experiment: validate 5gnidd beta selection at alpha 0.50
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@@ -0,0 +1,195 @@
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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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5gnidd,0.5,2,True,f012a02b543b926a9df31134e06bf442ed832b35cdeb9aba1f20d404e8b93687,f012a02b543b926a9df31134e06bf442ed832b35cdeb9aba1f20d404e8b93687,True,True,4.440892098500626e-16,0.0,0.026016554716294715,0.008703924838975197,B
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@@ -0,0 +1,151 @@
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2,1.0,9,5499,0.9069444444444444,0.9302325581395349
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@@ -0,0 +1,151 @@
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||||
2,1.0,6,44,0.5481400437636761,1.0,0.0001051092658594932
|
||||
2,1.0,7,32,0.6582125603864735,0.9447368421052631,0.17803388925302843
|
||||
2,1.0,8,7,0.6512820512820513,1.0,0.14539007092198586
|
||||
2,1.0,9,71,0.9069444444444444,0.9302325581395349,0.1677503052503052
|
||||
|
@@ -0,0 +1,16 @@
|
||||
seed,beta,n_eligible,n_improve_vs_beta0,n_degrade_vs_beta0,n_unchanged,mean_delta_vs_beta0,median_delta_vs_beta0,min_delta_vs_beta0,max_delta_vs_beta0
|
||||
0,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
0,0.25,10,2,7,1,-0.07713608929072921,-0.06868699969879549,-0.20363636363636362,0.030406580954845275
|
||||
0,0.5,10,7,2,1,0.025889785020554917,0.037598391946217946,-0.03433523137896821,0.06985074626865678
|
||||
0,0.75,10,5,4,1,0.012063078830364903,0.005480145076796034,-0.06785615288783342,0.07125000000000004
|
||||
0,1.0,10,6,3,1,0.030279508202206325,0.038493190742204336,-0.0884443881819511,0.10341347704408088
|
||||
1,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
1,0.25,10,3,3,4,-0.05952678669505902,0.0,-0.32307692307692304,0.01253088893341342
|
||||
1,0.5,10,3,5,2,-0.06985503383490366,-0.0002538055290239316,-0.423076923076923,0.018147843026199484
|
||||
1,0.75,10,3,5,2,-0.08992415594170661,-0.010869565217391242,-0.548076923076923,0.023966835082264493
|
||||
1,1.0,10,3,5,2,-0.10147959420243684,-0.010869565217391242,-0.6564102564102563,0.06308143239454578
|
||||
2,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
2,0.25,10,5,4,1,0.01020569435994877,0.00047281323877068626,-0.026210680207824577,0.07260640841702526
|
||||
2,0.5,10,5,4,1,0.006281201274024195,0.0021822149481723896,-0.04423375396450502,0.07378740970072228
|
||||
2,0.75,10,7,2,1,0.08127477908163376,0.08683194022289764,-0.030503434250412576,0.19744802710549003
|
||||
2,1.0,10,7,2,1,0.08661837030164057,0.10629718599862731,-0.033724722765818727,0.2015644281090505
|
||||
|
@@ -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,0.25,3,10,0.6924394499491665,0.25819336974901685,0.3952602938356186,0.8616985239137317,0.12106050864023522
|
||||
0,Benign,0.5,3,10,1.1573935905937274,0.451235376777221,0.6549365608504156,1.5280627400979367,0.20253682870439962
|
||||
0,Benign,0.75,3,10,1.4684002610056852,0.5941524621616062,0.8249664237523175,1.9963011293005088,0.2570807639836397
|
||||
0,Benign,1.0,3,10,1.6898663850795066,0.6987889577561244,0.9427565872713667,2.3273838191968164,0.29591075596118094
|
||||
1,HTTPFlood,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
1,HTTPFlood,0.25,3,10,1.4366706530612892,0.7801125510422449,0.7731169473586775,2.2960344201076763,0.20048847685733184
|
||||
1,HTTPFlood,0.5,3,10,2.2645040470569993,1.118723459714757,1.3897131995722554,3.5250628259020194,0.31554517952055977
|
||||
1,HTTPFlood,0.75,3,10,2.7642821754539075,1.23608554105204,1.92594922063019,4.183851500442839,0.38455224821703754
|
||||
1,HTTPFlood,1.0,3,10,3.120458869697078,1.2894156117591726,2.355418998004716,4.609156058920394,0.43348480339644263
|
||||
2,ICMPFlood,0.0,3,9,0.0,0.0,0.0,0.0,0.0
|
||||
2,ICMPFlood,0.25,3,9,0.3555628814597931,0.08864757157554519,0.25631523127162614,0.42688509117893203,0.0980180248885788
|
||||
2,ICMPFlood,0.5,3,9,0.6436491734691616,0.12567291185049168,0.5166579460563299,0.7679609190249338,0.17745806019635502
|
||||
2,ICMPFlood,0.75,3,9,0.9051224096795911,0.12412577576243336,0.7851475777454632,1.0330196039220199,0.25000543758523164
|
||||
2,ICMPFlood,1.0,3,9,1.1588454233322945,0.09271748323377921,1.0576100198944154,1.239630599511048,0.32092174099674725
|
||||
3,SYNFlood,0.0,3,9,0.0,0.0,0.0,0.0,0.0
|
||||
3,SYNFlood,0.25,3,9,0.7634252913575872,0.2365561559741932,0.522166677601699,0.9949803657367173,0.22023036480092037
|
||||
3,SYNFlood,0.5,3,9,1.3555225237650308,0.38651956106122404,0.917104787062101,1.6471177664639631,0.39274510539970625
|
||||
3,SYNFlood,0.75,3,9,1.8463593486187282,0.5552481732251574,1.2064252204644184,2.2004404506775095,0.5364892461848328
|
||||
3,SYNFlood,1.0,3,9,2.2617693416611573,0.7483497200280906,1.4183525799851797,2.846307167192442,0.6584039968772434
|
||||
4,SYNScan,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
4,SYNScan,0.25,3,10,1.1964953752969143,0.7190888501596523,0.4310774479361384,1.8579341755215468,0.1657860728250136
|
||||
4,SYNScan,0.5,3,10,1.9741561966806005,0.9868030359110388,0.8950126111553317,2.8305356172680605,0.2728931885841928
|
||||
4,SYNScan,0.75,3,10,2.496547097520008,1.0212461644737705,1.3645419885033716,3.348673844159229,0.34435693096905234
|
||||
4,SYNScan,1.0,3,10,2.8752781124355127,0.9588449812962653,1.8122395185490754,3.6748373487310513,0.3958823033995225
|
||||
5,SlowrateDoS,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
5,SlowrateDoS,0.25,3,10,0.997801071562254,0.2649578156685363,0.8040960119145018,1.2997423784656856,0.1631365927650487
|
||||
5,SlowrateDoS,0.5,3,10,1.797175958686788,0.7491200387637995,1.3203303559795094,2.6606143885342477,0.29454044401486906
|
||||
5,SlowrateDoS,0.75,3,10,2.3804022317598377,1.1828454528049666,1.6579944536768365,3.745458010696094,0.39062478684001184
|
||||
5,SlowrateDoS,1.0,3,10,2.763430109051773,1.4542368289687693,1.894846760519139,4.442300820470018,0.4536612328161466
|
||||
6,TCPConnectScan,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
6,TCPConnectScan,0.25,3,10,0.8501532407917821,0.3507746409393188,0.5425586823615076,1.2321654175140089,0.22743340896961892
|
||||
6,TCPConnectScan,0.5,3,10,1.3904168850010705,0.3616355309526342,1.0448120781662096,1.766192797445843,0.3733627937261271
|
||||
6,TCPConnectScan,0.75,3,10,1.7957146536037598,0.26459627384944995,1.5021131238726357,2.015726035456689,0.4837335896776706
|
||||
6,TCPConnectScan,1.0,3,10,2.130611279721881,0.21282292441201225,1.9048309138031672,2.3275313200504484,0.5753306009264239
|
||||
7,UDPFlood,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
7,UDPFlood,0.25,3,10,0.777407717272936,0.5080940783745169,0.4038329032336666,1.3559743812931089,0.14595132286041448
|
||||
7,UDPFlood,0.5,3,10,1.1554187207442834,0.5423487947664568,0.7242511484249169,1.7643383794350596,0.21691830276203583
|
||||
7,UDPFlood,0.75,3,10,1.4041155454415852,0.4887262105057749,0.9826666830650035,1.93986143920804,0.26360744744482956
|
||||
7,UDPFlood,1.0,3,10,1.5982465815194804,0.42810184263788215,1.2026278056006086,2.0527377292034634,0.30005165770255965
|
||||
8,UDPScan,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
8,UDPScan,0.25,3,10,1.5107220062015905,0.8500253556874384,0.6084184817915574,2.296432235179578,0.1849390116956374
|
||||
8,UDPScan,0.5,3,10,2.366825135577727,1.3311477326956689,0.963396396947296,3.611443840803486,0.2898243509152208
|
||||
8,UDPScan,0.75,3,10,2.968049118076187,1.6895555379249836,1.2122993442325338,4.582541249208975,0.36365570326173513
|
||||
8,UDPScan,1.0,3,10,3.460669125965779,2.0113615605321216,1.4207299366223916,5.44217988201435,0.4243985120323746
|
||||
|
@@ -0,0 +1,19 @@
|
||||
dataset,alpha,seed,aggregation,wall_clock,wall_seconds,cpu_percent,peak_rss_kb,peak_rss_gib,swaps
|
||||
5gnidd,0.5,0,original_protean,62:28,3748,745,10864704,10.361,0
|
||||
5gnidd,0.5,0,support_weighted_beta0,63:37,3817,745,10877048,10.373,0
|
||||
5gnidd,0.5,0,support_weighted_beta0.25,62:56,3776,744,10861768,10.359,0
|
||||
5gnidd,0.5,0,support_weighted_beta0.5,63:26,3806,743,10860612,10.357,0
|
||||
5gnidd,0.5,0,support_weighted_beta0.75,63:35,3815,742,10896940,10.392,0
|
||||
5gnidd,0.5,0,support_weighted_beta1,64:25,3865,741,10859680,10.357,0
|
||||
5gnidd,0.5,1,original_protean,63:57,3837,742,9095312,8.674,0
|
||||
5gnidd,0.5,1,support_weighted_beta0,66:26,3986,738,9091860,8.671,0
|
||||
5gnidd,0.5,1,support_weighted_beta0.25,68:25,4105,734,9107308,8.685,0
|
||||
5gnidd,0.5,1,support_weighted_beta0.5,64:57,3897,740,9089640,8.669,0
|
||||
5gnidd,0.5,1,support_weighted_beta0.75,65:30,3930,740,9093388,8.672,0
|
||||
5gnidd,0.5,1,support_weighted_beta1,64:41,3881,741,9095676,8.674,0
|
||||
5gnidd,0.5,2,original_protean,63:44,3824,740,14724436,14.042,0
|
||||
5gnidd,0.5,2,support_weighted_beta0,63:39,3819,739,14735044,14.052,0
|
||||
5gnidd,0.5,2,support_weighted_beta0.25,63:29,3809,740,14714604,14.033,0
|
||||
5gnidd,0.5,2,support_weighted_beta0.5,63:14,3794,739,14743700,14.061,0
|
||||
5gnidd,0.5,2,support_weighted_beta0.75,63:38,3818,739,14738444,14.056,0
|
||||
5gnidd,0.5,2,support_weighted_beta1,63:29,3809,739,14751648,14.068,0
|
||||
|
@@ -0,0 +1,111 @@
|
||||
{
|
||||
"alpha": 0.5,
|
||||
"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__alpha0.5__multiseed__client_validation_deltas.csv",
|
||||
"client_validation_detail": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.5__multiseed__client_validation_detail.csv",
|
||||
"client_validation_summary": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.5__multiseed__client_validation_summary.csv",
|
||||
"per_seed": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.5__multiseed__validation_per_seed.csv",
|
||||
"pooled": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.5__multiseed__validation_pooled.csv",
|
||||
"prototype_effect_pooled": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.5__multiseed__prototype_effect_pooled.csv",
|
||||
"test_descriptive": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.5__multiseed__test_descriptive.csv"
|
||||
},
|
||||
"per_seed_diagnostic": [
|
||||
{
|
||||
"seed": 0,
|
||||
"selected_beta": 1.0,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.7688769909627551
|
||||
},
|
||||
{
|
||||
"seed": 1,
|
||||
"selected_beta": 0.0,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.6332434333373904
|
||||
},
|
||||
{
|
||||
"seed": 2,
|
||||
"selected_beta": 1.0,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.7764678470758364
|
||||
}
|
||||
],
|
||||
"pooled_table": [
|
||||
{
|
||||
"beta": 0.0,
|
||||
"max_val_rare_macro_f1": 0.7385974827605487,
|
||||
"min_val_rare_macro_f1": 0.6332434333373904,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.6872301309573783,
|
||||
"pooled_val_rare_recall_global": 0.9713114776134125,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.9477370387940001,
|
||||
"std_pop_val_rare_macro_f1": 0.04305047163384996,
|
||||
"std_sample_val_rare_macro_f1": 0.052725844344546816
|
||||
},
|
||||
{
|
||||
"beta": 0.25,
|
||||
"max_val_rare_macro_f1": 0.7000551711341446,
|
||||
"min_val_rare_macro_f1": 0.5737166466423315,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.6450777370820986,
|
||||
"pooled_val_rare_recall_global": 0.9704275976526073,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.9468616498164765,
|
||||
"std_pop_val_rare_macro_f1": 0.052862550324183834,
|
||||
"std_sample_val_rare_macro_f1": 0.06474313739822393
|
||||
},
|
||||
{
|
||||
"beta": 0.5,
|
||||
"max_val_rare_macro_f1": 0.7644872677811037,
|
||||
"min_val_rare_macro_f1": 0.5633883995024869,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.6746687817772702,
|
||||
"pooled_val_rare_recall_global": 0.9671213299475042,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.9436587867425653,
|
||||
"std_pop_val_rare_macro_f1": 0.08348911485694357,
|
||||
"std_sample_val_rare_macro_f1": 0.10225286523806497
|
||||
},
|
||||
{
|
||||
"beta": 0.75,
|
||||
"max_val_rare_macro_f1": 0.7711242558558296,
|
||||
"min_val_rare_macro_f1": 0.5433192773956839,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.6883680316141424,
|
||||
"pooled_val_rare_recall_global": 0.9651605571453272,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.9419154392409256,
|
||||
"std_pop_val_rare_macro_f1": 0.10290463715170817,
|
||||
"std_sample_val_rare_macro_f1": 0.12603192659396695
|
||||
},
|
||||
{
|
||||
"beta": 1.0,
|
||||
"max_val_rare_macro_f1": 0.7764678470758364,
|
||||
"min_val_rare_macro_f1": 0.5317638391349536,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.6923695590578484,
|
||||
"pooled_val_rare_recall_global": 0.9656774080634279,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.9423005037244669,
|
||||
"std_pop_val_rare_macro_f1": 0.11360766766404416,
|
||||
"std_sample_val_rare_macro_f1": 0.13914040832229815
|
||||
}
|
||||
],
|
||||
"primary_selection": {
|
||||
"rule": "max pooled validation per-client-mean rare-class macro-F1 (tie-break: recall, then lower std, then smaller beta)",
|
||||
"selected_beta": 1.0,
|
||||
"selection_split": "validation",
|
||||
"test_used_for_selection": false,
|
||||
"tie_break_used": false
|
||||
},
|
||||
"seeds": [
|
||||
0,
|
||||
1,
|
||||
2
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,19 @@
|
||||
seed,aggregation,beta,test_rare_macro_f1,test_rare_recall,test_macro_f1,test_accuracy,test_weighted_f1,test_rare_support
|
||||
0,support_weighted_beta0,0.0,0.8742932048547406,0.9742720323931519,0.8385612745672949,0.7348515690217413,0.7094084362511125,104843
|
||||
0,support_weighted_beta0.25,0.25,0.8278559706986206,0.9743136055202825,0.8048679432071748,0.7321621699420586,0.7068068776295745,104843
|
||||
0,support_weighted_beta0.5,0.5,0.8782250000283008,0.9742196379679188,0.844206998571743,0.7375204069463807,0.712367324126841,104843
|
||||
0,support_weighted_beta0.75,0.75,0.8666268556722133,0.9743136158876459,0.848043195140707,0.7467647022539138,0.7209563886081877,104843
|
||||
0,support_weighted_beta1,1.0,0.8809620350206805,0.9743551890147765,0.8504696755820977,0.7428375216406157,0.7169500389469496,104843
|
||||
0,original_protean,,0.8719637151922778,0.9743136055202825,0.8368808854359121,0.7344156725348203,0.7087651452654392,104843
|
||||
1,support_weighted_beta0,0.0,0.92106301838168,0.9685663953100676,0.8652517480290145,0.7473363023641216,0.7228241508757882,13375
|
||||
1,support_weighted_beta0.25,0.25,0.8954746607362052,0.9685663953100676,0.8501110697801447,0.7464233870801926,0.7219977703713777,13375
|
||||
1,support_weighted_beta0.5,0.5,0.8867735670657012,0.9685035219997878,0.8379555965628189,0.7406827125920625,0.7164991174005206,13375
|
||||
1,support_weighted_beta0.75,0.75,0.8704671263461001,0.9683907733777873,0.8283908716421635,0.7403084995702719,0.7161994275484447,13375
|
||||
1,support_weighted_beta1,1.0,0.8400749080738759,0.9683408980660666,0.8159411532871907,0.7440259564021269,0.7201060072251736,13375
|
||||
1,original_protean,,0.9211362509007983,0.9685663953100676,0.8654374620417004,0.7473774246742085,0.7228023713469742,13375
|
||||
2,support_weighted_beta0,0.0,0.839821143971629,0.9757822007036198,0.8200841190480259,0.7501161705259954,0.7246797423266746,128995
|
||||
2,support_weighted_beta0.25,0.25,0.8487182523141747,0.9732015992496806,0.8235600320133522,0.7496227028049528,0.7236549588817031,128995
|
||||
2,support_weighted_beta0.5,0.5,0.8447568411960731,0.9631823338946958,0.8180106600329533,0.7449553206100906,0.7192036582860413,128995
|
||||
2,support_weighted_beta0.75,0.75,0.8890026333308837,0.9574371269520783,0.8450390362886044,0.7420068509768605,0.7166324362736178,128995
|
||||
2,support_weighted_beta1,1.0,0.8949144498720359,0.9586158518509788,0.8493777051701392,0.7429074295677633,0.7175295566399255,128995
|
||||
2,original_protean,,0.8485250688106042,0.9758591365273065,0.8248673149789701,0.7501326194500302,0.7246221247269671,128995
|
||||
|
@@ -0,0 +1,16 @@
|
||||
seed,beta,eligible_clients,val_rare_macro_f1_per_client_mean,val_rare_macro_f1_global,val_rare_recall_per_client_mean,val_rare_recall_global,val_macro_f1_global,val_accuracy_global,val_weighted_f1_global,manifest_content_hash,manifest_reload_ok
|
||||
0,0.0,10,0.7385974827605487,0.8694709551850491,0.9647272176780055,0.971733905845804,0.8352221195954498,0.7357079999013069,0.7107515502801237,0732582cf4510089212717816d2151f5706c7b361123be32cc353bdf4b7f78e6,True
|
||||
0,0.25,10,0.6614613934698196,0.8265911717311235,0.9647272176780055,0.971733905845804,0.8044456438783056,0.7335860974265764,0.7087642370946399,0732582cf4510089212717816d2151f5706c7b361123be32cc353bdf4b7f78e6,True
|
||||
0,0.5,10,0.7644872677811037,0.8772739630535632,0.9647272176780055,0.971733905845804,0.844007682339202,0.7389319757543856,0.7143069215792245,0732582cf4510089212717816d2151f5706c7b361123be32cc353bdf4b7f78e6,True
|
||||
0,0.75,10,0.7506605615909137,0.8661548286737634,0.9647272176780055,0.971733905845804,0.8469841668382607,0.7473126680867512,0.7219587059620426,0732582cf4510089212717816d2151f5706c7b361123be32cc353bdf4b7f78e6,True
|
||||
0,1.0,10,0.7688769909627551,0.8782527231053386,0.9647272176780055,0.971733905845804,0.8479211838662388,0.743389615836959,0.7179207981980363,0732582cf4510089212717816d2151f5706c7b361123be32cc353bdf4b7f78e6,True
|
||||
1,0.0,10,0.6332434333373904,0.9236374206082056,0.8922410843532044,0.970682345432682,0.8663578446246905,0.7466382649746276,0.7218669865621951,f43906e111a8342c102237fe21090b64cadcc6e94c77db0deee1497e87e86801,True
|
||||
1,0.25,10,0.5737166466423315,0.9036693399574908,0.8922410843532044,0.970682345432682,0.8541341756733518,0.7455937625936557,0.720925054515381,f43906e111a8342c102237fe21090b64cadcc6e94c77db0deee1497e87e86801,True
|
||||
1,0.5,10,0.5633883995024869,0.8972484176503442,0.8922410843532044,0.970682345432682,0.8427686300506653,0.7394336658743801,0.7149893896099251,f43906e111a8342c102237fe21090b64cadcc6e94c77db0deee1497e87e86801,True
|
||||
1,0.75,10,0.5433192773956839,0.8759825441112629,0.8922410843532044,0.970682345432682,0.8307371292991714,0.7393596460206104,0.7150036768799796,f43906e111a8342c102237fe21090b64cadcc6e94c77db0deee1497e87e86801,True
|
||||
1,1.0,10,0.5317638391349536,0.8496054643215436,0.8922410843532044,0.970682345432682,0.8204730462672625,0.7430524142808971,0.7188218500332986,f43906e111a8342c102237fe21090b64cadcc6e94c77db0deee1497e87e86801,True
|
||||
2,0.0,10,0.6898494767741958,0.8374296529122408,0.9862428143507902,0.9715181815617518,0.8175474517820762,0.7500102805352458,0.7246542401570802,fe8b4fc6f0486cf4fadf97ea0e096e8c7439fadb1f4e747336313b3bfd52d023,True
|
||||
2,0.25,10,0.7000551711341446,0.841149980550537,0.9836166474182197,0.9688665416793358,0.8177240749273635,0.7494592438460717,0.7236161790075012,fe8b4fc6f0486cf4fadf97ea0e096e8c7439fadb1f4e747336313b3bfd52d023,True
|
||||
2,0.5,10,0.69613067804822,0.8385330192183376,0.9740080581964861,0.9589477385640269,0.8133375892155403,0.7451578678992343,0.7195196226072694,fe8b4fc6f0486cf4fadf97ea0e096e8c7439fadb1f4e747336313b3bfd52d023,True
|
||||
2,0.75,10,0.7711242558558296,0.8841672198503967,0.968778015691567,0.9530654201574955,0.8413935921450705,0.7423039913150038,0.7170634939156215,fe8b4fc6f0486cf4fadf97ea0e096e8c7439fadb1f4e747336313b3bfd52d023,True
|
||||
2,1.0,10,0.7764678470758364,0.8870752339374947,0.9699332091421908,0.9546159729117979,0.8439035762611975,0.7434307379779421,0.7181531588712586,fe8b4fc6f0486cf4fadf97ea0e096e8c7439fadb1f4e747336313b3bfd52d023,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
|
||||
0.0,3,0.6872301309573783,0.052725844344546816,0.04305047163384996,0.6332434333373904,0.7385974827605487,0.9477370387940001,0.9713114776134125
|
||||
0.25,3,0.6450777370820986,0.06474313739822393,0.052862550324183834,0.5737166466423315,0.7000551711341446,0.9468616498164765,0.9704275976526073
|
||||
0.5,3,0.6746687817772702,0.10225286523806497,0.08348911485694357,0.5633883995024869,0.7644872677811037,0.9436587867425653,0.9671213299475042
|
||||
0.75,3,0.6883680316141424,0.12603192659396695,0.10290463715170817,0.5433192773956839,0.7711242558558296,0.9419154392409256,0.9651605571453272
|
||||
1.0,3,0.6923695590578484,0.13914040832229815,0.11360766766404416,0.5317638391349536,0.7764678470758364,0.9423005037244669,0.9656774080634279
|
||||
|
@@ -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
|
||||
0,0,116785,0,8,7|6,UDPFlood|TCPConnectScan,1|6,,,True
|
||||
0,1,78161,0,8,4|2,SYNScan|ICMPFlood,63|69,,,True
|
||||
0,2,98019,0,8,2|3,ICMPFlood|SYNFlood,57|72,,,True
|
||||
0,3,48536,1,7,7|3,UDPFlood|SYNFlood,129|367,2,ICMPFlood,True
|
||||
0,4,54279,1,7,2|4,ICMPFlood|SYNScan,8|11,3,SYNFlood,True
|
||||
0,5,126582,0,8,6|2,TCPConnectScan|ICMPFlood,1|12,,,True
|
||||
0,6,43983,0,8,6|3,TCPConnectScan|SYNFlood,9|10,,,True
|
||||
0,7,15388,0,8,3|8,SYNFlood|UDPScan,2|92,,,True
|
||||
0,8,178993,0,8,2|3,ICMPFlood|SYNFlood,243|408,,,True
|
||||
0,9,90397,0,8,2|8,ICMPFlood|UDPScan,40|695,,,True
|
||||
1,0,131086,0,8,2|8,ICMPFlood|UDPScan,18|243,,,True
|
||||
1,1,140144,0,8,2|3,ICMPFlood|SYNFlood,30|151,,,True
|
||||
1,2,31613,0,8,2|6,ICMPFlood|TCPConnectScan,45|595,,,True
|
||||
1,3,57521,0,8,2|8,ICMPFlood|UDPScan,8|17,,,True
|
||||
1,4,62253,0,8,2|6,ICMPFlood|TCPConnectScan,10|162,,,True
|
||||
1,5,116940,0,8,8|3,UDPScan|SYNFlood,1|104,,,True
|
||||
1,6,97485,0,8,2|4,ICMPFlood|SYNScan,120|1083,,,True
|
||||
1,7,124812,0,8,2|6,ICMPFlood|TCPConnectScan,38|401,,,True
|
||||
1,8,53759,0,8,6|3,TCPConnectScan|SYNFlood,3|26,,,True
|
||||
1,9,35510,0,8,2|4,ICMPFlood|SYNScan,134|259,,,True
|
||||
2,0,255463,1,7,2|1,ICMPFlood|HTTPFlood,1|24,8,UDPScan,True
|
||||
2,1,93960,0,8,2|8,ICMPFlood|UDPScan,2|3,,,True
|
||||
2,2,20087,0,8,8|3,UDPScan|SYNFlood,2|8,,,True
|
||||
2,3,40162,0,8,8|2,UDPScan|ICMPFlood,4|76,,,True
|
||||
2,4,99599,0,8,4|1,SYNScan|HTTPFlood,33|47,,,True
|
||||
2,5,73322,0,8,4|2,SYNScan|ICMPFlood,5|122,,,True
|
||||
2,6,21124,1,7,2|7,ICMPFlood|UDPFlood,44|105,6,TCPConnectScan,True
|
||||
2,7,52714,0,8,3|2,SYNFlood|ICMPFlood,32|57,,,True
|
||||
2,8,160995,0,8,4|2,SYNScan|ICMPFlood,7|45,,,True
|
||||
2,9,33697,0,8,1|2,HTTPFlood|ICMPFlood,71|83,,,True
|
||||
|
@@ -0,0 +1,111 @@
|
||||
{
|
||||
"alphas": [
|
||||
0.5
|
||||
],
|
||||
"dataset": "5gnidd",
|
||||
"per_class": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.5__partition_heterogeneity_per_class.csv",
|
||||
"per_seed": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.5__partition_heterogeneity_per_seed.csv",
|
||||
"per_seed_rows": [
|
||||
{
|
||||
"alpha": 0.5,
|
||||
"client_size_max": 178993,
|
||||
"client_size_min": 15388,
|
||||
"client_size_ratio": 11.631985963088121,
|
||||
"dataset": "5gnidd",
|
||||
"manifest_content_hash": "0732582cf4510089212717816d2151f5706c7b361123be32cc353bdf4b7f78e6",
|
||||
"max_unseen_on_client": 1,
|
||||
"n_cells_sj_lt_M": 2,
|
||||
"n_class_condition_cells": 9,
|
||||
"n_clients_2_rare": 10,
|
||||
"n_missing_client_class_cells": 2,
|
||||
"nij_sum": 851123,
|
||||
"num_classes": 9,
|
||||
"num_clients": 10,
|
||||
"num_train": 851123,
|
||||
"partition_hash": "8352d4ff0e33f246a22da8516812bf8ff3ddbdecb6a6435fbcf08e9edcf989ab",
|
||||
"rng_seed": 673621352,
|
||||
"seed": 0,
|
||||
"split_hash": "18f89f4807de5493e83cbc19a87df51268050c5fb3a12f286e64c3115073dea7",
|
||||
"support_cv_max": 1.7831313104092381,
|
||||
"support_cv_mean": 1.224175005199598,
|
||||
"support_max_min_ratio_max": 88943.0,
|
||||
"union_rare_count": 6,
|
||||
"union_unseen_count": 2
|
||||
},
|
||||
{
|
||||
"alpha": 0.5,
|
||||
"client_size_max": 140144,
|
||||
"client_size_min": 31613,
|
||||
"client_size_ratio": 4.433112959858287,
|
||||
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|
||||
"manifest_content_hash": "f43906e111a8342c102237fe21090b64cadcc6e94c77db0deee1497e87e86801",
|
||||
"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,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"seed": 1,
|
||||
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|
||||
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|
||||
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|
||||
"support_max_min_ratio_max": 5065.0,
|
||||
"union_rare_count": 5,
|
||||
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|
||||
},
|
||||
{
|
||||
"alpha": 0.5,
|
||||
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|
||||
"client_size_min": 20087,
|
||||
"client_size_ratio": 12.717827450589933,
|
||||
"dataset": "5gnidd",
|
||||
"manifest_content_hash": "fe8b4fc6f0486cf4fadf97ea0e096e8c7439fadb1f4e747336313b3bfd52d023",
|
||||
"max_unseen_on_client": 1,
|
||||
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|
||||
"n_class_condition_cells": 9,
|
||||
"n_clients_2_rare": 10,
|
||||
"n_missing_client_class_cells": 2,
|
||||
"nij_sum": 851123,
|
||||
"num_classes": 9,
|
||||
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|
||||
"num_train": 851123,
|
||||
"partition_hash": "fdcf388e31658ae11a6068e9dc2c6f27ef1567ecce60855efe6d8e3dc75cebf6",
|
||||
"rng_seed": 633461056,
|
||||
"seed": 2,
|
||||
"split_hash": "fc758d060dc51dec113b118e07cda6a012b5bd825aa64fb515d595cd1684417f",
|
||||
"support_cv_max": 1.9640881124634801,
|
||||
"support_cv_mean": 1.4006658705096433,
|
||||
"support_max_min_ratio_max": 3363.5,
|
||||
"union_rare_count": 6,
|
||||
"union_unseen_count": 2
|
||||
}
|
||||
],
|
||||
"seeds": [
|
||||
0,
|
||||
1,
|
||||
2
|
||||
],
|
||||
"summary": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.5__partition_heterogeneity_summary.csv",
|
||||
"summary_rows": [
|
||||
{
|
||||
"alpha": 0.5,
|
||||
"cells_sj_lt_M_total": 4,
|
||||
"cells_total": 27,
|
||||
"client_size_ratio_max": 12.717827450589933,
|
||||
"client_size_ratio_mean": 9.594308791178781,
|
||||
"dataset": "5gnidd",
|
||||
"max_unseen_on_client": 1,
|
||||
"missing_client_class_cells_total": 4,
|
||||
"n_seeds": 3,
|
||||
"support_cv_mean": 1.2251708481787265,
|
||||
"support_max_min_ratio_max": 88943.0,
|
||||
"union_rare_mean": 5.666666666666667,
|
||||
"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,0.5,0,0,Benign,334415,10,0,226,108257,33441.5,35759.58709842718,1.0693176770906563,479.0132743362832
|
||||
5gnidd,0.5,0,1,HTTPFlood,98569,10,0,185,61393,9856.9,17538.944828295687,1.7793570826827592,331.8540540540541
|
||||
5gnidd,0.5,0,2,ICMPFlood,808,9,1,8,243,89.77777777777777,72.6342095369787,0.8090444131594163,30.375
|
||||
5gnidd,0.5,0,3,SYNFlood,6805,9,1,2,3250,756.1111111111111,996.1904597509281,1.3175186095162899,1625.0
|
||||
5gnidd,0.5,0,4,SYNScan,14030,10,0,11,6713,1403.0,1984.1221232575379,1.4141996601978175,610.2727272727273
|
||||
5gnidd,0.5,0,5,SlowrateDoS,51187,10,0,80,28363,5118.7,9127.314238591767,1.7831313104092381,354.5375
|
||||
5gnidd,0.5,0,6,TCPConnectScan,14037,10,0,1,4175,1403.7,1379.0263993122105,0.9824224544505311,4175.0
|
||||
5gnidd,0.5,0,7,UDPFlood,320138,10,0,1,88943,32013.8,28692.11713624493,0.8962421560778455,88943.0
|
||||
5gnidd,0.5,0,8,UDPScan,11134,10,0,14,3420,1113.4,1075.9248300880504,0.9663416832118289,244.28571428571428
|
||||
5gnidd,0.5,1,0,Benign,334415,10,0,803,104938,33441.5,31374.111025652983,0.938178940108936,130.68244084682442
|
||||
5gnidd,0.5,1,1,HTTPFlood,98569,10,0,51,36928,9856.9,10966.810999100877,1.1126024408384865,724.0784313725491
|
||||
5gnidd,0.5,1,2,ICMPFlood,808,10,0,8,284,80.8,81.98999939016953,1.0147277152248704,35.5
|
||||
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
|
||||
|
@@ -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,0.5,0,10,9,851123,851123,9,2,2,15388,178993,11.631985963088121,6,2,1,10,1.224175005199598,1.7831313104092381,88943.0,0732582cf4510089212717816d2151f5706c7b361123be32cc353bdf4b7f78e6,8352d4ff0e33f246a22da8516812bf8ff3ddbdecb6a6435fbcf08e9edcf989ab,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
|
||||
|
@@ -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,0.5,3,4,27,4,9.594308791178781,12.717827450589933,1.3333333333333333,1,5.666666666666667,1.2251708481787265,88943.0
|
||||
|
+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,0.0,10,226,108257,33441.5,5.843014378531233,5.843014378531233,0.0,0.0
|
||||
0,Benign,0.25,10,226,108257,33441.5,6.212496299203995,5.843014378531233,0.8203595320981492,0.14040005362854577
|
||||
0,Benign,0.5,10,226,108257,33441.5,6.4244532675003585,5.843014378531233,1.2891814708328297,0.22063636803113484
|
||||
0,Benign,0.75,10,226,108257,33441.5,6.5422792205400055,5.843014378531233,1.583933229964229,0.27108152185693996
|
||||
0,Benign,1.0,10,226,108257,33441.5,6.614912971448099,5.843014378531233,1.7994587487703366,0.30796753733518434
|
||||
1,HTTPFlood,0.0,10,185,61393,9856.9,7.516656432446429,7.516656432446429,0.0,0.0
|
||||
1,HTTPFlood,0.25,10,185,61393,9856.9,8.041957774385313,7.516656432446429,0.7731169473586775,0.10285383591851263
|
||||
1,HTTPFlood,0.5,10,185,61393,9856.9,8.439418396966301,7.516656432446429,1.3897131995722554,0.18488449113802966
|
||||
1,HTTPFlood,0.75,10,185,61393,9856.9,8.75334363437427,7.516656432446429,1.92594922063019,0.2562241919580932
|
||||
1,HTTPFlood,1.0,10,185,61393,9856.9,9.013561825426425,7.516656432446429,2.396801552166125,0.3188653856547283
|
||||
2,ICMPFlood,0.0,9,8,243,89.77777777777777,3.8857583128160287,3.8857583128160287,0.0,0.0
|
||||
2,ICMPFlood,0.25,9,8,243,89.77777777777777,3.9228198292370124,3.8857583128160287,0.42688509117893203,0.10985888900268896
|
||||
2,ICMPFlood,0.5,9,8,243,89.77777777777777,3.992556664793594,3.8857583128160287,0.7679609190249338,0.19763476191816692
|
||||
2,ICMPFlood,0.75,9,8,243,89.77777777777777,4.077675042358181,3.8857583128160287,1.0330196039220199,0.26584762117471616
|
||||
2,ICMPFlood,1.0,9,8,243,89.77777777777777,4.168910075760342,3.8857583128160287,1.239630599511048,0.3190189661108082
|
||||
3,SYNFlood,0.0,9,2,3250,756.1111111111111,3.8061665992596163,3.8061665992596163,0.0,0.0
|
||||
3,SYNFlood,0.25,9,2,3250,756.1111111111111,3.6885896297802026,3.8061665992596163,0.9949803657367173,0.2614127205914379
|
||||
3,SYNFlood,0.5,9,2,3250,756.1111111111111,3.7706248607266453,3.8061665992596163,1.6471177664639631,0.43274978209949194
|
||||
3,SYNFlood,0.75,9,2,3250,756.1111111111111,3.9191034830638047,3.8061665992596163,2.132212374714257,0.5601994340260932
|
||||
3,SYNFlood,1.0,9,2,3250,756.1111111111111,4.095032610136186,3.8061665992596163,2.52064827780585,0.6622537957997351
|
||||
4,SYNScan,0.0,10,11,6713,1403.0,7.260626778817289,7.260626778817289,0.0,0.0
|
||||
4,SYNScan,0.25,10,11,6713,1403.0,7.897442958288846,7.260626778817289,1.300474502433058,0.1791132559281469
|
||||
4,SYNScan,0.5,10,11,6713,1403.0,8.549758605036272,7.260626778817289,2.196920361618409,0.3025799877261111
|
||||
4,SYNScan,0.75,10,11,6713,1403.0,9.04506761560703,7.260626778817289,2.7764254598974247,0.3823947359472576
|
||||
4,SYNScan,1.0,10,11,6713,1403.0,9.37104318833902,7.260626778817289,3.1387574700264103,0.43229841798006513
|
||||
5,SlowrateDoS,0.0,10,80,28363,5118.7,5.962685869185551,5.962685869185551,0.0,0.0
|
||||
5,SlowrateDoS,0.25,10,80,28363,5118.7,6.57032922471444,5.962685869185551,1.2997423784656856,0.21797934806235547
|
||||
5,SlowrateDoS,0.5,10,80,28363,5118.7,7.41344992722956,5.962685869185551,2.6606143885342477,0.44621072565368325
|
||||
5,SlowrateDoS,0.75,10,80,28363,5118.7,8.181762749009055,5.962685869185551,3.745458010696094,0.6281494770757879
|
||||
5,SlowrateDoS,1.0,10,80,28363,5118.7,8.700278861554253,5.962685869185551,4.442300820470018,0.7450167454615206
|
||||
6,TCPConnectScan,0.0,10,1,4175,1403.7,3.88035752766646,3.88035752766646,0.0,0.0
|
||||
6,TCPConnectScan,0.25,10,1,4175,1403.7,4.444852766254979,3.88035752766646,1.2321654175140089,0.3175391465164807
|
||||
6,TCPConnectScan,0.5,10,1,4175,1403.7,4.727471344192702,3.88035752766646,1.766192797445843,0.45516238770605827
|
||||
6,TCPConnectScan,0.75,10,1,4175,1403.7,4.855563041882055,3.88035752766646,2.015726035456689,0.5194691522842462
|
||||
6,TCPConnectScan,1.0,10,1,4175,1403.7,4.929295391438266,3.88035752766646,2.159471605312027,0.5565135660606702
|
||||
7,UDPFlood,0.0,10,1,88943,32013.8,5.326726894653476,5.326726894653476,0.0,0.0
|
||||
7,UDPFlood,0.25,10,1,88943,32013.8,5.967394343443009,5.326726894653476,1.3559743812931089,0.2545605224578198
|
||||
7,UDPFlood,0.5,10,1,88943,32013.8,6.223149921942275,5.326726894653476,1.7643383794350596,0.3312237353872892
|
||||
7,UDPFlood,0.75,10,1,88943,32013.8,6.34206925106085,5.326726894653476,1.93986143920804,0.3641751262215285
|
||||
7,UDPFlood,1.0,10,1,88943,32013.8,6.4168188951924865,5.326726894653476,2.0527377292034634,0.3853656794876851
|
||||
8,UDPScan,0.0,10,14,3420,1113.4,7.9768836946894,7.9768836946894,0.0,0.0
|
||||
8,UDPScan,0.25,10,14,3420,1113.4,8.212419092552969,7.9768836946894,0.6084184817915574,0.07627270311044039
|
||||
8,UDPScan,0.5,10,14,3420,1113.4,8.310937702209275,7.9768836946894,0.963396396947296,0.12077352934062155
|
||||
8,UDPScan,0.75,10,14,3420,1113.4,8.352064643874359,7.9768836946894,1.2122993442325338,0.15197656009948102
|
||||
8,UDPScan,1.0,10,14,3420,1113.4,8.375205280846846,7.9768836946894,1.4207299366223916,0.17810588583211268
|
||||
|
+441
@@ -0,0 +1,441 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,Benign,0.0,0,108257.0,0.1
|
||||
0,Benign,0.0,1,6399.0,0.1
|
||||
0,Benign,0.0,2,68144.0,0.1
|
||||
0,Benign,0.0,3,22029.0,0.1
|
||||
0,Benign,0.0,4,1096.0,0.1
|
||||
0,Benign,0.0,5,33517.0,0.1
|
||||
0,Benign,0.0,6,226.0,0.1
|
||||
0,Benign,0.0,7,9926.0,0.1
|
||||
0,Benign,0.0,8,76033.0,0.1
|
||||
0,Benign,0.0,9,8788.0,0.1
|
||||
0,Benign,0.25,0,108257.0,0.15793208564511726
|
||||
0,Benign,0.25,1,6399.0,0.0778725508995972
|
||||
0,Benign,0.25,2,68144.0,0.1406738195204602
|
||||
0,Benign,0.25,3,22029.0,0.10607305313295307
|
||||
0,Benign,0.25,4,1096.0,0.05009668772254895
|
||||
0,Benign,0.25,5,33517.0,0.11780742368768125
|
||||
0,Benign,0.25,6,226.0,0.03375852660383207
|
||||
0,Benign,0.25,7,9926.0,0.08690603606388457
|
||||
0,Benign,0.25,8,76033.0,0.14457956221558735
|
||||
0,Benign,0.25,9,8788.0,0.08430025450833808
|
||||
0,Benign,0.5,0,108257.0,0.21663240134206255
|
||||
0,Benign,0.5,1,6399.0,0.052668563692188065
|
||||
0,Benign,0.5,2,68144.0,0.17187362281806925
|
||||
0,Benign,0.5,3,22029.0,0.09772210454820618
|
||||
0,Benign,0.5,4,1096.0,0.02179719939376422
|
||||
0,Benign,0.5,5,33517.0,0.1205391125214308
|
||||
0,Benign,0.5,6,226.0,0.009898049912956682
|
||||
0,Benign,0.5,7,9926.0,0.06559678513666076
|
||||
0,Benign,0.5,8,76033.0,0.1815500961358989
|
||||
0,Benign,0.5,9,8788.0,0.061722064498762615
|
||||
0,Benign,0.75,0,108257.0,0.2723172029412076
|
||||
0,Benign,0.75,1,6399.0,0.03264503731821413
|
||||
0,Benign,0.75,2,68144.0,0.19244374679071222
|
||||
0,Benign,0.75,3,22029.0,0.0825047920431831
|
||||
0,Benign,0.75,4,1096.0,0.008691425309806027
|
||||
0,Benign,0.75,5,33517.0,0.11302693252851223
|
||||
0,Benign,0.75,6,226.0,0.002659588314657969
|
||||
0,Benign,0.75,7,9926.0,0.0453747024299741
|
||||
0,Benign,0.75,8,76033.0,0.20892224392405404
|
||||
0,Benign,0.75,9,8788.0,0.04141432839967865
|
||||
0,Benign,1.0,0,108257.0,0.32372052689024117
|
||||
0,Benign,1.0,1,6399.0,0.019134907226051462
|
||||
0,Benign,1.0,2,68144.0,0.20377076387123783
|
||||
0,Benign,1.0,3,22029.0,0.06587324133187805
|
||||
0,Benign,1.0,4,1096.0,0.0032773649507348655
|
||||
0,Benign,1.0,5,33517.0,0.10022576738483621
|
||||
0,Benign,1.0,6,226.0,0.0006758070062646711
|
||||
0,Benign,1.0,7,9926.0,0.029681682938863387
|
||||
0,Benign,1.0,8,76033.0,0.22736121286425548
|
||||
0,Benign,1.0,9,8788.0,0.026278725535636857
|
||||
1,HTTPFlood,0.0,0,5466.0,0.1
|
||||
1,HTTPFlood,0.0,1,6782.0,0.1
|
||||
1,HTTPFlood,0.0,2,3688.0,0.1
|
||||
1,HTTPFlood,0.0,3,4983.0,0.1
|
||||
1,HTTPFlood,0.0,4,388.0,0.1
|
||||
1,HTTPFlood,0.0,5,185.0,0.1
|
||||
1,HTTPFlood,0.0,6,843.0,0.1
|
||||
1,HTTPFlood,0.0,7,2258.0,0.1
|
||||
1,HTTPFlood,0.0,8,61393.0,0.1
|
||||
1,HTTPFlood,0.0,9,12583.0,0.1
|
||||
1,HTTPFlood,0.25,0,5466.0,0.10666924569006431
|
||||
1,HTTPFlood,0.25,1,6782.0,0.11258000497504946
|
||||
1,HTTPFlood,0.25,2,3688.0,0.09667619415935366
|
||||
1,HTTPFlood,0.25,3,4983.0,0.10423043228177606
|
||||
1,HTTPFlood,0.25,4,388.0,0.05505918119490244
|
||||
1,HTTPFlood,0.25,5,185.0,0.045752491526088825
|
||||
1,HTTPFlood,0.25,6,843.0,0.06684650580894766
|
||||
1,HTTPFlood,0.25,7,2258.0,0.08551706782742473
|
||||
1,HTTPFlood,0.25,8,61393.0,0.19527719633661025
|
||||
1,HTTPFlood,0.25,9,12583.0,0.1313916801997826
|
||||
1,HTTPFlood,0.5,0,5466.0,0.09761255022084209
|
||||
1,HTTPFlood,0.5,1,6782.0,0.10873008769835925
|
||||
1,HTTPFlood,0.5,2,3688.0,0.08018004613241424
|
||||
1,HTTPFlood,0.5,3,4983.0,0.0932000808683448
|
||||
1,HTTPFlood,0.5,4,388.0,0.02600678745849438
|
||||
1,HTTPFlood,0.5,5,185.0,0.017957948005866906
|
||||
1,HTTPFlood,0.5,6,843.0,0.03833404363903782
|
||||
1,HTTPFlood,0.5,7,2258.0,0.06273830979642879
|
||||
1,HTTPFlood,0.5,8,61393.0,0.3271374571398214
|
||||
1,HTTPFlood,0.5,9,12583.0,0.14810268904039042
|
||||
1,HTTPFlood,0.75,0,5466.0,0.07791153361646833
|
||||
1,HTTPFlood,0.75,1,6782.0,0.09159417846268612
|
||||
1,HTTPFlood,0.75,2,3688.0,0.058001966332301994
|
||||
1,HTTPFlood,0.75,3,4983.0,0.07268883325926358
|
||||
1,HTTPFlood,0.75,4,388.0,0.010714534974134163
|
||||
1,HTTPFlood,0.75,5,185.0,0.0061479217172634125
|
||||
1,HTTPFlood,0.75,6,843.0,0.019174330708181767
|
||||
1,HTTPFlood,0.75,7,2258.0,0.04014601899905588
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||||
1,HTTPFlood,0.75,8,61393.0,0.47801186271861035
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||||
1,HTTPFlood,0.75,9,12583.0,0.14560881921203445
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||||
1,HTTPFlood,1.0,0,5466.0,0.055453540159685094
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||||
1,HTTPFlood,1.0,1,6782.0,0.06880459373636742
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||||
1,HTTPFlood,1.0,2,3688.0,0.03741541458267812
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||||
1,HTTPFlood,1.0,3,4983.0,0.05055341943207296
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||||
1,HTTPFlood,1.0,4,388.0,0.003936328866073512
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||||
1,HTTPFlood,1.0,5,185.0,0.0018768578356278343
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||||
1,HTTPFlood,1.0,6,843.0,0.008552384623968996
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||||
1,HTTPFlood,1.0,7,2258.0,0.02290781077214946
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||||
1,HTTPFlood,1.0,8,61393.0,0.6228428816362143
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||||
1,HTTPFlood,1.0,9,12583.0,0.12765676835516238
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||||
2,ICMPFlood,0.0,0,173.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,1,69.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,2,57.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,4,8.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,5,12.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,6,101.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,7,105.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,8,243.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,9,40.0,0.1111111111111111
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||||
2,ICMPFlood,0.25,0,173.0,0.14148087013967517
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||||
2,ICMPFlood,0.25,1,69.0,0.11243420904737535
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||||
2,ICMPFlood,0.25,2,57.0,0.10719015780688758
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||||
2,ICMPFlood,0.25,4,8.0,0.06560828615949907
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||||
2,ICMPFlood,0.25,5,12.0,0.07260750407524247
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||||
2,ICMPFlood,0.25,6,101.0,0.12367062050546324
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||||
2,ICMPFlood,0.25,7,105.0,0.12487730602933562
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||||
2,ICMPFlood,0.25,8,243.0,0.1540237754899015
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||||
2,ICMPFlood,0.25,9,40.0,0.09810727074662001
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||||
2,ICMPFlood,0.5,0,173.0,0.16968966160828006
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||||
2,ICMPFlood,0.5,1,69.0,0.10716596460373162
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||||
2,ICMPFlood,0.5,2,57.0,0.09740242283825186
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||||
2,ICMPFlood,0.5,4,8.0,0.03649029089759498
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||||
2,ICMPFlood,0.5,5,12.0,0.044691296632416624
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||||
2,ICMPFlood,0.5,6,101.0,0.1296561193643118
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||||
2,ICMPFlood,0.5,7,105.0,0.13219863824377398
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||||
2,ICMPFlood,0.5,8,243.0,0.20111083484587483
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||||
2,ICMPFlood,0.5,9,40.0,0.08159477096576419
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||||
2,ICMPFlood,0.75,0,173.0,0.19414287653672152
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||||
2,ICMPFlood,0.75,1,69.0,0.09743695442433789
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||||
2,ICMPFlood,0.75,2,57.0,0.08442926810582824
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||||
2,ICMPFlood,0.75,4,8.0,0.019359956314765885
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||||
2,ICMPFlood,0.75,5,12.0,0.026240542973732284
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||||
2,ICMPFlood,0.75,6,101.0,0.12966653723319385
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||||
2,ICMPFlood,0.75,7,105.0,0.13349925959705466
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||||
2,ICMPFlood,0.75,8,243.0,0.250490689363032
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||||
2,ICMPFlood,0.75,9,40.0,0.06473391545133372
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||||
2,ICMPFlood,1.0,0,173.0,0.2141089108910891
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||||
2,ICMPFlood,1.0,1,69.0,0.0853960396039604
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||||
2,ICMPFlood,1.0,2,57.0,0.07054455445544554
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||||
2,ICMPFlood,1.0,4,8.0,0.009900990099009901
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||||
2,ICMPFlood,1.0,5,12.0,0.01485148514851485
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||||
2,ICMPFlood,1.0,6,101.0,0.125
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||||
2,ICMPFlood,1.0,7,105.0,0.12995049504950495
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||||
2,ICMPFlood,1.0,8,243.0,0.30074257425742573
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||||
2,ICMPFlood,1.0,9,40.0,0.04950495049504951
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||||
3,SYNFlood,0.0,0,373.0,0.1111111111111111
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||||
3,SYNFlood,0.0,1,3250.0,0.1111111111111111
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||||
3,SYNFlood,0.0,2,72.0,0.1111111111111111
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||||
3,SYNFlood,0.0,3,367.0,0.1111111111111111
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||||
3,SYNFlood,0.0,5,1592.0,0.1111111111111111
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||||
3,SYNFlood,0.0,6,10.0,0.1111111111111111
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||||
3,SYNFlood,0.0,7,2.0,0.1111111111111111
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||||
3,SYNFlood,0.0,8,408.0,0.1111111111111111
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||||
3,SYNFlood,0.0,9,731.0,0.1111111111111111
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||||
3,SYNFlood,0.25,0,373.0,0.1150044997578931
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||||
3,SYNFlood,0.25,1,3250.0,0.19758704468853214
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||||
3,SYNFlood,0.25,2,72.0,0.07622909246972993
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||||
3,SYNFlood,0.25,3,367.0,0.11453919891739937
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||||
3,SYNFlood,0.25,5,1592.0,0.16530020460688172
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||||
3,SYNFlood,0.25,6,10.0,0.04653584725310702
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||||
3,SYNFlood,0.25,7,2.0,0.031120396684378982
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||||
3,SYNFlood,0.25,8,408.0,0.11761227915738894
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||||
3,SYNFlood,0.25,9,731.0,0.13607143646468883
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||||
3,SYNFlood,0.5,0,373.0,0.098699482153672
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||||
3,SYNFlood,0.5,1,3250.0,0.291341356941021
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||||
3,SYNFlood,0.5,2,72.0,0.04336373745964726
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||||
3,SYNFlood,0.5,3,367.0,0.0979024342574309
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||||
3,SYNFlood,0.5,5,1592.0,0.2039069318115971
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||||
3,SYNFlood,0.5,6,10.0,0.016160710786370887
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||||
3,SYNFlood,0.5,7,2.0,0.0072272895766078765
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||||
3,SYNFlood,0.5,8,408.0,0.1032263424873978
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||||
3,SYNFlood,0.5,9,731.0,0.13817171452625515
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||||
3,SYNFlood,0.75,0,373.0,0.07614969640959589
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||||
3,SYNFlood,0.75,1,3250.0,0.3861882652428714
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||||
3,SYNFlood,0.75,2,72.0,0.022176138469879987
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||||
3,SYNFlood,0.75,3,367.0,0.07522914060200017
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||||
3,SYNFlood,0.75,5,1592.0,0.22612253727385645
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||||
3,SYNFlood,0.75,6,10.0,0.0050452948575787065
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||||
3,SYNFlood,0.75,7,2.0,0.001508895103236402
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||||
3,SYNFlood,0.75,8,408.0,0.08144823447744809
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||||
3,SYNFlood,0.75,9,731.0,0.12613179756353285
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||||
3,SYNFlood,1.0,0,373.0,0.054812637766348274
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||||
3,SYNFlood,1.0,1,3250.0,0.4775900073475386
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||||
3,SYNFlood,1.0,2,72.0,0.010580455547391624
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||||
3,SYNFlood,1.0,3,367.0,0.053930933137398974
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||||
3,SYNFlood,1.0,5,1592.0,0.23394562821454812
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||||
3,SYNFlood,1.0,6,10.0,0.0014695077149155032
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||||
3,SYNFlood,1.0,7,2.0,0.00029390154298310065
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||||
3,SYNFlood,1.0,8,408.0,0.05995591476855253
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||||
3,SYNFlood,1.0,9,731.0,0.10742101396032329
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||||
4,SYNScan,0.0,0,695.0,0.1
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||||
4,SYNScan,0.0,1,63.0,0.1
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||||
4,SYNScan,0.0,2,100.0,0.1
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||||
4,SYNScan,0.0,3,667.0,0.1
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||||
4,SYNScan,0.0,4,11.0,0.1
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||||
4,SYNScan,0.0,5,583.0,0.1
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||||
4,SYNScan,0.0,6,317.0,0.1
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||||
4,SYNScan,0.0,7,1852.0,0.1
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||||
4,SYNScan,0.0,8,6713.0,0.1
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||||
4,SYNScan,0.0,9,3029.0,0.1
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||||
4,SYNScan,0.25,0,695.0,0.10231924601393248
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||||
4,SYNScan,0.25,1,63.0,0.05614308428238422
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||||
4,SYNScan,0.25,2,100.0,0.06301749419299497
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||||
4,SYNScan,0.25,3,667.0,0.10127274658950335
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||||
4,SYNScan,0.25,4,11.0,0.03629186622221144
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||||
4,SYNScan,0.25,5,583.0,0.09792154761567058
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||||
4,SYNScan,0.25,6,317.0,0.08408643605328536
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||||
4,SYNScan,0.25,7,1852.0,0.13072883038717326
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||||
4,SYNScan,0.25,8,6713.0,0.18038079298779747
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||||
4,SYNScan,0.25,9,3029.0,0.1478379556550469
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||||
4,SYNScan,0.5,0,695.0,0.08924547422072372
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||||
4,SYNScan,0.5,1,63.0,0.02686977773626878
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||||
4,SYNScan,0.5,2,100.0,0.03385273793987965
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||||
4,SYNScan,0.5,3,667.0,0.08742924262736429
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||||
4,SYNScan,0.5,4,11.0,0.011227682987280963
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||||
4,SYNScan,0.5,5,583.0,0.08173876594941078
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||||
4,SYNScan,0.5,6,317.0,0.06027308632634428
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||||
4,SYNScan,0.5,7,1852.0,0.14568481622600418
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||||
4,SYNScan,0.5,8,6713.0,0.27736529711976693
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||||
4,SYNScan,0.5,9,3029.0,0.18631311886695634
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||||
4,SYNScan,0.75,0,695.0,0.0693211332060856
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||||
4,SYNScan,0.75,1,63.0,0.011452029609874364
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||||
4,SYNScan,0.75,2,100.0,0.016194854486477492
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||||
4,SYNScan,0.75,3,667.0,0.06721580830105936
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||||
4,SYNScan,0.75,4,11.0,0.0030932965985825426
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||||
4,SYNScan,0.75,5,583.0,0.06076149714714003
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||||
4,SYNScan,0.75,6,317.0,0.03847436819511199
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||||
4,SYNScan,0.75,7,1852.0,0.14457985568536483
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||||
4,SYNScan,0.75,8,6713.0,0.37980837376256993
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||||
4,SYNScan,0.75,9,3029.0,0.20909878300773388
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||||
4,SYNScan,1.0,0,695.0,0.04953670705630791
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||||
4,SYNScan,1.0,1,63.0,0.0044903777619387025
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||||
4,SYNScan,1.0,2,100.0,0.007127583749109052
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||||
4,SYNScan,1.0,3,667.0,0.047540983606557376
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||||
4,SYNScan,1.0,4,11.0,0.0007840342124019957
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||||
4,SYNScan,1.0,5,583.0,0.041553813257305776
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||||
4,SYNScan,1.0,6,317.0,0.022594440484675696
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||||
4,SYNScan,1.0,7,1852.0,0.13200285103349965
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||||
4,SYNScan,1.0,8,6713.0,0.47847469707769064
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||||
4,SYNScan,1.0,9,3029.0,0.2158945117605132
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||||
5,SlowrateDoS,0.0,0,455.0,0.1
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||||
5,SlowrateDoS,0.0,1,1431.0,0.1
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||||
5,SlowrateDoS,0.0,2,80.0,0.1
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||||
5,SlowrateDoS,0.0,3,16850.0,0.1
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||||
5,SlowrateDoS,0.0,4,1630.0,0.1
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||||
5,SlowrateDoS,0.0,5,692.0,0.1
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||||
5,SlowrateDoS,0.0,6,28363.0,0.1
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||||
5,SlowrateDoS,0.0,7,185.0,0.1
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||||
5,SlowrateDoS,0.0,8,477.0,0.1
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||||
5,SlowrateDoS,0.0,9,1024.0,0.1
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||||
5,SlowrateDoS,0.25,0,455.0,0.07258219055494913
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||||
5,SlowrateDoS,0.25,1,1431.0,0.09665784994898159
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||||
5,SlowrateDoS,0.25,2,80.0,0.04700020138592479
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||||
5,SlowrateDoS,0.25,3,16850.0,0.1790511844805456
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||||
5,SlowrateDoS,0.25,4,1630.0,0.09985599032373776
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||||
5,SlowrateDoS,0.25,5,692.0,0.08060347129357995
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||||
5,SlowrateDoS,0.25,6,28363.0,0.20394603352449786
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||||
5,SlowrateDoS,0.25,7,185.0,0.057958902633794454
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||||
5,SlowrateDoS,0.25,8,477.0,0.07344408368959318
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||||
5,SlowrateDoS,0.25,9,1024.0,0.08890009216439562
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||||
5,SlowrateDoS,0.5,0,455.0,0.042623502185261404
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||||
5,SlowrateDoS,0.5,1,1431.0,0.07558980925917391
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||||
5,SlowrateDoS,0.5,2,80.0,0.01787262841151723
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||||
5,SlowrateDoS,0.5,3,16850.0,0.25938412058095695
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||||
5,SlowrateDoS,0.5,4,1630.0,0.08067467690731413
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||||
5,SlowrateDoS,0.5,5,692.0,0.052564977131241065
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||||
5,SlowrateDoS,0.5,6,28363.0,0.3365266908922841
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||||
5,SlowrateDoS,0.5,7,185.0,0.027178738604880102
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||||
5,SlowrateDoS,0.5,8,477.0,0.04364179672377652
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||||
5,SlowrateDoS,0.5,9,1024.0,0.06394305930359459
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||||
5,SlowrateDoS,0.75,0,455.0,0.0207528026997238
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||||
5,SlowrateDoS,0.75,1,1431.0,0.049011493306208236
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||||
5,SlowrateDoS,0.75,2,80.0,0.005634893340164383
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||||
5,SlowrateDoS,0.75,3,16850.0,0.3115431011299266
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||||
5,SlowrateDoS,0.75,4,1630.0,0.05403920023916536
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||||
5,SlowrateDoS,0.75,5,692.0,0.028421551412070305
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||||
5,SlowrateDoS,0.75,6,28363.0,0.46039683924696634
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||||
5,SlowrateDoS,0.75,7,185.0,0.010566885608178193
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||||
5,SlowrateDoS,0.75,8,477.0,0.021500917558765233
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||||
5,SlowrateDoS,0.75,9,1024.0,0.038132315458831584
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||||
5,SlowrateDoS,1.0,0,455.0,0.008888975716490515
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||||
5,SlowrateDoS,1.0,1,1431.0,0.02795631703362182
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||||
5,SlowrateDoS,1.0,2,80.0,0.0015628968292730576
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||||
5,SlowrateDoS,1.0,3,16850.0,0.32918514466563775
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||||
5,SlowrateDoS,1.0,4,1630.0,0.03184402289643855
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||||
5,SlowrateDoS,1.0,5,692.0,0.013519057573211948
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||||
5,SlowrateDoS,1.0,6,28363.0,0.5541055346083966
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||||
5,SlowrateDoS,1.0,7,185.0,0.003614198917693946
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||||
5,SlowrateDoS,1.0,8,477.0,0.009318772344540606
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||||
5,SlowrateDoS,1.0,9,1024.0,0.020005079414695138
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||||
6,TCPConnectScan,0.0,0,6.0,0.1
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||||
6,TCPConnectScan,0.0,1,2068.0,0.1
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||||
6,TCPConnectScan,0.0,2,2059.0,0.1
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||||
6,TCPConnectScan,0.0,3,2108.0,0.1
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||||
6,TCPConnectScan,0.0,4,2823.0,0.1
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||||
6,TCPConnectScan,0.0,5,1.0,0.1
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||||
6,TCPConnectScan,0.0,6,9.0,0.1
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||||
6,TCPConnectScan,0.0,7,235.0,0.1
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||||
6,TCPConnectScan,0.0,8,553.0,0.1
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||||
6,TCPConnectScan,0.0,9,4175.0,0.1
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||||
6,TCPConnectScan,0.25,0,6.0,0.032173680858033814
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||||
6,TCPConnectScan,0.25,1,2068.0,0.13862787644285637
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||||
6,TCPConnectScan,0.25,2,2059.0,0.13847680146057245
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||||
6,TCPConnectScan,0.25,3,2108.0,0.13929341586124555
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||||
6,TCPConnectScan,0.25,4,2823.0,0.1498444481097142
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||||
6,TCPConnectScan,0.25,5,1.0,0.020557151522461
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||||
6,TCPConnectScan,0.25,6,9.0,0.035606030895794345
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||||
6,TCPConnectScan,0.25,7,235.0,0.08048777140697379
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||||
6,TCPConnectScan,0.25,8,553.0,0.09968830685024511
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||||
6,TCPConnectScan,0.25,9,4175.0,0.1652445165921034
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||||
6,TCPConnectScan,0.5,0,6.0,0.008170256402200211
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||||
6,TCPConnectScan,0.5,1,2068.0,0.15168244759665406
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||||
6,TCPConnectScan,0.5,2,2059.0,0.15135202434852058
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||||
6,TCPConnectScan,0.5,3,2108.0,0.1531423700572869
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||||
6,TCPConnectScan,0.5,4,2823.0,0.1772211293648554
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||||
6,TCPConnectScan,0.5,5,1.0,0.003335493208849668
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||||
6,TCPConnectScan,0.5,6,9.0,0.010006479626549004
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||||
6,TCPConnectScan,0.5,7,235.0,0.05113214265387605
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||||
6,TCPConnectScan,0.5,8,553.0,0.07843729830440418
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||||
6,TCPConnectScan,0.5,9,4175.0,0.21552035843680387
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||||
6,TCPConnectScan,0.75,0,6.0,0.0019033238189623614
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||||
6,TCPConnectScan,0.75,1,2068.0,0.15225169826742754
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||||
6,TCPConnectScan,0.75,2,2059.0,0.15175447435456627
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||||
6,TCPConnectScan,0.75,3,2108.0,0.15445508104897493
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||||
6,TCPConnectScan,0.75,4,2823.0,0.19227924288683376
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||||
6,TCPConnectScan,0.75,5,1.0,0.0004964771266573655
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||||
6,TCPConnectScan,0.75,6,9.0,0.0025797708244990974
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||||
6,TCPConnectScan,0.75,7,235.0,0.029798893736335916
|
||||
6,TCPConnectScan,0.75,8,553.0,0.056616509809032385
|
||||
6,TCPConnectScan,0.75,9,4175.0,0.2578645281267104
|
||||
6,TCPConnectScan,1.0,0,6.0,0.00042744176106005556
|
||||
6,TCPConnectScan,1.0,1,2068.0,0.14732492697869914
|
||||
6,TCPConnectScan,1.0,2,2059.0,0.14668376433710906
|
||||
6,TCPConnectScan,1.0,3,2108.0,0.15017453871909953
|
||||
6,TCPConnectScan,1.0,4,2823.0,0.20111134857875615
|
||||
6,TCPConnectScan,1.0,5,1.0,7.124029351000925e-05
|
||||
6,TCPConnectScan,1.0,6,9.0,0.0006411626415900834
|
||||
6,TCPConnectScan,1.0,7,235.0,0.016741468974852177
|
||||
6,TCPConnectScan,1.0,8,553.0,0.03939588231103512
|
||||
6,TCPConnectScan,1.0,9,4175.0,0.29742822540428865
|
||||
7,UDPFlood,0.0,0,1.0,0.1
|
||||
7,UDPFlood,0.0,1,57810.0,0.1
|
||||
7,UDPFlood,0.0,2,23607.0,0.1
|
||||
7,UDPFlood,0.0,3,129.0,0.1
|
||||
7,UDPFlood,0.0,4,44903.0,0.1
|
||||
7,UDPFlood,0.0,5,88943.0,0.1
|
||||
7,UDPFlood,0.0,6,14100.0,0.1
|
||||
7,UDPFlood,0.0,7,733.0,0.1
|
||||
7,UDPFlood,0.0,8,30580.0,0.1
|
||||
7,UDPFlood,0.0,9,59332.0,0.1
|
||||
7,UDPFlood,0.25,0,1.0,0.009171863900942448
|
||||
7,UDPFlood,0.25,1,57810.0,0.1422192369082271
|
||||
7,UDPFlood,0.25,2,23607.0,0.11368883121695644
|
||||
7,UDPFlood,0.25,3,129.0,0.030910428764713782
|
||||
7,UDPFlood,0.25,4,44903.0,0.1335138874148943
|
||||
7,UDPFlood,0.25,5,88943.0,0.15839283976806245
|
||||
7,UDPFlood,0.25,6,14100.0,0.09994530091065493
|
||||
7,UDPFlood,0.25,7,733.0,0.047723643780187036
|
||||
7,UDPFlood,0.25,8,30580.0,0.12128775905440638
|
||||
7,UDPFlood,0.25,9,59332.0,0.14314620828095512
|
||||
7,UDPFlood,0.5,0,1.0,0.0006752890231993437
|
||||
7,UDPFlood,0.5,1,57810.0,0.16236453572496123
|
||||
7,UDPFlood,0.5,2,23607.0,0.10375525219186323
|
||||
7,UDPFlood,0.5,3,129.0,0.007669808939348135
|
||||
7,UDPFlood,0.5,4,44903.0,0.14309595884481777
|
||||
7,UDPFlood,0.5,5,88943.0,0.2013935592363047
|
||||
7,UDPFlood,0.5,6,14100.0,0.08018612869090691
|
||||
7,UDPFlood,0.5,7,733.0,0.018282756606639847
|
||||
7,UDPFlood,0.5,8,30580.0,0.11808872426790273
|
||||
7,UDPFlood,0.5,9,59332.0,0.16448798647405613
|
||||
7,UDPFlood,0.75,0,1.0,4.660729483477806e-05
|
||||
7,UDPFlood,0.75,1,57810.0,0.1737625268760462
|
||||
7,UDPFlood,0.75,2,23607.0,0.08876351596461922
|
||||
7,UDPFlood,0.75,3,129.0,0.0017840054599945836
|
||||
7,UDPFlood,0.75,4,44903.0,0.14376739864408944
|
||||
7,UDPFlood,0.75,5,88943.0,0.2400422709982639
|
||||
7,UDPFlood,0.75,6,14100.0,0.060307070285468056
|
||||
7,UDPFlood,0.75,7,733.0,0.006565712735593365
|
||||
7,UDPFlood,0.75,8,30580.0,0.10777846829798984
|
||||
7,UDPFlood,0.75,9,59332.0,0.17718242344310062
|
||||
7,UDPFlood,1.0,0,1.0,3.1236529246762336e-06
|
||||
7,UDPFlood,1.0,1,57810.0,0.18057837557553305
|
||||
7,UDPFlood,1.0,2,23607.0,0.07374007459283184
|
||||
7,UDPFlood,1.0,3,129.0,0.0004029512272832341
|
||||
7,UDPFlood,1.0,4,44903.0,0.1402613872767369
|
||||
7,UDPFlood,1.0,5,88943.0,0.2778270620794782
|
||||
7,UDPFlood,1.0,6,14100.0,0.04404350623793489
|
||||
7,UDPFlood,1.0,7,733.0,0.002289637593787679
|
||||
7,UDPFlood,1.0,8,30580.0,0.09552130643659922
|
||||
7,UDPFlood,1.0,9,59332.0,0.1853325753268903
|
||||
8,UDPScan,0.0,0,1359.0,0.1
|
||||
8,UDPScan,0.0,1,289.0,0.1
|
||||
8,UDPScan,0.0,2,212.0,0.1
|
||||
8,UDPScan,0.0,3,1403.0,0.1
|
||||
8,UDPScan,0.0,4,3420.0,0.1
|
||||
8,UDPScan,0.0,5,1057.0,0.1
|
||||
8,UDPScan,0.0,6,14.0,0.1
|
||||
8,UDPScan,0.0,7,92.0,0.1
|
||||
8,UDPScan,0.0,8,2593.0,0.1
|
||||
8,UDPScan,0.0,9,695.0,0.1
|
||||
8,UDPScan,0.25,0,1359.0,0.11956335892938807
|
||||
8,UDPScan,0.25,1,289.0,0.08119283461378442
|
||||
8,UDPScan,0.25,2,212.0,0.07514104115422127
|
||||
8,UDPScan,0.25,3,1403.0,0.12051959425042587
|
||||
8,UDPScan,0.25,4,3420.0,0.15059126089363972
|
||||
8,UDPScan,0.25,5,1057.0,0.11228247833293921
|
||||
8,UDPScan,0.25,6,14.0,0.03809125240023052
|
||||
8,UDPScan,0.25,7,92.0,0.06098741136653552
|
||||
8,UDPScan,0.25,8,2593.0,0.140521854392883
|
||||
8,UDPScan,0.25,9,695.0,0.10110891366595239
|
||||
8,UDPScan,0.5,0,1359.0,0.1282285633115649
|
||||
8,UDPScan,0.5,1,289.0,0.05913219078106311
|
||||
8,UDPScan,0.5,2,212.0,0.05064574669176939
|
||||
8,UDPScan,0.5,3,1403.0,0.13028783983222947
|
||||
8,UDPScan,0.5,4,3420.0,0.20341740095330493
|
||||
8,UDPScan,0.5,5,1057.0,0.1130869631658339
|
||||
8,UDPScan,0.5,6,14.0,0.013014846966593573
|
||||
8,UDPScan,0.5,7,92.0,0.033363297010631086
|
||||
8,UDPScan,0.5,8,2593.0,0.17712354936900945
|
||||
8,UDPScan,0.5,9,695.0,0.09169960191800014
|
||||
8,UDPScan,0.75,0,1359.0,0.1281220074990595
|
||||
8,UDPScan,0.75,1,289.0,0.04012199545361927
|
||||
8,UDPScan,0.75,2,212.0,0.0318024836489853
|
||||
8,UDPScan,0.75,3,1403.0,0.13122071371562635
|
||||
8,UDPScan,0.75,4,3420.0,0.25599337249272297
|
||||
8,UDPScan,0.75,5,1057.0,0.10611221564437424
|
||||
8,UDPScan,0.75,6,14.0,0.0041429068540519915
|
||||
8,UDPScan,0.75,7,92.0,0.017003957578335845
|
||||
8,UDPScan,0.75,8,2593.0,0.20799889601263158
|
||||
8,UDPScan,0.75,9,695.0,0.07748145110059292
|
||||
8,UDPScan,1.0,0,1359.0,0.12205855936770253
|
||||
8,UDPScan,1.0,1,289.0,0.025956529549128794
|
||||
8,UDPScan,1.0,2,212.0,0.01904077600143704
|
||||
8,UDPScan,1.0,3,1403.0,0.1260104185378121
|
||||
8,UDPScan,1.0,4,3420.0,0.30716723549488056
|
||||
8,UDPScan,1.0,5,1057.0,0.09493443506376864
|
||||
8,UDPScan,1.0,6,14.0,0.0012574097359439554
|
||||
8,UDPScan,1.0,7,92.0,0.008262978264774564
|
||||
8,UDPScan,1.0,8,2593.0,0.23289024609304831
|
||||
8,UDPScan,1.0,9,695.0,0.062421411891503506
|
||||
|
+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,0.0,10,803,104938,33441.5,5.68581271085915,5.68581271085915,0.0,0.0
|
||||
0,Benign,0.25,10,803,104938,33441.5,5.947390091778892,5.68581271085915,0.3952602938356186,0.06951693872728586
|
||||
0,Benign,0.5,10,803,104938,33441.5,6.106812528783992,5.68581271085915,0.6549365608504156,0.11518785337399058
|
||||
0,Benign,0.75,10,803,104938,33441.5,6.192094405830537,5.68581271085915,0.8249664237523175,0.14509208545978675
|
||||
0,Benign,1.0,10,803,104938,33441.5,6.232277180022419,5.68581271085915,0.9427565872713667,0.16580858976779633
|
||||
1,HTTPFlood,0.0,10,51,36928,9856.9,7.006343609174854,7.006343609174854,0.0,0.0
|
||||
1,HTTPFlood,0.25,10,51,36928,9856.9,7.80575267241166,7.006343609174854,1.240860591717514,0.17710530070101024
|
||||
1,HTTPFlood,0.5,10,51,36928,9856.9,8.222708622205856,7.006343609174854,1.878736115696723,0.2681478700582863
|
||||
1,HTTPFlood,0.75,10,51,36928,9856.9,8.394560630304762,7.006343609174854,2.1830458052886943,0.3115813221649565
|
||||
1,HTTPFlood,1.0,10,51,36928,9856.9,8.464437739956493,7.006343609174854,2.355418998004716,0.33618376850948034
|
||||
2,ICMPFlood,0.0,10,8,284,80.8,3.4844710210774483,3.4844710210774483,0.0,0.0
|
||||
2,ICMPFlood,0.25,10,8,284,80.8,3.495619328765541,3.4844710210774483,0.25631523127162614,0.0735592948603056
|
||||
2,ICMPFlood,0.5,10,8,284,80.8,3.5338988911720133,3.4844710210774483,0.5166579460563299,0.14827442757626144
|
||||
2,ICMPFlood,0.75,10,8,284,80.8,3.59664159815835,3.4844710210774483,0.7851475777454632,0.2253276244790477
|
||||
2,ICMPFlood,1.0,10,8,284,80.8,3.6796977391266132,3.4844710210774483,1.0576100198944154,0.3035209687487621
|
||||
3,SYNFlood,0.0,10,26,2093,680.5,3.210311844238236,3.210311844238236,0.0,0.0
|
||||
3,SYNFlood,0.25,10,26,2093,680.5,3.4279437854625066,3.210311844238236,0.522166677601699,0.16265294555071552
|
||||
3,SYNFlood,0.5,10,26,2093,680.5,3.6226441853225984,3.210311844238236,0.917104787062101,0.28567467322780216
|
||||
3,SYNFlood,0.75,10,26,2093,680.5,3.7764265073373915,3.210311844238236,1.2064252204644184,0.37579689419570605
|
||||
3,SYNFlood,1.0,10,26,2093,680.5,3.892093829741658,3.210311844238236,1.4183525799851797,0.44181146530384363
|
||||
4,SYNScan,0.0,10,259,3621,1403.0,7.622760859953762,7.622760859953762,0.0,0.0
|
||||
4,SYNScan,0.25,10,259,3621,1403.0,7.618138622545097,7.622760859953762,0.4310774479361384,0.05655135401148518
|
||||
4,SYNScan,0.5,10,259,3621,1403.0,7.652803923292784,7.622760859953762,0.8950126111553317,0.11741318238871797
|
||||
4,SYNScan,0.75,10,259,3621,1403.0,7.728114613946718,7.622760859953762,1.3645419885033716,0.1790088937030682
|
||||
4,SYNScan,1.0,10,259,3621,1403.0,7.836691707016092,7.622760859953762,1.8122395185490754,0.2377405708828793
|
||||
5,SlowrateDoS,0.0,10,26,16089,5118.7,6.049400776683726,6.049400776683726,0.0,0.0
|
||||
5,SlowrateDoS,0.25,10,26,16089,5118.7,6.626772120984823,6.049400776683726,0.8895648243065746,0.14705007275021922
|
||||
5,SlowrateDoS,0.5,10,26,16089,5118.7,6.9768621539135305,6.049400776683726,1.4105831315466062,0.23317733170918892
|
||||
5,SlowrateDoS,0.75,10,26,16089,5118.7,7.203076819633159,6.049400776683726,1.7377542309065828,0.2872605560544821
|
||||
5,SlowrateDoS,1.0,10,26,16089,5118.7,7.358339123148286,6.049400776683726,1.9531427461661626,0.32286549003236537
|
||||
6,TCPConnectScan,0.0,10,3,7188,1403.7,3.562709454648226,3.562709454648226,0.0,0.0
|
||||
6,TCPConnectScan,0.25,10,3,7188,1403.7,3.7413659836423765,3.562709454648226,0.7757356224998296,0.21773754845142826
|
||||
6,TCPConnectScan,0.5,10,3,7188,1403.7,3.9730004830672154,3.562709454648226,1.3602457793911586,0.3818009289577239
|
||||
6,TCPConnectScan,0.75,10,3,7188,1403.7,4.233698946187572,3.562709454648226,1.8693048014819549,0.5246862887017336
|
||||
6,TCPConnectScan,1.0,10,3,7188,1403.7,4.506326539531275,3.562709454648226,2.3275313200504484,0.6533037144002144
|
||||
7,UDPFlood,0.0,10,1907,95125,32013.8,5.333283985661556,5.333283985661556,0.0,0.0
|
||||
7,UDPFlood,0.25,10,1907,95125,32013.8,5.357543753550984,5.333283985661556,0.4038329032336666,0.07571936996405303
|
||||
7,UDPFlood,0.5,10,1907,95125,32013.8,5.391149879943862,5.333283985661556,0.7242511484249169,0.13579834682946829
|
||||
7,UDPFlood,0.75,10,1907,95125,32013.8,5.423094408735793,5.333283985661556,0.9826666830650035,0.18425170789833925
|
||||
7,UDPFlood,1.0,10,1907,95125,32013.8,5.451137182538096,5.333283985661556,1.2026278056006086,0.2254947999832473
|
||||
8,UDPScan,0.0,10,1,5065,1113.4,8.654254264560727,8.654254264560727,0.0,0.0
|
||||
8,UDPScan,0.25,10,1,5065,1113.4,8.441715710620361,8.654254264560727,1.6273153016336355,0.1880364560465378
|
||||
8,UDPScan,0.5,10,1,5065,1113.4,8.740814047641967,8.654254264560727,2.5256351689823977,0.2918374121875415
|
||||
8,UDPScan,0.75,10,1,5065,1113.4,9.078255199915146,8.654254264560727,3.109306760787052,0.3592807266502095
|
||||
8,UDPScan,1.0,10,1,5065,1113.4,9.356859249375255,8.654254264560727,3.519097559260595,0.4066320969643036
|
||||
|
+451
@@ -0,0 +1,451 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,Benign,0.0,0,104938.0,0.1
|
||||
0,Benign,0.0,1,2307.0,0.1
|
||||
0,Benign,0.0,2,803.0,0.1
|
||||
0,Benign,0.0,3,12946.0,0.1
|
||||
0,Benign,0.0,4,25034.0,0.1
|
||||
0,Benign,0.0,5,58927.0,0.1
|
||||
0,Benign,0.0,6,10286.0,0.1
|
||||
0,Benign,0.0,7,55826.0,0.1
|
||||
0,Benign,0.0,8,47693.0,0.1
|
||||
0,Benign,0.0,9,15655.0,0.1
|
||||
0,Benign,0.25,0,104938.0,0.14938448922592998
|
||||
0,Benign,0.25,1,2307.0,0.05752203068511473
|
||||
0,Benign,0.25,2,803.0,0.044182592678823594
|
||||
0,Benign,0.25,3,12946.0,0.08853321010135766
|
||||
0,Benign,0.25,4,25034.0,0.10440105149629318
|
||||
0,Benign,0.25,5,58927.0,0.12931559240232504
|
||||
0,Benign,0.25,6,10286.0,0.08358607663677642
|
||||
0,Benign,0.25,7,55826.0,0.12757965946811733
|
||||
0,Benign,0.25,8,47693.0,0.12265520174840899
|
||||
0,Benign,0.25,9,15655.0,0.09284009555685308
|
||||
0,Benign,0.5,0,104938.0,0.20293733878168083
|
||||
0,Benign,0.5,1,2307.0,0.030089804554332803
|
||||
0,Benign,0.5,2,803.0,0.017752247420359215
|
||||
0,Benign,0.5,3,12946.0,0.07127929094962501
|
||||
0,Benign,0.5,4,25034.0,0.09911986309432291
|
||||
0,Benign,0.5,5,58927.0,0.152073217736673
|
||||
0,Benign,0.5,6,10286.0,0.06353584782784401
|
||||
0,Benign,0.5,7,55826.0,0.1480177591762023
|
||||
0,Benign,0.5,8,47693.0,0.13681159001837045
|
||||
0,Benign,0.5,9,15655.0,0.07838304044058944
|
||||
0,Benign,0.75,0,104938.0,0.25820891183151923
|
||||
0,Benign,0.75,1,2307.0,0.014742031547835177
|
||||
0,Benign,0.75,2,803.0,0.006680489708996369
|
||||
0,Benign,0.75,3,12946.0,0.05374936556308075
|
||||
0,Benign,0.75,4,25034.0,0.08813924505183758
|
||||
0,Benign,0.75,5,58927.0,0.16749713734491364
|
||||
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||||
5,SlowrateDoS,0.5,7,1671.0,0.06696147216791262
|
||||
5,SlowrateDoS,0.5,8,26.0,0.008352633818020153
|
||||
5,SlowrateDoS,0.5,9,576.0,0.03931407030275055
|
||||
5,SlowrateDoS,0.75,0,711.0,0.025232291772790693
|
||||
5,SlowrateDoS,0.75,1,1838.0,0.05144150045776175
|
||||
5,SlowrateDoS,0.75,2,10016.0,0.18347429783822236
|
||||
5,SlowrateDoS,0.75,3,4208.0,0.09574394009338119
|
||||
5,SlowrateDoS,0.75,4,7838.0,0.1526540889821763
|
||||
5,SlowrateDoS,0.75,5,8214.0,0.15811407122176488
|
||||
5,SlowrateDoS,0.75,6,16089.0,0.26178893490741173
|
||||
5,SlowrateDoS,0.75,7,1671.0,0.047894631354297786
|
||||
5,SlowrateDoS,0.75,8,26.0,0.0021100099749028554
|
||||
5,SlowrateDoS,0.75,9,576.0,0.0215462333972904
|
||||
5,SlowrateDoS,1.0,0,711.0,0.0138902455701643
|
||||
5,SlowrateDoS,1.0,1,1838.0,0.035907554652548496
|
||||
5,SlowrateDoS,1.0,2,10016.0,0.1956746830249868
|
||||
5,SlowrateDoS,1.0,3,4208.0,0.08220837321976283
|
||||
5,SlowrateDoS,1.0,4,7838.0,0.1531248168480278
|
||||
5,SlowrateDoS,1.0,5,8214.0,0.1604704319456112
|
||||
5,SlowrateDoS,1.0,6,16089.0,0.3143180885771778
|
||||
5,SlowrateDoS,1.0,7,1671.0,0.03264500752144099
|
||||
5,SlowrateDoS,1.0,8,26.0,0.0005079414695137437
|
||||
5,SlowrateDoS,1.0,9,576.0,0.011252857170766014
|
||||
6,TCPConnectScan,0.0,0,1151.0,0.1
|
||||
6,TCPConnectScan,0.0,1,1036.0,0.1
|
||||
6,TCPConnectScan,0.0,2,595.0,0.1
|
||||
6,TCPConnectScan,0.0,3,50.0,0.1
|
||||
6,TCPConnectScan,0.0,4,162.0,0.1
|
||||
6,TCPConnectScan,0.0,5,7188.0,0.1
|
||||
6,TCPConnectScan,0.0,6,1757.0,0.1
|
||||
6,TCPConnectScan,0.0,7,401.0,0.1
|
||||
6,TCPConnectScan,0.0,8,3.0,0.1
|
||||
6,TCPConnectScan,0.0,9,1694.0,0.1
|
||||
6,TCPConnectScan,0.25,0,1151.0,0.11522037581637154
|
||||
6,TCPConnectScan,0.25,1,1036.0,0.1122277860071798
|
||||
6,TCPConnectScan,0.25,2,595.0,0.09769890539338069
|
||||
6,TCPConnectScan,0.25,3,50.0,0.05260208486653613
|
||||
6,TCPConnectScan,0.25,4,162.0,0.07057310251187264
|
||||
6,TCPConnectScan,0.25,5,7188.0,0.1821429950770933
|
||||
6,TCPConnectScan,0.25,6,1757.0,0.12807176564357298
|
||||
6,TCPConnectScan,0.25,7,401.0,0.0885210485690613
|
||||
6,TCPConnectScan,0.25,8,3.0,0.0260339921890156
|
||||
6,TCPConnectScan,0.25,9,1694.0,0.1269079439259161
|
||||
6,TCPConnectScan,0.5,0,1151.0,0.11311855681382735
|
||||
6,TCPConnectScan,0.5,1,1036.0,0.10731886515575874
|
||||
6,TCPConnectScan,0.5,2,595.0,0.08133073118351945
|
||||
6,TCPConnectScan,0.5,3,50.0,0.02357660112431998
|
||||
6,TCPConnectScan,0.5,4,162.0,0.042437882023775964
|
||||
6,TCPConnectScan,0.5,5,7188.0,0.28268334916280996
|
||||
6,TCPConnectScan,0.5,6,1757.0,0.13975973696675145
|
||||
6,TCPConnectScan,0.5,7,401.0,0.06676800196960962
|
||||
6,TCPConnectScan,0.5,8,3.0,0.005775064262371213
|
||||
6,TCPConnectScan,0.5,9,1694.0,0.13723121133725627
|
||||
6,TCPConnectScan,0.75,0,1151.0,0.10016316036949513
|
||||
6,TCPConnectScan,0.75,1,1036.0,0.09255957309126797
|
||||
6,TCPConnectScan,0.75,2,595.0,0.06106456259654815
|
||||
6,TCPConnectScan,0.75,3,50.0,0.009530792832985512
|
||||
6,TCPConnectScan,0.75,4,162.0,0.023016420706345273
|
||||
6,TCPConnectScan,0.75,5,7188.0,0.39569228038719234
|
||||
6,TCPConnectScan,0.75,6,1757.0,0.13755625623155654
|
||||
6,TCPConnectScan,0.75,7,401.0,0.04542132570764444
|
||||
6,TCPConnectScan,0.75,8,3.0,0.0011554268814544838
|
||||
6,TCPConnectScan,0.75,9,1694.0,0.13384020119551016
|
||||
6,TCPConnectScan,1.0,0,1151.0,0.08199757783002067
|
||||
6,TCPConnectScan,1.0,1,1036.0,0.07380494407636959
|
||||
6,TCPConnectScan,1.0,2,595.0,0.04238797463845551
|
||||
6,TCPConnectScan,1.0,3,50.0,0.003562014675500463
|
||||
6,TCPConnectScan,1.0,4,162.0,0.0115409275486215
|
||||
6,TCPConnectScan,1.0,5,7188.0,0.5120752297499466
|
||||
6,TCPConnectScan,1.0,6,1757.0,0.12516919569708626
|
||||
6,TCPConnectScan,1.0,7,401.0,0.028567357697513715
|
||||
6,TCPConnectScan,1.0,8,3.0,0.00021372088053002778
|
||||
6,TCPConnectScan,1.0,9,1694.0,0.12068105720595569
|
||||
7,UDPFlood,0.0,0,9498.0,0.1
|
||||
7,UDPFlood,0.0,1,95125.0,0.1
|
||||
7,UDPFlood,0.0,2,17027.0,0.1
|
||||
7,UDPFlood,0.0,3,39604.0,0.1
|
||||
7,UDPFlood,0.0,4,25965.0,0.1
|
||||
7,UDPFlood,0.0,5,31787.0,0.1
|
||||
7,UDPFlood,0.0,6,54891.0,0.1
|
||||
7,UDPFlood,0.0,7,41124.0,0.1
|
||||
7,UDPFlood,0.0,8,1907.0,0.1
|
||||
7,UDPFlood,0.0,9,3210.0,0.1
|
||||
7,UDPFlood,0.25,0,9498.0,0.0804615898904726
|
||||
7,UDPFlood,0.25,1,95125.0,0.14313776639509992
|
||||
7,UDPFlood,0.25,2,17027.0,0.09310330598217298
|
||||
7,UDPFlood,0.25,3,39604.0,0.11497815394485807
|
||||
7,UDPFlood,0.25,4,25965.0,0.10346123310096898
|
||||
7,UDPFlood,0.25,5,31787.0,0.10882857786133268
|
||||
7,UDPFlood,0.25,6,54891.0,0.12475439493714763
|
||||
7,UDPFlood,0.25,7,41124.0,0.11606583659677693
|
||||
7,UDPFlood,0.25,8,1907.0,0.05386023472651963
|
||||
7,UDPFlood,0.25,9,3210.0,0.06134890656465057
|
||||
7,UDPFlood,0.5,0,9498.0,0.06044986682223009
|
||||
7,UDPFlood,0.5,1,95125.0,0.19130512318464482
|
||||
7,UDPFlood,0.5,2,17027.0,0.08093722940325017
|
||||
7,UDPFlood,0.5,3,39604.0,0.12343797590474347
|
||||
7,UDPFlood,0.5,4,25965.0,0.09994784376097328
|
||||
7,UDPFlood,0.5,5,31787.0,0.11058698982396675
|
||||
7,UDPFlood,0.5,6,54891.0,0.14532148835485878
|
||||
7,UDPFlood,0.5,7,41124.0,0.12578444591273932
|
||||
7,UDPFlood,0.5,8,1907.0,0.027086607355230358
|
||||
7,UDPFlood,0.5,9,3210.0,0.035142429477362895
|
||||
7,UDPFlood,0.75,0,9498.0,0.04316000375549905
|
||||
7,UDPFlood,0.75,1,95125.0,0.2429843776929644
|
||||
7,UDPFlood,0.75,2,17027.0,0.06686686342394851
|
||||
7,UDPFlood,0.75,3,39604.0,0.12593940546293872
|
||||
7,UDPFlood,0.75,4,25965.0,0.09175898375988781
|
||||
7,UDPFlood,0.75,5,31787.0,0.10679342283486291
|
||||
7,UDPFlood,0.75,6,54891.0,0.16087301712806432
|
||||
7,UDPFlood,0.75,7,41124.0,0.12954744818944272
|
||||
7,UDPFlood,0.75,8,1907.0,0.012945545922463535
|
||||
7,UDPFlood,0.75,9,3210.0,0.019130931829927967
|
||||
7,UDPFlood,1.0,0,9498.0,0.029668455478574864
|
||||
7,UDPFlood,1.0,1,95125.0,0.2971374844598267
|
||||
7,UDPFlood,1.0,2,17027.0,0.05318643834846223
|
||||
7,UDPFlood,1.0,3,39604.0,0.12370915042887755
|
||||
7,UDPFlood,1.0,4,25965.0,0.0811056481892184
|
||||
7,UDPFlood,1.0,5,31787.0,0.09929155551668344
|
||||
7,UDPFlood,1.0,6,54891.0,0.17146043268840314
|
||||
7,UDPFlood,1.0,7,41124.0,0.12845710287438541
|
||||
7,UDPFlood,1.0,8,1907.0,0.005956806127357577
|
||||
7,UDPFlood,1.0,9,3210.0,0.010026925888210709
|
||||
8,UDPScan,0.0,0,243.0,0.1
|
||||
8,UDPScan,0.0,1,491.0,0.1
|
||||
8,UDPScan,0.0,2,743.0,0.1
|
||||
8,UDPScan,0.0,3,17.0,0.1
|
||||
8,UDPScan,0.0,4,1442.0,0.1
|
||||
8,UDPScan,0.0,5,1.0,0.1
|
||||
8,UDPScan,0.0,6,2687.0,0.1
|
||||
8,UDPScan,0.0,7,5065.0,0.1
|
||||
8,UDPScan,0.0,8,75.0,0.1
|
||||
8,UDPScan,0.0,9,370.0,0.1
|
||||
8,UDPScan,0.25,0,243.0,0.08576789449653878
|
||||
8,UDPScan,0.25,1,491.0,0.10225711916285805
|
||||
8,UDPScan,0.25,2,743.0,0.11341497041187812
|
||||
8,UDPScan,0.25,3,17.0,0.044109832713689213
|
||||
8,UDPScan,0.25,4,1442.0,0.13386421497024795
|
||||
8,UDPScan,0.25,5,1.0,0.02172316897389033
|
||||
8,UDPScan,0.25,6,2687.0,0.156401205795137
|
||||
8,UDPScan,0.25,7,5065.0,0.18326015215146263
|
||||
8,UDPScan,0.25,8,75.0,0.06392761412709694
|
||||
8,UDPScan,0.25,9,370.0,0.09527382719720098
|
||||
8,UDPScan,0.5,0,243.0,0.060186508947215625
|
||||
8,UDPScan,0.5,1,491.0,0.0855532993183342
|
||||
8,UDPScan,0.5,2,743.0,0.105242322446098
|
||||
8,UDPScan,0.5,3,17.0,0.015919172074459045
|
||||
8,UDPScan,0.5,4,1442.0,0.14661508168374954
|
||||
8,UDPScan,0.5,5,1.0,0.003860966349139862
|
||||
8,UDPScan,0.5,6,2687.0,0.20013813556609994
|
||||
8,UDPScan,0.5,7,5065.0,0.27478039362488976
|
||||
8,UDPScan,0.5,8,75.0,0.03343694941511979
|
||||
8,UDPScan,0.5,9,370.0,0.0742671705748943
|
||||
8,UDPScan,0.75,0,243.0,0.03764347551343558
|
||||
8,UDPScan,0.75,1,491.0,0.06379639342942536
|
||||
8,UDPScan,0.75,2,743.0,0.08704155054596759
|
||||
8,UDPScan,0.75,3,17.0,0.005120609995135862
|
||||
8,UDPScan,0.75,4,1442.0,0.14312284278799922
|
||||
8,UDPScan,0.75,5,1.0,0.0006116246898820501
|
||||
8,UDPScan,0.75,6,2687.0,0.2282631248834018
|
||||
8,UDPScan,0.75,7,5065.0,0.3672143090909649
|
||||
8,UDPScan,0.75,8,75.0,0.015587661140257551
|
||||
8,UDPScan,0.75,9,370.0,0.05159840792353004
|
||||
8,UDPScan,1.0,0,243.0,0.021825040416741513
|
||||
8,UDPScan,1.0,1,491.0,0.0440991557391773
|
||||
8,UDPScan,1.0,2,743.0,0.06673253098616849
|
||||
8,UDPScan,1.0,3,17.0,0.0015268546793605173
|
||||
8,UDPScan,1.0,4,1442.0,0.12951320280222742
|
||||
8,UDPScan,1.0,5,1.0,8.981498113885396e-05
|
||||
8,UDPScan,1.0,6,2687.0,0.2413328543201006
|
||||
8,UDPScan,1.0,7,5065.0,0.45491287946829534
|
||||
8,UDPScan,1.0,8,75.0,0.006736123585414047
|
||||
8,UDPScan,1.0,9,370.0,0.033231543021375966
|
||||
|
+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,0.0,10,255,225038,33441.5,5.62229567317993,5.62229567317993,0.0,0.0
|
||||
0,Benign,0.25,10,255,225038,33441.5,6.1636106958636425,5.62229567317993,0.8616985239137317,0.15326453356487407
|
||||
0,Benign,0.5,10,255,225038,33441.5,6.588114391062691,5.62229567317993,1.5280627400979367,0.2717862647080735
|
||||
0,Benign,0.75,10,255,225038,33441.5,6.869329025508157,5.62229567317993,1.9963011293005088,0.3550686846341924
|
||||
0,Benign,1.0,10,255,225038,33441.5,7.053427579145236,5.62229567317993,2.3273838191968164,0.41395614078056214
|
||||
1,HTTPFlood,0.0,10,24,48351,9856.9,7.141491358943947,7.141491358943947,0.0,0.0
|
||||
1,HTTPFlood,0.25,10,24,48351,9856.9,8.354117290772416,7.141491358943947,2.2960344201076763,0.3215062939524727
|
||||
1,HTTPFlood,0.5,10,24,48351,9856.9,9.066831950493441,7.141491358943947,3.5250628259020194,0.49360317736536347
|
||||
1,HTTPFlood,0.75,10,24,48351,9856.9,9.410188544255144,7.141491358943947,4.183851500442839,0.5858512305280629
|
||||
1,HTTPFlood,1.0,10,24,48351,9856.9,9.606261034475665,7.141491358943947,4.609156058920394,0.6454052560251192
|
||||
2,ICMPFlood,0.0,10,1,358,80.8,3.466219859996076,3.466219859996076,0.0,0.0
|
||||
2,ICMPFlood,0.25,10,1,358,80.8,3.320825010701118,3.466219859996076,0.383488321928821,0.11063589080274185
|
||||
2,ICMPFlood,0.5,10,1,358,80.8,3.2910015411823994,3.466219859996076,0.6463286553262211,0.18646499109463668
|
||||
2,ICMPFlood,0.75,10,1,358,80.8,3.345620540075807,3.466219859996076,0.8972000473712903,0.25884106710193105
|
||||
2,ICMPFlood,1.0,10,1,358,80.8,3.467471218503178,3.466219859996076,1.17929565059142,0.3402252881306713
|
||||
3,SYNFlood,0.0,10,8,3530,680.5,3.267310856730322,3.267310856730322,0.0,0.0
|
||||
3,SYNFlood,0.25,10,8,3530,680.5,3.271974286367638,3.267310856730322,0.7731288307343454,0.23662542826060767
|
||||
3,SYNFlood,0.5,10,8,3530,680.5,3.475814786829168,3.267310856730322,1.5023450177690283,0.45981086087182466
|
||||
3,SYNFlood,0.75,10,8,3530,680.5,3.816491809375184,3.267310856730322,2.2004404506775095,0.6734714103326992
|
||||
3,SYNFlood,1.0,10,8,3530,680.5,4.222454846767932,3.267310856730322,2.846307167192442,0.8711467295281513
|
||||
4,SYNScan,0.0,10,5,4830,1403.0,7.099654385598636,7.099654385598636,0.0,0.0
|
||||
4,SYNScan,0.25,10,5,4830,1403.0,8.309499726904967,7.099654385598636,1.8579341755215468,0.2616936085354087
|
||||
4,SYNScan,0.5,10,5,4830,1403.0,9.082242261150625,7.099654385598636,2.8305356172680605,0.39868639563774944
|
||||
4,SYNScan,0.75,10,5,4830,1403.0,9.544093691116263,7.099654385598636,3.348673844159229,0.47166716325683117
|
||||
4,SYNScan,1.0,10,5,4830,1403.0,9.85024746221271,7.099654385598636,3.6748373487310513,0.5176079213356233
|
||||
5,SlowrateDoS,0.0,10,104,17642,5118.7,6.464815089691109,6.464815089691109,0.0,0.0
|
||||
5,SlowrateDoS,0.25,10,104,17642,5118.7,6.883387088111886,6.464815089691109,0.8040960119145018,0.12438035748257135
|
||||
5,SlowrateDoS,0.5,10,104,17642,5118.7,7.180508614353037,6.464815089691109,1.3203303559795094,0.20423327468173497
|
||||
5,SlowrateDoS,0.75,10,104,17642,5118.7,7.384872387359079,6.464815089691109,1.6579944536768365,0.25646432738976543
|
||||
5,SlowrateDoS,1.0,10,104,17642,5118.7,7.536481049457753,6.464815089691109,1.894846760519139,0.2931014629545538
|
||||
6,TCPConnectScan,0.0,9,125,6952,1559.6666666666667,3.690284644905873,3.690284644905873,0.0,0.0
|
||||
6,TCPConnectScan,0.25,9,125,6952,1559.6666666666667,3.9399404802229827,3.690284644905873,0.5425586823615076,0.14702353194094775
|
||||
6,TCPConnectScan,0.5,9,125,6952,1559.6666666666667,4.221993534390497,3.690284644905873,1.0448120781662096,0.28312506451459907
|
||||
6,TCPConnectScan,0.75,9,125,6952,1559.6666666666667,4.51269339669661,3.690284644905873,1.5021131238726357,0.4070453280470319
|
||||
6,TCPConnectScan,1.0,9,125,6952,1559.6666666666667,4.789996467352395,3.690284644905873,1.9048309138031672,0.516174522318387
|
||||
7,UDPFlood,0.0,10,105,138381,32013.8,5.321132076876961,5.321132076876961,0.0,0.0
|
||||
7,UDPFlood,0.25,10,105,138381,32013.8,5.546470424567438,5.321132076876961,0.5724158672920324,0.10757407615937066
|
||||
7,UDPFlood,0.5,10,105,138381,32013.8,5.726767968886807,5.321132076876961,0.9776666343728739,0.18373282606935
|
||||
7,UDPFlood,0.75,10,105,138381,32013.8,5.879257439700051,5.321132076876961,1.2898185140517122,0.2423955082146209
|
||||
7,UDPFlood,1.0,10,105,138381,32013.8,6.011910756201368,5.321132076876961,1.53937420975437,0.28929449363674653
|
||||
8,UDPScan,0.0,9,2,6727,1237.111111111111,7.904888044183155,7.904888044183155,0.0,0.0
|
||||
8,UDPScan,0.25,9,2,6727,1237.111111111111,8.62233680789477,7.904888044183155,2.296432235179578,0.29050787592993393
|
||||
8,UDPScan,0.5,9,2,6727,1237.111111111111,9.610345889038143,7.904888044183155,3.611443840803486,0.4568621112174994
|
||||
8,UDPScan,0.75,9,2,6727,1237.111111111111,10.558548148092054,7.904888044183155,4.582541249208975,0.579709823035515
|
||||
8,UDPScan,1.0,9,2,6727,1237.111111111111,11.42662122370289,7.904888044183155,5.44217988201435,0.6884575533007076
|
||||
|
+441
@@ -0,0 +1,441 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,Benign,0.0,0,225038.0,0.1
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||||
0,Benign,0.0,1,39441.0,0.1
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||||
0,Benign,0.0,2,4137.0,0.1
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||||
0,Benign,0.0,3,807.0,0.1
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||||
0,Benign,0.0,4,43342.0,0.1
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||||
0,Benign,0.0,5,255.0,0.1
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||||
0,Benign,0.0,6,1352.0,0.1
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||||
0,Benign,0.0,7,864.0,0.1
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||||
0,Benign,0.0,8,14286.0,0.1
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||||
0,Benign,0.0,9,4893.0,0.1
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||||
0,Benign,0.25,0,225038.0,0.2212790935591701
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||||
0,Benign,0.25,1,39441.0,0.14317374939520547
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||||
0,Benign,0.25,2,4137.0,0.0814793956535687
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||||
0,Benign,0.25,3,807.0,0.054149543854366725
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||||
0,Benign,0.25,4,43342.0,0.14658976743413632
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||||
0,Benign,0.25,5,255.0,0.04059863798557184
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||||
0,Benign,0.25,6,1352.0,0.061605656754449074
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||||
0,Benign,0.25,7,864.0,0.05508138533133506
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||||
0,Benign,0.25,8,14286.0,0.1110718691407461
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||||
0,Benign,0.25,9,4893.0,0.08497090089145068
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||||
0,Benign,0.5,0,225038.0,0.3808764721576704
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||||
0,Benign,0.5,1,39441.0,0.159452074907017
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||||
0,Benign,0.5,2,4137.0,0.05164151523495113
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||||
0,Benign,0.5,3,807.0,0.022808303510683484
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||||
0,Benign,0.5,4,43342.0,0.16715165848887678
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||||
0,Benign,0.5,5,255.0,0.012821130077376869
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||||
0,Benign,0.5,6,1352.0,0.029521917479524054
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||||
0,Benign,0.5,7,864.0,0.02360005892833449
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||||
0,Benign,0.5,8,14286.0,0.09596470642330023
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||||
0,Benign,0.5,9,4893.0,0.0561621627922656
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0,Benign,0.75,0,225038.0,0.5398233654908536
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||||
0,Benign,0.75,1,39441.0,0.14622469430807059
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||||
0,Benign,0.75,2,4137.0,0.026950940456489596
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||||
0,Benign,0.75,3,807.0,0.007910700363955192
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||||
0,Benign,0.75,4,43342.0,0.1569428354801588
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||||
0,Benign,0.75,5,255.0,0.003333994808249229
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||||
0,Benign,0.75,6,1352.0,0.011649098099895904
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||||
0,Benign,0.75,7,864.0,0.008326166488985338
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||||
0,Benign,0.75,8,14286.0,0.06827202243318105
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||||
0,Benign,0.75,9,4893.0,0.03056618207016064
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||||
0,Benign,1.0,0,225038.0,0.6729303410433144
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||||
0,Benign,1.0,1,39441.0,0.1179402837791367
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||||
0,Benign,1.0,2,4137.0,0.012370856570428959
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||||
0,Benign,1.0,3,807.0,0.0024131692657326973
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||||
0,Benign,1.0,4,43342.0,0.129605430378422
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||||
0,Benign,1.0,5,255.0,0.0007625256044136776
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||||
0,Benign,1.0,6,1352.0,0.00404288085163644
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||||
0,Benign,1.0,7,864.0,0.0025836161655428138
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||||
0,Benign,1.0,8,14286.0,0.04271937562609333
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||||
0,Benign,1.0,9,4893.0,0.01463152071527892
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||||
1,HTTPFlood,0.0,0,24.0,0.1
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||||
1,HTTPFlood,0.0,1,48351.0,0.1
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||||
1,HTTPFlood,0.0,2,8055.0,0.1
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||||
1,HTTPFlood,0.0,3,28464.0,0.1
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||||
1,HTTPFlood,0.0,4,47.0,0.1
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||||
1,HTTPFlood,0.0,5,582.0,0.1
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||||
1,HTTPFlood,0.0,6,2752.0,0.1
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||||
1,HTTPFlood,0.0,7,4464.0,0.1
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||||
1,HTTPFlood,0.0,8,5759.0,0.1
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||||
1,HTTPFlood,0.0,9,71.0,0.1
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||||
1,HTTPFlood,0.25,0,24.0,0.0298838360328013
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||||
1,HTTPFlood,0.25,1,48351.0,0.20020960074897207
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||||
1,HTTPFlood,0.25,2,8055.0,0.12790865158169223
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||||
1,HTTPFlood,0.25,3,28464.0,0.17537089448009568
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||||
1,HTTPFlood,0.25,4,47.0,0.03535151243995152
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||||
1,HTTPFlood,0.25,5,582.0,0.06631538275199922
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||||
1,HTTPFlood,0.25,6,2752.0,0.09779026923205984
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||||
1,HTTPFlood,0.25,7,4464.0,0.11036073416007475
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||||
1,HTTPFlood,0.25,8,5759.0,0.11761705583975784
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||||
1,HTTPFlood,0.25,9,71.0,0.039192062732595574
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||||
1,HTTPFlood,0.5,0,24.0,0.0068248283078223265
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||||
1,HTTPFlood,0.5,1,48351.0,0.30632951249991897
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||||
1,HTTPFlood,0.5,2,8055.0,0.1250313388929523
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||||
1,HTTPFlood,0.5,3,28464.0,0.2350358308374832
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||||
1,HTTPFlood,0.5,4,47.0,0.009550696369176633
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||||
1,HTTPFlood,0.5,5,582.0,0.03360838176270742
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||||
1,HTTPFlood,0.5,6,2752.0,0.07308198321599978
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||||
1,HTTPFlood,0.5,7,4464.0,0.09307824851281342
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1,HTTPFlood,0.5,8,5759.0,0.10572060717653116
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||||
1,HTTPFlood,0.5,9,71.0,0.01173857242459477
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||||
1,HTTPFlood,0.75,0,24.0,0.0013451085432587971
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||||
1,HTTPFlood,0.75,1,48351.0,0.404485535030775
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||||
1,HTTPFlood,0.75,2,8055.0,0.10547464160101286
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||||
1,HTTPFlood,0.75,3,28464.0,0.27184468597750866
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||||
1,HTTPFlood,0.75,4,47.0,0.0022267542671184906
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||||
1,HTTPFlood,0.75,5,582.0,0.014699113328007846
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||||
1,HTTPFlood,0.75,6,2752.0,0.047134100332760616
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||||
1,HTTPFlood,0.75,7,4464.0,0.06774730744021387
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||||
1,HTTPFlood,0.75,8,5759.0,0.08200856425742979
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||||
1,HTTPFlood,0.75,9,71.0,0.003034189221914044
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||||
1,HTTPFlood,1.0,0,24.0,0.00024348425975712445
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||||
1,HTTPFlood,1.0,1,48351.0,0.49052947681319686
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||||
1,HTTPFlood,1.0,2,8055.0,0.08171940468098489
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||||
1,HTTPFlood,1.0,3,28464.0,0.2887723320719496
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||||
1,HTTPFlood,1.0,4,47.0,0.0004768233420243687
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||||
1,HTTPFlood,1.0,5,582.0,0.005904493299110268
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1,HTTPFlood,1.0,6,2752.0,0.02791952845215027
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1,HTTPFlood,1.0,7,4464.0,0.04528807231482515
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1,HTTPFlood,1.0,8,5759.0,0.058426077164219985
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||||
1,HTTPFlood,1.0,9,71.0,0.0007203076017814931
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||||
2,ICMPFlood,0.0,0,1.0,0.1
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||||
2,ICMPFlood,0.0,1,2.0,0.1
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||||
2,ICMPFlood,0.0,2,20.0,0.1
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||||
2,ICMPFlood,0.0,3,76.0,0.1
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2,ICMPFlood,0.0,4,358.0,0.1
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2,ICMPFlood,0.0,5,122.0,0.1
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2,ICMPFlood,0.0,6,44.0,0.1
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||||
2,ICMPFlood,0.0,7,57.0,0.1
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||||
2,ICMPFlood,0.0,8,45.0,0.1
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||||
2,ICMPFlood,0.0,9,83.0,0.1
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2,ICMPFlood,0.25,0,1.0,0.03866768544506948
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||||
2,ICMPFlood,0.25,1,2.0,0.04598388665196378
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2,ICMPFlood,0.25,3,76.0,0.11416988802118512
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||||
2,ICMPFlood,0.25,4,358.0,0.16819726658211123
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||||
2,ICMPFlood,0.25,6,44.0,0.09958899418038711
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2,ICMPFlood,0.25,7,57.0,0.10624705255565747
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2,ICMPFlood,0.25,8,45.0,0.10015008113547642
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2,ICMPFlood,0.25,9,83.0,0.11671258822856519
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2,ICMPFlood,0.5,0,1.0,0.013232393481660006
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2,ICMPFlood,0.5,3,76.0,0.1153573319354446
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2,ICMPFlood,0.75,0,1.0,0.0041737630875489425
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|
||||
4,SYNScan,0.25,6,3619.0,0.15812864205245877
|
||||
4,SYNScan,0.25,7,807.0,0.1086630220953068
|
||||
4,SYNScan,0.25,8,7.0,0.0331617854841081
|
||||
4,SYNScan,0.25,9,4830.0,0.16996135245927088
|
||||
4,SYNScan,0.5,0,2446.0,0.16698643431977606
|
||||
4,SYNScan,0.5,1,454.0,0.07194173234532465
|
||||
4,SYNScan,0.5,2,1510.0,0.1312022970395475
|
||||
4,SYNScan,0.5,3,319.0,0.06030430358577
|
||||
4,SYNScan,0.5,4,33.0,0.019395899933690338
|
||||
4,SYNScan,0.5,5,5.0,0.007549843809720242
|
||||
4,SYNScan,0.5,6,3619.0,0.20311745974863313
|
||||
4,SYNScan,0.5,7,807.0,0.09591570698461753
|
||||
4,SYNScan,0.5,8,7.0,0.00893309566564914
|
||||
4,SYNScan,0.5,9,4830.0,0.23465322656727147
|
||||
4,SYNScan,0.75,0,2446.0,0.17542455611013302
|
||||
4,SYNScan,0.75,1,454.0,0.049606654206042704
|
||||
4,SYNScan,0.75,2,1510.0,0.12217455256933227
|
||||
4,SYNScan,0.75,3,319.0,0.038070717256052336
|
||||
4,SYNScan,0.75,4,33.0,0.0069443803841509645
|
||||
4,SYNScan,0.75,5,5.0,0.001686458078157517
|
||||
4,SYNScan,0.75,6,3619.0,0.23533660506106718
|
||||
4,SYNScan,0.75,7,807.0,0.07636655471264944
|
||||
4,SYNScan,0.75,8,7.0,0.002170558907334673
|
||||
4,SYNScan,0.75,9,4830.0,0.29221896271507986
|
||||
4,SYNScan,1.0,0,2446.0,0.1743406985032074
|
||||
4,SYNScan,1.0,1,454.0,0.0323592302209551
|
||||
4,SYNScan,1.0,2,1510.0,0.10762651461154668
|
||||
4,SYNScan,1.0,3,319.0,0.022736992159657875
|
||||
4,SYNScan,1.0,4,33.0,0.002352102637205987
|
||||
4,SYNScan,1.0,5,5.0,0.0003563791874554526
|
||||
4,SYNScan,1.0,6,3619.0,0.2579472558802566
|
||||
4,SYNScan,1.0,7,807.0,0.05751960085531005
|
||||
4,SYNScan,1.0,8,7.0,0.0004989308624376336
|
||||
4,SYNScan,1.0,9,4830.0,0.3442622950819672
|
||||
5,SlowrateDoS,0.0,0,6644.0,0.1
|
||||
5,SlowrateDoS,0.0,1,104.0,0.1
|
||||
5,SlowrateDoS,0.0,2,4532.0,0.1
|
||||
5,SlowrateDoS,0.0,3,2592.0,0.1
|
||||
5,SlowrateDoS,0.0,4,1353.0,0.1
|
||||
5,SlowrateDoS,0.0,5,3365.0,0.1
|
||||
5,SlowrateDoS,0.0,6,2995.0,0.1
|
||||
5,SlowrateDoS,0.0,7,17642.0,0.1
|
||||
5,SlowrateDoS,0.0,8,390.0,0.1
|
||||
5,SlowrateDoS,0.0,9,11570.0,0.1
|
||||
5,SlowrateDoS,0.25,0,6644.0,0.12040822604198723
|
||||
5,SlowrateDoS,0.25,1,104.0,0.04258994575381721
|
||||
5,SlowrateDoS,0.25,2,4532.0,0.10942617719232155
|
||||
5,SlowrateDoS,0.25,3,2592.0,0.09516067225055415
|
||||
5,SlowrateDoS,0.25,4,1353.0,0.08088597060369725
|
||||
5,SlowrateDoS,0.25,5,3365.0,0.10157691512441178
|
||||
5,SlowrateDoS,0.25,6,2995.0,0.098661555613806
|
||||
5,SlowrateDoS,0.25,7,17642.0,0.15370418997682986
|
||||
5,SlowrateDoS,0.25,8,390.0,0.05926726738684389
|
||||
5,SlowrateDoS,0.25,9,11570.0,0.1383190800557311
|
||||
5,SlowrateDoS,0.5,0,6644.0,0.13155496984893866
|
||||
5,SlowrateDoS,0.5,1,104.0,0.01645921495723076
|
||||
5,SlowrateDoS,0.5,2,4532.0,0.1086519182262677
|
||||
5,SlowrateDoS,0.5,3,2592.0,0.08216936789840217
|
||||
5,SlowrateDoS,0.5,4,1353.0,0.059366486371996374
|
||||
5,SlowrateDoS,0.5,5,3365.0,0.09362352352399654
|
||||
5,SlowrateDoS,0.5,6,2995.0,0.08832646731999554
|
||||
5,SlowrateDoS,0.5,7,17642.0,0.21437115919728086
|
||||
5,SlowrateDoS,0.5,8,390.0,0.03187313271050138
|
||||
5,SlowrateDoS,0.5,9,11570.0,0.17360375994538996
|
||||
5,SlowrateDoS,0.75,0,6644.0,0.1340946306194983
|
||||
5,SlowrateDoS,0.75,1,104.0,0.005934227269433981
|
||||
5,SlowrateDoS,0.75,2,4532.0,0.1006483353471292
|
||||
5,SlowrateDoS,0.75,3,2592.0,0.0661935111606282
|
||||
5,SlowrateDoS,0.75,4,1353.0,0.04065018420375144
|
||||
5,SlowrateDoS,0.75,5,3365.0,0.08050594864231717
|
||||
5,SlowrateDoS,0.75,6,2995.0,0.0737711902390531
|
||||
5,SlowrateDoS,0.75,7,17642.0,0.2789330873238781
|
||||
5,SlowrateDoS,0.75,8,390.0,0.015991441944233208
|
||||
5,SlowrateDoS,0.75,9,11570.0,0.20327744325007732
|
||||
5,SlowrateDoS,1.0,0,6644.0,0.12979858167112743
|
||||
5,SlowrateDoS,1.0,1,104.0,0.0020317658780549747
|
||||
5,SlowrateDoS,1.0,2,4532.0,0.08853810537831872
|
||||
5,SlowrateDoS,1.0,3,2592.0,0.050637857268447065
|
||||
5,SlowrateDoS,1.0,4,1353.0,0.026432492625080586
|
||||
5,SlowrateDoS,1.0,5,3365.0,0.06573934788129798
|
||||
5,SlowrateDoS,1.0,6,2995.0,0.058510950045910094
|
||||
5,SlowrateDoS,1.0,7,17642.0,0.34465782327544103
|
||||
5,SlowrateDoS,1.0,8,390.0,0.007619122042706156
|
||||
5,SlowrateDoS,1.0,9,11570.0,0.22603395393361594
|
||||
6,TCPConnectScan,0.0,0,6952.0,0.1111111111111111
|
||||
6,TCPConnectScan,0.0,1,1256.0,0.1111111111111111
|
||||
6,TCPConnectScan,0.0,2,833.0,0.1111111111111111
|
||||
6,TCPConnectScan,0.0,3,365.0,0.1111111111111111
|
||||
6,TCPConnectScan,0.0,4,1991.0,0.1111111111111111
|
||||
6,TCPConnectScan,0.0,5,125.0,0.1111111111111111
|
||||
6,TCPConnectScan,0.0,7,817.0,0.1111111111111111
|
||||
6,TCPConnectScan,0.0,8,418.0,0.1111111111111111
|
||||
6,TCPConnectScan,0.0,9,1280.0,0.1111111111111111
|
||||
6,TCPConnectScan,0.25,0,6952.0,0.18010063074220256
|
||||
6,TCPConnectScan,0.25,1,1256.0,0.11741814169503981
|
||||
6,TCPConnectScan,0.25,2,833.0,0.10596173073881511
|
||||
6,TCPConnectScan,0.25,3,365.0,0.08621066776722427
|
||||
6,TCPConnectScan,0.25,4,1991.0,0.13175151199957294
|
||||
6,TCPConnectScan,0.25,5,125.0,0.06595007536634553
|
||||
6,TCPConnectScan,0.25,7,817.0,0.1054492043202603
|
||||
6,TCPConnectScan,0.25,8,418.0,0.08918295605823313
|
||||
6,TCPConnectScan,0.25,9,1280.0,0.11797508131230636
|
||||
6,TCPConnectScan,0.5,0,6952.0,0.27124556688713003
|
||||
6,TCPConnectScan,0.5,1,1256.0,0.1152929062951348
|
||||
6,TCPConnectScan,0.5,2,833.0,0.0938923627516944
|
||||
6,TCPConnectScan,0.5,3,365.0,0.06215186992335737
|
||||
6,TCPConnectScan,0.5,4,1991.0,0.1451588093535683
|
||||
6,TCPConnectScan,0.5,5,125.0,0.03637163078107215
|
||||
6,TCPConnectScan,0.5,7,817.0,0.09298626326404033
|
||||
6,TCPConnectScan,0.5,8,418.0,0.06651137224457168
|
||||
6,TCPConnectScan,0.5,9,1280.0,0.11638921849943089
|
||||
6,TCPConnectScan,0.75,0,6952.0,0.37961259557011434
|
||||
6,TCPConnectScan,0.75,1,1256.0,0.105196313552412
|
||||
6,TCPConnectScan,0.75,2,833.0,0.07731113379300104
|
||||
6,TCPConnectScan,0.75,3,365.0,0.04163685707233709
|
||||
6,TCPConnectScan,0.75,4,1991.0,0.14861468878169257
|
||||
6,TCPConnectScan,0.75,5,125.0,0.01863978081092538
|
||||
6,TCPConnectScan,0.75,7,817.0,0.07619471232969081
|
||||
6,TCPConnectScan,0.75,8,418.0,0.046093586623778
|
||||
6,TCPConnectScan,0.75,9,1280.0,0.10670033146604878
|
||||
6,TCPConnectScan,1.0,0,6952.0,0.49526252048158437
|
||||
6,TCPConnectScan,1.0,1,1256.0,0.08947780864857163
|
||||
6,TCPConnectScan,1.0,2,833.0,0.05934316449383772
|
||||
6,TCPConnectScan,1.0,3,365.0,0.02600270713115338
|
||||
6,TCPConnectScan,1.0,4,1991.0,0.14183942437842845
|
||||
6,TCPConnectScan,1.0,5,125.0,0.008905036688751158
|
||||
6,TCPConnectScan,1.0,7,817.0,0.058203319797677566
|
||||
6,TCPConnectScan,1.0,8,418.0,0.02977844268718387
|
||||
6,TCPConnectScan,1.0,9,1280.0,0.09118757569281186
|
||||
7,UDPFlood,0.0,0,14179.0,0.1
|
||||
7,UDPFlood,0.0,1,4099.0,0.1
|
||||
7,UDPFlood,0.0,2,990.0,0.1
|
||||
7,UDPFlood,0.0,3,7413.0,0.1
|
||||
7,UDPFlood,0.0,4,49539.0,0.1
|
||||
7,UDPFlood,0.0,5,67573.0,0.1
|
||||
7,UDPFlood,0.0,6,105.0,0.1
|
||||
7,UDPFlood,0.0,7,27464.0,0.1
|
||||
7,UDPFlood,0.0,8,138381.0,0.1
|
||||
7,UDPFlood,0.0,9,10395.0,0.1
|
||||
7,UDPFlood,0.25,0,14179.0,0.09892943987010687
|
||||
7,UDPFlood,0.25,1,4099.0,0.07254101518808088
|
||||
7,UDPFlood,0.25,2,990.0,0.05085374584004573
|
||||
7,UDPFlood,0.25,3,7413.0,0.08412259273051567
|
||||
7,UDPFlood,0.25,4,49539.0,0.13525426180273759
|
||||
7,UDPFlood,0.25,5,67573.0,0.1461697316457242
|
||||
7,UDPFlood,0.25,6,105.0,0.02902093993201601
|
||||
7,UDPFlood,0.25,7,27464.0,0.11670920134030376
|
||||
7,UDPFlood,0.25,8,138381.0,0.17485709772001945
|
||||
7,UDPFlood,0.25,9,10395.0,0.09154197393044985
|
||||
7,UDPFlood,0.5,0,14179.0,0.0830892295484794
|
||||
7,UDPFlood,0.5,1,4099.0,0.04467462234049506
|
||||
7,UDPFlood,0.5,2,990.0,0.02195530769756941
|
||||
7,UDPFlood,0.5,3,7413.0,0.060078479222839515
|
||||
7,UDPFlood,0.5,4,49539.0,0.1553086156124063
|
||||
7,UDPFlood,0.5,5,67573.0,0.18138799109555434
|
||||
7,UDPFlood,0.5,6,105.0,0.007150173501459919
|
||||
7,UDPFlood,0.5,7,27464.0,0.11563886646663658
|
||||
7,UDPFlood,0.5,8,138381.0,0.2595733864437067
|
||||
7,UDPFlood,0.5,9,10395.0,0.07114332807085272
|
||||
7,UDPFlood,0.75,0,14179.0,0.06286532676041025
|
||||
7,UDPFlood,0.75,1,4099.0,0.02478479973665901
|
||||
7,UDPFlood,0.75,2,990.0,0.008538928387642239
|
||||
7,UDPFlood,0.75,3,7413.0,0.038652044909602876
|
||||
7,UDPFlood,0.75,4,49539.0,0.16065246813732448
|
||||
7,UDPFlood,0.75,5,67573.0,0.2027714821996054
|
||||
7,UDPFlood,0.75,6,105.0,0.0015869708504321247
|
||||
7,UDPFlood,0.75,7,27464.0,0.10321666394969427
|
||||
7,UDPFlood,0.75,8,138381.0,0.34712374602751406
|
||||
7,UDPFlood,0.75,9,10395.0,0.04980756904111527
|
||||
7,UDPFlood,1.0,0,14179.0,0.044290274818984315
|
||||
7,UDPFlood,1.0,1,4099.0,0.01280385333824788
|
||||
7,UDPFlood,1.0,2,990.0,0.003092416395429471
|
||||
7,UDPFlood,1.0,3,7413.0,0.02315563913062492
|
||||
7,UDPFlood,1.0,4,49539.0,0.15474264223553594
|
||||
7,UDPFlood,1.0,5,67573.0,0.2110745990791471
|
||||
7,UDPFlood,1.0,6,105.0,0.0003279835570910045
|
||||
7,UDPFlood,1.0,7,27464.0,0.08578800392330807
|
||||
7,UDPFlood,1.0,8,138381.0,0.43225421536962183
|
||||
7,UDPFlood,1.0,9,10395.0,0.032470372152009444
|
||||
8,UDPScan,0.0,1,3.0,0.1111111111111111
|
||||
8,UDPScan,0.0,2,2.0,0.1111111111111111
|
||||
8,UDPScan,0.0,3,4.0,0.1111111111111111
|
||||
8,UDPScan,0.0,4,2253.0,0.1111111111111111
|
||||
8,UDPScan,0.0,5,827.0,0.1111111111111111
|
||||
8,UDPScan,0.0,6,6727.0,0.1111111111111111
|
||||
8,UDPScan,0.0,7,567.0,0.1111111111111111
|
||||
8,UDPScan,0.0,8,508.0,0.1111111111111111
|
||||
8,UDPScan,0.0,9,243.0,0.1111111111111111
|
||||
8,UDPScan,0.25,1,3.0,0.03391636946310165
|
||||
8,UDPScan,0.25,2,2.0,0.030646899402030407
|
||||
8,UDPScan,0.25,3,4.0,0.0364455108216672
|
||||
8,UDPScan,0.25,4,2253.0,0.1775494542848391
|
||||
8,UDPScan,0.25,5,827.0,0.13819916570471466
|
||||
8,UDPScan,0.25,6,6727.0,0.23339115905584074
|
||||
8,UDPScan,0.25,7,567.0,0.12575486883781
|
||||
8,UDPScan,0.25,8,508.0,0.12234746404069134
|
||||
8,UDPScan,0.25,9,243.0,0.10174910838930495
|
||||
8,UDPScan,0.5,1,3.0,0.007686831573667351
|
||||
8,UDPScan,0.5,2,2.0,0.006276271698066685
|
||||
8,UDPScan,0.5,3,4.0,0.00887598855654432
|
||||
8,UDPScan,0.5,4,2253.0,0.21065284738424234
|
||||
8,UDPScan,0.5,5,827.0,0.12762609838100714
|
||||
8,UDPScan,0.5,6,6727.0,0.36399670458730726
|
||||
8,UDPScan,0.5,7,567.0,0.10567646262212148
|
||||
8,UDPScan,0.5,8,508.0,0.10002731103403723
|
||||
8,UDPScan,0.5,9,243.0,0.06918148416300617
|
||||
8,UDPScan,0.75,1,3.0,0.0015040709618206946
|
||||
8,UDPScan,0.75,2,2.0,0.0011096854262621569
|
||||
8,UDPScan,0.75,3,4.0,0.001866260994006276
|
||||
8,UDPScan,0.75,4,2253.0,0.21577358607283625
|
||||
8,UDPScan,0.75,5,827.0,0.1017551778758747
|
||||
8,UDPScan,0.75,6,6727.0,0.49010987883886165
|
||||
8,UDPScan,0.75,7,567.0,0.07666809632288113
|
||||
8,UDPScan,0.75,8,508.0,0.07060332753829836
|
||||
8,UDPScan,0.75,9,243.0,0.04060991596915875
|
||||
8,UDPScan,1.0,1,3.0,0.00026944494341656186
|
||||
8,UDPScan,1.0,2,2.0,0.00017962996227770793
|
||||
8,UDPScan,1.0,3,4.0,0.00035925992455541585
|
||||
8,UDPScan,1.0,4,2253.0,0.20235315250583796
|
||||
8,UDPScan,1.0,5,827.0,0.07427698940183222
|
||||
8,UDPScan,1.0,6,6727.0,0.6041853781210706
|
||||
8,UDPScan,1.0,7,567.0,0.050925094305730195
|
||||
8,UDPScan,1.0,8,508.0,0.04562601041853781
|
||||
8,UDPScan,1.0,9,243.0,0.021825040416741513
|
||||
|
Reference in new issue
Block a user