3,6,0.31767644215275537,0.9583333333333333,0.0
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2,0.0,4,41,0.7423780487804879,0.9098837209302326,0.0
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2,0.0,5,19,1.0,1.0,0.0
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2,0.0,6,185,0.48315106250555706,0.9134615384615384,0.0
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||||
2,0.0,7,59,0.5542735042735043,1.0,0.0
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||||
2,0.0,8,1,1.0,1.0,0.0
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||||
2,0.0,9,70,0.9041344294003868,1.0,0.0
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2,0.25,0,88,0.9747536945812808,0.9524647887323944,-0.0038264767773482644
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2,0.25,1,8,0.7544642857142858,1.0,-0.01058201058201047
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2,0.25,2,35,0.5902857142857142,1.0,-0.022597337621727998
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2,0.25,3,6,0.2954654592851753,0.9583333333333333,-0.022210982867580054
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||||
2,0.25,4,41,0.7253103076092822,0.9098837209302326,-0.017067741171205686
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2,0.25,5,19,1.0,1.0,0.0
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||||
2,0.25,7,59,0.5542735042735043,1.0,0.0
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2,0.25,8,1,1.0,1.0,0.0
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2,0.25,9,70,0.9041344294003868,1.0,0.0
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||||
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2,0.5,2,35,0.6338854382332643,1.0,0.021002386325822076
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2,0.5,3,6,0.3122966818477554,0.9583333333333333,-0.005379760304999981
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2,0.5,4,41,0.764525993883792,0.9098837209302326,0.0221479451033042
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2,0.5,5,19,1.0,1.0,0.0
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||||
2,0.5,6,185,0.4842300556586271,0.9134615384615384,0.0010789931530700292
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||||
2,0.5,7,59,0.5542735042735043,1.0,0.0
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||||
2,0.5,8,1,1.0,1.0,0.0
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||||
2,0.5,9,70,0.9041344294003868,1.0,0.0
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||||
2,0.75,0,88,0.9727722772277227,0.948356807511737,-0.0058078941309063215
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||||
2,0.75,1,8,0.7040441176470589,1.0,-0.061002178649237404
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2,0.75,2,35,0.5907462686567163,1.0,-0.022136783250725878
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||||
2,0.75,3,6,0.2992682926829268,0.9583333333333333,-0.01840814946982855
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||||
2,0.75,4,41,0.6624579124579125,0.9098837209302326,-0.07992013632257533
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||||
2,0.75,5,19,1.0,1.0,0.0
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||||
2,0.75,6,185,0.4757201646090535,0.9134615384615384,-0.0074308978965035855
|
||||
2,0.75,7,59,0.5575414781297134,1.0,0.0032679738562091387
|
||||
2,0.75,8,1,1.0,1.0,0.0
|
||||
2,0.75,9,70,0.9041344294003868,1.0,0.0
|
||||
2,1.0,0,88,0.9714640198511166,0.9460093896713615,-0.007116151507512436
|
||||
2,1.0,1,8,0.78875,1.0,0.02370370370370367
|
||||
2,1.0,2,35,0.6399147727272727,1.0,0.027031720819830518
|
||||
2,1.0,3,6,0.3259778470058844,0.9583333333333333,0.008301404853129024
|
||||
2,1.0,4,41,0.7800127713920818,0.9098837209302326,0.03763472261159395
|
||||
2,1.0,5,19,1.0,1.0,0.0
|
||||
2,1.0,6,185,0.48224043715847,0.9134615384615384,-0.0009106253470870795
|
||||
2,1.0,7,59,0.5542735042735043,1.0,0.0
|
||||
2,1.0,8,1,1.0,1.0,0.0
|
||||
2,1.0,9,70,0.9041344294003868,1.0,0.0
|
||||
|
@@ -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
|
||||
0,0.25,10,5,4,1,-0.011293149808252767,0.0008702225660137675,-0.11428571428571432,0.02246687492367061
|
||||
0,0.5,10,4,6,0,0.002110296281339108,-0.002470904928741302,-0.04342273307790534,0.07435002353424269
|
||||
0,0.75,10,4,5,1,-0.010014602019574038,-0.0009496838684330267,-0.1261904761904763,0.08104016437931305
|
||||
0,1.0,10,4,5,1,-0.018907127202940695,-0.008343874739802304,-0.1470238095238096,0.08792669889742655
|
||||
1,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
1,0.25,10,8,0,2,0.057402269299170985,0.034854877143638385,0.0,0.15555555555555545
|
||||
1,0.5,10,6,3,1,0.08504839334967931,0.036259163913778814,-0.01717171717171706,0.2666666666666666
|
||||
1,0.75,10,6,3,1,0.06946744905696867,0.036259163913778814,-0.02220504036522919,0.23333333333333328
|
||||
1,1.0,10,6,3,1,0.08868113938603633,0.034854877143638385,-0.03122327240008249,0.32110579479000534
|
||||
2,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
2,0.25,10,0,6,4,-0.008941010132134792,-0.007204243679679367,-0.022597337621727998,0.0
|
||||
2,0.5,10,4,2,4,0.005804717069634502,0.0,-0.005379760304999981,0.02370370370370367
|
||||
2,0.75,10,1,6,3,-0.019143806586356792,-0.0066193960137049535,-0.07992013632257533,0.0032679738562091387
|
||||
2,1.0,10,4,2,4,0.008864477513365766,0.0,-0.007116151507512436,0.03763472261159395
|
||||
|
@@ -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,Benign,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
0,Benign,0.25,3,10,0.3096796159392729,0.12733390390342178,0.20004033735439222,0.44934231344407405,0.05197995403943065
|
||||
0,Benign,0.5,3,10,0.5313041924979508,0.18639783112367184,0.38907686021198906,0.7423202921820351,0.08910009803167558
|
||||
0,Benign,0.75,3,10,0.69629058529007,0.22779495505973918,0.5531271037155966,0.9589710040117058,0.11673890777383779
|
||||
0,Benign,1.0,3,10,0.8242192109522325,0.2718678603634198,0.6497236186430407,1.1374661214791688,0.13820856413319157
|
||||
1,HTTPFlood,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
1,HTTPFlood,0.25,3,10,0.4602725694146856,0.18305156058682095,0.31613002745222124,0.6662283784528569,0.05883350276356747
|
||||
1,HTTPFlood,0.5,3,10,0.8310227133930249,0.3411175554968644,0.6174652346598523,1.2244302878861635,0.1064156023196597
|
||||
1,HTTPFlood,0.75,3,10,1.1273671703584032,0.46200313323693143,0.8186103617659485,1.6585065333294826,0.14446682079773532
|
||||
1,HTTPFlood,1.0,3,10,1.3664020721980037,0.5435449017657998,0.9406614395494424,1.9786465808777682,0.17507931126042764
|
||||
2,ICMPFlood,0.0,3,8,0.0,0.0,0.0,0.0,0.0
|
||||
2,ICMPFlood,0.25,3,8,0.1687900249050803,0.0775079504975022,0.08345694344366894,0.23482708759290863,0.04474379120486107
|
||||
2,ICMPFlood,0.5,3,8,0.34244262249530116,0.1644441365409218,0.15965710237974665,0.4783770963700612,0.0907929477899344
|
||||
2,ICMPFlood,0.75,3,8,0.5139630099006949,0.25295959551882624,0.2343419660332571,0.7269008922059704,0.1363303720843034
|
||||
2,ICMPFlood,1.0,3,8,0.6733630855518974,0.33119344952410124,0.31202266651849364,0.9624949343114511,0.1786782977125397
|
||||
3,SYNFlood,0.0,3,9,0.0,0.0,0.0,0.0,0.0
|
||||
3,SYNFlood,0.25,3,9,0.6021686056359762,0.11047230421806259,0.503724248485336,0.7216450467734076,0.17274706399268194
|
||||
3,SYNFlood,0.5,3,9,1.1172146662725975,0.1499636250284683,0.9903052787994496,1.282696779657381,0.32007952532615175
|
||||
3,SYNFlood,0.75,3,9,1.545644067324437,0.1632736664305707,1.425964163319618,1.7316419781829142,0.44233653348901675
|
||||
3,SYNFlood,1.0,3,9,1.8966313690365364,0.1707004572307703,1.7971017154922897,2.0937360483530942,0.5423454423708408
|
||||
4,SYNScan,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
4,SYNScan,0.25,3,10,0.5317067439232072,0.23047479904803986,0.2712995671528225,0.7094467363698403,0.06779724186081004
|
||||
4,SYNScan,0.5,3,10,0.9655251485202818,0.4123413871043271,0.4974266930761591,1.274995172626633,0.12306294040142425
|
||||
4,SYNScan,0.75,3,10,1.303724006619192,0.5454960197128634,0.6817528629603612,1.7009060393061817,0.16608620628744505
|
||||
4,SYNScan,1.0,3,10,1.5627721380862394,0.6395395815733285,0.8310393297936969,2.0148719426654047,0.19898769631915747
|
||||
5,SlowrateDoS,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
5,SlowrateDoS,0.25,3,10,0.6887407419077284,0.3994937259726447,0.3849888650074708,1.1412765131443214,0.11171643625649925
|
||||
5,SlowrateDoS,0.5,3,10,1.0992104079174394,0.5624209481314455,0.663982981259247,1.7342569160895378,0.17778704412207272
|
||||
5,SlowrateDoS,0.75,3,10,1.3714335207496207,0.6346805617784063,0.8681957938468777,2.0844451216445647,0.22138467497184797
|
||||
5,SlowrateDoS,1.0,3,10,1.5649187261569397,0.654138365253272,1.0223779494937628,2.2913090219189884,0.2522141838283814
|
||||
6,TCPConnectScan,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
6,TCPConnectScan,0.25,3,10,0.42219528894445313,0.19249673581963359,0.20349619083032527,0.565939919979383,0.11260658758504753
|
||||
6,TCPConnectScan,0.5,3,10,0.7591425183468251,0.33032895727072814,0.3869265339985526,1.0174215972406544,0.20215707803311408
|
||||
6,TCPConnectScan,0.75,3,10,1.021469490355507,0.42067108042237206,0.5506261437672251,1.3603032767403593,0.2716558992474815
|
||||
6,TCPConnectScan,1.0,3,10,1.2260809195578348,0.4757573735353394,0.6951966301150282,1.6138606377812053,0.32576611133643296
|
||||
7,UDPFlood,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
7,UDPFlood,0.25,3,10,0.3398776575971591,0.044474647267926964,0.30430818584262825,0.38974204058804235,0.06126083183542604
|
||||
7,UDPFlood,0.5,3,10,0.5882126224252917,0.05110078658105222,0.5319553322178198,0.63175646662234,0.10602535483597288
|
||||
7,UDPFlood,0.75,3,10,0.7666864532232286,0.06531205542266563,0.6971774040155683,0.826779360613232,0.13819357681480646
|
||||
7,UDPFlood,1.0,3,10,0.9026363032967967,0.10316225038256528,0.8176540927055402,1.017418264281527,0.16267861998433658
|
||||
8,UDPScan,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
8,UDPScan,0.25,3,10,0.948784374089595,0.32295399221729687,0.6432942008401974,1.2867485110982368,0.11040237913689727
|
||||
8,UDPScan,0.5,3,10,1.6409225519791484,0.45185696586563645,1.1533048328462676,2.0454996845102325,0.19112341897022947
|
||||
8,UDPScan,0.75,3,10,2.1199403852192593,0.4860036627687715,1.5614428575749395,2.446728016676739,0.24708688296871964
|
||||
8,UDPScan,1.0,3,10,2.444525243361723,0.48441013395931937,1.8919878834982704,2.7961598794595446,0.2850436623074378
|
||||
|
@@ -0,0 +1,19 @@
|
||||
dataset,alpha,seed,aggregation,wall_clock,wall_seconds,cpu_percent,peak_rss_kb,peak_rss_gib,swaps
|
||||
5gnidd,0.75,0,original_protean,61:55,3715,745,9106052,8.684,0
|
||||
5gnidd,0.75,0,support_weighted_beta0,62:07,3727,744,9105440,8.684,0
|
||||
5gnidd,0.75,0,support_weighted_beta0.25,62:26,3746,743,9110716,8.689,0
|
||||
5gnidd,0.75,0,support_weighted_beta0.5,62:59,3779,743,9108484,8.687,0
|
||||
5gnidd,0.75,0,support_weighted_beta0.75,62:36,3756,743,9064944,8.645,0
|
||||
5gnidd,0.75,0,support_weighted_beta1,62:13,3733,742,9108460,8.687,0
|
||||
5gnidd,0.75,1,original_protean,64:25,3865,742,12346024,11.774,0
|
||||
5gnidd,0.75,1,support_weighted_beta0,65:05,3905,741,12348336,11.776,0
|
||||
5gnidd,0.75,1,support_weighted_beta0.25,64:10,3850,741,12351992,11.78,0
|
||||
5gnidd,0.75,1,support_weighted_beta0.5,64:51,3891,741,12351360,11.779,0
|
||||
5gnidd,0.75,1,support_weighted_beta0.75,66:37,3997,739,12331032,11.76,0
|
||||
5gnidd,0.75,1,support_weighted_beta1,64:52,3892,741,12350876,11.779,0
|
||||
5gnidd,0.75,2,original_protean,63:38,3818,740,11515032,10.982,0
|
||||
5gnidd,0.75,2,support_weighted_beta0,64:12,3852,740,11520580,10.987,0
|
||||
5gnidd,0.75,2,support_weighted_beta0.25,63:53,3833,740,11514072,10.981,0
|
||||
5gnidd,0.75,2,support_weighted_beta0.5,65:01,3901,738,11532248,10.998,0
|
||||
5gnidd,0.75,2,support_weighted_beta0.75,64:52,3892,740,11532200,10.998,0
|
||||
5gnidd,0.75,2,support_weighted_beta1,65:12,3912,738,11518432,10.985,0
|
||||
|
@@ -0,0 +1,111 @@
|
||||
{
|
||||
"alpha": 0.75,
|
||||
"betas": [
|
||||
0.0,
|
||||
0.25,
|
||||
0.5,
|
||||
0.75,
|
||||
1.0
|
||||
],
|
||||
"dataset": "5gnidd",
|
||||
"missing_artifacts": [],
|
||||
"n_missing_artifacts": 0,
|
||||
"outputs": {
|
||||
"client_deltas": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__multiseed__client_validation_deltas.csv",
|
||||
"client_validation_detail": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__multiseed__client_validation_detail.csv",
|
||||
"client_validation_summary": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__multiseed__client_validation_summary.csv",
|
||||
"per_seed": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__multiseed__validation_per_seed.csv",
|
||||
"pooled": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__multiseed__validation_pooled.csv",
|
||||
"prototype_effect_pooled": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__multiseed__prototype_effect_pooled.csv",
|
||||
"test_descriptive": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__multiseed__test_descriptive.csv"
|
||||
},
|
||||
"per_seed_diagnostic": [
|
||||
{
|
||||
"seed": 0,
|
||||
"selected_beta": 0.5,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.8367915113248682
|
||||
},
|
||||
{
|
||||
"seed": 1,
|
||||
"selected_beta": 1.0,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.852468519962429
|
||||
},
|
||||
{
|
||||
"seed": 2,
|
||||
"selected_beta": 1.0,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.7446767781808716
|
||||
}
|
||||
],
|
||||
"pooled_table": [
|
||||
{
|
||||
"beta": 0.0,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"std_sample_val_rare_macro_f1": 0.05096339060419691
|
||||
},
|
||||
{
|
||||
"beta": 0.25,
|
||||
"max_val_rare_macro_f1": 0.8233880652352761,
|
||||
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|
||||
"n_seeds": 3,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"std_sample_val_rare_macro_f1": 0.05510032325554253
|
||||
},
|
||||
{
|
||||
"beta": 0.5,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"std_sample_val_rare_macro_f1": 0.05873543815277214
|
||||
},
|
||||
{
|
||||
"beta": 0.75,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"std_sample_val_rare_macro_f1": 0.06497400095064636
|
||||
},
|
||||
{
|
||||
"beta": 1.0,
|
||||
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|
||||
"min_val_rare_macro_f1": 0.7446767781808716,
|
||||
"n_seeds": 3,
|
||||
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|
||||
"pooled_val_rare_recall_global": 0.9589424127769477,
|
||||
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|
||||
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|
||||
"std_sample_val_rare_macro_f1": 0.05480323650098284
|
||||
}
|
||||
],
|
||||
"primary_selection": {
|
||||
"rule": "max pooled validation per-client-mean rare-class macro-F1 (tie-break: recall, then lower std, then smaller beta)",
|
||||
"selected_beta": 0.5,
|
||||
"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
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
0,original_protean,,0.9055885946257963,0.9612851237375019,0.8571092007836155,0.7470484461935134,0.7210591954237406,28000
|
||||
1,support_weighted_beta0,0.0,0.8554425770447295,0.9593132476684664,0.8263852185473981,0.7542037281486325,0.7301607716784241,28000
|
||||
1,support_weighted_beta0.25,0.25,0.8891854090863159,0.9596585021848357,0.8489384951455141,0.7543435440029279,0.73005747645949,28000
|
||||
1,support_weighted_beta0.5,0.5,0.9057207431633723,0.9597228673347585,0.8599385529838828,0.7543805540820061,0.7301094421086752,28000
|
||||
1,support_weighted_beta0.75,0.75,0.9045835958215589,0.959935370265466,0.8591739126549254,0.7543928907750321,0.7301387783462848,28000
|
||||
1,support_weighted_beta1,1.0,0.9038488182942092,0.9596846580147537,0.8585736615366666,0.7539775554431546,0.7295306810637099,28000
|
||||
1,original_protean,,0.8607580175603599,0.9590357221091453,0.8298666656506455,0.7540721367563544,0.7299504931440421,28000
|
||||
2,support_weighted_beta0,0.0,0.8735681435384803,0.9630479072951951,0.8374129689063486,0.7518556442426709,0.7273122511564744,28000
|
||||
2,support_weighted_beta0.25,0.25,0.8674169167938374,0.9605253778582233,0.8335098056788162,0.7521476126442879,0.7274878068658297,28000
|
||||
2,support_weighted_beta0.5,0.5,0.8800449253698305,0.960715099133502,0.842201195406295,0.7529330487669476,0.7284075566369677,28000
|
||||
2,support_weighted_beta0.75,0.75,0.856971624057104,0.9598456488276427,0.826257722947289,0.751127779354133,0.7261548984454341,28000
|
||||
2,support_weighted_beta1,1.0,0.8788313430254061,0.9595949365769304,0.8413127745570504,0.7527685595265999,0.7282933528183856,28000
|
||||
2,original_protean,,0.8733557623287002,0.9633214115686995,0.8372382392225877,0.7517446140054364,0.7271326093968319,28000
|
||||
|
@@ -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
|
||||
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|
||||
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|
||||
0,0.5,10,0.8367915113248682,0.9015882257423011,0.9631193633913686,0.9542284353862854,0.8556998323364052,0.7501912179555716,0.7250666886257108,96cd9b90b71895da4fcfb8c575c76d3a07ca14e824d8190ca6299eedeba6d6a5,True
|
||||
0,0.75,10,0.824666613023955,0.9017654735602499,0.9643776415370638,0.9571743816449568,0.8561623421742206,0.7511781493391672,0.726181514887262,96cd9b90b71895da4fcfb8c575c76d3a07ca14e824d8190ca6299eedeba6d6a5,True
|
||||
0,1.0,10,0.8157740878405881,0.8965239659052112,0.965768370013885,0.9606845931693916,0.8527283867871179,0.7513344134749032,0.7263882839010629,96cd9b90b71895da4fcfb8c575c76d3a07ca14e824d8190ca6299eedeba6d6a5,True
|
||||
1,0.0,10,0.7637873805763926,0.8601286278686943,0.9413534116693878,0.9606400538209888,0.8292132382156505,0.7534892136624202,0.7291712838547688,007c23564a44919bba2520d09645e6a99c2a60dd347e8ff8d69a59aaa8ca6db3,True
|
||||
1,0.25,10,0.8211896498755635,0.8962852599872769,0.9413997079656842,0.9609055279911431,0.8533928079401024,0.7536865999391392,0.7291929070361066,007c23564a44919bba2520d09645e6a99c2a60dd347e8ff8d69a59aaa8ca6db3,True
|
||||
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|
||||
1,0.75,10,0.8332548296333613,0.9132188740132466,0.9414923005582766,0.9614205031593017,0.8646209763420809,0.7536619266545493,0.7291811176439271,007c23564a44919bba2520d09645e6a99c2a60dd347e8ff8d69a59aaa8ca6db3,True
|
||||
1,1.0,10,0.852468519962429,0.9111916138104398,0.9415848931508692,0.9613749159966467,0.8631903272629228,0.7533000518138976,0.7286108499920018,007c23564a44919bba2520d09645e6a99c2a60dd347e8ff8d69a59aaa8ca6db3,True
|
||||
2,0.0,10,0.7358123006675059,0.870022246885565,0.9740598780518532,0.9583691150145496,0.835201875292623,0.7521979784355493,0.7278256548649049,3134bea2d47a7336c725e8d1a904b1e15c115336c0f018d685e1780cd952590d,True
|
||||
2,0.25,10,0.7268712905353711,0.8624428869497635,0.9734143381457498,0.9557934403245422,0.8303136765079273,0.7523789158558751,0.7279109819119642,3134bea2d47a7336c725e8d1a904b1e15c115336c0f018d685e1780cd952590d,True
|
||||
2,0.5,10,0.7416170177371404,0.874029135539173,0.9732382818077218,0.9560897568817998,0.8382792160273324,0.7530779922525886,0.7287246908030826,3134bea2d47a7336c725e8d1a904b1e15c115336c0f018d685e1780cd952590d,True
|
||||
2,0.75,10,0.7166684940811491,0.8507958177450771,0.9730035400236842,0.9550184585594073,0.822193807116818,0.7511699249109706,0.7263360350235979,3134bea2d47a7336c725e8d1a904b1e15c115336c0f018d685e1780cd952590d,True
|
||||
2,1.0,10,0.7446767781808716,0.8741548493571188,0.9727687982396466,0.9547677291648048,0.83825946755765,0.7528806059758695,0.7285763091356096,3134bea2d47a7336c725e8d1a904b1e15c115336c0f018d685e1780cd952590d,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
|
||||
0.0,3,0.7780936320958092,0.05096339060419691,0.04161143418081097,0.7358123006675059,0.8346812150435289,0.9598578766446005,0.9580824335765369
|
||||
0.25,3,0.7904830018820702,0.05510032325554253,0.04498922554616295,0.7268712905353711,0.8233880652352761,0.9596139786642895,0.9574138080309967
|
||||
0.5,3,0.8090814343293601,0.05873543815277214,0.04795728443103037,0.7416170177371404,0.8488357739260719,0.9592678831536903,0.9571930467860316
|
||||
0.75,3,0.7915299789128217,0.06497400095064636,0.05305104962539758,0.7166684940811491,0.8332548296333613,0.9596244940396749,0.9578711144545552
|
||||
1.0,3,0.8043064619946296,0.05480323650098284,0.04474665522682604,0.7446767781808716,0.852468519962429,0.9600406871348003,0.9589424127769477
|
||||
|
@@ -0,0 +1,31 @@
|
||||
seed,client_id,client_total,n_missing_attack_classes,n_positive_attack_classes,rare_class_ids,rare_class_names,rare_supports,unseen_class_ids,unseen_class_names,eligible_for_rare_eval
|
||||
0,0,77880,1,7,5|4,SlowrateDoS|SYNScan,2|252,2,ICMPFlood,True
|
||||
0,1,97748,0,8,3|4,SYNFlood|SYNScan,26|82,,,True
|
||||
0,2,143547,0,8,3|2,SYNFlood|ICMPFlood,50|80,,,True
|
||||
0,3,86837,1,7,6|4,TCPConnectScan|SYNScan,363|697,2,ICMPFlood,True
|
||||
0,4,42381,1,7,2|6,ICMPFlood|TCPConnectScan,54|1926,3,SYNFlood,True
|
||||
0,5,49484,0,8,2|3,ICMPFlood|SYNFlood,143|180,,,True
|
||||
0,6,93686,0,8,2|8,ICMPFlood|UDPScan,53|429,,,True
|
||||
0,7,38839,0,8,3|2,SYNFlood|ICMPFlood,100|101,,,True
|
||||
0,8,80087,0,8,8|2,UDPScan|ICMPFlood,74|113,,,True
|
||||
0,9,140634,0,8,2|6,ICMPFlood|TCPConnectScan,25|52,,,True
|
||||
1,0,36687,0,8,2|3,ICMPFlood|SYNFlood,27|576,,,True
|
||||
1,1,46522,0,8,2|6,ICMPFlood|TCPConnectScan,25|737,,,True
|
||||
1,2,45258,0,8,2|4,ICMPFlood|SYNScan,30|133,,,True
|
||||
1,3,202829,1,7,3|5,SYNFlood|SlowrateDoS,229|514,2,ICMPFlood,True
|
||||
1,4,17861,0,8,2|3,ICMPFlood|SYNFlood,15|57,,,True
|
||||
1,5,115584,0,8,2|3,ICMPFlood|SYNFlood,37|830,,,True
|
||||
1,6,52144,1,7,2|8,ICMPFlood|UDPScan,15|40,4,SYNScan,True
|
||||
1,7,116644,0,8,8|3,UDPScan|SYNFlood,5|72,,,True
|
||||
1,8,127130,0,8,2|8,ICMPFlood|UDPScan,134|152,,,True
|
||||
1,9,90464,0,8,8|2,UDPScan|ICMPFlood,188|285,,,True
|
||||
2,0,78791,0,8,2|5,ICMPFlood|SlowrateDoS,88|335,,,True
|
||||
2,1,107810,0,8,2|8,ICMPFlood|UDPScan,8|562,,,True
|
||||
2,2,58432,0,8,2|6,ICMPFlood|TCPConnectScan,35|105,,,True
|
||||
2,3,65107,0,8,3|2,SYNFlood|ICMPFlood,6|25,,,True
|
||||
2,4,49537,0,8,2|3,ICMPFlood|SYNFlood,41|110,,,True
|
||||
2,5,71485,0,8,2|8,ICMPFlood|UDPScan,19|238,,,True
|
||||
2,6,191908,0,8,3|2,SYNFlood|ICMPFlood,185|251,,,True
|
||||
2,7,89114,0,8,3|4,SYNFlood|SYNScan,59|160,,,True
|
||||
2,8,62795,0,8,2|4,ICMPFlood|SYNScan,1|91,,,True
|
||||
2,9,76144,0,8,2|6,ICMPFlood|TCPConnectScan,70|404,,,True
|
||||
|
@@ -0,0 +1,111 @@
|
||||
{
|
||||
"alphas": [
|
||||
0.75
|
||||
],
|
||||
"dataset": "5gnidd",
|
||||
"per_class": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__partition_heterogeneity_per_class.csv",
|
||||
"per_seed": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__partition_heterogeneity_per_seed.csv",
|
||||
"per_seed_rows": [
|
||||
{
|
||||
"alpha": 0.75,
|
||||
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|
||||
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|
||||
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|
||||
"dataset": "5gnidd",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"rng_seed": 892370747,
|
||||
"seed": 0,
|
||||
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|
||||
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|
||||
"support_cv_mean": 0.9692475038471602,
|
||||
"support_max_min_ratio_max": 7642.5,
|
||||
"union_rare_count": 6,
|
||||
"union_unseen_count": 2
|
||||
},
|
||||
{
|
||||
"alpha": 0.75,
|
||||
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|
||||
"client_size_min": 17861,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"n_cells_sj_lt_M": 2,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"partition_hash": "fc04ba00f4942bf9983ad8de50a86e066f83ba17a806195c0205498c3d34f69c",
|
||||
"rng_seed": 1817661572,
|
||||
"seed": 1,
|
||||
"split_hash": "3d05b7fe48d5a06ce5076eb60084349adc777872a54ddd566f7461f2f0c3579e",
|
||||
"support_cv_max": 1.103376116305731,
|
||||
"support_cv_mean": 0.8540793111089487,
|
||||
"support_max_min_ratio_max": 545.4,
|
||||
"union_rare_count": 6,
|
||||
"union_unseen_count": 2
|
||||
},
|
||||
{
|
||||
"alpha": 0.75,
|
||||
"client_size_max": 191908,
|
||||
"client_size_min": 49537,
|
||||
"client_size_ratio": 3.87403355067929,
|
||||
"dataset": "5gnidd",
|
||||
"manifest_content_hash": "3134bea2d47a7336c725e8d1a904b1e15c115336c0f018d685e1780cd952590d",
|
||||
"max_unseen_on_client": 0,
|
||||
"n_cells_sj_lt_M": 0,
|
||||
"n_class_condition_cells": 9,
|
||||
"n_clients_2_rare": 10,
|
||||
"n_missing_client_class_cells": 0,
|
||||
"nij_sum": 851123,
|
||||
"num_classes": 9,
|
||||
"num_clients": 10,
|
||||
"num_train": 851123,
|
||||
"partition_hash": "4ee33d0a28326ae1d0e5574a8cd850068ef4ec1cc631b7366daab65b3e22ca86",
|
||||
"rng_seed": 306220443,
|
||||
"seed": 2,
|
||||
"split_hash": "fc758d060dc51dec113b118e07cda6a012b5bd825aa64fb515d595cd1684417f",
|
||||
"support_cv_max": 1.1912979653269113,
|
||||
"support_cv_mean": 0.925302901177657,
|
||||
"support_max_min_ratio_max": 445.0,
|
||||
"union_rare_count": 6,
|
||||
"union_unseen_count": 0
|
||||
}
|
||||
],
|
||||
"seeds": [
|
||||
0,
|
||||
1,
|
||||
2
|
||||
],
|
||||
"summary": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.75__partition_heterogeneity_summary.csv",
|
||||
"summary_rows": [
|
||||
{
|
||||
"alpha": 0.75,
|
||||
"cells_sj_lt_M_total": 4,
|
||||
"cells_total": 27,
|
||||
"client_size_ratio_max": 11.355971110240189,
|
||||
"client_size_ratio_mean": 6.308651536045827,
|
||||
"dataset": "5gnidd",
|
||||
"max_unseen_on_client": 1,
|
||||
"missing_client_class_cells_total": 5,
|
||||
"n_seeds": 3,
|
||||
"support_cv_mean": 0.9162099053779219,
|
||||
"support_max_min_ratio_max": 7642.5,
|
||||
"union_rare_mean": 6.0,
|
||||
"union_unseen_mean": 1.3333333333333333
|
||||
}
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,28 @@
|
||||
dataset,alpha,seed,class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
5gnidd,0.75,0,0,Benign,334415,10,0,1410,69384,33441.5,23619.248452268755,0.706285556935806,49.208510638297874
|
||||
5gnidd,0.75,0,1,HTTPFlood,98569,10,0,557,27843,9856.9,9709.981765688337,0.9850948843640838,49.987432675044886
|
||||
5gnidd,0.75,0,2,ICMPFlood,808,8,2,25,239,101.0,62.930517239253646,0.6230744281114222,9.56
|
||||
5gnidd,0.75,0,3,SYNFlood,6805,9,1,26,3213,756.1111111111111,956.5878532511555,1.2651419073123291,123.57692307692308
|
||||
5gnidd,0.75,0,4,SYNScan,14030,10,0,82,4335,1403.0,1341.5857035612746,0.9562264458740375,52.86585365853659
|
||||
5gnidd,0.75,0,5,SlowrateDoS,51187,10,0,2,15285,5118.7,5679.8754748673855,1.109632421292005,7642.5
|
||||
5gnidd,0.75,0,6,TCPConnectScan,14037,10,0,52,3531,1403.7,1167.4861926378403,0.8317205903240296,67.90384615384616
|
||||
5gnidd,0.75,0,7,UDPFlood,320138,10,0,2320,124158,32013.8,36460.358401420024,1.1388950515533933,53.516379310344824
|
||||
5gnidd,0.75,0,8,UDPScan,11134,10,0,74,3370,1113.4,1232.7077674777586,1.1071562488573365,45.54054054054054
|
||||
5gnidd,0.75,1,0,Benign,334415,10,0,3896,83388,33441.5,30605.998007743514,0.9152100835113112,21.403490759753595
|
||||
5gnidd,0.75,1,1,HTTPFlood,98569,10,0,621,25248,9856.9,6960.070365305224,0.7061114919807672,40.65700483091788
|
||||
5gnidd,0.75,1,2,ICMPFlood,808,9,1,15,285,89.77777777777777,99.0586557750034,1.103376116305731,19.0
|
||||
5gnidd,0.75,1,3,SYNFlood,6805,10,0,57,2358,680.5,692.489025183793,1.0176179650019002,41.36842105263158
|
||||
5gnidd,0.75,1,4,SYNScan,14030,9,1,133,3883,1558.888888888889,1236.704172337323,0.7933241305086177,29.195488721804512
|
||||
5gnidd,0.75,1,5,SlowrateDoS,51187,10,0,514,12114,5118.7,3205.4039698608976,0.6262144626293585,23.56809338521401
|
||||
5gnidd,0.75,1,6,TCPConnectScan,14037,10,0,326,2861,1403.7,788.4842484159084,0.5617184928516836,8.776073619631902
|
||||
5gnidd,0.75,1,7,UDPFlood,320138,10,0,1031,114825,32013.8,33884.0853050514,1.0584212216310278,111.37245392822503
|
||||
5gnidd,0.75,1,8,UDPScan,11134,10,0,5,2727,1113.4,1007.3150649126618,0.9047198355601417,545.4
|
||||
5gnidd,0.75,2,0,Benign,334415,10,0,536,118638,33441.5,34208.390085620806,1.0229322872963476,221.33955223880596
|
||||
5gnidd,0.75,2,1,HTTPFlood,98569,10,0,1484,25410,9856.9,6717.955514142677,0.6815485106009675,17.12264150943396
|
||||
5gnidd,0.75,2,2,ICMPFlood,808,10,0,1,270,80.8,93.3892927481518,1.1558080785662352,270.0
|
||||
5gnidd,0.75,2,3,SYNFlood,6805,10,0,6,2670,680.5,810.6782654049632,1.1912979653269113,445.0
|
||||
5gnidd,0.75,2,4,SYNScan,14030,10,0,91,4022,1403.0,1290.3725818537837,0.9197238644716919,44.1978021978022
|
||||
5gnidd,0.75,2,5,SlowrateDoS,51187,10,0,99,18020,5118.7,4987.431263686748,0.9743550635291672,182.02020202020202
|
||||
5gnidd,0.75,2,6,TCPConnectScan,14037,10,0,84,3335,1403.7,1073.5125569829167,0.7647734964614353,39.70238095238095
|
||||
5gnidd,0.75,2,7,UDPFlood,320138,10,0,2637,63416,32013.8,21351.952298560427,0.6669608824494571,24.048540007584375
|
||||
5gnidd,0.75,2,8,UDPScan,11134,10,0,37,3282,1113.4,1058.092925975786,0.9503259618967003,88.70270270270271
|
||||
|
@@ -0,0 +1,4 @@
|
||||
dataset,alpha,seed,num_clients,num_classes,num_train,nij_sum,n_class_condition_cells,n_cells_sj_lt_M,n_missing_client_class_cells,client_size_min,client_size_max,client_size_ratio,union_rare_count,union_unseen_count,max_unseen_on_client,n_clients_2_rare,support_cv_mean,support_cv_max,support_max_min_ratio_max,manifest_content_hash,partition_hash,split_hash,rng_seed
|
||||
5gnidd,0.75,0,10,9,851123,851123,9,2,3,38839,143547,3.6959499472180024,6,2,1,10,0.9692475038471602,1.2651419073123291,7642.5,96cd9b90b71895da4fcfb8c575c76d3a07ca14e824d8190ca6299eedeba6d6a5,74a91845627dbe57efab9a5cf94e37bcce98ce38edb7936a8c1cbd8f040d3dc8,18f89f4807de5493e83cbc19a87df51268050c5fb3a12f286e64c3115073dea7,892370747
|
||||
5gnidd,0.75,1,10,9,851123,851123,9,2,2,17861,202829,11.355971110240189,6,2,1,10,0.8540793111089487,1.103376116305731,545.4,007c23564a44919bba2520d09645e6a99c2a60dd347e8ff8d69a59aaa8ca6db3,fc04ba00f4942bf9983ad8de50a86e066f83ba17a806195c0205498c3d34f69c,3d05b7fe48d5a06ce5076eb60084349adc777872a54ddd566f7461f2f0c3579e,1817661572
|
||||
5gnidd,0.75,2,10,9,851123,851123,9,0,0,49537,191908,3.87403355067929,6,0,0,10,0.925302901177657,1.1912979653269113,445.0,3134bea2d47a7336c725e8d1a904b1e15c115336c0f018d685e1780cd952590d,4ee33d0a28326ae1d0e5574a8cd850068ef4ec1cc631b7366daab65b3e22ca86,fc758d060dc51dec113b118e07cda6a012b5bd825aa64fb515d595cd1684417f,306220443
|
||||
|
@@ -0,0 +1,2 @@
|
||||
dataset,alpha,n_seeds,cells_sj_lt_M_total,cells_total,missing_client_class_cells_total,client_size_ratio_mean,client_size_ratio_max,union_unseen_mean,max_unseen_on_client,union_rare_mean,support_cv_mean,support_max_min_ratio_max
|
||||
5gnidd,0.75,3,4,27,5,6.308651536045827,11.355971110240189,1.3333333333333333,1,6.0,0.9162099053779219,7642.5
|
||||
|
+11444
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,Benign,0.0,10,1410,69384,33441.5,6.153241255427796,6.153241255427796,0.0,0.0
|
||||
0,Benign,0.25,10,1410,69384,33441.5,6.313789765511587,6.153241255427796,0.2796561970193524,0.04544859943085552
|
||||
0,Benign,0.5,10,1410,69384,33441.5,6.419317151772786,6.153241255427796,0.4625154250998284,0.07516614510959438
|
||||
0,Benign,0.75,10,1410,69384,33441.5,6.480873273423168,6.153241255427796,0.5767736481429079,0.09373493159140052
|
||||
0,Benign,1.0,10,1410,69384,33441.5,6.513478897708157,6.153241255427796,0.6497236186430407,0.10559046714931213
|
||||
1,HTTPFlood,0.0,10,557,27843,9856.9,7.42789590531035,7.42789590531035,0.0,0.0
|
||||
1,HTTPFlood,0.25,10,557,27843,9856.9,7.949353221544867,7.42789590531035,0.6662283784528569,0.0896927456908163
|
||||
1,HTTPFlood,0.5,10,557,27843,9856.9,8.40203969697062,7.42789590531035,1.2244302878861635,0.16484214419466944
|
||||
1,HTTPFlood,0.75,10,557,27843,9856.9,8.761864107372237,7.42789590531035,1.6585065333294826,0.22328079909463774
|
||||
1,HTTPFlood,1.0,10,557,27843,9856.9,9.030153700349349,7.42789590531035,1.9786465808777682,0.2663804940323941
|
||||
2,ICMPFlood,0.0,8,25,239,101.0,3.92300484863223,3.92300484863223,0.0,0.0
|
||||
2,ICMPFlood,0.25,8,25,239,101.0,3.9112306708422007,3.92300484863223,0.08345694344366894,0.02127372936405279
|
||||
2,ICMPFlood,0.5,8,25,239,101.0,3.9083745835755863,3.92300484863223,0.15965710237974665,0.040697656143711285
|
||||
2,ICMPFlood,0.75,8,25,239,101.0,3.9134258651326665,3.92300484863223,0.2343419660332571,0.05973532408836081
|
||||
2,ICMPFlood,1.0,8,25,239,101.0,3.9254881373623185,3.92300484863223,0.31202266651849364,0.07953665074548187
|
||||
3,SYNFlood,0.0,9,26,3213,756.1111111111111,3.300037149939064,3.300037149939064,0.0,0.0
|
||||
3,SYNFlood,0.25,9,26,3213,756.1111111111111,3.3130064494428586,3.300037149939064,0.5811365216491851,0.17609999380155944
|
||||
3,SYNFlood,0.5,9,26,3213,756.1111111111111,3.3922895364334265,3.300037149939064,1.0786419403609617,0.32685751443158123
|
||||
3,SYNFlood,0.75,9,26,3213,756.1111111111111,3.486327381293389,3.300037149939064,1.479326060470779,0.4482755778970837
|
||||
3,SYNFlood,1.0,9,26,3213,756.1111111111111,3.569876550242581,3.300037149939064,1.7990563432642253,0.5451624516704139
|
||||
4,SYNScan,0.0,10,82,4335,1403.0,7.4846063066488755,7.4846063066488755,0.0,0.0
|
||||
4,SYNScan,0.25,10,82,4335,1403.0,7.843362761328482,7.4846063066488755,0.7094467363698403,0.09478744870516574
|
||||
4,SYNScan,0.5,10,82,4335,1403.0,8.197271316930058,7.4846063066488755,1.274995172626633,0.17034899637860762
|
||||
4,SYNScan,0.75,10,82,4335,1403.0,8.508956916248394,7.4846063066488755,1.7009060393061817,0.22725390883889227
|
||||
4,SYNScan,1.0,10,82,4335,1403.0,8.767155364063447,7.4846063066488755,2.0148719426654047,0.2692021276891362
|
||||
5,SlowrateDoS,0.0,10,2,15285,5118.7,5.922674795598587,5.922674795598587,0.0,0.0
|
||||
5,SlowrateDoS,0.25,10,2,15285,5118.7,6.522344031035285,5.922674795598587,1.1412765131443214,0.19269613013236125
|
||||
5,SlowrateDoS,0.5,10,2,15285,5118.7,6.914303390690607,5.922674795598587,1.7342569160895378,0.29281650199304277
|
||||
5,SlowrateDoS,0.75,10,2,15285,5118.7,7.161394938793151,5.922674795598587,2.0844451216445647,0.3519432002570211
|
||||
5,SlowrateDoS,1.0,10,2,15285,5118.7,7.306953561965431,5.922674795598587,2.2913090219189884,0.38687064561129814
|
||||
6,TCPConnectScan,0.0,10,52,3531,1403.7,3.9223157086637572,3.9223157086637572,0.0,0.0
|
||||
6,TCPConnectScan,0.25,10,52,3531,1403.7,4.069528406438392,3.9223157086637572,0.565939919979383,0.14428719206088225
|
||||
6,TCPConnectScan,0.5,10,52,3531,1403.7,4.241070122591719,3.9223157086637572,1.0174215972406544,0.2593930914315071
|
||||
6,TCPConnectScan,0.75,10,52,3531,1403.7,4.39754779378294,3.9223157086637572,1.3603032767403593,0.3468112660425755
|
||||
6,TCPConnectScan,1.0,10,52,3531,1403.7,4.524467428288578,3.9223157086637572,1.6138606377812053,0.411456077902258
|
||||
7,UDPFlood,0.0,10,2320,124158,32013.8,5.636363661340089,5.636363661340089,0.0,0.0
|
||||
7,UDPFlood,0.25,10,2320,124158,32013.8,5.843956070054166,5.636363661340089,0.32558274636080675,0.057764680549976605
|
||||
7,UDPFlood,0.5,10,2320,124158,32013.8,5.999664665227529,5.636363661340089,0.6009260684357155,0.10661591489517919
|
||||
7,UDPFlood,0.75,10,2320,124158,32013.8,6.1004003674831955,5.636363661340089,0.826779360613232,0.14668666010394701
|
||||
7,UDPFlood,1.0,10,2320,124158,32013.8,6.159158163355959,5.636363661340089,1.017418264281527,0.18050969125005464
|
||||
8,UDPScan,0.0,10,74,3370,1113.4,8.420877434638903,8.420877434638903,0.0,0.0
|
||||
8,UDPScan,0.25,10,74,3370,1113.4,8.660998221099623,8.420877434638903,0.9163104103303505,0.10881412506506134
|
||||
8,UDPScan,0.5,10,74,3370,1113.4,8.968983467582031,8.420877434638903,1.723963138580945,0.20472488193326502
|
||||
8,UDPScan,0.75,10,74,3370,1113.4,9.272200454151907,8.420877434638903,2.3516502814060996,0.2792642809088624
|
||||
8,UDPScan,1.0,10,74,3370,1113.4,9.52602623936675,8.420877434638903,2.7961598794595446,0.33205089388401093
|
||||
|
+436
@@ -0,0 +1,436 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,Benign,0.0,0,46676.0,0.1
|
||||
0,Benign,0.0,1,69384.0,0.1
|
||||
0,Benign,0.0,2,7505.0,0.1
|
||||
0,Benign,0.0,3,58004.0,0.1
|
||||
0,Benign,0.0,4,3818.0,0.1
|
||||
0,Benign,0.0,5,21356.0,0.1
|
||||
0,Benign,0.0,6,42870.0,0.1
|
||||
0,Benign,0.0,7,1410.0,0.1
|
||||
0,Benign,0.0,8,24950.0,0.1
|
||||
0,Benign,0.0,9,58442.0,0.1
|
||||
0,Benign,0.25,0,46676.0,0.11821443917468197
|
||||
0,Benign,0.25,1,69384.0,0.13053048502536457
|
||||
0,Benign,0.25,2,7505.0,0.07485740926439206
|
||||
0,Benign,0.25,3,58004.0,0.12481351224706985
|
||||
0,Benign,0.25,4,3818.0,0.06322023406628291
|
||||
0,Benign,0.25,5,21356.0,0.09722480851372131
|
||||
0,Benign,0.25,6,42870.0,0.115727211653024
|
||||
0,Benign,0.25,7,1410.0,0.049283540142929405
|
||||
0,Benign,0.25,8,24950.0,0.10107988890231485
|
||||
0,Benign,0.25,9,58442.0,0.1250484710102191
|
||||
0,Benign,0.5,0,46676.0,0.1302144650565719
|
||||
0,Benign,0.5,1,69384.0,0.1587603626324705
|
||||
0,Benign,0.5,2,7505.0,0.05221409606109301
|
||||
0,Benign,0.5,3,58004.0,0.14515813759089746
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||||
5,SlowrateDoS,0.75,0,2.0,0.00032168602094297447
|
||||
5,SlowrateDoS,0.75,1,11818.0,0.21680419502455944
|
||||
5,SlowrateDoS,0.75,2,585.0,0.0227523673794284
|
||||
5,SlowrateDoS,0.75,3,15285.0,0.2629412809596601
|
||||
5,SlowrateDoS,0.75,4,10667.0,0.20076657647846494
|
||||
5,SlowrateDoS,0.75,5,1615.0,0.04872917817940291
|
||||
5,SlowrateDoS,0.75,6,612.0,0.023535490762220078
|
||||
5,SlowrateDoS,0.75,7,277.0,0.012987319324462248
|
||||
5,SlowrateDoS,0.75,8,645.0,0.024481018270352813
|
||||
5,SlowrateDoS,0.75,9,9681.0,0.18668088760050608
|
||||
5,SlowrateDoS,1.0,0,2.0,3.907242073182644e-05
|
||||
5,SlowrateDoS,1.0,1,11818.0,0.23087893410436244
|
||||
5,SlowrateDoS,1.0,2,585.0,0.011428683064059234
|
||||
5,SlowrateDoS,1.0,3,15285.0,0.2986109754429836
|
||||
5,SlowrateDoS,1.0,4,10667.0,0.20839275597319631
|
||||
5,SlowrateDoS,1.0,5,1615.0,0.03155097974094985
|
||||
5,SlowrateDoS,1.0,6,612.0,0.01195616074393889
|
||||
5,SlowrateDoS,1.0,7,277.0,0.005411530271357962
|
||||
5,SlowrateDoS,1.0,8,645.0,0.012600855686014026
|
||||
5,SlowrateDoS,1.0,9,9681.0,0.1891300525524059
|
||||
6,TCPConnectScan,0.0,0,2742.0,0.1
|
||||
6,TCPConnectScan,0.0,1,386.0,0.1
|
||||
6,TCPConnectScan,0.0,2,1933.0,0.1
|
||||
6,TCPConnectScan,0.0,3,363.0,0.1
|
||||
6,TCPConnectScan,0.0,4,1926.0,0.1
|
||||
6,TCPConnectScan,0.0,5,379.0,0.1
|
||||
6,TCPConnectScan,0.0,6,2301.0,0.1
|
||||
6,TCPConnectScan,0.0,7,3531.0,0.1
|
||||
6,TCPConnectScan,0.0,8,424.0,0.1
|
||||
6,TCPConnectScan,0.0,9,52.0,0.1
|
||||
6,TCPConnectScan,0.25,0,2742.0,0.13024555918572311
|
||||
6,TCPConnectScan,0.25,1,386.0,0.07977978988905458
|
||||
6,TCPConnectScan,0.25,2,1933.0,0.11934494414218169
|
||||
6,TCPConnectScan,0.25,3,363.0,0.07856384285625145
|
||||
6,TCPConnectScan,0.25,4,1926.0,0.11923675072540796
|
||||
6,TCPConnectScan,0.25,5,379.0,0.07941560788140835
|
||||
6,TCPConnectScan,0.25,6,2301.0,0.1246594529440571
|
||||
6,TCPConnectScan,0.25,7,3531.0,0.1387460063931698
|
||||
6,TCPConnectScan,0.25,8,424.0,0.08167469590813603
|
||||
6,TCPConnectScan,0.25,9,52.0,0.048333350074609864
|
||||
6,TCPConnectScan,0.5,0,2742.0,0.15697762275120183
|
||||
6,TCPConnectScan,0.5,1,386.0,0.058897610414013916
|
||||
6,TCPConnectScan,0.5,2,1933.0,0.13180137763581493
|
||||
6,TCPConnectScan,0.5,3,363.0,0.057115940853330174
|
||||
6,TCPConnectScan,0.5,4,1926.0,0.13156251410139447
|
||||
6,TCPConnectScan,0.5,5,379.0,0.05836112132628944
|
||||
6,TCPConnectScan,0.5,6,2301.0,0.14380114100178865
|
||||
6,TCPConnectScan,0.5,7,3531.0,0.17813648619503142
|
||||
6,TCPConnectScan,0.5,8,424.0,0.06172867442988128
|
||||
6,TCPConnectScan,0.5,9,52.0,0.021617511291253833
|
||||
6,TCPConnectScan,0.75,0,2742.0,0.1787021209550815
|
||||
6,TCPConnectScan,0.75,1,386.0,0.04106951722237255
|
||||
6,TCPConnectScan,0.75,2,1933.0,0.13748426926445553
|
||||
6,TCPConnectScan,0.75,3,363.0,0.03922013533812336
|
||||
6,TCPConnectScan,0.75,4,1926.0,0.13711069469784176
|
||||
6,TCPConnectScan,0.75,5,379.0,0.040509653333244765
|
||||
6,TCPConnectScan,0.75,6,2301.0,0.15668108964034314
|
||||
6,TCPConnectScan,0.75,7,3531.0,0.21602420093040328
|
||||
6,TCPConnectScan,0.75,8,424.0,0.04406598797827437
|
||||
6,TCPConnectScan,0.75,9,52.0,0.009132330639859652
|
||||
6,TCPConnectScan,1.0,0,2742.0,0.1953408848044454
|
||||
6,TCPConnectScan,1.0,1,386.0,0.027498753294863575
|
||||
6,TCPConnectScan,1.0,2,1933.0,0.1377074873548479
|
||||
6,TCPConnectScan,1.0,3,363.0,0.025860226544133363
|
||||
6,TCPConnectScan,1.0,4,1926.0,0.13720880530027785
|
||||
6,TCPConnectScan,1.0,5,379.0,0.02700007124029351
|
||||
6,TCPConnectScan,1.0,6,2301.0,0.1639239153665313
|
||||
6,TCPConnectScan,1.0,7,3531.0,0.2515494763838427
|
||||
6,TCPConnectScan,1.0,8,424.0,0.030205884448243927
|
||||
6,TCPConnectScan,1.0,9,52.0,0.0037044952625204814
|
||||
7,UDPFlood,0.0,0,21728.0,0.1
|
||||
7,UDPFlood,0.0,1,6626.0,0.1
|
||||
7,UDPFlood,0.0,2,124158.0,0.1
|
||||
7,UDPFlood,0.0,3,2320.0,0.1
|
||||
7,UDPFlood,0.0,4,2960.0,0.1
|
||||
7,UDPFlood,0.0,5,23593.0,0.1
|
||||
7,UDPFlood,0.0,6,41823.0,0.1
|
||||
7,UDPFlood,0.0,7,4005.0,0.1
|
||||
7,UDPFlood,0.0,8,24580.0,0.1
|
||||
7,UDPFlood,0.0,9,68345.0,0.1
|
||||
7,UDPFlood,0.25,0,21728.0,0.1032486891832646
|
||||
7,UDPFlood,0.25,1,6626.0,0.0767259839137836
|
||||
7,UDPFlood,0.25,2,124158.0,0.15963322425413598
|
||||
7,UDPFlood,0.25,3,2320.0,0.059020326101724904
|
||||
7,UDPFlood,0.25,4,2960.0,0.06272671387028014
|
||||
7,UDPFlood,0.25,5,23593.0,0.10539630861027315
|
||||
7,UDPFlood,0.25,6,41823.0,0.12161395265942014
|
||||
7,UDPFlood,0.25,7,4005.0,0.06765193744717425
|
||||
7,UDPFlood,0.25,8,24580.0,0.10648172502218263
|
||||
7,UDPFlood,0.25,9,68345.0,0.13750113893776056
|
||||
7,UDPFlood,0.5,0,21728.0,0.09676394549386817
|
||||
7,UDPFlood,0.5,1,6626.0,0.05343544219078325
|
||||
7,UDPFlood,0.5,2,124158.0,0.23130820900525215
|
||||
7,UDPFlood,0.5,3,2320.0,0.03161896750888523
|
||||
7,UDPFlood,0.5,4,2960.0,0.035714908957838354
|
||||
7,UDPFlood,0.5,5,23593.0,0.1008312789190247
|
||||
7,UDPFlood,0.5,6,41823.0,0.1342490690649567
|
||||
7,UDPFlood,0.5,7,4005.0,0.041543678825587106
|
||||
7,UDPFlood,0.5,8,24580.0,0.10291878040126987
|
||||
7,UDPFlood,0.5,9,68345.0,0.17161571963253452
|
||||
7,UDPFlood,0.75,0,21728.0,0.08364506855388486
|
||||
7,UDPFlood,0.75,1,6626.0,0.03432528095423779
|
||||
7,UDPFlood,0.75,2,124158.0,0.3091409648741925
|
||||
7,UDPFlood,0.75,3,2320.0,0.015623974290984824
|
||||
7,UDPFlood,0.75,4,2960.0,0.01875617647334675
|
||||
7,UDPFlood,0.75,5,23593.0,0.088973956403598
|
||||
7,UDPFlood,0.75,6,41823.0,0.13669005347953717
|
||||
7,UDPFlood,0.75,7,4005.0,0.023530297455976276
|
||||
7,UDPFlood,0.75,8,24580.0,0.09175123863343553
|
||||
7,UDPFlood,0.75,9,68345.0,0.1975629888808063
|
||||
7,UDPFlood,1.0,0,21728.0,0.0678707307473652
|
||||
7,UDPFlood,1.0,1,6626.0,0.020697324278904722
|
||||
7,UDPFlood,1.0,2,124158.0,0.3878264998219518
|
||||
7,UDPFlood,1.0,3,2320.0,0.007246874785248861
|
||||
7,UDPFlood,1.0,4,2960.0,0.009246012657041652
|
||||
7,UDPFlood,1.0,5,23593.0,0.07369634345188637
|
||||
7,UDPFlood,1.0,6,41823.0,0.13064053626873412
|
||||
7,UDPFlood,1.0,7,4005.0,0.012510229963328314
|
||||
7,UDPFlood,1.0,8,24580.0,0.07677938888854181
|
||||
7,UDPFlood,1.0,9,68345.0,0.21348605913699717
|
||||
8,UDPScan,0.0,0,3082.0,0.1
|
||||
8,UDPScan,0.0,1,886.0,0.1
|
||||
8,UDPScan,0.0,2,243.0,0.1
|
||||
8,UDPScan,0.0,3,2343.0,0.1
|
||||
8,UDPScan,0.0,4,3370.0,0.1
|
||||
8,UDPScan,0.0,5,198.0,0.1
|
||||
8,UDPScan,0.0,6,429.0,0.1
|
||||
8,UDPScan,0.0,7,404.0,0.1
|
||||
8,UDPScan,0.0,8,74.0,0.1
|
||||
8,UDPScan,0.0,9,105.0,0.1
|
||||
8,UDPScan,0.25,0,3082.0,0.14797900927937715
|
||||
8,UDPScan,0.25,1,886.0,0.10835535697927427
|
||||
8,UDPScan,0.25,2,243.0,0.07841398498640019
|
||||
8,UDPScan,0.25,3,2343.0,0.1381767676080313
|
||||
8,UDPScan,0.25,4,3370.0,0.1513210799162483
|
||||
8,UDPScan,0.25,5,198.0,0.0745003399316188
|
||||
8,UDPScan,0.25,6,429.0,0.09038706404161413
|
||||
8,UDPScan,0.25,7,404.0,0.08904044013159443
|
||||
8,UDPScan,0.25,8,74.0,0.058250530741306164
|
||||
8,UDPScan,0.25,9,105.0,0.0635754263845353
|
||||
8,UDPScan,0.5,0,3082.0,0.19752365608310427
|
||||
8,UDPScan,0.5,1,886.0,0.10590577907403338
|
||||
8,UDPScan,0.5,2,243.0,0.05546332927204847
|
||||
8,UDPScan,0.5,3,2343.0,0.17222212466545198
|
||||
8,UDPScan,0.5,4,3370.0,0.2065464566021007
|
||||
8,UDPScan,0.5,5,198.0,0.050065135228343514
|
||||
8,UDPScan,0.5,6,429.0,0.07369388367951599
|
||||
8,UDPScan,0.5,7,404.0,0.07151439698363272
|
||||
8,UDPScan,0.5,8,74.0,0.030606851632906426
|
||||
8,UDPScan,0.5,9,105.0,0.03645838677886257
|
||||
8,UDPScan,0.75,0,3082.0,0.24163464527465728
|
||||
8,UDPScan,0.75,1,886.0,0.0948658754014929
|
||||
8,UDPScan,0.75,2,243.0,0.03595335578439897
|
||||
8,UDPScan,0.75,3,2343.0,0.1967269884365805
|
||||
8,UDPScan,0.75,4,3370.0,0.2583789641988238
|
||||
8,UDPScan,0.75,5,198.0,0.03083426637509927
|
||||
8,UDPScan,0.75,6,429.0,0.05506526027991086
|
||||
8,UDPScan,0.75,7,404.0,0.052640590341925635
|
||||
8,UDPScan,0.75,8,74.0,0.01473867753239636
|
||||
8,UDPScan,0.75,9,105.0,0.01916137637471448
|
||||
8,UDPScan,1.0,0,3082.0,0.27680977186994793
|
||||
8,UDPScan,1.0,1,886.0,0.07957607328902461
|
||||
8,UDPScan,1.0,2,243.0,0.021825040416741513
|
||||
8,UDPScan,1.0,3,2343.0,0.21043650080833484
|
||||
8,UDPScan,1.0,4,3370.0,0.3026764864379379
|
||||
8,UDPScan,1.0,5,198.0,0.017783366265493084
|
||||
8,UDPScan,1.0,6,429.0,0.03853062690856835
|
||||
8,UDPScan,1.0,7,404.0,0.036285252380097
|
||||
8,UDPScan,1.0,8,74.0,0.006646308604275193
|
||||
8,UDPScan,1.0,9,105.0,0.009430573019579665
|
||||
|
+11575
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,Benign,0.0,10,3896,83388,33441.5,6.104335918785211,6.104335918785211,0.0,0.0
|
||||
0,Benign,0.25,10,3896,83388,33441.5,6.103680142512255,6.104335918785211,0.20004033735439222,0.032770204657118725
|
||||
0,Benign,0.5,10,3896,83388,33441.5,6.105884136907888,6.104335918785211,0.38907686021198906,0.06373778661404614
|
||||
0,Benign,0.75,10,3896,83388,33441.5,6.111778031338453,6.104335918785211,0.5531271037155966,0.09061216667540001
|
||||
0,Benign,1.0,10,3896,83388,33441.5,6.120776466059642,6.104335918785211,0.685467892734488,0.11229196784945267
|
||||
1,HTTPFlood,0.0,10,621,25248,9856.9,8.39027261171415,8.39027261171415,0.0,0.0
|
||||
1,HTTPFlood,0.25,10,621,25248,9856.9,8.7156607809775,8.39027261171415,0.39845930233897847,0.0474906264407507
|
||||
1,HTTPFlood,0.5,10,621,25248,9856.9,8.922068703643845,8.39027261171415,0.6511726176330591,0.07761042432923083
|
||||
1,HTTPFlood,0.75,10,621,25248,9856.9,9.054688423037415,8.39027261171415,0.8186103617659485,0.0975665988043152
|
||||
1,HTTPFlood,1.0,10,621,25248,9856.9,9.145627606342796,8.39027261171415,0.9406614395494424,0.11211333446259301
|
||||
2,ICMPFlood,0.0,9,15,285,89.77777777777777,3.9076913379751574,3.9076913379751574,0.0,0.0
|
||||
2,ICMPFlood,0.25,9,15,285,89.77777777777777,3.871353739465118,3.9076913379751574,0.18808604367866333,0.04813226721640804
|
||||
2,ICMPFlood,0.5,9,15,285,89.77777777777777,3.836157619375964,3.9076913379751574,0.3892936687360956,0.09962242026459933
|
||||
2,ICMPFlood,0.75,9,15,285,89.77777777777777,3.8048769306591543,3.9076913379751574,0.5806461714628571,0.1485905925629555
|
||||
2,ICMPFlood,1.0,9,15,285,89.77777777777777,3.7780031319802614,3.9076913379751574,0.7455716558257477,0.19079594352303153
|
||||
3,SYNFlood,0.0,10,57,2358,680.5,3.762358292797355,3.762358292797355,0.0,0.0
|
||||
3,SYNFlood,0.25,10,57,2358,680.5,3.8652368610142593,3.762358292797355,0.503724248485336,0.13388524145870528
|
||||
3,SYNFlood,0.5,10,57,2358,680.5,4.024115990939786,3.762358292797355,0.9903052787994496,0.2632139742499502
|
||||
3,SYNFlood,0.75,10,57,2358,680.5,4.208255037754603,3.762358292797355,1.425964163319618,0.3790080721576886
|
||||
3,SYNFlood,1.0,10,57,2358,680.5,4.390926601051283,3.762358292797355,1.7971017154922897,0.47765299730561406
|
||||
4,SYNScan,0.0,9,133,3883,1558.888888888889,8.413812019940961,8.413812019940961,0.0,0.0
|
||||
4,SYNScan,0.25,9,133,3883,1558.888888888889,8.520324813474636,8.413812019940961,0.2712995671528225,0.032244548191691855
|
||||
4,SYNScan,0.5,9,133,3883,1558.888888888889,8.619447839918248,8.413812019940961,0.4974266930761591,0.05912025273410488
|
||||
4,SYNScan,0.75,9,133,3883,1558.888888888889,8.704446439980822,8.413812019940961,0.6817528629603612,0.08102782203174834
|
||||
4,SYNScan,1.0,9,133,3883,1558.888888888889,8.773841676743299,8.413812019940961,0.8310393297936969,0.0987708458216218
|
||||
5,SlowrateDoS,0.0,10,514,12114,5118.7,6.959458126537858,6.959458126537858,0.0,0.0
|
||||
5,SlowrateDoS,0.25,10,514,12114,5118.7,7.246381770420247,6.959458126537858,0.3849888650074708,0.05531879896502694
|
||||
5,SlowrateDoS,0.5,10,514,12114,5118.7,7.455540543534935,6.959458126537858,0.663982981259247,0.09540728159960359
|
||||
5,SlowrateDoS,0.75,10,514,12114,5118.7,7.606716667407999,6.959458126537858,0.8681957938468777,0.12475048747491806
|
||||
5,SlowrateDoS,1.0,10,514,12114,5118.7,7.717703603028891,6.959458126537858,1.0223779494937628,0.14690482087897383
|
||||
6,TCPConnectScan,0.0,10,326,2861,1403.7,4.103354137092167,4.103354137092167,0.0,0.0
|
||||
6,TCPConnectScan,0.25,10,326,2861,1403.7,4.145661404007996,4.103354137092167,0.20349619083032527,0.049592646413534364
|
||||
6,TCPConnectScan,0.5,10,326,2861,1403.7,4.193091769999703,4.103354137092167,0.3869265339985526,0.09429518415214028
|
||||
6,TCPConnectScan,0.75,10,326,2861,1403.7,4.242581504041738,4.103354137092167,0.5506261437672251,0.13418928159035892
|
||||
6,TCPConnectScan,1.0,10,326,2861,1403.7,4.291662054708642,4.103354137092167,0.6951966301150282,0.16942155292686428
|
||||
7,UDPFlood,0.0,10,1031,114825,32013.8,5.6114059319792515,5.6114059319792515,0.0,0.0
|
||||
7,UDPFlood,0.25,10,1031,114825,32013.8,5.78227882931715,5.6114059319792515,0.38974204058804235,0.0694553281855645
|
||||
7,UDPFlood,0.5,10,1031,114825,32013.8,5.883561496885371,5.6114059319792515,0.63175646662234,0.11258434593405137
|
||||
7,UDPFlood,0.75,10,1031,114825,32013.8,5.931378863463405,5.6114059319792515,0.7761025950408855,0.13830804694023252
|
||||
7,UDPFlood,1.0,10,1031,114825,32013.8,5.950955332441236,5.6114059319792515,0.8728365529033226,0.15554685643557714
|
||||
8,UDPScan,0.0,10,5,2727,1113.4,8.694907133831341,8.694907133831341,0.0,0.0
|
||||
8,UDPScan,0.25,10,5,2727,1113.4,9.144102024278636,8.694907133831341,1.2867485110982368,0.1479887583953115
|
||||
8,UDPScan,0.5,10,5,2727,1113.4,9.489425340921786,8.694907133831341,2.0454996845102325,0.23525262007127376
|
||||
8,UDPScan,0.75,10,5,2727,1113.4,9.690825884207838,8.694907133831341,2.446728016676739,0.28139783197415336
|
||||
8,UDPScan,1.0,10,5,2727,1113.4,9.792775468237512,8.694907133831341,2.6454279671273544,0.30425028426516015
|
||||
|
+441
@@ -0,0 +1,441 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,Benign,0.0,0,15512.0,0.1
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||||
0,Benign,0.0,1,5328.0,0.1
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||||
0,Benign,0.0,2,8864.0,0.1
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||||
0,Benign,0.0,3,80420.0,0.1
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||||
0,Benign,0.0,4,3896.0,0.1
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||||
0,Benign,0.0,5,20027.0,0.1
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||||
0,Benign,0.0,6,13275.0,0.1
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0,Benign,0.0,7,31700.0,0.1
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||||
0,Benign,0.0,8,83388.0,0.1
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0,Benign,0.0,9,72005.0,0.1
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||||
0,Benign,0.25,0,15512.0,0.0903687784692775
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||||
0,Benign,0.25,1,5328.0,0.06918190504586544
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0,Benign,0.25,2,8864.0,0.07857038834553617
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||||
0,Benign,0.25,3,80420.0,0.13636172297965832
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||||
0,Benign,0.25,4,3896.0,0.06397439683009679
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||||
0,Benign,0.25,5,20027.0,0.09632864188710004
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0,Benign,0.25,6,13275.0,0.0869180741989955
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0,Benign,0.25,7,31700.0,0.10804788706094473
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||||
0,Benign,0.25,8,83388.0,0.13760282569654525
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||||
0,Benign,0.25,9,72005.0,0.13264537948598024
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||||
0,Benign,0.5,0,15512.0,0.0764291241476481
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0,Benign,0.5,1,5328.0,0.04479268466238382
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0,Benign,0.5,2,8864.0,0.05777498726204524
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0,Benign,0.5,3,80420.0,0.17402314740281052
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0,Benign,0.5,4,3896.0,0.03830314714018961
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0,Benign,0.5,5,20027.0,0.08684262323584736
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0,Benign,0.5,6,13275.0,0.07070371759877431
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||||
0,Benign,0.5,7,31700.0,0.10925834452215384
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||||
0,Benign,0.5,8,83388.0,0.1772053230920866
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0,Benign,0.5,9,72005.0,0.16466690093606054
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0,Benign,0.75,0,15512.0,0.06097765817356159
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0,Benign,0.75,1,5328.0,0.02735854876431004
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0,Benign,0.75,2,8864.0,0.040076723189388506
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||||
0,Benign,0.75,6,13275.0,0.054255752546630044
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||||
0,Benign,0.75,7,31700.0,0.10422318504941018
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||||
0,Benign,0.75,8,83388.0,0.21527696529465443
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0,Benign,0.75,9,72005.0,0.1928376744462453
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0,Benign,1.0,0,15512.0,0.04638547912025477
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||||
0,Benign,1.0,1,5328.0,0.01593229968751402
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||||
0,Benign,1.0,2,8864.0,0.026505988068717012
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||||
0,Benign,1.0,3,80420.0,0.24047964355665866
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||||
0,Benign,1.0,4,3896.0,0.011650195116845835
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0,Benign,1.0,5,20027.0,0.05988666776310871
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||||
0,Benign,1.0,6,13275.0,0.03969618587682969
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0,Benign,1.0,7,31700.0,0.09479239866632777
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0,Benign,1.0,8,83388.0,0.24935484353273626
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||||
0,Benign,1.0,9,72005.0,0.2153162986110073
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||||
1,HTTPFlood,0.0,0,9688.0,0.1
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||||
1,HTTPFlood,0.0,1,15997.0,0.1
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||||
1,HTTPFlood,0.0,2,4494.0,0.1
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1,HTTPFlood,0.0,3,621.0,0.1
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||||
1,HTTPFlood,0.0,4,2280.0,0.1
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1,HTTPFlood,0.0,5,25248.0,0.1
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1,HTTPFlood,0.0,6,7039.0,0.1
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1,HTTPFlood,0.0,7,13892.0,0.1
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1,HTTPFlood,0.0,8,12304.0,0.1
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||||
1,HTTPFlood,0.0,9,7006.0,0.1
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||||
1,HTTPFlood,0.25,0,9688.0,0.10604019751174108
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1,HTTPFlood,0.25,1,15997.0,0.12020475058245225
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||||
1,HTTPFlood,0.25,2,4494.0,0.08751253462076565
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1,HTTPFlood,0.25,3,621.0,0.05335620045517997
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1,HTTPFlood,0.25,4,2280.0,0.07385768775944955
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1,HTTPFlood,0.25,5,25248.0,0.13473137463967969
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1,HTTPFlood,0.25,6,7039.0,0.09790158810672434
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||||
1,HTTPFlood,0.25,7,13892.0,0.11603878935392674
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||||
1,HTTPFlood,0.25,8,12304.0,0.1125702358677111
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1,HTTPFlood,0.25,9,7006.0,0.09778664110236958
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1,HTTPFlood,0.5,0,9688.0,0.10699843512082603
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1,HTTPFlood,0.5,2,4494.0,0.07287471931529746
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1,HTTPFlood,0.5,3,621.0,0.02708982260359105
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1,HTTPFlood,0.5,4,2280.0,0.051907221738743604
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1,HTTPFlood,0.5,5,25248.0,0.17273241768713649
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1,HTTPFlood,0.5,6,7039.0,0.09120441112447619
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1,HTTPFlood,0.5,7,13892.0,0.12812761681825574
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1,HTTPFlood,0.5,8,12304.0,0.12058228857114697
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1,HTTPFlood,0.5,9,7006.0,0.09099036925724102
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1,HTTPFlood,0.75,0,9688.0,0.10402527636194604
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1,HTTPFlood,0.75,2,4494.0,0.0584706715318024
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1,HTTPFlood,0.75,3,621.0,0.013252016891553522
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1,HTTPFlood,0.75,4,2280.0,0.035149116720886754
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1,HTTPFlood,0.75,5,25248.0,0.2133700784019601
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1,HTTPFlood,0.75,6,7039.0,0.08186466793521056
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1,HTTPFlood,0.75,7,13892.0,0.13631286996144415
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1,HTTPFlood,0.75,8,12304.0,0.1244508945030246
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1,HTTPFlood,0.75,9,7006.0,0.08157665256041689
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||||
1,HTTPFlood,1.0,0,9688.0,0.09828647952195924
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1,HTTPFlood,1.0,1,15997.0,0.1622924043056133
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1,HTTPFlood,1.0,2,4494.0,0.04559242763952155
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1,HTTPFlood,1.0,3,621.0,0.006300155221215595
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1,HTTPFlood,1.0,4,2280.0,0.023131004676926824
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1,HTTPFlood,1.0,5,25248.0,0.2561454412644949
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1,HTTPFlood,1.0,6,7039.0,0.07141190435126663
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1,HTTPFlood,1.0,7,13892.0,0.14093680568941552
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1,HTTPFlood,1.0,8,12304.0,0.1248262638354858
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1,HTTPFlood,1.0,9,7006.0,0.07107711349410058
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||||
4,SYNScan,0.5,4,565.0,0.07348603519073868
|
||||
4,SYNScan,0.5,5,3883.0,0.19264790378338853
|
||||
4,SYNScan,0.5,7,1949.0,0.1364854990536577
|
||||
4,SYNScan,0.5,8,400.0,0.06183161472219221
|
||||
4,SYNScan,0.5,9,724.0,0.0831859298695882
|
||||
4,SYNScan,0.75,0,2805.0,0.18430666277718996
|
||||
4,SYNScan,0.75,1,921.0,0.07994404316890448
|
||||
4,SYNScan,0.75,2,133.0,0.018727513421696464
|
||||
4,SYNScan,0.75,3,2650.0,0.17661427046095715
|
||||
4,SYNScan,0.75,4,565.0,0.055415049069415453
|
||||
4,SYNScan,0.75,5,3883.0,0.2352160373368503
|
||||
4,SYNScan,0.75,7,1949.0,0.14026530668026346
|
||||
4,SYNScan,0.75,8,400.0,0.04276971731045208
|
||||
4,SYNScan,0.75,9,724.0,0.06674139977427063
|
||||
4,SYNScan,1.0,0,2805.0,0.1999287241625089
|
||||
4,SYNScan,1.0,1,921.0,0.06564504632929437
|
||||
4,SYNScan,1.0,2,133.0,0.00947968638631504
|
||||
4,SYNScan,1.0,3,2650.0,0.18888096935138987
|
||||
4,SYNScan,1.0,4,565.0,0.040270848182466144
|
||||
4,SYNScan,1.0,5,3883.0,0.2767640769779045
|
||||
4,SYNScan,1.0,7,1949.0,0.1389166072701354
|
||||
4,SYNScan,1.0,8,400.0,0.02851033499643621
|
||||
4,SYNScan,1.0,9,724.0,0.051603706343549535
|
||||
5,SlowrateDoS,0.0,0,1642.0,0.1
|
||||
5,SlowrateDoS,0.0,1,6569.0,0.1
|
||||
5,SlowrateDoS,0.0,2,5965.0,0.1
|
||||
5,SlowrateDoS,0.0,3,514.0,0.1
|
||||
5,SlowrateDoS,0.0,4,6824.0,0.1
|
||||
5,SlowrateDoS,0.0,5,12114.0,0.1
|
||||
5,SlowrateDoS,0.0,6,7156.0,0.1
|
||||
5,SlowrateDoS,0.0,7,3092.0,0.1
|
||||
5,SlowrateDoS,0.0,8,2594.0,0.1
|
||||
5,SlowrateDoS,0.0,9,4717.0,0.1
|
||||
5,SlowrateDoS,0.25,0,1642.0,0.07900144513271053
|
||||
5,SlowrateDoS,0.25,1,6569.0,0.11172916753411194
|
||||
5,SlowrateDoS,0.25,2,5965.0,0.10906724910475461
|
||||
5,SlowrateDoS,0.25,3,514.0,0.059092522229049295
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||||
5,SlowrateDoS,0.25,4,6824.0,0.11279802667653824
|
||||
5,SlowrateDoS,0.25,5,12114.0,0.13020079613982327
|
||||
5,SlowrateDoS,0.25,6,7156.0,0.11414564078572524
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||||
5,SlowrateDoS,0.25,7,3092.0,0.09254471425238056
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||||
5,SlowrateDoS,0.25,8,2594.0,0.08856950967901898
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||||
5,SlowrateDoS,0.25,9,4717.0,0.10285092846588725
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||||
5,SlowrateDoS,0.5,0,1642.0,0.06012483903817154
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||||
5,SlowrateDoS,0.5,1,6569.0,0.12025883193606603
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||||
5,SlowrateDoS,0.5,2,5965.0,0.11459682210374751
|
||||
5,SlowrateDoS,0.5,3,514.0,0.03363945180430802
|
||||
5,SlowrateDoS,0.5,4,6824.0,0.1225707544855154
|
||||
5,SlowrateDoS,0.5,5,12114.0,0.16330938186925004
|
||||
5,SlowrateDoS,0.5,6,7156.0,0.12551699008981967
|
||||
5,SlowrateDoS,0.5,7,3092.0,0.08250629645953579
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||||
5,SlowrateDoS,0.5,8,2594.0,0.07557050705387465
|
||||
5,SlowrateDoS,0.5,9,4717.0,0.10190612515971129
|
||||
5,SlowrateDoS,0.75,0,1642.0,0.04443405697915706
|
||||
5,SlowrateDoS,0.75,1,6569.0,0.12569284297778993
|
||||
5,SlowrateDoS,0.75,2,5965.0,0.11692138172583606
|
||||
5,SlowrateDoS,0.75,3,514.0,0.01859552491992835
|
||||
5,SlowrateDoS,0.75,4,6824.0,0.12933479130337344
|
||||
5,SlowrateDoS,0.75,5,12114.0,0.1989077844564697
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||||
5,SlowrateDoS,0.75,6,7156.0,0.13402593693654288
|
||||
5,SlowrateDoS,0.75,7,3092.0,0.07142754392816335
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||||
5,SlowrateDoS,0.75,8,2594.0,0.06261286578021116
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||||
5,SlowrateDoS,0.75,9,4717.0,0.09804727099252813
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||||
5,SlowrateDoS,1.0,0,1642.0,0.03207845742082951
|
||||
5,SlowrateDoS,1.0,1,6569.0,0.12833336589368394
|
||||
5,SlowrateDoS,1.0,2,5965.0,0.11653349483267236
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||||
5,SlowrateDoS,1.0,3,514.0,0.010041612128079394
|
||||
5,SlowrateDoS,1.0,4,6824.0,0.1333150995369918
|
||||
5,SlowrateDoS,1.0,5,12114.0,0.23666165237267275
|
||||
5,SlowrateDoS,1.0,6,7156.0,0.139801121378475
|
||||
5,SlowrateDoS,1.0,7,3092.0,0.06040596245140368
|
||||
5,SlowrateDoS,1.0,8,2594.0,0.05067692968917889
|
||||
5,SlowrateDoS,1.0,9,4717.0,0.09215230429601266
|
||||
6,TCPConnectScan,0.0,0,2283.0,0.1
|
||||
6,TCPConnectScan,0.0,1,737.0,0.1
|
||||
6,TCPConnectScan,0.0,2,775.0,0.1
|
||||
6,TCPConnectScan,0.0,3,1149.0,0.1
|
||||
6,TCPConnectScan,0.0,4,809.0,0.1
|
||||
6,TCPConnectScan,0.0,5,2861.0,0.1
|
||||
6,TCPConnectScan,0.0,6,1882.0,0.1
|
||||
6,TCPConnectScan,0.0,7,1065.0,0.1
|
||||
6,TCPConnectScan,0.0,8,326.0,0.1
|
||||
6,TCPConnectScan,0.0,9,2150.0,0.1
|
||||
6,TCPConnectScan,0.25,0,2283.0,0.1167124733390369
|
||||
6,TCPConnectScan,0.25,1,737.0,0.08797467410464607
|
||||
6,TCPConnectScan,0.25,2,775.0,0.0890873868816746
|
||||
6,TCPConnectScan,0.25,3,1149.0,0.09830391222654127
|
||||
6,TCPConnectScan,0.25,4,809.0,0.09004879904604622
|
||||
6,TCPConnectScan,0.25,5,2861.0,0.12348672112193146
|
||||
6,TCPConnectScan,0.25,6,1882.0,0.11121047597429705
|
||||
6,TCPConnectScan,0.25,7,1065.0,0.09645576652522049
|
||||
6,TCPConnectScan,0.25,8,326.0,0.07174558725575302
|
||||
6,TCPConnectScan,0.25,9,2150.0,0.11497420352485287
|
||||
6,TCPConnectScan,0.5,0,2283.0,0.13308089245013302
|
||||
6,TCPConnectScan,0.5,1,737.0,0.07561300408315977
|
||||
6,TCPConnectScan,0.5,2,775.0,0.07753782242935
|
||||
6,TCPConnectScan,0.5,3,1149.0,0.09441103598176359
|
||||
6,TCPConnectScan,0.5,4,809.0,0.079220396126023
|
||||
6,TCPConnectScan,0.5,5,2861.0,0.14897784155725924
|
||||
6,TCPConnectScan,0.5,6,1882.0,0.12082938316611115
|
||||
6,TCPConnectScan,0.5,7,1065.0,0.09089448906993822
|
||||
6,TCPConnectScan,0.5,8,326.0,0.05028883200216262
|
||||
6,TCPConnectScan,0.5,9,2150.0,0.12914630313409942
|
||||
6,TCPConnectScan,0.75,0,2283.0,0.14854164207831894
|
||||
6,TCPConnectScan,0.75,1,737.0,0.06361644596113139
|
||||
6,TCPConnectScan,0.75,2,775.0,0.06606098787680484
|
||||
6,TCPConnectScan,0.75,3,1149.0,0.08875826585899738
|
||||
6,TCPConnectScan,0.75,4,809.0,0.06822290028996864
|
||||
6,TCPConnectScan,0.75,5,2861.0,0.17593699919901915
|
||||
6,TCPConnectScan,0.75,6,1882.0,0.128508987327376
|
||||
6,TCPConnectScan,0.75,7,1065.0,0.08384573821487605
|
||||
6,TCPConnectScan,0.75,8,326.0,0.03450499644680993
|
||||
6,TCPConnectScan,0.75,9,2150.0,0.1420030367466977
|
||||
6,TCPConnectScan,1.0,0,2283.0,0.16264159008335113
|
||||
6,TCPConnectScan,1.0,1,737.0,0.052504096316876823
|
||||
6,TCPConnectScan,1.0,2,775.0,0.055211227470257175
|
||||
6,TCPConnectScan,1.0,3,1149.0,0.08185509724300064
|
||||
6,TCPConnectScan,1.0,4,809.0,0.057633397449597494
|
||||
6,TCPConnectScan,1.0,5,2861.0,0.2038184797321365
|
||||
6,TCPConnectScan,1.0,6,1882.0,0.13407423238583743
|
||||
6,TCPConnectScan,1.0,7,1065.0,0.07587091258815987
|
||||
6,TCPConnectScan,1.0,8,326.0,0.02322433568426302
|
||||
6,TCPConnectScan,1.0,9,2150.0,0.15316663104651992
|
||||
7,UDPFlood,0.0,0,2744.0,0.1
|
||||
7,UDPFlood,0.0,1,13401.0,0.1
|
||||
7,UDPFlood,0.0,2,23126.0,0.1
|
||||
7,UDPFlood,0.0,3,114825.0,0.1
|
||||
7,UDPFlood,0.0,4,1533.0,0.1
|
||||
7,UDPFlood,0.0,5,48726.0,0.1
|
||||
7,UDPFlood,0.0,6,22538.0,0.1
|
||||
7,UDPFlood,0.0,7,64629.0,0.1
|
||||
7,UDPFlood,0.0,8,27585.0,0.1
|
||||
7,UDPFlood,0.0,9,1031.0,0.1
|
||||
7,UDPFlood,0.25,0,2744.0,0.062071002045654945
|
||||
7,UDPFlood,0.25,1,13401.0,0.09227350796892415
|
||||
7,UDPFlood,0.25,2,23126.0,0.10575912769009173
|
||||
7,UDPFlood,0.25,3,114825.0,0.15787081218616805
|
||||
7,UDPFlood,0.25,4,1533.0,0.05366341028743975
|
||||
7,UDPFlood,0.25,5,48726.0,0.12741862668393017
|
||||
7,UDPFlood,0.25,6,22538.0,0.1050803651740583
|
||||
7,UDPFlood,0.25,7,64629.0,0.13674126358730812
|
||||
7,UDPFlood,0.25,8,27585.0,0.11052511534372421
|
||||
7,UDPFlood,0.25,9,1031.0,0.04859676903270051
|
||||
7,UDPFlood,0.5,0,2744.0,0.034428311924818204
|
||||
7,UDPFlood,0.5,1,13401.0,0.07608381469385114
|
||||
7,UDPFlood,0.5,2,23126.0,0.09994796043398123
|
||||
7,UDPFlood,0.5,3,114825.0,0.2227111203265142
|
||||
7,UDPFlood,0.5,4,1533.0,0.025733256740854863
|
||||
7,UDPFlood,0.5,5,48726.0,0.14507883383295553
|
||||
7,UDPFlood,0.5,6,22538.0,0.09866914452668855
|
||||
7,UDPFlood,0.5,7,64629.0,0.16708497331462946
|
||||
7,UDPFlood,0.5,8,27585.0,0.10915915614665872
|
||||
7,UDPFlood,0.5,9,1031.0,0.021103428059048173
|
||||
7,UDPFlood,0.75,0,2744.0,0.017652375769757894
|
||||
7,UDPFlood,0.75,1,13401.0,0.05799198693568284
|
||||
7,UDPFlood,0.75,2,23126.0,0.08731532492856245
|
||||
7,UDPFlood,0.75,3,114825.0,0.29043063479379605
|
||||
7,UDPFlood,0.75,4,1533.0,0.011407006779336785
|
||||
7,UDPFlood,0.75,5,48726.0,0.15269881056534784
|
||||
7,UDPFlood,0.75,6,22538.0,0.08564492126142605
|
||||
7,UDPFlood,0.75,7,64629.0,0.1887277058196725
|
||||
7,UDPFlood,0.75,8,27585.0,0.0996597571918708
|
||||
7,UDPFlood,0.75,9,1031.0,0.008471475954546786
|
||||
7,UDPFlood,1.0,0,2744.0,0.008571303625311584
|
||||
7,UDPFlood,1.0,1,13401.0,0.041860072843586206
|
||||
7,UDPFlood,1.0,2,23126.0,0.07223759753606257
|
||||
7,UDPFlood,1.0,3,114825.0,0.3586734470759485
|
||||
7,UDPFlood,1.0,4,1533.0,0.004788559933528665
|
||||
7,UDPFlood,1.0,5,48726.0,0.15220311240777415
|
||||
7,UDPFlood,1.0,6,22538.0,0.07040088961635295
|
||||
7,UDPFlood,1.0,7,64629.0,0.2018785648689003
|
||||
7,UDPFlood,1.0,8,27585.0,0.0861659659271939
|
||||
7,UDPFlood,1.0,9,1031.0,0.0032204861653411967
|
||||
8,UDPScan,0.0,0,1410.0,0.1
|
||||
8,UDPScan,0.0,1,2727.0,0.1
|
||||
8,UDPScan,0.0,2,451.0,0.1
|
||||
8,UDPScan,0.0,3,2421.0,0.1
|
||||
8,UDPScan,0.0,4,1882.0,0.1
|
||||
8,UDPScan,0.0,5,1858.0,0.1
|
||||
8,UDPScan,0.0,6,40.0,0.1
|
||||
8,UDPScan,0.0,7,5.0,0.1
|
||||
8,UDPScan,0.0,8,152.0,0.1
|
||||
8,UDPScan,0.0,9,188.0,0.1
|
||||
8,UDPScan,0.25,0,1410.0,0.1241619590859255
|
||||
8,UDPScan,0.25,1,2727.0,0.14642157119469484
|
||||
8,UDPScan,0.25,2,451.0,0.09337441926630814
|
||||
8,UDPScan,0.25,3,2421.0,0.14212892644945652
|
||||
8,UDPScan,0.25,4,1882.0,0.13345617799370266
|
||||
8,UDPScan,0.25,5,1858.0,0.1330286567144615
|
||||
8,UDPScan,0.25,6,40.0,0.050956404463261364
|
||||
8,UDPScan,0.25,7,5.0,0.030298859371333413
|
||||
8,UDPScan,0.25,8,152.0,0.07114504776688942
|
||||
8,UDPScan,0.25,9,188.0,0.07502797769396659
|
||||
8,UDPScan,0.5,0,1410.0,0.1334880305281364
|
||||
8,UDPScan,0.5,1,2727.0,0.18564161511570723
|
||||
8,UDPScan,0.5,2,451.0,0.07549549555263549
|
||||
8,UDPScan,0.5,3,2421.0,0.17491625239552414
|
||||
8,UDPScan,0.5,4,1882.0,0.15422066759471326
|
||||
8,UDPScan,0.5,5,1858.0,0.15323417132461511
|
||||
8,UDPScan,0.5,6,40.0,0.022483440269731245
|
||||
8,UDPScan,0.5,7,5.0,0.007949096539564831
|
||||
8,UDPScan,0.5,8,152.0,0.04382829369457331
|
||||
8,UDPScan,0.5,9,188.0,0.04874293698479904
|
||||
8,UDPScan,0.75,0,1410.0,0.13281186109814913
|
||||
8,UDPScan,0.75,1,2727.0,0.21781429635114546
|
||||
8,UDPScan,0.75,2,451.0,0.05648783558829187
|
||||
8,UDPScan,0.75,3,2421.0,0.19921343322124688
|
||||
8,UDPScan,0.75,4,1882.0,0.16492528466458095
|
||||
8,UDPScan,0.75,5,1858.0,0.16334536296869692
|
||||
8,UDPScan,0.75,6,40.0,0.009180525083255623
|
||||
8,UDPScan,0.75,7,5.0,0.0019299676581641158
|
||||
8,UDPScan,0.75,8,152.0,0.024986488072494886
|
||||
8,UDPScan,0.75,9,188.0,0.029304945293974125
|
||||
8,UDPScan,1.0,0,1410.0,0.1266391234057841
|
||||
8,UDPScan,1.0,1,2727.0,0.24492545356565476
|
||||
8,UDPScan,1.0,2,451.0,0.040506556493623135
|
||||
8,UDPScan,1.0,3,2421.0,0.21744206933716545
|
||||
8,UDPScan,1.0,4,1882.0,0.16903179450332315
|
||||
8,UDPScan,1.0,5,1858.0,0.16687623495599066
|
||||
8,UDPScan,1.0,6,40.0,0.0035925992455541583
|
||||
8,UDPScan,1.0,7,5.0,0.0004490749056942698
|
||||
8,UDPScan,1.0,8,152.0,0.013651877133105802
|
||||
8,UDPScan,1.0,9,188.0,0.016885216454104544
|
||||
|
+11837
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,Benign,0.0,10,536,118638,33441.5,5.781474478497102,5.781474478497102,0.0,0.0
|
||||
0,Benign,0.25,10,536,118638,33441.5,6.034523363155307,5.781474478497102,0.44934231344407405,0.0777210580303177
|
||||
0,Benign,0.5,10,536,118638,33441.5,6.184377334793189,5.781474478497102,0.7423202921820351,0.12839636237138624
|
||||
0,Benign,0.75,10,536,118638,33441.5,6.279241110118144,5.781474478497102,0.9589710040117058,0.16586962505471284
|
||||
0,Benign,1.0,10,536,118638,33441.5,6.346908599237262,5.781474478497102,1.1374661214791688,0.19674325740080997
|
||||
1,HTTPFlood,0.0,10,1484,25410,9856.9,8.040515112105078,8.040515112105078,0.0,0.0
|
||||
1,HTTPFlood,0.25,10,1484,25410,9856.9,8.237924127928169,8.040515112105078,0.31613002745222124,0.03931713615913541
|
||||
1,HTTPFlood,0.5,10,1484,25410,9856.9,8.43041250305211,8.040515112105078,0.6174652346598523,0.07679423843507886
|
||||
1,HTTPFlood,0.75,10,1484,25410,9856.9,8.614808236554929,8.040515112105078,0.9049846159797786,0.11255306449425298
|
||||
1,HTTPFlood,1.0,10,1484,25410,9856.9,8.789920650050949,8.040515112105078,1.1798981961668003,0.14674410528629583
|
||||
2,ICMPFlood,0.0,10,1,270,80.8,3.6224561789945593,3.6224561789945593,0.0,0.0
|
||||
2,ICMPFlood,0.25,10,1,270,80.8,3.5980394846920825,3.6224561789945593,0.23482708759290863,0.06482537703412239
|
||||
2,ICMPFlood,0.5,10,1,270,80.8,3.627324539482129,3.6224561789945593,0.4783770963700612,0.13205876696149255
|
||||
2,ICMPFlood,0.75,10,1,270,80.8,3.697214470610192,3.6224561789945593,0.7269008922059704,0.2006651996015939
|
||||
2,ICMPFlood,1.0,10,1,270,80.8,3.7904360054890227,3.6224561789945593,0.9624949343114511,0.2657022988691057
|
||||
3,SYNFlood,0.0,10,6,2670,680.5,3.465183220431711,3.465183220431711,0.0,0.0
|
||||
3,SYNFlood,0.25,10,6,2670,680.5,3.569041282796479,3.465183220431711,0.7216450467734076,0.20825595671778108
|
||||
3,SYNFlood,0.5,10,6,2670,680.5,3.807339651900049,3.465183220431711,1.282696779657381,0.3701670872969239
|
||||
3,SYNFlood,0.75,10,6,2670,680.5,4.079395055744296,3.465183220431711,1.7316419781829142,0.4997259504122778
|
||||
3,SYNFlood,1.0,10,6,2670,680.5,4.337933359236833,3.465183220431711,2.0937360483530942,0.6042208781364945
|
||||
4,SYNScan,0.0,10,91,4022,1403.0,8.045784588585622,8.045784588585622,0.0,0.0
|
||||
4,SYNScan,0.25,10,91,4022,1403.0,8.274957864156102,8.045784588585622,0.6143739282469588,0.07635972868557252
|
||||
4,SYNScan,0.5,10,91,4022,1403.0,8.505120839291314,8.045784588585622,1.1241535798580533,0.13971957209156025
|
||||
4,SYNScan,0.75,10,91,4022,1403.0,8.716663030105147,8.045784588585622,1.528513117591033,0.18997688799169454
|
||||
4,SYNScan,1.0,10,91,4022,1403.0,8.902679438059348,8.045784588585622,1.842405141799617,0.22899011544671438
|
||||
5,SlowrateDoS,0.0,10,99,18020,5118.7,6.196828962382864,6.196828962382864,0.0,0.0
|
||||
5,SlowrateDoS,0.25,10,99,18020,5118.7,6.553678159229446,6.196828962382864,0.5399568475713932,0.08713437967210956
|
||||
5,SlowrateDoS,0.5,10,99,18020,5118.7,6.812828089028118,6.196828962382864,0.8993913264035333,0.14513734877357187
|
||||
5,SlowrateDoS,0.75,10,99,18020,5118.7,7.0100886548577055,6.196828962382864,1.1616596467574192,0.18746033718360475
|
||||
5,SlowrateDoS,1.0,10,99,18020,5118.7,7.175262135131196,6.196828962382864,1.3810692070580681,0.22286708499487232
|
||||
6,TCPConnectScan,0.0,10,84,3335,1403.7,3.453869789830237,3.453869789830237,0.0,0.0
|
||||
6,TCPConnectScan,0.25,10,84,3335,1403.7,3.617220251172245,3.453869789830237,0.4971497560236511,0.14393992428072594
|
||||
6,TCPConnectScan,0.5,10,84,3335,1403.7,3.787351088757621,3.453869789830237,0.8730794238012685,0.2527829585156949
|
||||
6,TCPConnectScan,0.75,10,84,3335,1403.7,3.9377337594856923,3.453869789830237,1.1534790505589367,0.33396715010951006
|
||||
6,TCPConnectScan,1.0,10,84,3335,1403.7,4.065688701664532,3.453869789830237,1.369185490777271,0.3964207031801765
|
||||
7,UDPFlood,0.0,10,2637,63416,32013.8,5.3800354831652175,5.3800354831652175,0.0,0.0
|
||||
7,UDPFlood,0.25,10,2637,63416,32013.8,5.3682027314631915,5.3800354831652175,0.30430818584262825,0.056562486770737
|
||||
7,UDPFlood,0.5,10,2637,63416,32013.8,5.362559964029274,5.3800354831652175,0.5319553322178198,0.09887580367868808
|
||||
7,UDPFlood,0.75,10,2637,63416,32013.8,5.358276468552069,5.3800354831652175,0.6971774040155683,0.12958602340023978
|
||||
7,UDPFlood,1.0,10,2637,63416,32013.8,5.353674614995479,5.3800354831652175,0.8176540927055402,0.15197931226737796
|
||||
8,UDPScan,0.0,10,37,3282,1113.4,8.645933084279516,8.645933084279516,0.0,0.0
|
||||
8,UDPScan,0.25,10,37,3282,1113.4,8.812606854638048,8.645933084279516,0.6432942008401974,0.07440425395031894
|
||||
8,UDPScan,0.5,10,37,3282,1113.4,8.954553862974032,8.645933084279516,1.1533048328462676,0.1333927549061496
|
||||
8,UDPScan,0.75,10,37,3282,1113.4,9.061615278507716,8.645933084279516,1.5614428575749395,0.18059853602314316
|
||||
8,UDPScan,1.0,10,37,3282,1113.4,9.134788287720689,8.645933084279516,1.8919878834982704,0.21882980877314223
|
||||
|
+451
@@ -0,0 +1,451 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,Benign,0.0,0,7083.0,0.1
|
||||
0,Benign,0.0,1,31172.0,0.1
|
||||
0,Benign,0.0,2,30915.0,0.1
|
||||
0,Benign,0.0,3,41272.0,0.1
|
||||
0,Benign,0.0,4,7313.0,0.1
|
||||
0,Benign,0.0,5,9497.0,0.1
|
||||
0,Benign,0.0,6,118638.0,0.1
|
||||
0,Benign,0.0,7,67601.0,0.1
|
||||
0,Benign,0.0,8,20388.0,0.1
|
||||
0,Benign,0.0,9,536.0,0.1
|
||||
0,Benign,0.25,0,7083.0,0.07610772802107614
|
||||
0,Benign,0.25,1,31172.0,0.11023401199386175
|
||||
0,Benign,0.25,2,30915.0,0.11000609789221906
|
||||
0,Benign,0.25,3,41272.0,0.11824650842475129
|
||||
0,Benign,0.25,4,7313.0,0.07671818865329356
|
||||
0,Benign,0.25,5,9497.0,0.08189757766668841
|
||||
0,Benign,0.25,6,118638.0,0.153967976175725
|
||||
0,Benign,0.25,7,67601.0,0.13377123209952194
|
||||
0,Benign,0.25,8,20388.0,0.09913296670411043
|
||||
0,Benign,0.25,9,536.0,0.039917712368752495
|
||||
0,Benign,0.5,0,7083.0,0.052829972999745796
|
||||
0,Benign,0.5,1,31172.0,0.11082917530765998
|
||||
0,Benign,0.5,2,30915.0,0.11037135981454033
|
||||
0,Benign,0.5,3,41272.0,0.1275262312438105
|
||||
0,Benign,0.5,4,7313.0,0.053680871082802124
|
||||
0,Benign,0.5,5,9497.0,0.061173733507939
|
||||
0,Benign,0.5,6,118638.0,0.21621393269917433
|
||||
0,Benign,0.5,7,67601.0,0.1632105874704152
|
||||
0,Benign,0.5,8,20388.0,0.08963117304764301
|
||||
0,Benign,0.5,9,536.0,0.014532962826269735
|
||||
0,Benign,0.75,0,7083.0,0.034314025741143096
|
||||
0,Benign,0.75,1,31172.0,0.10426348618872867
|
||||
0,Benign,0.75,2,30915.0,0.10361811310921243
|
||||
0,Benign,0.75,3,41272.0,0.1286916524800327
|
||||
0,Benign,0.75,4,7313.0,0.03514636552700485
|
||||
0,Benign,0.75,5,9497.0,0.042756147819749374
|
||||
0,Benign,0.75,6,118638.0,0.2841035130209821
|
||||
0,Benign,0.75,7,67601.0,0.1863260518743395
|
||||
0,Benign,0.75,8,20388.0,0.07582976499502693
|
||||
0,Benign,0.75,9,536.0,0.004950879243780426
|
||||
0,Benign,1.0,0,7083.0,0.021180270023772856
|
||||
0,Benign,1.0,1,31172.0,0.09321352212071828
|
||||
0,Benign,1.0,2,30915.0,0.0924450159233288
|
||||
0,Benign,1.0,3,41272.0,0.12341551664847569
|
||||
0,Benign,1.0,4,7313.0,0.021868038215989115
|
||||
0,Benign,1.0,5,9497.0,0.02839884574555567
|
||||
0,Benign,1.0,6,118638.0,0.35476279473109756
|
||||
0,Benign,1.0,7,67601.0,0.20214703287830987
|
||||
0,Benign,1.0,8,20388.0,0.06096616479523945
|
||||
0,Benign,1.0,9,536.0,0.0016027989175126714
|
||||
1,HTTPFlood,0.0,0,17146.0,0.1
|
||||
1,HTTPFlood,0.0,1,12345.0,0.1
|
||||
1,HTTPFlood,0.0,2,1484.0,0.1
|
||||
1,HTTPFlood,0.0,3,8659.0,0.1
|
||||
1,HTTPFlood,0.0,4,25410.0,0.1
|
||||
1,HTTPFlood,0.0,5,7911.0,0.1
|
||||
1,HTTPFlood,0.0,6,5810.0,0.1
|
||||
1,HTTPFlood,0.0,7,10568.0,0.1
|
||||
1,HTTPFlood,0.0,8,3396.0,0.1
|
||||
1,HTTPFlood,0.0,9,5840.0,0.1
|
||||
1,HTTPFlood,0.25,0,17146.0,0.12027709693538534
|
||||
1,HTTPFlood,0.25,1,12345.0,0.1107936846645228
|
||||
1,HTTPFlood,0.25,2,1484.0,0.06523801039368582
|
||||
1,HTTPFlood,0.25,3,8659.0,0.10139327880575376
|
||||
1,HTTPFlood,0.25,4,25410.0,0.1327068677174358
|
||||
1,HTTPFlood,0.25,5,7911.0,0.09912885241252227
|
||||
1,HTTPFlood,0.25,6,5810.0,0.09176694321624473
|
||||
1,HTTPFlood,0.25,7,10568.0,0.10657134171931135
|
||||
1,HTTPFlood,0.25,8,3396.0,0.08023874969685832
|
||||
1,HTTPFlood,0.25,9,5840.0,0.0918851744382798
|
||||
1,HTTPFlood,0.5,0,17146.0,0.139941619522647
|
||||
1,HTTPFlood,0.5,1,12345.0,0.11874382463630251
|
||||
1,HTTPFlood,0.5,2,1484.0,0.04117014877597004
|
||||
1,HTTPFlood,0.5,3,8659.0,0.09944875619002022
|
||||
1,HTTPFlood,0.5,4,25410.0,0.17036007337616
|
||||
1,HTTPFlood,0.5,5,7911.0,0.09505635964576942
|
||||
1,HTTPFlood,0.5,6,5810.0,0.08146171559115428
|
||||
1,HTTPFlood,0.5,7,10568.0,0.10986563956580202
|
||||
1,HTTPFlood,0.5,8,3396.0,0.0622801036564277
|
||||
1,HTTPFlood,0.5,9,5840.0,0.08167175903974684
|
||||
1,HTTPFlood,0.75,0,17146.0,0.15808394165736586
|
||||
1,HTTPFlood,0.75,1,12345.0,0.12356172486233634
|
||||
1,HTTPFlood,0.75,2,1484.0,0.025225574578791567
|
||||
1,HTTPFlood,0.75,3,8659.0,0.09470359082946475
|
||||
1,HTTPFlood,0.75,4,25410.0,0.21233380400565785
|
||||
1,HTTPFlood,0.75,5,7911.0,0.08849916638572083
|
||||
1,HTTPFlood,0.75,6,5810.0,0.07020980079263504
|
||||
1,HTTPFlood,0.75,7,10568.0,0.10996646008549121
|
||||
1,HTTPFlood,0.75,8,3396.0,0.046934414307307146
|
||||
1,HTTPFlood,0.75,9,5840.0,0.07048152249522938
|
||||
1,HTTPFlood,1.0,0,17146.0,0.17394921324148566
|
||||
1,HTTPFlood,1.0,1,12345.0,0.1252422161125709
|
||||
1,HTTPFlood,1.0,2,1484.0,0.015055443394982194
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||||
1,HTTPFlood,1.0,3,8659.0,0.08784709188487252
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||||
1,HTTPFlood,1.0,4,25410.0,0.2577889600178555
|
||||
1,HTTPFlood,1.0,5,7911.0,0.08025849912244215
|
||||
1,HTTPFlood,1.0,6,5810.0,0.05894348121620388
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||||
1,HTTPFlood,1.0,7,10568.0,0.1072142357130538
|
||||
1,HTTPFlood,1.0,8,3396.0,0.03445302275563311
|
||||
1,HTTPFlood,1.0,9,5840.0,0.05924783654090028
|
||||
2,ICMPFlood,0.0,0,88.0,0.1
|
||||
2,ICMPFlood,0.0,1,8.0,0.1
|
||||
2,ICMPFlood,0.0,2,35.0,0.1
|
||||
2,ICMPFlood,0.0,3,25.0,0.1
|
||||
2,ICMPFlood,0.0,4,41.0,0.1
|
||||
2,ICMPFlood,0.0,5,19.0,0.1
|
||||
2,ICMPFlood,0.0,6,251.0,0.1
|
||||
2,ICMPFlood,0.0,7,270.0,0.1
|
||||
2,ICMPFlood,0.0,8,1.0,0.1
|
||||
2,ICMPFlood,0.0,9,70.0,0.1
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||||
2,ICMPFlood,0.25,0,88.0,0.11799277125437847
|
||||
2,ICMPFlood,0.25,1,8.0,0.06478988813184171
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||||
2,ICMPFlood,0.25,2,35.0,0.09370262218822603
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||||
2,ICMPFlood,0.25,3,25.0,0.08614294905377465
|
||||
2,ICMPFlood,0.25,4,41.0,0.09748340662802273
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||||
2,ICMPFlood,0.25,5,19.0,0.08043093800338408
|
||||
2,ICMPFlood,0.25,6,251.0,0.1533391896103146
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||||
2,ICMPFlood,0.25,7,270.0,0.1561621121560993
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||||
2,ICMPFlood,0.25,8,1.0,0.03852429797330826
|
||||
2,ICMPFlood,0.25,9,70.0,0.11143182500065023
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||||
2,ICMPFlood,0.5,0,88.0,0.12420234546262135
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||||
2,ICMPFlood,0.5,1,8.0,0.03744841618014686
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||||
2,ICMPFlood,0.5,2,35.0,0.07832898218735194
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||||
2,ICMPFlood,0.5,3,25.0,0.06620007256419468
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||||
2,ICMPFlood,0.5,4,41.0,0.08477745783112166
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||||
2,ICMPFlood,0.5,5,19.0,0.05771188527247683
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||||
2,ICMPFlood,0.5,6,251.0,0.20976127874168435
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||||
2,ICMPFlood,0.5,7,270.0,0.21755563831132974
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||||
2,ICMPFlood,0.5,8,1.0,0.013240014512838936
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||||
2,ICMPFlood,0.5,9,70.0,0.11077390893623369
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||||
2,ICMPFlood,0.75,0,88.0,0.12010097474977831
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||||
2,ICMPFlood,0.75,1,8.0,0.019883920511346753
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||||
2,ICMPFlood,0.75,2,35.0,0.06014999025823187
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||||
2,ICMPFlood,0.75,3,25.0,0.04673470811103411
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||||
2,ICMPFlood,0.75,4,41.0,0.06772865023224453
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||||
2,ICMPFlood,0.75,5,19.0,0.03804080763746241
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||||
2,ICMPFlood,0.75,6,251.0,0.2635966090888587
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||||
2,ICMPFlood,0.75,7,270.0,0.278424437669862
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||||
2,ICMPFlood,0.75,8,1.0,0.004180079369795323
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||||
2,ICMPFlood,0.75,9,70.0,0.10115982237138606
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||||
2,ICMPFlood,1.0,0,88.0,0.10891089108910891
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||||
2,ICMPFlood,1.0,1,8.0,0.009900990099009901
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||||
2,ICMPFlood,1.0,2,35.0,0.043316831683168314
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||||
2,ICMPFlood,1.0,3,25.0,0.03094059405940594
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||||
2,ICMPFlood,1.0,4,41.0,0.050742574257425746
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||||
2,ICMPFlood,1.0,5,19.0,0.023514851485148515
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||||
2,ICMPFlood,1.0,6,251.0,0.31064356435643564
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||||
2,ICMPFlood,1.0,7,270.0,0.3341584158415842
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||||
2,ICMPFlood,1.0,8,1.0,0.0012376237623762376
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||||
2,ICMPFlood,1.0,9,70.0,0.08663366336633663
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||||
3,SYNFlood,0.0,0,380.0,0.1
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||||
3,SYNFlood,0.0,1,2670.0,0.1
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||||
3,SYNFlood,0.0,2,462.0,0.1
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||||
3,SYNFlood,0.0,3,6.0,0.1
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||||
3,SYNFlood,0.0,4,110.0,0.1
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||||
3,SYNFlood,0.0,5,1678.0,0.1
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||||
3,SYNFlood,0.0,6,185.0,0.1
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||||
3,SYNFlood,0.0,7,59.0,0.1
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||||
3,SYNFlood,0.0,8,450.0,0.1
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||||
3,SYNFlood,0.0,9,805.0,0.1
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||||
3,SYNFlood,0.25,0,380.0,0.10072117064718765
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||||
3,SYNFlood,0.25,1,2670.0,0.16398445506207102
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||||
3,SYNFlood,0.25,2,462.0,0.105763389233269
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||||
3,SYNFlood,0.25,3,6.0,0.035703655074472665
|
||||
3,SYNFlood,0.25,4,110.0,0.07387934508576045
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||||
3,SYNFlood,0.25,5,1678.0,0.14600672335620737
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||||
3,SYNFlood,0.25,6,185.0,0.08413327557976374
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||||
3,SYNFlood,0.25,7,59.0,0.06322485886277793
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||||
3,SYNFlood,0.25,8,450.0,0.10506982140916887
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||||
3,SYNFlood,0.25,9,805.0,0.12151330568932135
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||||
3,SYNFlood,0.5,0,380.0,0.08965490621321268
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||||
3,SYNFlood,0.5,1,2670.0,0.2376500406703039
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||||
3,SYNFlood,0.5,2,462.0,0.09885604925374256
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||||
3,SYNFlood,0.5,3,6.0,0.011265692359478862
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||||
3,SYNFlood,0.5,4,110.0,0.04823681283906558
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||||
3,SYNFlood,0.5,5,1678.0,0.18839884697093623
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||||
3,SYNFlood,0.5,6,185.0,0.06255587835768352
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||||
3,SYNFlood,0.5,7,59.0,0.03532712280945715
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||||
3,SYNFlood,0.5,8,450.0,0.09756375774528948
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||||
3,SYNFlood,0.5,9,805.0,0.13049089278083004
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||||
3,SYNFlood,0.75,0,380.0,0.07309858889308711
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||||
3,SYNFlood,0.75,1,2670.0,0.31546758555634774
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||||
3,SYNFlood,0.75,2,462.0,0.08463554157358168
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||||
3,SYNFlood,0.75,3,6.0,0.0032560025299836317
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||||
3,SYNFlood,0.75,4,110.0,0.02884800666747462
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||||
3,SYNFlood,0.75,5,1678.0,0.22267182227081056
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||||
3,SYNFlood,0.75,6,185.0,0.04260397215696479
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||||
3,SYNFlood,0.75,7,59.0,0.018080494516571056
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||||
3,SYNFlood,0.75,8,450.0,0.0829813853966454
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||||
3,SYNFlood,0.75,9,805.0,0.12835660043853334
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||||
3,SYNFlood,1.0,0,380.0,0.055841293166789124
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||||
3,SYNFlood,1.0,1,2670.0,0.3923585598824394
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||||
3,SYNFlood,1.0,2,462.0,0.06789125642909626
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||||
3,SYNFlood,1.0,3,6.0,0.000881704628949302
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||||
3,SYNFlood,1.0,4,110.0,0.016164584864070537
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||||
3,SYNFlood,1.0,5,1678.0,0.24658339456282147
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||||
3,SYNFlood,1.0,6,185.0,0.02718589272593681
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||||
3,SYNFlood,1.0,7,59.0,0.008670095518001469
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||||
3,SYNFlood,1.0,8,450.0,0.06612784717119764
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||||
3,SYNFlood,1.0,9,805.0,0.11829537105069801
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||||
4,SYNScan,0.0,0,4022.0,0.1
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||||
4,SYNScan,0.0,1,626.0,0.1
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||||
4,SYNScan,0.0,2,3070.0,0.1
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||||
4,SYNScan,0.0,3,737.0,0.1
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||||
4,SYNScan,0.0,4,357.0,0.1
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||||
4,SYNScan,0.0,5,710.0,0.1
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||||
4,SYNScan,0.0,6,1939.0,0.1
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||||
4,SYNScan,0.0,7,160.0,0.1
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||||
4,SYNScan,0.0,8,91.0,0.1
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||||
4,SYNScan,0.0,9,2318.0,0.1
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||||
4,SYNScan,0.25,0,4022.0,0.14388270266328346
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||||
4,SYNScan,0.25,1,626.0,0.09037361478892687
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||||
4,SYNScan,0.25,2,3070.0,0.13448773030218933
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||||
4,SYNScan,0.25,3,737.0,0.09413799458430443
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||||
4,SYNScan,0.25,4,357.0,0.07853533930069634
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||||
4,SYNScan,0.25,5,710.0,0.09326370355357082
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||||
4,SYNScan,0.25,6,1939.0,0.11989263980394038
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||||
4,SYNScan,0.25,7,160.0,0.06425812751254269
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||||
4,SYNScan,0.25,8,91.0,0.05580311191094303
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||||
4,SYNScan,0.25,9,2318.0,0.12536503557960268
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||||
4,SYNScan,0.5,0,4022.0,0.19165506653285913
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||||
4,SYNScan,0.5,1,626.0,0.07561125352393196
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||||
4,SYNScan,0.5,2,3070.0,0.16744356397271185
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||||
4,SYNScan,0.5,3,737.0,0.08204139104795498
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||||
4,SYNScan,0.5,4,357.0,0.057099641237372344
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||||
4,SYNScan,0.5,5,710.0,0.08052457583524053
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||||
4,SYNScan,0.5,6,1939.0,0.13307245712827215
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||||
4,SYNScan,0.5,7,160.0,0.03822603585404138
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||||
4,SYNScan,0.5,8,91.0,0.028828362049964744
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||||
4,SYNScan,0.5,9,2318.0,0.14549765281765098
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||||
4,SYNScan,0.75,0,4022.0,0.23998707158589525
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||||
4,SYNScan,0.75,1,626.0,0.05946850853227758
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||||
4,SYNScan,0.75,2,3070.0,0.19597924410223644
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||||
4,SYNScan,0.75,3,737.0,0.0672135621511094
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||||
4,SYNScan,0.75,4,357.0,0.039026307190910645
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||||
4,SYNScan,0.75,5,710.0,0.06535819626694679
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||||
4,SYNScan,0.75,6,1939.0,0.13884800799285962
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||||
4,SYNScan,0.75,7,160.0,0.02137697668791778
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||||
4,SYNScan,0.75,8,91.0,0.014000299967519655
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||||
4,SYNScan,0.75,9,2318.0,0.15874182552232696
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||||
4,SYNScan,1.0,0,4022.0,0.2866714183891661
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||||
4,SYNScan,1.0,1,626.0,0.04461867426942267
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||||
4,SYNScan,1.0,2,3070.0,0.21881682109764788
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||||
4,SYNScan,1.0,3,737.0,0.052530292230933716
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||||
4,SYNScan,1.0,4,357.0,0.025445473984319317
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||||
4,SYNScan,1.0,5,710.0,0.05060584461867427
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||||
4,SYNScan,1.0,6,1939.0,0.13820384889522452
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||||
4,SYNScan,1.0,7,160.0,0.011404133998574484
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||||
4,SYNScan,1.0,8,91.0,0.0064861012116892375
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||||
4,SYNScan,1.0,9,2318.0,0.16521739130434782
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||||
5,SlowrateDoS,0.0,0,335.0,0.1
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||||
5,SlowrateDoS,0.0,1,18020.0,0.1
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||||
5,SlowrateDoS,0.0,2,5630.0,0.1
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||||
5,SlowrateDoS,0.0,3,8841.0,0.1
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||||
5,SlowrateDoS,0.0,4,5017.0,0.1
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||||
5,SlowrateDoS,0.0,5,4985.0,0.1
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||||
5,SlowrateDoS,0.0,6,1759.0,0.1
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||||
5,SlowrateDoS,0.0,7,4201.0,0.1
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||||
5,SlowrateDoS,0.0,8,99.0,0.1
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||||
5,SlowrateDoS,0.0,9,2300.0,0.1
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||||
5,SlowrateDoS,0.25,0,335.0,0.056553707700137935
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||||
5,SlowrateDoS,0.25,1,18020.0,0.15315760898081135
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||||
5,SlowrateDoS,0.25,2,5630.0,0.11450566671486577
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||||
5,SlowrateDoS,0.25,3,8841.0,0.12818146436502775
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||||
5,SlowrateDoS,0.25,4,5017.0,0.11125278879660548
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||||
5,SlowrateDoS,0.25,5,4985.0,0.11107496159279992
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||||
5,SlowrateDoS,0.25,6,1759.0,0.08560839224865945
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||||
5,SlowrateDoS,0.25,7,4201.0,0.10642362590502465
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||||
5,SlowrateDoS,0.25,8,99.0,0.04169737157232334
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||||
5,SlowrateDoS,0.25,9,2300.0,0.09154441212374431
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||||
5,SlowrateDoS,0.5,0,335.0,0.02915881527071058
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||||
5,SlowrateDoS,0.5,1,18020.0,0.21385768649187742
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||||
5,SlowrateDoS,0.5,2,5630.0,0.11953681179080197
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||||
5,SlowrateDoS,0.5,3,8841.0,0.14979529282555273
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||||
5,SlowrateDoS,0.5,4,5017.0,0.11284167432494366
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||||
5,SlowrateDoS,0.5,5,4985.0,0.11248122884640692
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||||
5,SlowrateDoS,0.5,6,1759.0,0.06681598739681761
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||||
5,SlowrateDoS,0.5,7,4201.0,0.10325802444437501
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||||
5,SlowrateDoS,0.5,8,99.0,0.015851306673494374
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||||
5,SlowrateDoS,0.5,9,2300.0,0.07640317193501961
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||||
5,SlowrateDoS,0.75,0,335.0,0.014130131275416527
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||||
5,SlowrateDoS,0.75,1,18020.0,0.28065881123322484
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||||
5,SlowrateDoS,0.75,2,5630.0,0.11728538222496725
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||||
5,SlowrateDoS,0.75,3,8841.0,0.16452755139825542
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||||
5,SlowrateDoS,0.75,4,5017.0,0.10757111424270874
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||||
5,SlowrateDoS,0.75,5,4985.0,0.10705611113350831
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||||
5,SlowrateDoS,0.75,6,1759.0,0.04901307733464118
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||||
5,SlowrateDoS,0.75,7,4201.0,0.09416230965595408
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||||
5,SlowrateDoS,0.75,8,99.0,0.005663553238695799
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||||
5,SlowrateDoS,0.75,9,2300.0,0.0599319582626279
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||||
5,SlowrateDoS,1.0,0,335.0,0.0065446304725809284
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||||
5,SlowrateDoS,1.0,1,18020.0,0.3520425107937562
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||||
5,SlowrateDoS,1.0,2,5630.0,0.10998886436009143
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||||
5,SlowrateDoS,1.0,3,8841.0,0.17271963584503877
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||||
5,SlowrateDoS,1.0,4,5017.0,0.09801316740578662
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||||
5,SlowrateDoS,1.0,5,4985.0,0.0973880086740774
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||||
5,SlowrateDoS,1.0,6,1759.0,0.034364194033641354
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||||
5,SlowrateDoS,1.0,7,4201.0,0.08207161974720144
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||||
5,SlowrateDoS,1.0,8,99.0,0.0019340848262254088
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||||
5,SlowrateDoS,1.0,9,2300.0,0.044933283841600405
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||||
6,TCPConnectScan,0.0,0,1387.0,0.1
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||||
6,TCPConnectScan,0.0,1,3054.0,0.1
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||||
6,TCPConnectScan,0.0,2,105.0,0.1
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||||
6,TCPConnectScan,0.0,3,84.0,0.1
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||||
6,TCPConnectScan,0.0,4,783.0,0.1
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||||
6,TCPConnectScan,0.0,5,1378.0,0.1
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||||
6,TCPConnectScan,0.0,6,1832.0,0.1
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||||
6,TCPConnectScan,0.0,7,3335.0,0.1
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||||
6,TCPConnectScan,0.0,8,1675.0,0.1
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||||
6,TCPConnectScan,0.0,9,404.0,0.1
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||||
6,TCPConnectScan,0.25,0,1387.0,0.10864642743005648
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||||
6,TCPConnectScan,0.25,1,3054.0,0.13234684513137038
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||||
6,TCPConnectScan,0.25,2,105.0,0.05698934423818823
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||||
6,TCPConnectScan,0.25,3,84.0,0.05389719411586
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||||
6,TCPConnectScan,0.25,4,783.0,0.09417524862694548
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||||
6,TCPConnectScan,0.25,5,1378.0,0.10846975002799569
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||||
6,TCPConnectScan,0.25,6,1832.0,0.11647365451595365
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||||
6,TCPConnectScan,0.25,7,3335.0,0.13529143226891122
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||||
6,TCPConnectScan,0.25,8,1675.0,0.1138937880908595
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||||
6,TCPConnectScan,0.25,9,404.0,0.07981631555385936
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||||
6,TCPConnectScan,0.5,0,1387.0,0.10998984983852704
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||||
6,TCPConnectScan,0.5,1,3054.0,0.1632108005321531
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||||
6,TCPConnectScan,0.5,2,105.0,0.030262794455462226
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||||
6,TCPConnectScan,0.5,3,84.0,0.02706786623660691
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||||
6,TCPConnectScan,0.5,4,783.0,0.08264094213164008
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||||
6,TCPConnectScan,0.5,5,1378.0,0.10963241663170872
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||||
6,TCPConnectScan,0.5,6,1832.0,0.12640874314850947
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||||
6,TCPConnectScan,0.5,7,3335.0,0.17055415251539285
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||||
6,TCPConnectScan,0.5,8,1675.0,0.12087090791122115
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||||
6,TCPConnectScan,0.5,9,404.0,0.05936152659877852
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||||
6,TCPConnectScan,0.75,0,1387.0,0.10602361641363942
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||||
6,TCPConnectScan,0.75,1,3054.0,0.1916448011662039
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||||
6,TCPConnectScan,0.75,2,105.0,0.015301614000045658
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||||
6,TCPConnectScan,0.75,3,84.0,0.012943589542326482
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||||
6,TCPConnectScan,0.75,4,783.0,0.06905046212235945
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||||
6,TCPConnectScan,0.75,5,1378.0,0.10550722026401832
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||||
6,TCPConnectScan,0.75,6,1832.0,0.13062893012413246
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||||
6,TCPConnectScan,0.75,7,3335.0,0.2047232401958962
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||||
6,TCPConnectScan,0.75,8,1675.0,0.12213956711401079
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||||
6,TCPConnectScan,0.75,9,404.0,0.04203695905736729
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||||
6,TCPConnectScan,1.0,0,1387.0,0.09881028709838284
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||||
6,TCPConnectScan,1.0,1,3054.0,0.2175678563795683
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||||
6,TCPConnectScan,1.0,2,105.0,0.007480230818550973
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||||
6,TCPConnectScan,1.0,3,84.0,0.005984184654840778
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||||
6,TCPConnectScan,1.0,4,783.0,0.055781149818337254
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||||
6,TCPConnectScan,1.0,5,1378.0,0.09816912445679277
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||||
6,TCPConnectScan,1.0,6,1832.0,0.13051221771033697
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||||
6,TCPConnectScan,1.0,7,3335.0,0.23758637885588088
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||||
6,TCPConnectScan,1.0,8,1675.0,0.11932749162926551
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||||
6,TCPConnectScan,1.0,9,404.0,0.028781078578043743
|
||||
7,UDPFlood,0.0,0,47750.0,0.1
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||||
7,UDPFlood,0.0,1,39353.0,0.1
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||||
7,UDPFlood,0.0,2,15448.0,0.1
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||||
7,UDPFlood,0.0,3,5446.0,0.1
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||||
7,UDPFlood,0.0,4,8809.0,0.1
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||||
7,UDPFlood,0.0,5,45069.0,0.1
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||||
7,UDPFlood,0.0,6,58797.0,0.1
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||||
7,UDPFlood,0.0,7,2637.0,0.1
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||||
7,UDPFlood,0.0,8,33413.0,0.1
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||||
7,UDPFlood,0.0,9,63416.0,0.1
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||||
7,UDPFlood,0.25,0,47750.0,0.11826712032138023
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||||
7,UDPFlood,0.25,1,39353.0,0.1126847485020435
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||||
7,UDPFlood,0.25,2,15448.0,0.08919463724194775
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||||
7,UDPFlood,0.25,3,5446.0,0.06872900990477984
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||||
7,UDPFlood,0.25,4,8809.0,0.07750903517157204
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||||
7,UDPFlood,0.25,5,45069.0,0.11657090250550946
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||||
7,UDPFlood,0.25,6,58797.0,0.12458319668455896
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||||
7,UDPFlood,0.25,7,2637.0,0.057332147668671486
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||||
7,UDPFlood,0.25,8,33413.0,0.1081681858639134
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||||
7,UDPFlood,0.25,9,63416.0,0.12696101613562336
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||||
7,UDPFlood,0.5,0,47750.0,0.13246856936048315
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||||
7,UDPFlood,0.5,1,39353.0,0.12025830569983086
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||||
7,UDPFlood,0.5,2,15448.0,0.0753463621099874
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||||
7,UDPFlood,0.5,3,5446.0,0.04473680623786119
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||||
7,UDPFlood,0.5,4,8809.0,0.056897012451837314
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||||
7,UDPFlood,0.5,5,45069.0,0.12869602081478843
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||||
7,UDPFlood,0.5,6,58797.0,0.14699539915848045
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||||
7,UDPFlood,0.5,7,2637.0,0.031130150690793768
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||||
7,UDPFlood,0.5,8,33413.0,0.11081126007287334
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||||
7,UDPFlood,0.5,9,63416.0,0.1526601134030641
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||||
7,UDPFlood,0.75,0,47750.0,0.14256500727391644
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||||
7,UDPFlood,0.75,1,39353.0,0.12331510947208825
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||||
7,UDPFlood,0.75,2,15448.0,0.06115572290476028
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||||
7,UDPFlood,0.75,3,5446.0,0.027979576479381235
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||||
7,UDPFlood,0.75,4,8809.0,0.04013080450231293
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||||
7,UDPFlood,0.75,5,45069.0,0.13651845042606822
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||||
7,UDPFlood,0.75,6,58797.0,0.16664768475234437
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||||
7,UDPFlood,0.75,7,2637.0,0.016241102452153273
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||||
7,UDPFlood,0.75,8,33413.0,0.10907356591702368
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||||
7,UDPFlood,0.75,9,63416.0,0.1763729758199513
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||||
7,UDPFlood,1.0,0,47750.0,0.14915442715329014
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||||
7,UDPFlood,1.0,1,39353.0,0.12292511354478382
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||||
7,UDPFlood,1.0,2,15448.0,0.04825419038039845
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||||
7,UDPFlood,1.0,3,5446.0,0.017011413827786766
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||||
7,UDPFlood,1.0,4,8809.0,0.02751625861347294
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||||
7,UDPFlood,1.0,5,45069.0,0.14077991366223316
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||||
7,UDPFlood,1.0,6,58797.0,0.1836614210121885
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||||
7,UDPFlood,1.0,7,2637.0,0.008237072762371227
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||||
7,UDPFlood,1.0,8,33413.0,0.10437061517220698
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||||
7,UDPFlood,1.0,9,63416.0,0.19808957387126802
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||||
8,UDPScan,0.0,0,600.0,0.1
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||||
8,UDPScan,0.0,1,562.0,0.1
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||||
8,UDPScan,0.0,2,1283.0,0.1
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||||
8,UDPScan,0.0,3,37.0,0.1
|
||||
8,UDPScan,0.0,4,1697.0,0.1
|
||||
8,UDPScan,0.0,5,238.0,0.1
|
||||
8,UDPScan,0.0,6,2697.0,0.1
|
||||
8,UDPScan,0.0,7,283.0,0.1
|
||||
8,UDPScan,0.0,8,3282.0,0.1
|
||||
8,UDPScan,0.0,9,455.0,0.1
|
||||
8,UDPScan,0.25,0,600.0,0.09497503778767112
|
||||
8,UDPScan,0.25,1,562.0,0.09343417200497736
|
||||
8,UDPScan,0.25,2,1283.0,0.11484929311857596
|
||||
8,UDPScan,0.25,3,37.0,0.047328429492753364
|
||||
8,UDPScan,0.25,4,1697.0,0.1231663646288253
|
||||
8,UDPScan,0.25,5,238.0,0.07537301740049751
|
||||
8,UDPScan,0.25,6,2697.0,0.13829035740372056
|
||||
8,UDPScan,0.25,7,283.0,0.07870789023787023
|
||||
8,UDPScan,0.25,8,3282.0,0.14524671089743035
|
||||
8,UDPScan,0.25,9,455.0,0.08862872702767824
|
||||
8,UDPScan,0.5,0,600.0,0.08328769924083533
|
||||
8,UDPScan,0.5,1,562.0,0.08060711873851976
|
||||
8,UDPScan,0.5,2,1283.0,0.12179194557330993
|
||||
8,UDPScan,0.5,3,37.0,0.020682646158022514
|
||||
8,UDPScan,0.5,4,1697.0,0.14007033300976354
|
||||
8,UDPScan,0.5,5,238.0,0.05245582460620203
|
||||
8,UDPScan,0.5,6,2697.0,0.17658170799241674
|
||||
8,UDPScan,0.5,7,283.0,0.05720031991588
|
||||
8,UDPScan,0.5,8,3282.0,0.19479353023452853
|
||||
8,UDPScan,0.5,9,455.0,0.07252887453052162
|
||||
8,UDPScan,0.75,0,600.0,0.06863146232458753
|
||||
8,UDPScan,0.75,1,562.0,0.06534495321427508
|
||||
8,UDPScan,0.75,2,1283.0,0.12136118460920566
|
||||
8,UDPScan,0.75,3,37.0,0.008492999680099185
|
||||
8,UDPScan,0.75,4,1697.0,0.1496825579944023
|
||||
8,UDPScan,0.75,5,238.0,0.03430382376205974
|
||||
8,UDPScan,0.75,6,2697.0,0.211870516108934
|
||||
8,UDPScan,0.75,7,283.0,0.03906156518243986
|
||||
8,UDPScan,0.75,8,3282.0,0.24547866185900888
|
||||
8,UDPScan,0.75,9,455.0,0.05577227526498772
|
||||
8,UDPScan,1.0,0,600.0,0.05388898868331238
|
||||
8,UDPScan,1.0,1,562.0,0.050476019400035925
|
||||
8,UDPScan,1.0,2,1283.0,0.11523262080114963
|
||||
8,UDPScan,1.0,3,37.0,0.0033231543021375967
|
||||
8,UDPScan,1.0,4,1697.0,0.15241602299263518
|
||||
8,UDPScan,1.0,5,238.0,0.021375965511047243
|
||||
8,UDPScan,1.0,6,2697.0,0.24223100413148912
|
||||
8,UDPScan,1.0,7,283.0,0.025417639662295672
|
||||
8,UDPScan,1.0,8,3282.0,0.2947727680977187
|
||||
8,UDPScan,1.0,9,455.0,0.040865816418178554
|
||||
|
@@ -0,0 +1,11 @@
|
||||
dataset,alpha,beta,n_seeds,pooled_val_mean,pooled_val_std_sample,pooled_val_std_pop,pooled_val_min,pooled_val_max,pooled_val_recall,selected,cells_sj_lt_M_total,cells_total,missing_client_class_cells_total,client_size_ratio_mean,support_cv_mean,union_unseen_mean,mean_displacement_beta1
|
||||
5gnidd,0.5,0.0,3,0.6872301309573783,0.052725844344546816,0.04305047163384996,0.6332434333373904,0.7385974827605487,0.9477370387940001,False,4,27,4,9.594308791178781,1.2251708481787265,1.3333333333333333,2.3399083587182736
|
||||
5gnidd,0.5,0.25,3,0.6450777370820986,0.06474313739822393,0.052862550324183834,0.5737166466423315,0.7000551711341446,0.9468616498164765,False,4,27,4,9.594308791178781,1.2251708481787265,1.3333333333333333,2.3399083587182736
|
||||
5gnidd,0.5,0.5,3,0.6746687817772702,0.10225286523806497,0.08348911485694357,0.5633883995024869,0.7644872677811037,0.9436587867425653,False,4,27,4,9.594308791178781,1.2251708481787265,1.3333333333333333,2.3399083587182736
|
||||
5gnidd,0.5,0.75,3,0.6883680316141424,0.12603192659396695,0.10290463715170817,0.5433192773956839,0.7711242558558296,0.9419154392409256,False,4,27,4,9.594308791178781,1.2251708481787265,1.3333333333333333,2.3399083587182736
|
||||
5gnidd,0.5,1.0,3,0.6923695590578484,0.13914040832229815,0.11360766766404416,0.5317638391349536,0.7764678470758364,0.9423005037244669,True,4,27,4,9.594308791178781,1.2251708481787265,1.3333333333333333,2.3399083587182736
|
||||
5gnidd,0.75,0.0,3,0.7780936320958092,0.05096339060419691,0.04161143418081097,0.7358123006675059,0.8346812150435289,0.9598578766446005,False,4,27,5,6.308651536045827,0.9162099053779219,1.3333333333333333,1.3846165631331337
|
||||
5gnidd,0.75,0.25,3,0.7904830018820702,0.05510032325554253,0.04498922554616295,0.7268712905353711,0.8233880652352761,0.9596139786642895,False,4,27,5,6.308651536045827,0.9162099053779219,1.3333333333333333,1.3846165631331337
|
||||
5gnidd,0.75,0.5,3,0.8090814343293601,0.05873543815277214,0.04795728443103037,0.7416170177371404,0.8488357739260719,0.9592678831536903,True,4,27,5,6.308651536045827,0.9162099053779219,1.3333333333333333,1.3846165631331337
|
||||
5gnidd,0.75,0.75,3,0.7915299789128217,0.06497400095064636,0.05305104962539758,0.7166684940811491,0.8332548296333613,0.9596244940396749,False,4,27,5,6.308651536045827,0.9162099053779219,1.3333333333333333,1.3846165631331337
|
||||
5gnidd,0.75,1.0,3,0.8043064619946296,0.05480323650098284,0.04474665522682604,0.7446767781808716,0.852468519962429,0.9600406871348003,False,4,27,5,6.308651536045827,0.9162099053779219,1.3333333333333333,1.3846165631331337
|
||||
|
@@ -0,0 +1,31 @@
|
||||
dataset,alpha,seed,beta,n_eligible,n_improve,n_degrade,n_unchanged,mean_delta,min_delta,max_delta
|
||||
5gnidd,0.5,0,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.5,0,0.25,10,2,7,1,-0.07713608929072921,-0.20363636363636362,0.030406580954845275
|
||||
5gnidd,0.5,0,0.5,10,7,2,1,0.025889785020554917,-0.03433523137896821,0.06985074626865678
|
||||
5gnidd,0.5,0,0.75,10,5,4,1,0.012063078830364903,-0.06785615288783342,0.07125000000000004
|
||||
5gnidd,0.5,0,1.0,10,6,3,1,0.030279508202206325,-0.0884443881819511,0.10341347704408088
|
||||
5gnidd,0.5,1,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.5,1,0.25,10,3,3,4,-0.05952678669505902,-0.32307692307692304,0.01253088893341342
|
||||
5gnidd,0.5,1,0.5,10,3,5,2,-0.06985503383490366,-0.423076923076923,0.018147843026199484
|
||||
5gnidd,0.5,1,0.75,10,3,5,2,-0.08992415594170661,-0.548076923076923,0.023966835082264493
|
||||
5gnidd,0.5,1,1.0,10,3,5,2,-0.10147959420243684,-0.6564102564102563,0.06308143239454578
|
||||
5gnidd,0.5,2,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.5,2,0.25,10,5,4,1,0.01020569435994877,-0.026210680207824577,0.07260640841702526
|
||||
5gnidd,0.5,2,0.5,10,5,4,1,0.006281201274024195,-0.04423375396450502,0.07378740970072228
|
||||
5gnidd,0.5,2,0.75,10,7,2,1,0.08127477908163376,-0.030503434250412576,0.19744802710549003
|
||||
5gnidd,0.5,2,1.0,10,7,2,1,0.08661837030164057,-0.033724722765818727,0.2015644281090505
|
||||
5gnidd,0.75,0,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.75,0,0.25,10,5,4,1,-0.011293149808252767,-0.11428571428571432,0.02246687492367061
|
||||
5gnidd,0.75,0,0.5,10,4,6,0,0.002110296281339108,-0.04342273307790534,0.07435002353424269
|
||||
5gnidd,0.75,0,0.75,10,4,5,1,-0.010014602019574038,-0.1261904761904763,0.08104016437931305
|
||||
5gnidd,0.75,0,1.0,10,4,5,1,-0.018907127202940695,-0.1470238095238096,0.08792669889742655
|
||||
5gnidd,0.75,1,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.75,1,0.25,10,8,0,2,0.057402269299170985,0.0,0.15555555555555545
|
||||
5gnidd,0.75,1,0.5,10,6,3,1,0.08504839334967931,-0.01717171717171706,0.2666666666666666
|
||||
5gnidd,0.75,1,0.75,10,6,3,1,0.06946744905696867,-0.02220504036522919,0.23333333333333328
|
||||
5gnidd,0.75,1,1.0,10,6,3,1,0.08868113938603633,-0.03122327240008249,0.32110579479000534
|
||||
5gnidd,0.75,2,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.75,2,0.25,10,0,6,4,-0.008941010132134792,-0.022597337621727998,0.0
|
||||
5gnidd,0.75,2,0.5,10,4,2,4,0.005804717069634502,-0.005379760304999981,0.02370370370370367
|
||||
5gnidd,0.75,2,0.75,10,1,6,3,-0.019143806586356792,-0.07992013632257533,0.0032679738562091387
|
||||
5gnidd,0.75,2,1.0,10,4,2,4,0.008864477513365766,-0.007116151507512436,0.03763472261159395
|
||||
|
@@ -0,0 +1,91 @@
|
||||
dataset,alpha,class_id,class_name,beta,n_seeds,mean_displacement,std_sample_displacement,mean_relative_displacement
|
||||
5gnidd,0.5,0,Benign,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,0,Benign,0.25,3,0.6924394499491665,0.25819336974901685,0.12106050864023522
|
||||
5gnidd,0.5,0,Benign,0.5,3,1.1573935905937274,0.451235376777221,0.20253682870439962
|
||||
5gnidd,0.5,0,Benign,0.75,3,1.4684002610056852,0.5941524621616062,0.2570807639836397
|
||||
5gnidd,0.5,0,Benign,1.0,3,1.6898663850795066,0.6987889577561244,0.29591075596118094
|
||||
5gnidd,0.5,1,HTTPFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,1,HTTPFlood,0.25,3,1.4366706530612892,0.7801125510422449,0.20048847685733184
|
||||
5gnidd,0.5,1,HTTPFlood,0.5,3,2.2645040470569993,1.118723459714757,0.31554517952055977
|
||||
5gnidd,0.5,1,HTTPFlood,0.75,3,2.7642821754539075,1.23608554105204,0.38455224821703754
|
||||
5gnidd,0.5,1,HTTPFlood,1.0,3,3.120458869697078,1.2894156117591726,0.43348480339644263
|
||||
5gnidd,0.5,2,ICMPFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,2,ICMPFlood,0.25,3,0.3555628814597931,0.08864757157554519,0.0980180248885788
|
||||
5gnidd,0.5,2,ICMPFlood,0.5,3,0.6436491734691616,0.12567291185049168,0.17745806019635502
|
||||
5gnidd,0.5,2,ICMPFlood,0.75,3,0.9051224096795911,0.12412577576243336,0.25000543758523164
|
||||
5gnidd,0.5,2,ICMPFlood,1.0,3,1.1588454233322945,0.09271748323377921,0.32092174099674725
|
||||
5gnidd,0.5,3,SYNFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,3,SYNFlood,0.25,3,0.7634252913575872,0.2365561559741932,0.22023036480092037
|
||||
5gnidd,0.5,3,SYNFlood,0.5,3,1.3555225237650308,0.38651956106122404,0.39274510539970625
|
||||
5gnidd,0.5,3,SYNFlood,0.75,3,1.8463593486187282,0.5552481732251574,0.5364892461848328
|
||||
5gnidd,0.5,3,SYNFlood,1.0,3,2.2617693416611573,0.7483497200280906,0.6584039968772434
|
||||
5gnidd,0.5,4,SYNScan,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,4,SYNScan,0.25,3,1.1964953752969143,0.7190888501596523,0.1657860728250136
|
||||
5gnidd,0.5,4,SYNScan,0.5,3,1.9741561966806005,0.9868030359110388,0.2728931885841928
|
||||
5gnidd,0.5,4,SYNScan,0.75,3,2.496547097520008,1.0212461644737705,0.34435693096905234
|
||||
5gnidd,0.5,4,SYNScan,1.0,3,2.8752781124355127,0.9588449812962653,0.3958823033995225
|
||||
5gnidd,0.5,5,SlowrateDoS,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,5,SlowrateDoS,0.25,3,0.997801071562254,0.2649578156685363,0.1631365927650487
|
||||
5gnidd,0.5,5,SlowrateDoS,0.5,3,1.797175958686788,0.7491200387637995,0.29454044401486906
|
||||
5gnidd,0.5,5,SlowrateDoS,0.75,3,2.3804022317598377,1.1828454528049666,0.39062478684001184
|
||||
5gnidd,0.5,5,SlowrateDoS,1.0,3,2.763430109051773,1.4542368289687693,0.4536612328161466
|
||||
5gnidd,0.5,6,TCPConnectScan,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,6,TCPConnectScan,0.25,3,0.8501532407917821,0.3507746409393188,0.22743340896961892
|
||||
5gnidd,0.5,6,TCPConnectScan,0.5,3,1.3904168850010705,0.3616355309526342,0.3733627937261271
|
||||
5gnidd,0.5,6,TCPConnectScan,0.75,3,1.7957146536037598,0.26459627384944995,0.4837335896776706
|
||||
5gnidd,0.5,6,TCPConnectScan,1.0,3,2.130611279721881,0.21282292441201225,0.5753306009264239
|
||||
5gnidd,0.5,7,UDPFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,7,UDPFlood,0.25,3,0.777407717272936,0.5080940783745169,0.14595132286041448
|
||||
5gnidd,0.5,7,UDPFlood,0.5,3,1.1554187207442834,0.5423487947664568,0.21691830276203583
|
||||
5gnidd,0.5,7,UDPFlood,0.75,3,1.4041155454415852,0.4887262105057749,0.26360744744482956
|
||||
5gnidd,0.5,7,UDPFlood,1.0,3,1.5982465815194804,0.42810184263788215,0.30005165770255965
|
||||
5gnidd,0.5,8,UDPScan,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,8,UDPScan,0.25,3,1.5107220062015905,0.8500253556874384,0.1849390116956374
|
||||
5gnidd,0.5,8,UDPScan,0.5,3,2.366825135577727,1.3311477326956689,0.2898243509152208
|
||||
5gnidd,0.5,8,UDPScan,0.75,3,2.968049118076187,1.6895555379249836,0.36365570326173513
|
||||
5gnidd,0.5,8,UDPScan,1.0,3,3.460669125965779,2.0113615605321216,0.4243985120323746
|
||||
5gnidd,0.75,0,Benign,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.75,0,Benign,0.25,3,0.3096796159392729,0.12733390390342178,0.05197995403943065
|
||||
5gnidd,0.75,0,Benign,0.5,3,0.5313041924979508,0.18639783112367184,0.08910009803167558
|
||||
5gnidd,0.75,0,Benign,0.75,3,0.69629058529007,0.22779495505973918,0.11673890777383779
|
||||
5gnidd,0.75,0,Benign,1.0,3,0.8242192109522325,0.2718678603634198,0.13820856413319157
|
||||
5gnidd,0.75,1,HTTPFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.75,1,HTTPFlood,0.25,3,0.4602725694146856,0.18305156058682095,0.05883350276356747
|
||||
5gnidd,0.75,1,HTTPFlood,0.5,3,0.8310227133930249,0.3411175554968644,0.1064156023196597
|
||||
5gnidd,0.75,1,HTTPFlood,0.75,3,1.1273671703584032,0.46200313323693143,0.14446682079773532
|
||||
5gnidd,0.75,1,HTTPFlood,1.0,3,1.3664020721980037,0.5435449017657998,0.17507931126042764
|
||||
5gnidd,0.75,2,ICMPFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.75,2,ICMPFlood,0.25,3,0.1687900249050803,0.0775079504975022,0.04474379120486107
|
||||
5gnidd,0.75,2,ICMPFlood,0.5,3,0.34244262249530116,0.1644441365409218,0.0907929477899344
|
||||
5gnidd,0.75,2,ICMPFlood,0.75,3,0.5139630099006949,0.25295959551882624,0.1363303720843034
|
||||
5gnidd,0.75,2,ICMPFlood,1.0,3,0.6733630855518974,0.33119344952410124,0.1786782977125397
|
||||
5gnidd,0.75,3,SYNFlood,0.0,3,0.0,0.0,0.0
|
||||
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|
||||
5gnidd,0.5,1,3,SYNFlood,6805,10,0,26,2093,680.5,611.6053057323816,0.8987587152569898,80.5
|
||||
5gnidd,0.5,1,4,SYNScan,14030,10,0,259,3621,1403.0,1206.1257811687801,0.8596762517240057,13.980694980694981
|
||||
5gnidd,0.5,1,5,SlowrateDoS,51187,10,0,26,16089,5118.7,5007.844267746353,0.978342990944254,618.8076923076923
|
||||
5gnidd,0.5,1,6,TCPConnectScan,14037,10,0,3,7188,1403.7,2021.4343447166423,1.4400757602882683,2396.0
|
||||
5gnidd,0.5,1,7,UDPFlood,320138,10,0,1907,95125,32013.8,26741.87702761345,0.8353234238863693,49.88201363398007
|
||||
5gnidd,0.5,1,8,UDPScan,11134,10,0,1,5065,1113.4,1534.664666954967,1.3783587811702596,5065.0
|
||||
5gnidd,0.5,2,0,Benign,334415,10,0,255,225038,33441.5,65682.05261294747,1.9640881124634801,882.5019607843137
|
||||
5gnidd,0.5,2,1,HTTPFlood,98569,10,0,24,48351,9856.9,15173.43130903488,1.539371537606639,2014.625
|
||||
5gnidd,0.5,2,2,ICMPFlood,808,10,0,1,358,80.8,99.01595830975934,1.2254450285861305,358.0
|
||||
5gnidd,0.5,2,3,SYNFlood,6805,10,0,8,3530,680.5,1008.8978392285316,1.4825831583079083,441.25
|
||||
5gnidd,0.5,2,4,SYNScan,14030,10,0,5,4830,1403.0,1611.374444379704,1.1485206303490407,966.0
|
||||
5gnidd,0.5,2,5,SlowrateDoS,51187,10,0,104,17642,5118.7,5260.9995827789235,1.0277999458415072,169.6346153846154
|
||||
5gnidd,0.5,2,6,TCPConnectScan,14037,9,1,125,6952,1559.6666666666667,1980.5227143918905,1.2698371752886666,55.616
|
||||
5gnidd,0.5,2,7,UDPFlood,320138,10,0,105,138381,32013.8,41299.88736497958,1.290065139564175,1317.9142857142858
|
||||
5gnidd,0.5,2,8,UDPScan,11134,9,1,2,6727,1237.111111111111,2051.479219405919,1.6582821065792412,3363.5
|
||||
5gnidd,0.75,0,0,Benign,334415,10,0,1410,69384,33441.5,23619.248452268755,0.706285556935806,49.208510638297874
|
||||
5gnidd,0.75,0,1,HTTPFlood,98569,10,0,557,27843,9856.9,9709.981765688337,0.9850948843640838,49.987432675044886
|
||||
5gnidd,0.75,0,2,ICMPFlood,808,8,2,25,239,101.0,62.930517239253646,0.6230744281114222,9.56
|
||||
5gnidd,0.75,0,3,SYNFlood,6805,9,1,26,3213,756.1111111111111,956.5878532511555,1.2651419073123291,123.57692307692308
|
||||
5gnidd,0.75,0,4,SYNScan,14030,10,0,82,4335,1403.0,1341.5857035612746,0.9562264458740375,52.86585365853659
|
||||
5gnidd,0.75,0,5,SlowrateDoS,51187,10,0,2,15285,5118.7,5679.8754748673855,1.109632421292005,7642.5
|
||||
5gnidd,0.75,0,6,TCPConnectScan,14037,10,0,52,3531,1403.7,1167.4861926378403,0.8317205903240296,67.90384615384616
|
||||
5gnidd,0.75,0,7,UDPFlood,320138,10,0,2320,124158,32013.8,36460.358401420024,1.1388950515533933,53.516379310344824
|
||||
5gnidd,0.75,0,8,UDPScan,11134,10,0,74,3370,1113.4,1232.7077674777586,1.1071562488573365,45.54054054054054
|
||||
5gnidd,0.75,1,0,Benign,334415,10,0,3896,83388,33441.5,30605.998007743514,0.9152100835113112,21.403490759753595
|
||||
5gnidd,0.75,1,1,HTTPFlood,98569,10,0,621,25248,9856.9,6960.070365305224,0.7061114919807672,40.65700483091788
|
||||
5gnidd,0.75,1,2,ICMPFlood,808,9,1,15,285,89.77777777777777,99.0586557750034,1.103376116305731,19.0
|
||||
5gnidd,0.75,1,3,SYNFlood,6805,10,0,57,2358,680.5,692.489025183793,1.0176179650019002,41.36842105263158
|
||||
5gnidd,0.75,1,4,SYNScan,14030,9,1,133,3883,1558.888888888889,1236.704172337323,0.7933241305086177,29.195488721804512
|
||||
5gnidd,0.75,1,5,SlowrateDoS,51187,10,0,514,12114,5118.7,3205.4039698608976,0.6262144626293585,23.56809338521401
|
||||
5gnidd,0.75,1,6,TCPConnectScan,14037,10,0,326,2861,1403.7,788.4842484159084,0.5617184928516836,8.776073619631902
|
||||
5gnidd,0.75,1,7,UDPFlood,320138,10,0,1031,114825,32013.8,33884.0853050514,1.0584212216310278,111.37245392822503
|
||||
5gnidd,0.75,1,8,UDPScan,11134,10,0,5,2727,1113.4,1007.3150649126618,0.9047198355601417,545.4
|
||||
5gnidd,0.75,2,0,Benign,334415,10,0,536,118638,33441.5,34208.390085620806,1.0229322872963476,221.33955223880596
|
||||
5gnidd,0.75,2,1,HTTPFlood,98569,10,0,1484,25410,9856.9,6717.955514142677,0.6815485106009675,17.12264150943396
|
||||
5gnidd,0.75,2,2,ICMPFlood,808,10,0,1,270,80.8,93.3892927481518,1.1558080785662352,270.0
|
||||
5gnidd,0.75,2,3,SYNFlood,6805,10,0,6,2670,680.5,810.6782654049632,1.1912979653269113,445.0
|
||||
5gnidd,0.75,2,4,SYNScan,14030,10,0,91,4022,1403.0,1290.3725818537837,0.9197238644716919,44.1978021978022
|
||||
5gnidd,0.75,2,5,SlowrateDoS,51187,10,0,99,18020,5118.7,4987.431263686748,0.9743550635291672,182.02020202020202
|
||||
5gnidd,0.75,2,6,TCPConnectScan,14037,10,0,84,3335,1403.7,1073.5125569829167,0.7647734964614353,39.70238095238095
|
||||
5gnidd,0.75,2,7,UDPFlood,320138,10,0,2637,63416,32013.8,21351.952298560427,0.6669608824494571,24.048540007584375
|
||||
5gnidd,0.75,2,8,UDPScan,11134,10,0,37,3282,1113.4,1058.092925975786,0.9503259618967003,88.70270270270271
|
||||
|
@@ -0,0 +1,7 @@
|
||||
dataset,alpha,seed,num_clients,num_classes,num_train,nij_sum,n_class_condition_cells,n_cells_sj_lt_M,n_missing_client_class_cells,client_size_min,client_size_max,client_size_ratio,union_rare_count,union_unseen_count,max_unseen_on_client,n_clients_2_rare,support_cv_mean,support_cv_max,support_max_min_ratio_max,manifest_content_hash,partition_hash,split_hash,rng_seed
|
||||
5gnidd,0.5,0,10,9,851123,851123,9,2,2,15388,178993,11.631985963088121,6,2,1,10,1.224175005199598,1.7831313104092381,88943.0,0732582cf4510089212717816d2151f5706c7b361123be32cc353bdf4b7f78e6,8352d4ff0e33f246a22da8516812bf8ff3ddbdecb6a6435fbcf08e9edcf989ab,18f89f4807de5493e83cbc19a87df51268050c5fb3a12f286e64c3115073dea7,673621352
|
||||
5gnidd,0.5,1,10,9,851123,851123,9,0,0,31613,140144,4.433112959858287,5,0,0,10,1.0506716688269377,1.4400757602882683,5065.0,f43906e111a8342c102237fe21090b64cadcc6e94c77db0deee1497e87e86801,0815c91ed82fe7e1502a49fa1de050fea9d5b037d051a0c3fb900d3a0f7bfa08,3d05b7fe48d5a06ce5076eb60084349adc777872a54ddd566f7461f2f0c3579e,1403944623
|
||||
5gnidd,0.5,2,10,9,851123,851123,9,2,2,20087,255463,12.717827450589933,6,2,1,10,1.4006658705096433,1.9640881124634801,3363.5,fe8b4fc6f0486cf4fadf97ea0e096e8c7439fadb1f4e747336313b3bfd52d023,fdcf388e31658ae11a6068e9dc2c6f27ef1567ecce60855efe6d8e3dc75cebf6,fc758d060dc51dec113b118e07cda6a012b5bd825aa64fb515d595cd1684417f,633461056
|
||||
5gnidd,0.75,0,10,9,851123,851123,9,2,3,38839,143547,3.6959499472180024,6,2,1,10,0.9692475038471602,1.2651419073123291,7642.5,96cd9b90b71895da4fcfb8c575c76d3a07ca14e824d8190ca6299eedeba6d6a5,74a91845627dbe57efab9a5cf94e37bcce98ce38edb7936a8c1cbd8f040d3dc8,18f89f4807de5493e83cbc19a87df51268050c5fb3a12f286e64c3115073dea7,892370747
|
||||
5gnidd,0.75,1,10,9,851123,851123,9,2,2,17861,202829,11.355971110240189,6,2,1,10,0.8540793111089487,1.103376116305731,545.4,007c23564a44919bba2520d09645e6a99c2a60dd347e8ff8d69a59aaa8ca6db3,fc04ba00f4942bf9983ad8de50a86e066f83ba17a806195c0205498c3d34f69c,3d05b7fe48d5a06ce5076eb60084349adc777872a54ddd566f7461f2f0c3579e,1817661572
|
||||
5gnidd,0.75,2,10,9,851123,851123,9,0,0,49537,191908,3.87403355067929,6,0,0,10,0.925302901177657,1.1912979653269113,445.0,3134bea2d47a7336c725e8d1a904b1e15c115336c0f018d685e1780cd952590d,4ee33d0a28326ae1d0e5574a8cd850068ef4ec1cc631b7366daab65b3e22ca86,fc758d060dc51dec113b118e07cda6a012b5bd825aa64fb515d595cd1684417f,306220443
|
||||
|
@@ -0,0 +1,3 @@
|
||||
dataset,alpha,n_seeds,cells_sj_lt_M_total,cells_total,missing_client_class_cells_total,client_size_ratio_mean,client_size_ratio_max,union_unseen_mean,max_unseen_on_client,union_rare_mean,support_cv_mean,support_max_min_ratio_max
|
||||
5gnidd,0.5,3,4,27,4,9.594308791178781,12.717827450589933,1.3333333333333333,1,5.666666666666667,1.2251708481787265,88943.0
|
||||
5gnidd,0.75,3,4,27,5,6.308651536045827,11.355971110240189,1.3333333333333333,1,6.0,0.9162099053779219,7642.5
|
||||
|
Reference in new issue
Block a user