experiment: complete two-dataset beta study
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@@ -0,0 +1,4 @@
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dataset,alpha,seed,same_manifest_content_hash,round0_snapshot_sha256_original,round0_snapshot_sha256_beta0,round0_snapshot_byte_identical,support_char_rare_identical,aggregation_max_abs_diff,history_rare_f1_round0_diff,history_rare_f1_max_diff_rounds_ge1,test_metric_max_abs_diff,classification
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@@ -0,0 +1,151 @@
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seed,beta,client_id,n_samples,val_rare_macro_f1,val_rare_recall
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@@ -0,0 +1,151 @@
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||||
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1,1.0,7,29,0.38571428571428573,1.0,-0.06186635944700458
|
||||
1,1.0,8,11,0.9967120713950212,0.9953095684803002,-3.0858081698781348e-06
|
||||
1,1.0,9,48,1.0,1.0,0.0
|
||||
2,0.0,0,4,1.0,1.0,0.0
|
||||
2,0.0,1,3,0.6849999999999999,0.8780487804878049,0.0
|
||||
2,0.0,2,113,1.0,1.0,0.0
|
||||
2,0.0,3,221,0.0,0.0,0.0
|
||||
2,0.0,4,6,0.9,0.8333333333333333,0.0
|
||||
2,0.0,5,2,0.8156177156177156,0.9375,0.0
|
||||
2,0.0,6,3,0.9974059662775616,0.9967616580310881,0.0
|
||||
2,0.0,7,4,0.5211267605633803,1.0,0.0
|
||||
2,0.0,8,11,1.0,1.0,0.0
|
||||
2,0.0,9,33,0.8481741573033708,1.0,0.0
|
||||
2,0.25,0,4,1.0,1.0,0.0
|
||||
2,0.25,1,3,0.4797872340425532,0.8780487804878049,-0.20521276595744675
|
||||
2,0.25,2,113,1.0,1.0,0.0
|
||||
2,0.25,3,221,0.0,0.0,0.0
|
||||
2,0.25,4,6,0.9,0.8333333333333333,0.0
|
||||
2,0.25,5,2,0.7916666666666667,0.9375,-0.023951048951048826
|
||||
2,0.25,6,3,0.9974059662775616,0.9967616580310881,0.0
|
||||
2,0.25,7,4,0.5145513338722716,1.0,-0.006575426691108666
|
||||
2,0.25,8,11,1.0,1.0,0.0
|
||||
2,0.25,9,33,0.6491812293779787,1.0,-0.19899292792539203
|
||||
2,0.5,0,4,1.0,1.0,0.0
|
||||
2,0.5,1,3,0.40188383045525905,0.8780487804878049,-0.2831161695447409
|
||||
2,0.5,2,113,1.0,1.0,0.0
|
||||
2,0.5,3,221,0.0,0.0,0.0
|
||||
2,0.5,4,6,0.9,0.8333333333333333,0.0
|
||||
2,0.5,5,2,0.8181818181818181,0.9375,0.002564102564102555
|
||||
2,0.5,6,3,0.9974059662775616,0.9967616580310881,0.0
|
||||
2,0.5,7,4,0.51294033069734,1.0,-0.008186429866040235
|
||||
2,0.5,8,11,1.0,1.0,0.0
|
||||
2,0.5,9,33,0.5842936406316688,1.0,-0.263880516671702
|
||||
2,0.75,0,4,1.0,1.0,0.0
|
||||
2,0.75,1,3,0.4441037735849056,0.8780487804878049,-0.24089622641509434
|
||||
2,0.75,2,113,1.0,1.0,0.0
|
||||
2,0.75,3,221,0.0,0.0,0.0
|
||||
2,0.75,4,6,0.9,0.8333333333333333,0.0
|
||||
2,0.75,5,2,0.911764705882353,0.9375,0.09614699026463747
|
||||
2,0.75,6,3,0.9974059662775616,0.9967616580310881,0.0
|
||||
2,0.75,7,4,0.5165289256198347,1.0,-0.004597834943545598
|
||||
2,0.75,8,11,0.9,1.0,-0.09999999999999998
|
||||
2,0.75,9,33,0.5798573975044563,1.0,-0.26831675979891445
|
||||
2,1.0,0,4,1.0,1.0,0.0
|
||||
2,1.0,1,3,0.4738378621154278,0.8780487804878049,-0.21116213788457217
|
||||
2,1.0,2,113,1.0,1.0,0.0
|
||||
2,1.0,3,221,0.0,0.0,0.0
|
||||
2,1.0,4,6,1.0,1.0,0.09999999999999998
|
||||
2,1.0,5,2,0.9666666666666667,0.9375,0.1510489510489511
|
||||
2,1.0,6,3,0.9974093264248705,0.9974093264248705,3.3601473088396006e-06
|
||||
2,1.0,7,4,0.5406320541760722,1.0,0.019505293612691932
|
||||
2,1.0,8,11,0.8333333333333333,1.0,-0.16666666666666674
|
||||
2,1.0,9,33,0.5796915167095116,1.0,-0.2684826405938592
|
||||
|
@@ -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
|
||||
0,0.25,10,3,3,4,0.010938546012782963,0.0,-0.07653222666610299,0.18940707383214095
|
||||
0,0.5,10,3,4,3,-0.01890975297353068,0.0,-0.10737418541550403,0.023843748084083516
|
||||
0,0.75,10,3,4,3,-0.023097869142088355,0.0,-0.14782686599098172,0.08120187997137751
|
||||
0,1.0,10,3,4,3,-0.0019048472317972909,0.0,-0.1484580166381656,0.2777777777777778
|
||||
1,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
1,0.25,10,3,3,4,-0.003968051685100719,0.0,-0.035080645161290336,0.006988021376510556
|
||||
1,0.5,10,2,4,4,-0.03304496144720663,0.0,-0.31650978982621863,0.0007581492441447457
|
||||
1,0.75,10,2,5,3,-0.04279009081982739,-1.5429040849390674e-06,-0.4057158717743099,0.05971472095277662
|
||||
1,1.0,10,3,4,3,-0.0319707599550853,0.0,-0.3007384916695693,0.05547720837266114
|
||||
2,0.0,10,0,0,10,0.0,0.0,0.0,0.0
|
||||
2,0.25,10,0,4,6,-0.04347321695249963,0.0,-0.20521276595744675,0.0
|
||||
2,0.5,10,1,3,6,-0.05526190135183806,0.0,-0.2831161695447409,0.002564102564102555
|
||||
2,0.75,10,1,4,5,-0.05176638308929169,0.0,-0.26831675979891445,0.09614699026463747
|
||||
2,1.0,10,4,3,3,-0.03757538403361462,0.0,-0.2684826405938592,0.1510489510489511
|
||||
|
@@ -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,0.25,3,10,1.3208867894419398,0.4046228465947186,0.8876076205861215,1.688924918655199,0.23983953261805913
|
||||
0,Benign,0.5,3,10,1.8727315927020307,0.4620649789517894,1.4111850184226915,2.3353132373311842,0.3404401554383467
|
||||
0,Benign,0.75,3,10,2.28489006476199,0.4920344898577957,1.8445119301791169,2.815962169779197,0.4157898773092243
|
||||
0,Benign,1.0,3,10,2.648344737773736,0.5188602564457683,2.2297970851320548,3.228872335213568,0.4821737572132332
|
||||
1,HTTPFlood,0.0,3,9,0.0,0.0,0.0,0.0,0.0
|
||||
1,HTTPFlood,0.25,3,9,2.203804871336226,0.8752478432915377,1.2204077604202561,2.897385518293385,0.3276588540398691
|
||||
1,HTTPFlood,0.5,3,9,3.135496752702504,1.2294222020173649,1.7170719649130237,3.895031029029265,0.4648502648708635
|
||||
1,HTTPFlood,0.75,3,9,3.5467901328136713,1.4218932038360563,1.9053487589145204,4.399650283887833,0.5260714573849847
|
||||
1,HTTPFlood,1.0,3,9,3.7602841668463944,1.5390234836296783,1.985553979435754,4.727291300855036,0.5584139964274445
|
||||
2,ICMPFlood,0.0,3,9,0.0,0.0,0.0,0.0,0.0
|
||||
2,ICMPFlood,0.25,3,9,0.4029121925023258,0.03218898834492902,0.36998387688688333,0.4343070399698495,0.11510871142077754
|
||||
2,ICMPFlood,0.5,3,9,0.7402981676160462,0.06302350856873123,0.6948056459869377,0.8122357436110442,0.21141829389362196
|
||||
2,ICMPFlood,0.75,3,9,1.0088940328474096,0.10943512225119882,0.9066029154481099,1.1242925405691615,0.2880600622121033
|
||||
2,ICMPFlood,1.0,3,9,1.2149615886933787,0.1507085895098706,1.0637124526864463,1.3651237518748625,0.34685106134597526
|
||||
3,SYNFlood,0.0,3,7,0.0,0.0,0.0,0.0,0.0
|
||||
3,SYNFlood,0.25,3,7,0.9255896141142367,0.5134034722569449,0.4697949650449328,1.4817727192354535,0.2677962234856806
|
||||
3,SYNFlood,0.5,3,7,1.7760206329532042,0.8152985107527552,1.150662435458374,2.69813143850227,0.5134951556701836
|
||||
3,SYNFlood,0.75,3,7,2.536161711310303,0.9547281136087009,1.9569017917343652,3.6381027137995803,0.7326178888273117
|
||||
3,SYNFlood,1.0,3,7,3.1763695442454467,1.0069739670231537,2.4733715743601437,4.3299545351844655,0.9167291408106705
|
||||
4,SYNScan,0.0,3,7,0.0,0.0,0.0,0.0,0.0
|
||||
4,SYNScan,0.25,3,7,1.5082484997446013,0.6622429474820746,0.8266365399482378,2.1492537029706695,0.21512110484443236
|
||||
4,SYNScan,0.5,3,7,2.532644317612205,1.005483400929481,1.6044085195364859,3.6007329087558695,0.3612738214093841
|
||||
4,SYNScan,0.75,3,7,3.270199976504887,1.2378832181008719,2.2705574248775995,4.654832496815251,0.4665432178395166
|
||||
4,SYNScan,1.0,3,7,3.814579780422797,1.4018369744978139,2.806660609271488,5.41545372518445,0.5442267347415422
|
||||
5,SlowrateDoS,0.0,3,9,0.0,0.0,0.0,0.0,0.0
|
||||
5,SlowrateDoS,0.25,3,9,1.564877309272502,0.9738544836723891,0.6360527254229128,2.5782488207175573,0.2820388998650987
|
||||
5,SlowrateDoS,0.5,3,9,2.3857836065060547,1.203619044944969,1.1998085307374826,3.6063029325063187,0.4262312254284213
|
||||
5,SlowrateDoS,0.75,3,9,2.8594065609443517,1.1978680905380645,1.6210915535404906,4.012249289435287,0.5076045381663238
|
||||
5,SlowrateDoS,1.0,3,9,3.178870743072719,1.1570108600313702,1.9307066968343345,4.215553075800252,0.5619090743749164
|
||||
6,TCPConnectScan,0.0,3,9,0.0,0.0,0.0,0.0,0.0
|
||||
6,TCPConnectScan,0.25,3,9,1.3521264468297787,0.712355658772999,0.6537313330671829,2.0776666446518974,0.36317633423666756
|
||||
6,TCPConnectScan,0.5,3,9,2.3161305308289326,1.5604787814943968,1.0010289564442711,4.040440388422109,0.6272116346725974
|
||||
6,TCPConnectScan,0.75,3,9,2.9159246182720526,2.201020849029129,1.18775088756344,5.393874688866324,0.7928641384888375
|
||||
6,TCPConnectScan,1.0,3,9,3.257943080113345,2.5741100653263422,1.295671893418565,6.172511235205515,0.8873673593640223
|
||||
7,UDPFlood,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
7,UDPFlood,0.25,3,10,1.308343495852911,0.5667070359112721,0.6781747033781346,1.7761444082059492,0.2616291006327561
|
||||
7,UDPFlood,0.5,3,10,1.8907793895474538,0.6874579758805816,1.1017427400938893,2.360559543684275,0.3770492970638934
|
||||
7,UDPFlood,0.75,3,10,2.2054121762177554,0.663497410401604,1.4393991972169702,2.6005389219609754,0.4382592556604308
|
||||
7,UDPFlood,1.0,3,10,2.4077369723424735,0.5783305176966848,1.7400140934530268,2.7503050446040485,0.47667894621080914
|
||||
8,UDPScan,0.0,3,10,0.0,0.0,0.0,0.0,0.0
|
||||
8,UDPScan,0.25,3,10,1.0718983781078881,0.8786656072524274,0.459856217880738,2.0787094017470817,0.1454094837882409
|
||||
8,UDPScan,0.5,3,10,1.8488403956684099,1.3650411843943164,0.8849444336568609,3.410842016965263,0.24853648413924292
|
||||
8,UDPScan,0.75,3,10,2.3990133237335334,1.555826676516962,1.263934991071637,4.172493836649353,0.31927389800074496
|
||||
8,UDPScan,1.0,3,10,2.815810730131176,1.6041886744624576,1.590888331098962,4.631640177747378,0.37142192996652196
|
||||
|
@@ -0,0 +1,19 @@
|
||||
dataset,alpha,seed,aggregation,wall_clock,wall_seconds,cpu_percent,peak_rss_kb,peak_rss_gib,swaps
|
||||
5gnidd,0.25,0,original_protean,63:28,3808,743,13842340,13.201,0
|
||||
5gnidd,0.25,0,support_weighted_beta0,62:31,3751,743,13835628,13.195,0
|
||||
5gnidd,0.25,0,support_weighted_beta0.25,63:22,3802,743,13833068,13.192,0
|
||||
5gnidd,0.25,0,support_weighted_beta0.5,62:00,3720,743,13836740,13.196,0
|
||||
5gnidd,0.25,0,support_weighted_beta0.75,62:26,3746,743,13832888,13.192,0
|
||||
5gnidd,0.25,0,support_weighted_beta1,62:24,3744,743,13818828,13.179,0
|
||||
5gnidd,0.25,1,original_protean,64:31,3871,742,12524316,11.944,0
|
||||
5gnidd,0.25,1,support_weighted_beta0,64:48,3888,740,12502276,11.923,0
|
||||
5gnidd,0.25,1,support_weighted_beta0.25,64:16,3856,741,12531588,11.951,0
|
||||
5gnidd,0.25,1,support_weighted_beta0.5,64:36,3876,741,12500292,11.921,0
|
||||
5gnidd,0.25,1,support_weighted_beta0.75,64:18,3858,741,12525028,11.945,0
|
||||
5gnidd,0.25,1,support_weighted_beta1,64:41,3881,740,12495516,11.917,0
|
||||
5gnidd,0.25,2,original_protean,64:00,3840,740,16878760,16.097,0
|
||||
5gnidd,0.25,2,support_weighted_beta0,64:28,3868,739,16874724,16.093,0
|
||||
5gnidd,0.25,2,support_weighted_beta0.25,62:57,3777,741,16883468,16.101,0
|
||||
5gnidd,0.25,2,support_weighted_beta0.5,64:03,3843,740,16877600,16.096,0
|
||||
5gnidd,0.25,2,support_weighted_beta0.75,63:31,3811,740,16879816,16.098,0
|
||||
5gnidd,0.25,2,support_weighted_beta1,64:18,3858,740,16887800,16.105,0
|
||||
|
@@ -0,0 +1,111 @@
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"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__alpha0.25__multiseed__client_validation_deltas.csv",
|
||||
"client_validation_detail": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.25__multiseed__client_validation_detail.csv",
|
||||
"client_validation_summary": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.25__multiseed__client_validation_summary.csv",
|
||||
"per_seed": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.25__multiseed__validation_per_seed.csv",
|
||||
"pooled": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.25__multiseed__validation_pooled.csv",
|
||||
"prototype_effect_pooled": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.25__multiseed__prototype_effect_pooled.csv",
|
||||
"test_descriptive": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__alpha0.25__multiseed__test_descriptive.csv"
|
||||
},
|
||||
"per_seed_diagnostic": [
|
||||
{
|
||||
"seed": 0,
|
||||
"selected_beta": 0.25,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.7472986688172722
|
||||
},
|
||||
{
|
||||
"seed": 1,
|
||||
"selected_beta": 0.0,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.7712676804917089
|
||||
},
|
||||
{
|
||||
"seed": 2,
|
||||
"selected_beta": 0.0,
|
||||
"test_used_for_selection": false,
|
||||
"val_rare_macro_f1_per_client_mean": 0.7767324599762028
|
||||
}
|
||||
],
|
||||
"pooled_table": [
|
||||
{
|
||||
"beta": 0.0,
|
||||
"max_val_rare_macro_f1": 0.7767324599762028,
|
||||
"min_val_rare_macro_f1": 0.7363601228044894,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.7614534210908004,
|
||||
"pooled_val_rare_recall_global": 0.960477991676993,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.9085770977445251,
|
||||
"std_pop_val_rare_macro_f1": 0.017883347335214204,
|
||||
"std_sample_val_rare_macro_f1": 0.021902537932118035
|
||||
},
|
||||
{
|
||||
"beta": 0.25,
|
||||
"max_val_rare_macro_f1": 0.7672996288066082,
|
||||
"min_val_rare_macro_f1": 0.7332592430237032,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.7492858468825278,
|
||||
"pooled_val_rare_recall_global": 0.9502424205511252,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.9071367963077813,
|
||||
"std_pop_val_rare_macro_f1": 0.013967787311275074,
|
||||
"std_sample_val_rare_macro_f1": 0.017106975874172658
|
||||
},
|
||||
{
|
||||
"beta": 0.5,
|
||||
"max_val_rare_macro_f1": 0.7382227190445022,
|
||||
"min_val_rare_macro_f1": 0.7174503698309587,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.7257145491666086,
|
||||
"pooled_val_rare_recall_global": 0.9064499809854342,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.8949473995819205,
|
||||
"std_pop_val_rare_macro_f1": 0.008995599470642724,
|
||||
"std_sample_val_rare_macro_f1": 0.01101731431676257
|
||||
},
|
||||
{
|
||||
"beta": 0.75,
|
||||
"max_val_rare_macro_f1": 0.7284775896718815,
|
||||
"min_val_rare_macro_f1": 0.713262253662401,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.7222353067403979,
|
||||
"pooled_val_rare_recall_global": 0.8821013232639786,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.8797107780157537,
|
||||
"std_pop_val_rare_macro_f1": 0.00650484135933454,
|
||||
"std_sample_val_rare_macro_f1": 0.007966771094060871
|
||||
},
|
||||
{
|
||||
"beta": 1.0,
|
||||
"max_val_rare_macro_f1": 0.7392969205366235,
|
||||
"min_val_rare_macro_f1": 0.7344552755726921,
|
||||
"n_seeds": 3,
|
||||
"pooled_val_rare_macro_f1_per_client_mean": 0.7376364240173013,
|
||||
"pooled_val_rare_recall_global": 0.8953098133708983,
|
||||
"pooled_val_rare_recall_per_client_mean": 0.8889910199323897,
|
||||
"std_pop_val_rare_macro_f1": 0.0022501360251623035,
|
||||
"std_sample_val_rare_macro_f1": 0.002755842556750987
|
||||
}
|
||||
],
|
||||
"primary_selection": {
|
||||
"rule": "max pooled validation per-client-mean rare-class macro-F1 (tie-break: recall, then lower std, then smaller beta)",
|
||||
"selected_beta": 0.0,
|
||||
"selection_split": "validation",
|
||||
"test_used_for_selection": false,
|
||||
"tie_break_used": false
|
||||
},
|
||||
"seeds": [
|
||||
0,
|
||||
1,
|
||||
2
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,19 @@
|
||||
seed,aggregation,beta,test_rare_macro_f1,test_rare_recall,test_macro_f1,test_accuracy,test_weighted_f1,test_rare_support
|
||||
0,support_weighted_beta0,0.0,0.8598927442995293,0.9852344223763528,0.8296799384783186,0.7448442903728559,0.7174035576457394,141677
|
||||
0,support_weighted_beta0.25,0.25,0.885537113446132,0.9784889004291487,0.8498071187727776,0.7395641857576991,0.7128188616887645,141677
|
||||
0,support_weighted_beta0.5,0.5,0.8248370559359168,0.9819064864454875,0.8087680535775585,0.744605780974352,0.7190559064647909,141677
|
||||
0,support_weighted_beta0.75,0.75,0.8044229378473712,0.9748545592886805,0.806499983959564,0.7488125932962411,0.7340125497373053,141677
|
||||
0,support_weighted_beta1,1.0,0.8059226212039721,0.9365756881950719,0.8226964319184502,0.7543106461548584,0.7552693071408668,141677
|
||||
0,original_protean,,0.8649030079014913,0.9854440969271964,0.8350430568226094,0.745280186859777,0.7180410173151626,141677
|
||||
1,support_weighted_beta0,0.0,0.8138885616043564,0.9726587864975359,0.8029871664481885,0.737779477499928,0.7123024521167044,129824
|
||||
1,support_weighted_beta0.25,0.25,0.8216017814615081,0.9684100105767128,0.8254449309100154,0.7522627551125312,0.7280362319346199,129824
|
||||
1,support_weighted_beta0.5,0.5,0.720566850212713,0.8426555938356995,0.7161805971693878,0.667653602108752,0.6334449816984529,129824
|
||||
1,support_weighted_beta0.75,0.75,0.6779659167299915,0.7577891275800076,0.699870387364294,0.6406979278467947,0.6220122886430445,129824
|
||||
1,support_weighted_beta1,1.0,0.7105214619501456,0.7973969699840774,0.7255552382811294,0.6724402390028662,0.6644121791727349,129824
|
||||
1,original_protean,,0.8148479924290983,0.9723332887819381,0.8083728869633723,0.7412954350123573,0.7163267008884987,129824
|
||||
2,support_weighted_beta0,0.0,0.8499254383428447,0.9257555179886866,0.8172541498613525,0.7080521595381142,0.6836842063399526,147630
|
||||
2,support_weighted_beta0.25,0.25,0.7808738945019605,0.9056903686469203,0.7559985785586498,0.6884450420886844,0.6619125345854449,147630
|
||||
2,support_weighted_beta0.5,0.5,0.7479288064950145,0.8965509788355491,0.7267411526050941,0.679426919486629,0.6507197186720631,147630
|
||||
2,support_weighted_beta0.75,0.75,0.7774654054166097,0.9150476277186177,0.7531627447200082,0.6970149315107925,0.6722839960996893,147630
|
||||
2,support_weighted_beta1,1.0,0.8286674565905987,0.9541694991753517,0.7987939471992529,0.7339962249719341,0.7106039218360468,147630
|
||||
2,original_protean,,0.8470722146704726,0.9238897222901731,0.8148003580492102,0.7063291347454734,0.6819385320735543,147630
|
||||
|
@@ -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
|
||||
0,0.0,10,0.7363601228044894,0.8632721241272648,0.8890015851758436,0.9841620469619256,0.8312443076457859,0.7463586344159422,0.719560818563589,ab6d8a8b63d478c4f6cfd88f96ccc7e16e1902f5e2c0ceac0f38ea26cfcda788,True
|
||||
0,0.25,10,0.7472986688172722,0.8838959455783456,0.8851133996440292,0.9782933496971528,0.8477817248883253,0.7414897729235375,0.7153612012735616,ab6d8a8b63d478c4f6cfd88f96ccc7e16e1902f5e2c0ceac0f38ea26cfcda788,True
|
||||
0,0.5,10,0.7174503698309587,0.8225924918468688,0.8877608957409564,0.9818448424255196,0.8064137089869804,0.7463833077005321,0.7213684184441758,ab6d8a8b63d478c4f6cfd88f96ccc7e16e1902f5e2c0ceac0f38ea26cfcda788,True
|
||||
0,0.75,10,0.713262253662401,0.8037653475229004,0.8860216192777501,0.9743139148610492,0.8047679520770009,0.7508080500703188,0.736321442998919,ab6d8a8b63d478c4f6cfd88f96ccc7e16e1902f5e2c0ceac0f38ea26cfcda788,True
|
||||
0,1.0,10,0.7344552755726921,0.804729203066105,0.8754922560594283,0.9357507303469578,0.8208997381316198,0.7549860595942067,0.7559735455809815,ab6d8a8b63d478c4f6cfd88f96ccc7e16e1902f5e2c0ceac0f38ea26cfcda788,True
|
||||
1,0.0,10,0.7712676804917089,0.8205089421719363,0.972165330872509,0.9748350453348379,0.8073481980054416,0.7374762519635822,0.7117691082654201,74df102e4edb4509ba32b2625aa6a99f4bbd1dbbac0fc61d3bcccd50f21475ba,True
|
||||
1,0.25,10,0.7672996288066082,0.8273495340045228,0.9717326120940921,0.9704915263616422,0.8287806487052596,0.751515350895229,0.7270094345245428,74df102e4edb4509ba32b2625aa6a99f4bbd1dbbac0fc61d3bcccd50f21475ba,True
|
||||
1,0.5,10,0.7382227190445022,0.7274846301334771,0.9325169258195822,0.8444351383210199,0.7203892083329585,0.6669188824646967,0.6323420075128059,74df102e4edb4509ba32b2625aa6a99f4bbd1dbbac0fc61d3bcccd50f21475ba,True
|
||||
1,0.75,10,0.7284775896718815,0.6823894949531777,0.8885463375842881,0.7595381982657554,0.7024488534662688,0.6398440648413919,0.6208912214568241,74df102e4edb4509ba32b2625aa6a99f4bbd1dbbac0fc61d3bcccd50f21475ba,True
|
||||
1,1.0,10,0.7392969205366235,0.7162683080821269,0.910184993046473,0.7991531475107835,0.7290768066559496,0.6718453149544777,0.6636249467200275,74df102e4edb4509ba32b2625aa6a99f4bbd1dbbac0fc61d3bcccd50f21475ba,True
|
||||
2,0.0,10,0.7767324599762028,0.8423696235729032,0.8645643771852226,0.9224368827342153,0.8107088419074052,0.7080739211606313,0.6838568359472994,061c094d1913f942267bdb5654d3c0d8cfef3fa592be6cd5a1845a5eb5cdc8f2,True
|
||||
2,0.25,10,0.7332592430237032,0.7789332650214231,0.8645643771852226,0.9019423855945807,0.7544539512701406,0.6881379072120011,0.661608445853934,061c094d1913f942267bdb5654d3c0d8cfef3fa592be6cd5a1845a5eb5cdc8f2,True
|
||||
2,0.5,10,0.7214705586243648,0.7442213846050341,0.8645643771852226,0.8930699622097629,0.7236037780661381,0.6792719736160343,0.6505370675816636,061c094d1913f942267bdb5654d3c0d8cfef3fa592be6cd5a1845a5eb5cdc8f2,True
|
||||
2,0.75,10,0.7249660768869111,0.7746822277441394,0.8645643771852226,0.9124518566651312,0.7508393628437625,0.6977029172046814,0.6731864125328553,061c094d1913f942267bdb5654d3c0d8cfef3fa592be6cd5a1845a5eb5cdc8f2,True
|
||||
2,1.0,10,0.7391570759425882,0.825131633100491,0.8812958106912676,0.9510255622549537,0.795798919687553,0.7340137676928011,0.7108317479721518,061c094d1913f942267bdb5654d3c0d8cfef3fa592be6cd5a1845a5eb5cdc8f2,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
|
||||
0.0,3,0.7614534210908004,0.021902537932118035,0.017883347335214204,0.7363601228044894,0.7767324599762028,0.9085770977445251,0.960477991676993
|
||||
0.25,3,0.7492858468825278,0.017106975874172658,0.013967787311275074,0.7332592430237032,0.7672996288066082,0.9071367963077813,0.9502424205511252
|
||||
0.5,3,0.7257145491666086,0.01101731431676257,0.008995599470642724,0.7174503698309587,0.7382227190445022,0.8949473995819205,0.9064499809854342
|
||||
0.75,3,0.7222353067403979,0.007966771094060871,0.00650484135933454,0.713262253662401,0.7284775896718815,0.8797107780157537,0.8821013232639786
|
||||
1.0,3,0.7376364240173013,0.002755842556750987,0.0022501360251623035,0.7344552755726921,0.7392969205366235,0.8889910199323897,0.8953098133708983
|
||||
|
@@ -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
|
||||
0,0,151788,0,8,8|6,UDPScan|TCPConnectScan,2|92,,,True
|
||||
0,1,108188,1,7,1|5,HTTPFlood|SlowrateDoS,1|18,3,SYNFlood,True
|
||||
0,2,23943,1,7,2|6,ICMPFlood|TCPConnectScan,2|63,4,SYNScan,True
|
||||
0,3,43616,0,8,7|8,UDPFlood|UDPScan,1|5,,,True
|
||||
0,4,27429,1,7,2|8,ICMPFlood|UDPScan,15|28,1,HTTPFlood,True
|
||||
0,5,237693,3,5,5|6,SlowrateDoS|TCPConnectScan,1|118,2|3|4,ICMPFlood|SYNFlood|SYNScan,True
|
||||
0,6,100958,1,7,1|5,HTTPFlood|SlowrateDoS,3|23,6,TCPConnectScan,True
|
||||
0,7,54072,3,5,2|6,ICMPFlood|TCPConnectScan,34|81,3|4|5,SYNFlood|SYNScan|SlowrateDoS,True
|
||||
0,8,66798,0,8,6|2,TCPConnectScan|ICMPFlood,2|6,,,True
|
||||
0,9,36638,0,8,8|2,UDPScan|ICMPFlood,21|131,,,True
|
||||
1,0,62477,3,5,2|6,ICMPFlood|TCPConnectScan,27|368,1|5|8,HTTPFlood|SlowrateDoS|UDPScan,True
|
||||
1,1,63806,1,7,4|2,SYNScan|ICMPFlood,7|78,3,SYNFlood,True
|
||||
1,2,8881,0,8,2|7,ICMPFlood|UDPFlood,4|13,,,True
|
||||
1,3,94381,2,6,2|4,ICMPFlood|SYNScan,225|362,6|8,TCPConnectScan|UDPScan,True
|
||||
1,4,84170,1,7,7|2,UDPFlood|ICMPFlood,1|257,8,UDPScan,True
|
||||
1,5,7399,0,8,2|1,ICMPFlood|HTTPFlood,2|5,,,True
|
||||
1,6,119443,0,8,2|3,ICMPFlood|SYNFlood,1|10,,,True
|
||||
1,7,46814,2,6,2|4,ICMPFlood|SYNScan,29|107,5|6,SlowrateDoS|TCPConnectScan,True
|
||||
1,8,157852,1,7,2|6,ICMPFlood|TCPConnectScan,11|36,8,UDPScan,True
|
||||
1,9,205900,0,8,3|2,SYNFlood|ICMPFlood,48|174,,,True
|
||||
2,0,109168,1,7,4|2,SYNScan|ICMPFlood,4|203,1,HTTPFlood,True
|
||||
2,1,51022,1,7,3|2,SYNFlood|ICMPFlood,3|6,8,UDPScan,True
|
||||
2,2,28525,2,6,7|8,UDPFlood|UDPScan,113|436,1|2,HTTPFlood|ICMPFlood,True
|
||||
2,3,108430,1,7,3|2,SYNFlood|ICMPFlood,221|355,8,UDPScan,True
|
||||
2,4,19817,0,8,6|1,TCPConnectScan|HTTPFlood,6|43,,,True
|
||||
2,5,20128,1,7,4|3,SYNScan|SYNFlood,2|4,2,ICMPFlood,True
|
||||
2,6,298192,0,8,6|2,TCPConnectScan|ICMPFlood,3|17,,,True
|
||||
2,7,62676,2,6,5|2,SlowrateDoS|ICMPFlood,4|28,3|6,SYNFlood|TCPConnectScan,True
|
||||
2,8,88679,2,6,2|4,ICMPFlood|SYNScan,11|429,1|8,HTTPFlood|UDPScan,True
|
||||
2,9,64486,0,8,2|4,ICMPFlood|SYNScan,33|128,,,True
|
||||
|
+10527
File diff suppressed because it is too large.
Load diff
+46
@@ -0,0 +1,46 @@
|
||||
class_id,class_name,beta,n_contributors,support_min,support_max,support_mean,prototype_norm,reference_norm_beta0,displacement_from_beta0,relative_displacement
|
||||
0,Benign,0.0,10,1,185504,33441.5,5.252783115416107,5.252783115416107,0.0,0.0
|
||||
0,Benign,0.25,10,1,185504,33441.5,6.230905632810978,5.252783115416107,1.688924918655199,0.32152953616121427
|
||||
0,Benign,0.5,10,1,185504,33441.5,6.6193899303742185,5.252783115416107,2.3353132373311842,0.4445858863803839
|
||||
0,Benign,0.75,10,1,185504,33441.5,6.888383865289545,5.252783115416107,2.815962169779197,0.5360895563182084
|
||||
0,Benign,1.0,10,1,185504,33441.5,7.1138573781198335,5.252783115416107,3.228872335213568,0.6146974402459767
|
||||
1,HTTPFlood,0.0,9,1,48469,10952.111111111111,6.099443961045301,6.099443961045301,0.0,0.0
|
||||
1,HTTPFlood,0.25,9,1,48469,10952.111111111111,7.9928185980130815,6.099443961045301,2.897385518293385,0.4750245328587036
|
||||
1,HTTPFlood,0.5,9,1,48469,10952.111111111111,8.75284413915239,6.099443961045301,3.895031029029265,0.6385878866836492
|
||||
1,HTTPFlood,0.75,9,1,48469,10952.111111111111,9.138946425923827,6.099443961045301,4.399650283887833,0.7213198960407919
|
||||
1,HTTPFlood,1.0,9,1,48469,10952.111111111111,9.394034668477797,6.099443961045301,4.727291300855036,0.7750364346400012
|
||||
2,ICMPFlood,0.0,9,2,319,89.77777777777777,3.4613276283613392,3.4613276283613392,0.0,0.0
|
||||
2,ICMPFlood,0.25,9,2,319,89.77777777777777,3.4713971498747838,3.4613276283613392,0.4044456606502446,0.11684697436218056
|
||||
2,ICMPFlood,0.5,9,2,319,89.77777777777777,3.575619065228625,3.4613276283613392,0.6948056459869377,0.2007338572326574
|
||||
2,ICMPFlood,0.75,9,2,319,89.77777777777777,3.7043489942912715,3.4613276283613392,0.9066029154481099,0.2619234619744198
|
||||
2,ICMPFlood,1.0,9,2,319,89.77777777777777,3.8215751788994936,3.4613276283613392,1.0637124526864463,0.3073134262040455
|
||||
3,SYNFlood,0.0,7,144,4762,972.1428571428571,3.510981748107292,3.510981748107292,0.0,0.0
|
||||
3,SYNFlood,0.25,7,144,4762,972.1428571428571,3.5988859147831613,3.510981748107292,0.4697949650449328,0.1338072934438326
|
||||
3,SYNFlood,0.5,7,144,4762,972.1428571428571,3.8509703372857125,3.510981748107292,1.150662435458374,0.32773238883360073
|
||||
3,SYNFlood,0.75,7,144,4762,972.1428571428571,4.2854921920384745,3.510981748107292,1.9569017917343652,0.5573659825458496
|
||||
3,SYNFlood,1.0,7,144,4762,972.1428571428571,4.797157815064066,3.510981748107292,2.7257825231917314,0.7763590695568704
|
||||
4,SYNScan,0.0,7,237,6524,2004.2857142857142,7.084918110728392,7.084918110728392,0.0,0.0
|
||||
4,SYNScan,0.25,7,237,6524,2004.2857142857142,7.712788966513816,7.084918110728392,0.8266365399482378,0.11667552497134683
|
||||
4,SYNScan,0.5,7,237,6524,2004.2857142857142,8.342864575257751,7.084918110728392,1.6044085195364859,0.22645406685886713
|
||||
4,SYNScan,0.75,7,237,6524,2004.2857142857142,8.902826966075335,7.084918110728392,2.2705574248775995,0.3204775820117653
|
||||
4,SYNScan,1.0,7,237,6524,2004.2857142857142,9.362109670317972,7.084918110728392,2.806660609271488,0.39614580795527904
|
||||
5,SlowrateDoS,0.0,9,1,16517,5687.444444444444,5.245870853533034,5.245870853533034,0.0,0.0
|
||||
5,SlowrateDoS,0.25,9,1,16517,5687.444444444444,6.688192687593029,5.245870853533034,2.5782488207175573,0.4914815657311
|
||||
5,SlowrateDoS,0.5,9,1,16517,5687.444444444444,7.383292550234177,5.245870853533034,3.6063029325063187,0.6874555308729179
|
||||
5,SlowrateDoS,0.75,9,1,16517,5687.444444444444,7.647635921825445,5.245870853533034,4.012249289435287,0.7648395092938827
|
||||
5,SlowrateDoS,1.0,9,1,16517,5687.444444444444,7.771293702703076,5.245870853533034,4.215553075800252,0.8035945210052446
|
||||
6,TCPConnectScan,0.0,9,2,10870,1559.6666666666667,3.505651855979138,3.505651855979138,0.0,0.0
|
||||
6,TCPConnectScan,0.25,9,2,10870,1559.6666666666667,3.8915184027538654,3.505651855979138,2.0776666446518974,0.5926620012504349
|
||||
6,TCPConnectScan,0.5,9,2,10870,1559.6666666666667,5.1218811384640945,3.505651855979138,4.040440388422109,1.1525503827571615
|
||||
6,TCPConnectScan,0.75,9,2,10870,1559.6666666666667,6.218998784924647,3.505651855979138,5.393874688866324,1.5386224618017013
|
||||
6,TCPConnectScan,1.0,9,2,10870,1559.6666666666667,6.90600494327481,3.505651855979138,6.172511235205515,1.7607313814341998
|
||||
7,UDPFlood,0.0,10,1,127301,32013.8,4.7943148568301925,4.7943148568301925,0.0,0.0
|
||||
7,UDPFlood,0.25,10,1,127301,32013.8,5.57159268911263,4.7943148568301925,1.470711375974649,0.30676153316868804
|
||||
7,UDPFlood,0.5,10,1,127301,32013.8,6.06542873532299,4.7943148568301925,2.2100358848641974,0.4609701179128198
|
||||
7,UDPFlood,0.75,10,1,127301,32013.8,6.353155750814617,4.7943148568301925,2.57629840947532,0.5373652933546931
|
||||
7,UDPFlood,1.0,10,1,127301,32013.8,6.51035073584291,4.7943148568301925,2.7503050446040485,0.5736596628996617
|
||||
8,UDPScan,0.0,10,2,4601,1113.4,6.715224784181911,6.715224784181911,0.0,0.0
|
||||
8,UDPScan,0.25,10,2,4601,1113.4,7.15511521268239,6.715224784181911,2.0787094017470817,0.3095517229212637
|
||||
8,UDPScan,0.5,10,2,4601,1113.4,7.848552987414943,6.715224784181911,3.410842016965263,0.5079267078296014
|
||||
8,UDPScan,0.75,10,2,4601,1113.4,8.375598472376465,6.715224784181911,4.172493836649353,0.6213483495709475
|
||||
8,UDPScan,1.0,10,2,4601,1113.4,8.724518391284223,6.715224784181911,4.631640177747378,0.6897222843020038
|
||||
|
+401
@@ -0,0 +1,401 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,Benign,0.0,0,6003.0,0.1
|
||||
0,Benign,0.0,1,40519.0,0.1
|
||||
0,Benign,0.0,2,17462.0,0.1
|
||||
0,Benign,0.0,3,4648.0,0.1
|
||||
0,Benign,0.0,4,5.0,0.1
|
||||
0,Benign,0.0,5,185504.0,0.1
|
||||
0,Benign,0.0,6,1807.0,0.1
|
||||
0,Benign,0.0,7,1.0,0.1
|
||||
0,Benign,0.0,8,63395.0,0.1
|
||||
0,Benign,0.0,9,15071.0,0.1
|
||||
0,Benign,0.25,0,6003.0,0.08850145594226422
|
||||
0,Benign,0.25,1,40519.0,0.14265040504853665
|
||||
0,Benign,0.25,2,17462.0,0.11557976989127629
|
||||
0,Benign,0.25,3,4648.0,0.08301849564130716
|
||||
0,Benign,0.25,4,5.0,0.01503490992646667
|
||||
0,Benign,0.25,5,185504.0,0.20866357758684181
|
||||
0,Benign,0.25,6,1807.0,0.06555379937689348
|
||||
0,Benign,0.25,7,1.0,0.010054450249518357
|
||||
0,Benign,0.25,8,63395.0,0.15954091594540507
|
||||
0,Benign,0.25,9,15071.0,0.11140222039149031
|
||||
0,Benign,0.5,0,6003.0,0.05825111062208358
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||||
0,Benign,0.5,1,40519.0,0.15133849043475692
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||||
0,Benign,0.5,2,17462.0,0.09934980758896322
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||||
0,Benign,0.5,3,4648.0,0.05125698986752224
|
||||
0,Benign,0.5,4,5.0,0.0016811444863137882
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||||
0,Benign,0.5,5,185504.0,0.32381478761593596
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||||
0,Benign,0.5,6,1807.0,0.0319594365984161
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||||
0,Benign,0.5,7,1.0,0.000751830670279319
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||||
0,Benign,0.5,8,63395.0,0.18929866077868102
|
||||
0,Benign,0.5,9,15071.0,0.09229774133704795
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||||
0,Benign,0.75,0,6003.0,0.03376959938027053
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||||
0,Benign,0.75,1,40519.0,0.14141441779516073
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||||
0,Benign,0.75,2,17462.0,0.07521771548594376
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||||
0,Benign,0.75,3,4648.0,0.027873996457369446
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||||
0,Benign,0.75,4,5.0,0.00016556828650709593
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||||
0,Benign,0.75,5,185504.0,0.442603261616264
|
||||
0,Benign,0.75,6,1807.0,0.013723606767086104
|
||||
0,Benign,0.75,7,1.0,4.951646708745436e-05
|
||||
0,Benign,0.75,8,63395.0,0.19782943270065467
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||||
0,Benign,0.75,9,15071.0,0.06735288504365618
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||||
0,Benign,1.0,0,6003.0,0.01795074981684434
|
||||
0,Benign,1.0,1,40519.0,0.12116382339308943
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||||
0,Benign,1.0,2,17462.0,0.05221655727165348
|
||||
0,Benign,1.0,3,4648.0,0.01389889807574421
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||||
0,Benign,1.0,4,5.0,1.4951482439483875e-05
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||||
0,Benign,1.0,5,185504.0,0.5547119596908033
|
||||
0,Benign,1.0,6,1807.0,0.005403465753629473
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||||
0,Benign,1.0,7,1.0,2.990296487896775e-06
|
||||
0,Benign,1.0,8,63395.0,0.18956984585021605
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||||
0,Benign,1.0,9,15071.0,0.0450667583690923
|
||||
1,HTTPFlood,0.0,0,4887.0,0.1111111111111111
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||||
1,HTTPFlood,0.0,1,1.0,0.1111111111111111
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||||
1,HTTPFlood,0.0,2,300.0,0.1111111111111111
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||||
1,HTTPFlood,0.0,3,13072.0,0.1111111111111111
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||||
1,HTTPFlood,0.0,5,48469.0,0.1111111111111111
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||||
1,HTTPFlood,0.0,6,3.0,0.1111111111111111
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||||
1,HTTPFlood,0.0,7,26635.0,0.1111111111111111
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||||
1,HTTPFlood,0.0,8,589.0,0.1111111111111111
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||||
1,HTTPFlood,0.0,9,4613.0,0.1111111111111111
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||||
1,HTTPFlood,0.25,0,4887.0,0.12608645232889287
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||||
1,HTTPFlood,0.25,1,1.0,0.015080225664376333
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||||
1,HTTPFlood,0.25,2,300.0,0.06276075423841233
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||||
1,HTTPFlood,0.25,3,13072.0,0.16124763376199225
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||||
1,HTTPFlood,0.25,5,48469.0,0.22375557012893443
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||||
1,HTTPFlood,0.25,6,3.0,0.019846693106344925
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||||
1,HTTPFlood,0.25,7,26635.0,0.19265088825622328
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||||
1,HTTPFlood,0.25,8,589.0,0.07429107867621135
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||||
1,HTTPFlood,0.25,9,4613.0,0.12428070383861231
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||||
1,HTTPFlood,0.5,0,4887.0,0.1028287306998011
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||||
1,HTTPFlood,0.5,1,1.0,0.0014709344025627266
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||||
1,HTTPFlood,0.5,2,300.0,0.025477331198396146
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||||
1,HTTPFlood,0.5,3,13072.0,0.16817611861840434
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||||
1,HTTPFlood,0.5,5,48469.0,0.32383615566926505
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||||
1,HTTPFlood,0.5,6,3.0,0.0025477331198396143
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||||
1,HTTPFlood,0.5,7,26635.0,0.2400599194436146
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||||
1,HTTPFlood,0.5,8,589.0,0.0356985809494225
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||||
1,HTTPFlood,0.5,9,4613.0,0.09990449589869395
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||||
1,HTTPFlood,0.75,0,4887.0,0.0738632692543549
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||||
1,HTTPFlood,0.75,1,1.0,0.0001263708107365659
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||||
1,HTTPFlood,0.75,2,300.0,0.0091093567935385
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||||
1,HTTPFlood,0.75,3,13072.0,0.15449104155138402
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||||
1,HTTPFlood,0.75,5,48469.0,0.412804874024217
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||||
1,HTTPFlood,0.75,6,3.0,0.00028806315486709855
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||||
1,HTTPFlood,0.75,7,26635.0,0.26347310984740324
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||||
1,HTTPFlood,0.75,8,589.0,0.015108913778118425
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||||
1,HTTPFlood,0.75,9,4613.0,0.07073500078538025
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||||
1,HTTPFlood,1.0,0,4887.0,0.049579482393044466
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||||
1,HTTPFlood,1.0,1,1.0,1.0145177489880185e-05
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||||
1,HTTPFlood,1.0,2,300.0,0.0030435532469640556
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||||
1,HTTPFlood,1.0,3,13072.0,0.1326177601477138
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||||
1,HTTPFlood,1.0,5,48469.0,0.4917266077570027
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||||
1,HTTPFlood,1.0,6,3.0,3.0435532469640556e-05
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||||
1,HTTPFlood,1.0,7,26635.0,0.27021680244295876
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||||
1,HTTPFlood,1.0,8,589.0,0.005975509541539429
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||||
1,HTTPFlood,1.0,9,4613.0,0.046799703760817296
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||||
2,ICMPFlood,0.0,0,319.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,1,181.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,2,2.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,3,42.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,4,15.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,6,78.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,7,34.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,8,6.0,0.1111111111111111
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||||
2,ICMPFlood,0.0,9,131.0,0.1111111111111111
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||||
2,ICMPFlood,0.25,0,319.0,0.17659256567287518
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||||
2,ICMPFlood,0.25,1,181.0,0.15326549399117023
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||||
2,ICMPFlood,0.25,2,2.0,0.04969151577337383
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||||
2,ICMPFlood,0.25,3,42.0,0.10637438646079506
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||||
2,ICMPFlood,0.25,4,15.0,0.08223327001478557
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||||
2,ICMPFlood,0.25,6,78.0,0.12417906807489384
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||||
2,ICMPFlood,0.25,7,34.0,0.10090076869943121
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||||
2,ICMPFlood,0.25,8,6.0,0.06539771257355617
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||||
2,ICMPFlood,0.25,9,131.0,0.14136521873911892
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||||
2,ICMPFlood,0.5,0,319.0,0.2493105304567318
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||||
2,ICMPFlood,0.5,1,181.0,0.18779523504916573
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||||
2,ICMPFlood,0.5,2,2.0,0.019740596840398562
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||||
2,ICMPFlood,0.5,3,42.0,0.0904627792847325
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||||
2,ICMPFlood,0.5,4,15.0,0.05406185094050751
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||||
2,ICMPFlood,0.5,6,78.0,0.12327998775547877
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||||
2,ICMPFlood,0.5,7,34.0,0.08139256588569753
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||||
2,ICMPFlood,0.5,8,6.0,0.03419171669930395
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||||
2,ICMPFlood,0.5,9,131.0,0.15976473708798375
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||||
2,ICMPFlood,0.75,0,319.0,0.3232455361475872
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||||
2,ICMPFlood,0.75,1,181.0,0.21132382119316426
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||||
2,ICMPFlood,0.75,2,2.0,0.007202147652402262
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||||
2,ICMPFlood,0.75,3,42.0,0.07065233048250502
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||||
2,ICMPFlood,0.75,4,15.0,0.032640587587648505
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||||
2,ICMPFlood,0.75,6,78.0,0.11239848977422752
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||||
2,ICMPFlood,0.75,7,34.0,0.06029741746110247
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||||
2,ICMPFlood,0.75,8,6.0,0.016417346398881243
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||||
2,ICMPFlood,0.75,9,131.0,0.16582232330248148
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||||
2,ICMPFlood,1.0,0,319.0,0.3948019801980198
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||||
2,ICMPFlood,1.0,1,181.0,0.22400990099009901
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||||
2,ICMPFlood,1.0,2,2.0,0.0024752475247524753
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2,ICMPFlood,1.0,3,42.0,0.05198019801980198
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||||
2,ICMPFlood,1.0,4,15.0,0.018564356435643563
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||||
2,ICMPFlood,1.0,6,78.0,0.09653465346534654
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||||
2,ICMPFlood,1.0,7,34.0,0.04207920792079208
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||||
2,ICMPFlood,1.0,8,6.0,0.007425742574257425
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||||
2,ICMPFlood,1.0,9,131.0,0.16212871287128713
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||||
3,SYNFlood,0.0,0,275.0,0.14285714285714285
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||||
3,SYNFlood,0.0,2,184.0,0.14285714285714285
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||||
3,SYNFlood,0.0,3,4762.0,0.14285714285714285
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3,SYNFlood,0.0,4,144.0,0.14285714285714285
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||||
3,SYNFlood,0.0,6,559.0,0.14285714285714285
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||||
3,SYNFlood,0.0,8,419.0,0.14285714285714285
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3,SYNFlood,0.0,9,462.0,0.14285714285714285
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||||
3,SYNFlood,0.25,0,275.0,0.12138052991939435
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3,SYNFlood,0.25,2,184.0,0.10977926316464857
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||||
3,SYNFlood,0.25,3,4762.0,0.24760716260736357
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3,SYNFlood,0.25,6,559.0,0.14493350920710557
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3,SYNFlood,0.25,8,419.0,0.13485571670458316
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3,SYNFlood,0.25,9,462.0,0.13818991497516897
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3,SYNFlood,0.5,0,275.0,0.0938161748210519
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3,SYNFlood,0.5,6,559.0,0.13375723373950532
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3,SYNFlood,1.0,0,275.0,0.04041146216017634
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||||
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||||
4,SYNScan,0.25,0,955.0,0.13325973462473037
|
||||
4,SYNScan,0.25,1,289.0,0.09883768435518707
|
||||
4,SYNScan,0.25,3,3021.0,0.17771978635960878
|
||||
4,SYNScan,0.25,4,447.0,0.11022369913352915
|
||||
4,SYNScan,0.25,6,2557.0,0.17046325740769808
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||||
4,SYNScan,0.25,8,237.0,0.09405571466469924
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||||
4,SYNScan,0.25,9,6524.0,0.2154401234545473
|
||||
4,SYNScan,0.5,0,955.0,0.1141421734766444
|
||||
4,SYNScan,0.5,1,289.0,0.06279041792011118
|
||||
4,SYNScan,0.5,3,3021.0,0.20301111425743315
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||||
4,SYNScan,0.5,4,447.0,0.07809050184844536
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||||
4,SYNScan,0.5,6,2557.0,0.18677116007062522
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||||
4,SYNScan,0.5,8,237.0,0.056861540996878936
|
||||
4,SYNScan,0.5,9,6524.0,0.29833309142986175
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||||
4,SYNScan,0.75,0,955.0,0.09077578373052109
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||||
4,SYNScan,0.75,1,289.0,0.03703743143838293
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||||
4,SYNScan,0.75,3,3021.0,0.2153180918470015
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||||
4,SYNScan,0.75,4,447.0,0.05136864627214475
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||||
4,SYNScan,0.75,6,2557.0,0.19000521651800475
|
||||
4,SYNScan,0.75,8,237.0,0.03191749051450674
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||||
4,SYNScan,0.75,9,6524.0,0.3835773396794383
|
||||
4,SYNScan,1.0,0,955.0,0.06806842480399145
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||||
4,SYNScan,1.0,1,289.0,0.02059871703492516
|
||||
4,SYNScan,1.0,3,3021.0,0.21532430506058448
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||||
4,SYNScan,1.0,4,447.0,0.03186029935851746
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||||
4,SYNScan,1.0,6,2557.0,0.18225231646471846
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||||
4,SYNScan,1.0,8,237.0,0.016892373485388454
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||||
4,SYNScan,1.0,9,6524.0,0.4650035637918746
|
||||
5,SlowrateDoS,0.0,0,11954.0,0.1111111111111111
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||||
5,SlowrateDoS,0.0,1,18.0,0.1111111111111111
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||||
5,SlowrateDoS,0.0,2,1454.0,0.1111111111111111
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||||
5,SlowrateDoS,0.0,3,16517.0,0.1111111111111111
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||||
5,SlowrateDoS,0.0,4,14314.0,0.1111111111111111
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||||
5,SlowrateDoS,0.0,5,1.0,0.1111111111111111
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||||
5,SlowrateDoS,0.0,6,23.0,0.1111111111111111
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||||
5,SlowrateDoS,0.0,8,810.0,0.1111111111111111
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5,SlowrateDoS,0.0,9,6096.0,0.1111111111111111
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||||
5,SlowrateDoS,0.25,0,11954.0,0.17927141850356157
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||||
5,SlowrateDoS,0.25,1,18.0,0.03531432164661825
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||||
5,SlowrateDoS,0.25,2,1454.0,0.10587022685033416
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||||
5,SlowrateDoS,0.25,3,16517.0,0.19436386841425637
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||||
5,SlowrateDoS,0.25,4,14314.0,0.18753096794193
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||||
5,SlowrateDoS,0.25,5,1.0,0.017144812582858975
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||||
5,SlowrateDoS,0.25,6,23.0,0.03754608863251031
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||||
5,SlowrateDoS,0.25,8,810.0,0.09146480161522308
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||||
5,SlowrateDoS,0.25,9,6096.0,0.15149349381270721
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||||
5,SlowrateDoS,0.5,0,11954.0,0.21345978141342606
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||||
5,SlowrateDoS,0.5,1,18.0,0.008283153072153878
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||||
5,SlowrateDoS,0.5,2,1454.0,0.07444604626600719
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||||
5,SlowrateDoS,0.5,3,16517.0,0.2509140722879234
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||||
5,SlowrateDoS,0.5,4,14314.0,0.2335823056971931
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||||
5,SlowrateDoS,0.5,5,1.0,0.0019523579023087306
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||||
5,SlowrateDoS,0.5,6,23.0,0.009363179572680904
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||||
5,SlowrateDoS,0.5,8,810.0,0.05556508001211688
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||||
5,SlowrateDoS,0.5,9,6096.0,0.15243402377618978
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||||
5,SlowrateDoS,0.75,0,11954.0,0.22836029833332683
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||||
5,SlowrateDoS,0.75,1,18.0,0.0017455811437802153
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||||
5,SlowrateDoS,0.75,2,1454.0,0.047033680857014426
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||||
5,SlowrateDoS,0.75,3,16517.0,0.29102750740371475
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||||
5,SlowrateDoS,0.75,4,14314.0,0.26140050528867015
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||||
5,SlowrateDoS,0.75,5,1.0,0.00019974948261012747
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||||
5,SlowrateDoS,0.75,6,23.0,0.002097884335091348
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||||
5,SlowrateDoS,0.75,8,810.0,0.030328394964407732
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||||
5,SlowrateDoS,0.75,9,6096.0,0.1378063981913845
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||||
5,SlowrateDoS,1.0,0,11954.0,0.23353585871412663
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||||
5,SlowrateDoS,1.0,1,18.0,0.00035165178658643794
|
||||
5,SlowrateDoS,1.0,2,1454.0,0.028405649872037822
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||||
5,SlowrateDoS,1.0,3,16517.0,0.32267958661378865
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||||
5,SlowrateDoS,1.0,4,14314.0,0.2796413151776818
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||||
5,SlowrateDoS,1.0,5,1.0,1.953621036591322e-05
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||||
5,SlowrateDoS,1.0,6,23.0,0.0004493328384160041
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||||
5,SlowrateDoS,1.0,8,810.0,0.015824330396389707
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||||
5,SlowrateDoS,1.0,9,6096.0,0.119092738390607
|
||||
6,TCPConnectScan,0.0,0,92.0,0.1111111111111111
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||||
6,TCPConnectScan,0.0,1,52.0,0.1111111111111111
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||||
6,TCPConnectScan,0.0,2,63.0,0.1111111111111111
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||||
6,TCPConnectScan,0.0,3,1548.0,0.1111111111111111
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||||
6,TCPConnectScan,0.0,4,10870.0,0.1111111111111111
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||||
6,TCPConnectScan,0.0,5,118.0,0.1111111111111111
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||||
6,TCPConnectScan,0.0,7,81.0,0.1111111111111111
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||||
6,TCPConnectScan,0.0,8,2.0,0.1111111111111111
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||||
6,TCPConnectScan,0.0,9,1211.0,0.1111111111111111
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||||
6,TCPConnectScan,0.25,0,92.0,0.08051129497159426
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||||
6,TCPConnectScan,0.25,1,52.0,0.06980888334135722
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||||
6,TCPConnectScan,0.25,2,63.0,0.07323943622389732
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||||
6,TCPConnectScan,0.25,3,1548.0,0.16306193599490718
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||||
6,TCPConnectScan,0.25,4,10870.0,0.2654405332993632
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||||
6,TCPConnectScan,0.25,5,118.0,0.08568017740086048
|
||||
6,TCPConnectScan,0.25,7,81.0,0.077988597428874
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||||
6,TCPConnectScan,0.25,8,2.0,0.03091486498383329
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||||
6,TCPConnectScan,0.25,9,1211.0,0.1533542763553131
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||||
6,TCPConnectScan,0.5,0,92.0,0.04273971824175099
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||||
6,TCPConnectScan,0.5,1,52.0,0.03213212242140485
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||||
6,TCPConnectScan,0.5,2,63.0,0.03536779754135363
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||||
6,TCPConnectScan,0.5,3,1548.0,0.17531667254400082
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||||
6,TCPConnectScan,0.5,4,10870.0,0.46457144595182664
|
||||
6,TCPConnectScan,0.5,5,118.0,0.04840372052886365
|
||||
6,TCPConnectScan,0.5,7,81.0,0.0401033128776443
|
||||
6,TCPConnectScan,0.5,8,2.0,0.006301627663072907
|
||||
6,TCPConnectScan,0.5,9,1211.0,0.15506358223008215
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||||
6,TCPConnectScan,0.75,0,92.0,0.017975645669827615
|
||||
6,TCPConnectScan,0.75,1,52.0,0.011717801480295843
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||||
6,TCPConnectScan,0.75,2,63.0,0.01353159654247742
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||||
6,TCPConnectScan,0.75,3,1548.0,0.14933852088652536
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||||
6,TCPConnectScan,0.75,4,10870.0,0.6441926811565495
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||||
6,TCPConnectScan,0.75,5,118.0,0.021664822429362615
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||||
6,TCPConnectScan,0.75,7,81.0,0.016338319798164115
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||||
6,TCPConnectScan,0.75,8,2.0,0.0010176914481144442
|
||||
6,TCPConnectScan,0.75,9,1211.0,0.12422292058868313
|
||||
6,TCPConnectScan,1.0,0,92.0,0.006554107002920852
|
||||
6,TCPConnectScan,1.0,1,52.0,0.0037044952625204814
|
||||
6,TCPConnectScan,1.0,2,63.0,0.004488138491130583
|
||||
6,TCPConnectScan,1.0,3,1548.0,0.11027997435349433
|
||||
6,TCPConnectScan,1.0,4,10870.0,0.7743819904538006
|
||||
6,TCPConnectScan,1.0,5,118.0,0.008406354634181093
|
||||
6,TCPConnectScan,1.0,7,81.0,0.00577046377431075
|
||||
6,TCPConnectScan,1.0,8,2.0,0.0001424805870200185
|
||||
6,TCPConnectScan,1.0,9,1211.0,0.08627199544062121
|
||||
7,UDPFlood,0.0,0,127301.0,0.1
|
||||
7,UDPFlood,0.0,1,62527.0,0.1
|
||||
7,UDPFlood,0.0,2,319.0,0.1
|
||||
7,UDPFlood,0.0,3,1.0,0.1
|
||||
7,UDPFlood,0.0,4,1606.0,0.1
|
||||
7,UDPFlood,0.0,5,2869.0,0.1
|
||||
7,UDPFlood,0.0,6,94879.0,0.1
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||||
7,UDPFlood,0.0,7,26932.0,0.1
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||||
7,UDPFlood,0.0,8,1195.0,0.1
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||||
7,UDPFlood,0.0,9,2509.0,0.1
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||||
7,UDPFlood,0.25,0,127301.0,0.19494155638250327
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||||
7,UDPFlood,0.25,1,62527.0,0.16319745179368214
|
||||
7,UDPFlood,0.25,2,319.0,0.043615830463675065
|
||||
7,UDPFlood,0.25,3,1.0,0.010320398697532216
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||||
7,UDPFlood,0.25,4,1606.0,0.06533303906307414
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||||
7,UDPFlood,0.25,5,2869.0,0.07553167440226398
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||||
7,UDPFlood,0.25,6,94879.0,0.18112942145737526
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||||
7,UDPFlood,0.25,7,26932.0,0.1322097934462644
|
||||
7,UDPFlood,0.25,8,1195.0,0.06067900512315013
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||||
7,UDPFlood,0.25,9,2509.0,0.07304182917047942
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||||
7,UDPFlood,0.5,0,127301.0,0.2795878410371301
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||||
7,UDPFlood,0.5,1,62527.0,0.1959458946963867
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||||
7,UDPFlood,0.5,2,319.0,0.013995799569229908
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||||
7,UDPFlood,0.5,3,1.0,0.0007836143363650998
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||||
7,UDPFlood,0.5,4,1606.0,0.03140328953501539
|
||||
7,UDPFlood,0.5,5,2869.0,0.041972771499892536
|
||||
7,UDPFlood,0.5,6,94879.0,0.24137229636414367
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||||
7,UDPFlood,0.5,7,26932.0,0.12859872885500095
|
||||
7,UDPFlood,0.5,8,1195.0,0.027088585357074563
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||||
7,UDPFlood,0.5,9,2509.0,0.039251178749761154
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||||
7,UDPFlood,0.75,0,127301.0,0.34593412427927667
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||||
7,UDPFlood,0.75,1,62527.0,0.20296457197559048
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||||
7,UDPFlood,0.75,2,319.0,0.0038744722569765463
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||||
7,UDPFlood,0.75,3,1.0,5.132979658493474e-05
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||||
7,UDPFlood,0.75,4,1606.0,0.013022030220960205
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||||
7,UDPFlood,0.75,5,2869.0,0.02012182902026754
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||||
7,UDPFlood,0.75,6,94879.0,0.2774898596186394
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||||
7,UDPFlood,0.75,7,26932.0,0.10791231205770205
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||||
7,UDPFlood,0.75,8,1195.0,0.010432670045756706
|
||||
7,UDPFlood,0.75,9,2509.0,0.01819680072824549
|
||||
7,UDPFlood,1.0,0,127301.0,0.3976441409642092
|
||||
7,UDPFlood,1.0,1,62527.0,0.19531264642123083
|
||||
7,UDPFlood,1.0,2,319.0,0.0009964452829717184
|
||||
7,UDPFlood,1.0,3,1.0,3.1236529246762336e-06
|
||||
7,UDPFlood,1.0,4,1606.0,0.00501658659703003
|
||||
7,UDPFlood,1.0,5,2869.0,0.008961760240896113
|
||||
7,UDPFlood,1.0,6,94879.0,0.2963690658403563
|
||||
7,UDPFlood,1.0,7,26932.0,0.08412622056738031
|
||||
7,UDPFlood,1.0,8,1195.0,0.0037327652449880987
|
||||
7,UDPFlood,1.0,9,2509.0,0.00783724518801267
|
||||
8,UDPScan,0.0,0,2.0,0.1
|
||||
8,UDPScan,0.0,1,4601.0,0.1
|
||||
8,UDPScan,0.0,2,4159.0,0.1
|
||||
8,UDPScan,0.0,3,5.0,0.1
|
||||
8,UDPScan,0.0,4,28.0,0.1
|
||||
8,UDPScan,0.0,5,732.0,0.1
|
||||
8,UDPScan,0.0,6,1052.0,0.1
|
||||
8,UDPScan,0.0,7,389.0,0.1
|
||||
8,UDPScan,0.0,8,145.0,0.1
|
||||
8,UDPScan,0.0,9,21.0,0.1
|
||||
8,UDPScan,0.25,0,2.0,0.028180334797835844
|
||||
8,UDPScan,0.25,1,4601.0,0.19516489751205363
|
||||
8,UDPScan,0.25,2,4159.0,0.1902987254858701
|
||||
8,UDPScan,0.25,3,5.0,0.0354348950344561
|
||||
8,UDPScan,0.25,4,28.0,0.05451024793479022
|
||||
8,UDPScan,0.25,5,732.0,0.12325836988568137
|
||||
8,UDPScan,0.25,6,1052.0,0.1349561202305975
|
||||
8,UDPScan,0.25,7,389.0,0.10523883938623414
|
||||
8,UDPScan,0.25,8,145.0,0.08223006813350511
|
||||
8,UDPScan,0.25,9,21.0,0.050727501598975974
|
||||
8,UDPScan,0.5,0,2.0,0.005964627445420855
|
||||
8,UDPScan,0.5,1,4601.0,0.286084574355936
|
||||
8,UDPScan,0.5,2,4159.0,0.27199616758341927
|
||||
8,UDPScan,0.5,3,5.0,0.009430904060940779
|
||||
8,UDPScan,0.5,4,28.0,0.022317592340513524
|
||||
8,UDPScan,0.5,5,732.0,0.11411004200304363
|
||||
8,UDPScan,0.5,6,1052.0,0.13679688072453705
|
||||
8,UDPScan,0.5,7,389.0,0.08318463691955907
|
||||
8,UDPScan,0.5,8,145.0,0.05078697264844016
|
||||
8,UDPScan,0.5,9,21.0,0.01932760191818972
|
||||
8,UDPScan,0.75,0,2.0,0.0010791952247688897
|
||||
8,UDPScan,0.75,1,4601.0,0.358481454654734
|
||||
8,UDPScan,0.75,2,4159.0,0.3323297405659491
|
||||
8,UDPScan,0.75,3,5.0,0.00214563093220969
|
||||
8,UDPScan,0.75,4,28.0,0.007810809427180068
|
||||
8,UDPScan,0.75,5,732.0,0.09030479873648732
|
||||
8,UDPScan,0.75,6,1052.0,0.11853301278352277
|
||||
8,UDPScan,0.75,7,389.0,0.05620691114265718
|
||||
8,UDPScan,0.75,8,145.0,0.02681350081725221
|
||||
8,UDPScan,0.75,9,21.0,0.0062949457152386736
|
||||
8,UDPScan,1.0,0,2.0,0.00017962996227770793
|
||||
8,UDPScan,1.0,1,4601.0,0.41323872821986707
|
||||
8,UDPScan,1.0,2,4159.0,0.3735405065564936
|
||||
8,UDPScan,1.0,3,5.0,0.0004490749056942698
|
||||
8,UDPScan,1.0,4,28.0,0.002514819471887911
|
||||
8,UDPScan,1.0,5,732.0,0.0657445661936411
|
||||
8,UDPScan,1.0,6,1052.0,0.09448536015807436
|
||||
8,UDPScan,1.0,7,389.0,0.03493802766301419
|
||||
8,UDPScan,1.0,8,145.0,0.013023172265133824
|
||||
8,UDPScan,1.0,9,21.0,0.0018861146039159333
|
||||
|
+10527
File diff suppressed because it is too large.
Load diff
+46
@@ -0,0 +1,46 @@
|
||||
class_id,class_name,beta,n_contributors,support_min,support_max,support_mean,prototype_norm,reference_norm_beta0,displacement_from_beta0,relative_displacement
|
||||
0,Benign,0.0,10,30,177603,33441.5,5.4069697594628705,5.4069697594628705,0.0,0.0
|
||||
0,Benign,0.25,10,30,177603,33441.5,5.954529389574349,5.4069697594628705,0.8876076205861215,0.16415990103009132
|
||||
0,Benign,0.5,10,30,177603,33441.5,6.144751292003865,5.4069697594628705,1.4111850184226915,0.26099369539712
|
||||
0,Benign,0.75,10,30,177603,33441.5,6.25335954752643,5.4069697594628705,1.8445119301791169,0.34113598045393007
|
||||
0,Benign,1.0,10,30,177603,33441.5,6.3594434638337125,5.4069697594628705,2.2297970851320548,0.41239311191441974
|
||||
1,HTTPFlood,0.0,9,5,45645,10952.111111111111,6.925042959207617,6.925042959207617,0.0,0.0
|
||||
1,HTTPFlood,0.25,9,5,45645,10952.111111111111,7.969082073043448,6.925042959207617,2.493621335295037,0.36008748970712007
|
||||
1,HTTPFlood,0.5,9,5,45645,10952.111111111111,8.849271148015852,6.925042959207617,3.794387264165223,0.5479225596889853
|
||||
1,HTTPFlood,0.75,9,5,45645,10952.111111111111,9.320747126387532,6.925042959207617,4.335371355638661,0.6260425214942965
|
||||
1,HTTPFlood,1.0,9,5,45645,10952.111111111111,9.579115378650009,6.925042959207617,4.568007220248393,0.6596359397561162
|
||||
2,ICMPFlood,0.0,10,1,257,80.8,3.5187103786750806,3.5187103786750806,0.0,0.0
|
||||
2,ICMPFlood,0.25,10,1,257,80.8,3.4784453204126375,3.5187103786750806,0.4343070399698495,0.12342790205239383
|
||||
2,ICMPFlood,0.5,10,1,257,80.8,3.5018290963821856,3.5187103786750806,0.8122357436110442,0.23083336114661412
|
||||
2,ICMPFlood,0.75,10,1,257,80.8,3.555235242590015,3.5187103786750806,1.1242925405691615,0.31951835177537335
|
||||
2,ICMPFlood,1.0,10,1,257,80.8,3.6122180009153033,3.5187103786750806,1.3651237518748625,0.38796138498584815
|
||||
3,SYNFlood,0.0,9,10,2997,756.1111111111111,3.602427395576666,3.602427395576666,0.0,0.0
|
||||
3,SYNFlood,0.25,9,10,2997,756.1111111111111,3.7170325352247615,3.602427395576666,0.8252011580623237,0.22906808866587244
|
||||
3,SYNFlood,0.5,9,10,2997,756.1111111111111,3.9366830111056945,3.602427395576666,1.4792680248989687,0.41063090590398194
|
||||
3,SYNFlood,0.75,9,10,2997,756.1111111111111,4.192661628297308,3.602427395576666,2.0134806283969633,0.5589233056769631
|
||||
3,SYNFlood,1.0,9,10,2997,756.1111111111111,4.457386931552797,3.602427395576666,2.4733715743601437,0.686584711574517
|
||||
4,SYNScan,0.0,10,7,3477,1403.0,7.123906444142237,7.123906444142237,0.0,0.0
|
||||
4,SYNScan,0.25,10,7,3477,1403.0,7.638224173789973,7.123906444142237,1.5488552563148965,0.21741656329421216
|
||||
4,SYNScan,0.5,10,7,3477,1403.0,8.138851470140686,7.123906444142237,2.3927915245442595,0.33588194108188724
|
||||
4,SYNScan,0.75,10,7,3477,1403.0,8.504577685119415,7.123906444142237,2.8852100078218097,0.4050039161019902
|
||||
4,SYNScan,1.0,10,7,3477,1403.0,8.774604300551639,7.123906444142237,3.221625006812455,0.4522273042287768
|
||||
5,SlowrateDoS,0.0,8,211,23478,6398.375,6.778500704146057,6.778500704146057,0.0,0.0
|
||||
5,SlowrateDoS,0.25,8,211,23478,6398.375,6.970643130170447,6.778500704146057,0.6360527254229128,0.09383383629861872
|
||||
5,SlowrateDoS,0.5,8,211,23478,6398.375,7.13579258347482,6.778500704146057,1.1998085307374826,0.17700205150139203
|
||||
5,SlowrateDoS,0.75,8,211,23478,6398.375,7.23797806592882,6.778500704146057,1.6210915535404906,0.2391519340772441
|
||||
5,SlowrateDoS,1.0,8,211,23478,6398.375,7.288125880912115,6.778500704146057,1.9307066968343345,0.28482798499282025
|
||||
6,TCPConnectScan,0.0,8,36,3627,1754.625,4.301199537839672,4.301199537839672,0.0,0.0
|
||||
6,TCPConnectScan,0.25,8,36,3627,1754.625,4.6066644200397935,4.301199537839672,0.6537313330671829,0.15198814361342725
|
||||
6,TCPConnectScan,0.5,8,36,3627,1754.625,4.804967718756912,4.301199537839672,1.0010289564442711,0.2327325081381948
|
||||
6,TCPConnectScan,0.75,8,36,3627,1754.625,4.924222490655145,4.301199537839672,1.18775088756344,0.2761441028518295
|
||||
6,TCPConnectScan,1.0,8,36,3627,1754.625,4.9994190342040765,4.301199537839672,1.295671893418565,0.30123501177286266
|
||||
7,UDPFlood,0.0,10,1,128338,32013.8,4.925457670543533,4.925457670543533,0.0,0.0
|
||||
7,UDPFlood,0.25,10,1,128338,32013.8,5.958040768670098,4.925457670543533,1.7761444082059492,0.36060494821183764
|
||||
7,UDPFlood,0.5,10,1,128338,32013.8,6.318712334786854,4.925457670543533,2.360559543684275,0.47925689379110686
|
||||
7,UDPFlood,0.75,10,1,128338,32013.8,6.475170292267285,4.925457670543533,2.6005389219609754,0.5279791434435374
|
||||
7,UDPFlood,1.0,10,1,128338,32013.8,6.574409430690211,4.925457670543533,2.732891778970345,0.5548503229079148
|
||||
8,UDPScan,0.0,6,67,5172,1855.6666666666667,8.588165854572026,8.588165854572026,0.0,0.0
|
||||
8,UDPScan,0.25,6,67,5172,1855.6666666666667,8.90984385985422,8.588165854572026,0.6771295146958447,0.07884448509286365
|
||||
8,UDPScan,0.5,6,67,5172,1855.6666666666667,9.293652714707756,8.588165854572026,1.2507347363831056,0.14563467422060325
|
||||
8,UDPScan,0.75,6,67,5172,1855.6666666666667,9.681919016480817,8.588165854572026,1.7606111434796103,0.20500432493887216
|
||||
8,UDPScan,1.0,6,67,5172,1855.6666666666667,10.04587873772142,8.588165854572026,2.2249036815471888,0.25906622196434775
|
||||
|
+401
@@ -0,0 +1,401 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,Benign,0.0,0,39367.0,0.1
|
||||
0,Benign,0.0,1,6206.0,0.1
|
||||
0,Benign,0.0,2,30.0,0.1
|
||||
0,Benign,0.0,3,5914.0,0.1
|
||||
0,Benign,0.0,4,42476.0,0.1
|
||||
0,Benign,0.0,5,3442.0,0.1
|
||||
0,Benign,0.0,6,43284.0,0.1
|
||||
0,Benign,0.0,7,505.0,0.1
|
||||
0,Benign,0.0,8,15588.0,0.1
|
||||
0,Benign,0.0,9,177603.0,0.1
|
||||
0,Benign,0.25,0,39367.0,0.13170037704723253
|
||||
0,Benign,0.25,1,6206.0,0.08298639159784725
|
||||
0,Benign,0.25,2,30.0,0.021881860848661158
|
||||
0,Benign,0.25,3,5914.0,0.08199252639226115
|
||||
0,Benign,0.25,4,42476.0,0.13422698688322265
|
||||
0,Benign,0.25,5,3442.0,0.071615438386173
|
||||
0,Benign,0.25,6,43284.0,0.1348608166898404
|
||||
0,Benign,0.25,7,505.0,0.044322758621573755
|
||||
0,Benign,0.25,8,15588.0,0.10447239178601432
|
||||
0,Benign,0.25,9,177603.0,0.19194045174717372
|
||||
0,Benign,0.5,0,39367.0,0.1416073087166804
|
||||
0,Benign,0.5,1,6206.0,0.056224473139143916
|
||||
0,Benign,0.5,2,30.0,0.003909130206023965
|
||||
0,Benign,0.5,3,5914.0,0.05488582151299063
|
||||
0,Benign,0.5,4,42476.0,0.14709276607522856
|
||||
0,Benign,0.5,5,3442.0,0.041872119222957783
|
||||
0,Benign,0.5,6,43284.0,0.14848521189170294
|
||||
0,Benign,0.5,7,505.0,0.016038553528568512
|
||||
0,Benign,0.5,8,15588.0,0.08910759195259627
|
||||
0,Benign,0.5,9,177603.0,0.300777023754107
|
||||
0,Benign,0.75,0,39367.0,0.13473281304064472
|
||||
0,Benign,0.75,1,6206.0,0.033707998477434185
|
||||
0,Benign,0.75,2,30.0,0.0006179667072317961
|
||||
0,Benign,0.75,3,5914.0,0.03251135927080314
|
||||
0,Benign,0.75,4,42476.0,0.14263688514335277
|
||||
0,Benign,0.75,5,3442.0,0.021663682729432702
|
||||
0,Benign,0.75,6,43284.0,0.14466706762115294
|
||||
0,Benign,0.75,7,505.0,0.005135617508349812
|
||||
0,Benign,0.75,8,15588.0,0.06725381656910305
|
||||
0,Benign,0.75,9,177603.0,0.41707279293249483
|
||||
0,Benign,1.0,0,39367.0,0.11771900183903233
|
||||
0,Benign,1.0,1,6206.0,0.018557780003887386
|
||||
0,Benign,1.0,2,30.0,8.970889463690324e-05
|
||||
0,Benign,1.0,3,5914.0,0.017684613429421528
|
||||
0,Benign,1.0,4,42476.0,0.1270158336199034
|
||||
0,Benign,1.0,5,3442.0,0.0102926005113407
|
||||
0,Benign,1.0,6,43284.0,0.129431993182124
|
||||
0,Benign,1.0,7,505.0,0.0015100997263878713
|
||||
0,Benign,1.0,8,15588.0,0.04661274165333493
|
||||
0,Benign,1.0,9,177603.0,0.5310856271399309
|
||||
1,HTTPFlood,0.0,1,45645.0,0.1111111111111111
|
||||
1,HTTPFlood,0.0,2,28.0,0.1111111111111111
|
||||
1,HTTPFlood,0.0,3,365.0,0.1111111111111111
|
||||
1,HTTPFlood,0.0,4,30225.0,0.1111111111111111
|
||||
1,HTTPFlood,0.0,5,5.0,0.1111111111111111
|
||||
1,HTTPFlood,0.0,6,660.0,0.1111111111111111
|
||||
1,HTTPFlood,0.0,7,11422.0,0.1111111111111111
|
||||
1,HTTPFlood,0.0,8,9984.0,0.1111111111111111
|
||||
1,HTTPFlood,0.0,9,235.0,0.1111111111111111
|
||||
1,HTTPFlood,0.25,1,45645.0,0.22388502880161223
|
||||
1,HTTPFlood,0.25,2,28.0,0.0352343495265505
|
||||
1,HTTPFlood,0.25,3,365.0,0.06694990522028911
|
||||
1,HTTPFlood,0.25,4,30225.0,0.2019613791777471
|
||||
1,HTTPFlood,0.25,5,5.0,0.022904417506488816
|
||||
1,HTTPFlood,0.25,6,660.0,0.0776359254444899
|
||||
1,HTTPFlood,0.25,7,11422.0,0.15834789314875206
|
||||
1,HTTPFlood,0.25,8,9984.0,0.15310976626196668
|
||||
1,HTTPFlood,0.25,9,235.0,0.05997133491210364
|
||||
1,HTTPFlood,0.5,1,45645.0,0.32275543263300194
|
||||
1,HTTPFlood,0.5,2,28.0,0.0079938495640027
|
||||
1,HTTPFlood,0.5,3,365.0,0.028861798318480323
|
||||
1,HTTPFlood,0.5,4,30225.0,0.2626395406322719
|
||||
1,HTTPFlood,0.5,5,5.0,0.0033780179853382893
|
||||
1,HTTPFlood,0.5,6,660.0,0.03881047187581597
|
||||
1,HTTPFlood,0.5,7,11422.0,0.16145371158748256
|
||||
1,HTTPFlood,0.5,8,9984.0,0.1509486528621844
|
||||
1,HTTPFlood,0.5,9,235.0,0.023158524541421907
|
||||
1,HTTPFlood,0.75,1,45645.0,0.39994751495995673
|
||||
1,HTTPFlood,0.75,2,28.0,0.0015589300105858818
|
||||
1,HTTPFlood,0.75,3,365.0,0.010694924978066535
|
||||
1,HTTPFlood,0.75,4,30225.0,0.293584299432055
|
||||
1,HTTPFlood,0.75,5,5.0,0.0004282383897657904
|
||||
1,HTTPFlood,0.75,6,660.0,0.01667692769327548
|
||||
1,HTTPFlood,0.75,7,11422.0,0.1415026948909936
|
||||
1,HTTPFlood,0.75,8,9984.0,0.12791943230260616
|
||||
1,HTTPFlood,0.75,9,235.0,0.007687037342694869
|
||||
1,HTTPFlood,1.0,1,45645.0,0.46307662652558107
|
||||
1,HTTPFlood,1.0,2,28.0,0.0002840649697166452
|
||||
1,HTTPFlood,1.0,3,365.0,0.0037029897838062676
|
||||
1,HTTPFlood,1.0,4,30225.0,0.3066379896316286
|
||||
1,HTTPFlood,1.0,5,5.0,5.0725887449400926e-05
|
||||
1,HTTPFlood,1.0,6,660.0,0.006695817143320923
|
||||
1,HTTPFlood,1.0,7,11422.0,0.11587821728941147
|
||||
1,HTTPFlood,1.0,8,9984.0,0.10128945205896377
|
||||
1,HTTPFlood,1.0,9,235.0,0.0023841167101218436
|
||||
2,ICMPFlood,0.0,0,27.0,0.1
|
||||
2,ICMPFlood,0.0,1,78.0,0.1
|
||||
2,ICMPFlood,0.0,2,4.0,0.1
|
||||
2,ICMPFlood,0.0,3,225.0,0.1
|
||||
2,ICMPFlood,0.0,4,257.0,0.1
|
||||
2,ICMPFlood,0.0,5,2.0,0.1
|
||||
2,ICMPFlood,0.0,6,1.0,0.1
|
||||
2,ICMPFlood,0.0,7,29.0,0.1
|
||||
2,ICMPFlood,0.0,8,11.0,0.1
|
||||
2,ICMPFlood,0.0,9,174.0,0.1
|
||||
2,ICMPFlood,0.25,0,27.0,0.09302088942793421
|
||||
2,ICMPFlood,0.25,1,78.0,0.12127274205942781
|
||||
2,ICMPFlood,0.25,2,4.0,0.057710461133089815
|
||||
2,ICMPFlood,0.25,3,225.0,0.15804660683309218
|
||||
2,ICMPFlood,0.25,4,257.0,0.16338900481336016
|
||||
2,ICMPFlood,0.25,5,2.0,0.04852851988945404
|
||||
2,ICMPFlood,0.25,6,1.0,0.04080745841261049
|
||||
2,ICMPFlood,0.25,7,29.0,0.09469761607481063
|
||||
2,ICMPFlood,0.25,8,11.0,0.07431692266783424
|
||||
2,ICMPFlood,0.25,9,174.0,0.14820977868838636
|
||||
2,ICMPFlood,0.5,0,27.0,0.07280987260602409
|
||||
2,ICMPFlood,0.5,1,78.0,0.12375298706677387
|
||||
2,ICMPFlood,0.5,2,4.0,0.028024533032500243
|
||||
2,ICMPFlood,0.5,3,225.0,0.21018399774375182
|
||||
2,ICMPFlood,0.5,4,257.0,0.22463372080135935
|
||||
2,ICMPFlood,0.5,5,2.0,0.019816337346867323
|
||||
2,ICMPFlood,0.5,6,1.0,0.014012266516250121
|
||||
2,ICMPFlood,0.5,7,29.0,0.07545836451149936
|
||||
2,ICMPFlood,0.5,8,11.0,0.04647343049686205
|
||||
2,ICMPFlood,0.5,9,174.0,0.18483448987811185
|
||||
2,ICMPFlood,0.75,0,27.0,0.050982331449637104
|
||||
2,ICMPFlood,0.75,1,78.0,0.11297122056955164
|
||||
2,ICMPFlood,0.75,2,4.0,0.012174240095564837
|
||||
2,ICMPFlood,0.75,3,225.0,0.2500539720309266
|
||||
2,ICMPFlood,0.75,4,257.0,0.27627825957486796
|
||||
2,ICMPFlood,0.75,5,2.0,0.007238846470698555
|
||||
2,ICMPFlood,0.75,6,1.0,0.004304243863683529
|
||||
2,ICMPFlood,0.75,7,29.0,0.0537892349630109
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||||
2,ICMPFlood,0.75,8,11.0,0.025998086408268926
|
||||
2,ICMPFlood,0.75,9,174.0,0.2062095645737899
|
||||
2,ICMPFlood,1.0,0,27.0,0.03341584158415842
|
||||
2,ICMPFlood,1.0,1,78.0,0.09653465346534654
|
||||
2,ICMPFlood,1.0,2,4.0,0.0049504950495049506
|
||||
2,ICMPFlood,1.0,3,225.0,0.2784653465346535
|
||||
2,ICMPFlood,1.0,4,257.0,0.3180693069306931
|
||||
2,ICMPFlood,1.0,5,2.0,0.0024752475247524753
|
||||
2,ICMPFlood,1.0,6,1.0,0.0012376237623762376
|
||||
2,ICMPFlood,1.0,7,29.0,0.03589108910891089
|
||||
2,ICMPFlood,1.0,8,11.0,0.013613861386138614
|
||||
2,ICMPFlood,1.0,9,174.0,0.21534653465346534
|
||||
3,SYNFlood,0.0,0,2997.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,2,408.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,3,708.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,4,1743.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,5,97.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,6,10.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,7,518.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,8,276.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,9,48.0,0.1111111111111111
|
||||
3,SYNFlood,0.25,0,2997.0,0.18539922569632736
|
||||
3,SYNFlood,0.25,2,408.0,0.11261630428591847
|
||||
3,SYNFlood,0.25,3,708.0,0.12925416449350027
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||||
3,SYNFlood,0.25,4,1743.0,0.16190511783623032
|
||||
3,SYNFlood,0.25,5,97.0,0.07863740324670904
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||||
3,SYNFlood,0.25,6,10.0,0.04455908151771991
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||||
3,SYNFlood,0.25,7,518.0,0.11954149151794385
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||||
3,SYNFlood,0.25,8,276.0,0.1021323913751818
|
||||
3,SYNFlood,0.25,9,48.0,0.065954820030469
|
||||
3,SYNFlood,0.5,0,2997.0,0.27019343510153104
|
||||
3,SYNFlood,0.5,2,408.0,0.09969227408430091
|
||||
3,SYNFlood,0.5,3,708.0,0.13132519372264445
|
||||
3,SYNFlood,0.5,4,1743.0,0.2060535564756116
|
||||
3,SYNFlood,0.5,5,97.0,0.04860906734470088
|
||||
3,SYNFlood,0.5,6,10.0,0.015607430916276942
|
||||
3,SYNFlood,0.5,7,518.0,0.11233014025616324
|
||||
3,SYNFlood,0.5,8,276.0,0.08199473418857738
|
||||
3,SYNFlood,0.5,9,48.0,0.03419416791019361
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||||
3,SYNFlood,0.75,0,2997.0,0.35722054227191774
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||||
3,SYNFlood,0.75,2,408.0,0.08006016678595779
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||||
3,SYNFlood,0.75,3,708.0,0.12104484857355456
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||||
3,SYNFlood,0.75,4,1743.0,0.23789998164655476
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||||
3,SYNFlood,0.75,5,97.0,0.027258387990227
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||||
3,SYNFlood,0.75,6,10.0,0.0049593112775689245
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||||
3,SYNFlood,0.75,7,518.0,0.0957565935389799
|
||||
3,SYNFlood,0.75,8,276.0,0.05971771471686961
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||||
3,SYNFlood,0.75,9,48.0,0.016082453198369765
|
||||
3,SYNFlood,1.0,0,2997.0,0.44041146216017635
|
||||
3,SYNFlood,1.0,2,408.0,0.05995591476855253
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||||
3,SYNFlood,1.0,3,708.0,0.10404114621601764
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||||
3,SYNFlood,1.0,4,1743.0,0.25613519470977225
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||||
3,SYNFlood,1.0,5,97.0,0.014254224834680381
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||||
3,SYNFlood,1.0,6,10.0,0.0014695077149155032
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||||
3,SYNFlood,1.0,7,518.0,0.07612049963262307
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||||
3,SYNFlood,1.0,8,276.0,0.04055841293166789
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||||
3,SYNFlood,1.0,9,48.0,0.007053637031594416
|
||||
4,SYNScan,0.0,0,3051.0,0.1
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||||
4,SYNScan,0.0,1,7.0,0.1
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||||
4,SYNScan,0.0,2,3477.0,0.1
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||||
4,SYNScan,0.0,3,362.0,0.1
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||||
4,SYNScan,0.0,4,1514.0,0.1
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||||
4,SYNScan,0.0,5,17.0,0.1
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||||
4,SYNScan,0.0,6,1401.0,0.1
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||||
4,SYNScan,0.0,7,107.0,0.1
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||||
4,SYNScan,0.0,8,3125.0,0.1
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||||
4,SYNScan,0.0,9,969.0,0.1
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||||
4,SYNScan,0.25,0,3051.0,0.14359255057502363
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||||
4,SYNScan,0.25,1,7.0,0.03142648928672775
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||||
4,SYNScan,0.25,2,3477.0,0.14836194920378457
|
||||
4,SYNScan,0.25,3,362.0,0.08427494941033599
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||||
4,SYNScan,0.25,4,1514.0,0.12051825272673274
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||||
4,SYNScan,0.25,5,17.0,0.03923138027939799
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||||
4,SYNScan,0.25,6,1401.0,0.11820365119329321
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||||
4,SYNScan,0.25,7,107.0,0.06213943530664659
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||||
4,SYNScan,0.25,8,3125.0,0.14445542730530683
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||||
4,SYNScan,0.25,9,969.0,0.10779591471275071
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||||
4,SYNScan,0.5,0,3051.0,0.17607201606195305
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||||
4,SYNScan,0.5,1,7.0,0.008433702035089034
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||||
4,SYNScan,0.5,2,3477.0,0.18796265832338077
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||||
4,SYNScan,0.5,3,362.0,0.060648982403467395
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||||
4,SYNScan,0.5,4,1514.0,0.1240315499294034
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||||
4,SYNScan,0.5,5,17.0,0.013142975365914801
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||||
4,SYNScan,0.5,6,1401.0,0.11931314701439326
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||||
4,SYNScan,0.5,7,107.0,0.03297320191519849
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||||
4,SYNScan,0.5,8,3125.0,0.17819447895170112
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||||
4,SYNScan,0.5,9,969.0,0.09922728799949875
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||||
4,SYNScan,0.75,0,3051.0,0.19970688033445705
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||||
4,SYNScan,0.75,1,7.0,0.0020935575405492766
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||||
4,SYNScan,0.75,2,3477.0,0.220274837634516
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||||
4,SYNScan,0.75,3,362.0,0.04037316527933497
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||||
4,SYNScan,0.75,4,1514.0,0.11807440837003938
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||||
4,SYNScan,0.75,5,17.0,0.004072846691169607
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||||
4,SYNScan,0.75,6,1401.0,0.11140122673270947
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||||
4,SYNScan,0.75,7,107.0,0.01618449694744934
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||||
4,SYNScan,0.75,8,3125.0,0.20332879554754937
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||||
4,SYNScan,0.75,9,969.0,0.08448978492222552
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||||
4,SYNScan,1.0,0,3051.0,0.21746258018531717
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||||
4,SYNScan,1.0,1,7.0,0.0004989308624376336
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||||
4,SYNScan,1.0,2,3477.0,0.24782608695652175
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||||
4,SYNScan,1.0,3,362.0,0.025801853171774768
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||||
4,SYNScan,1.0,4,1514.0,0.10791161796151105
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||||
4,SYNScan,1.0,5,17.0,0.0012116892373485388
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||||
4,SYNScan,1.0,6,1401.0,0.09985744832501782
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||||
4,SYNScan,1.0,7,107.0,0.007626514611546686
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||||
4,SYNScan,1.0,8,3125.0,0.22273699215965787
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||||
4,SYNScan,1.0,9,969.0,0.06906628652886672
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||||
5,SlowrateDoS,0.0,1,442.0,0.125
|
||||
5,SlowrateDoS,0.0,2,290.0,0.125
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||||
5,SlowrateDoS,0.0,3,11227.0,0.125
|
||||
5,SlowrateDoS,0.0,4,6019.0,0.125
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||||
5,SlowrateDoS,0.0,5,211.0,0.125
|
||||
5,SlowrateDoS,0.0,6,9026.0,0.125
|
||||
5,SlowrateDoS,0.0,8,494.0,0.125
|
||||
5,SlowrateDoS,0.0,9,23478.0,0.125
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||||
5,SlowrateDoS,0.25,1,442.0,0.07842631404712758
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||||
5,SlowrateDoS,0.25,2,290.0,0.07058391386671711
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||||
5,SlowrateDoS,0.25,3,11227.0,0.17606464988719067
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||||
5,SlowrateDoS,0.25,4,6019.0,0.15065630878009176
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||||
5,SlowrateDoS,0.25,5,211.0,0.06518938000118277
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||||
5,SlowrateDoS,0.25,6,9026.0,0.16671706999025862
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||||
5,SlowrateDoS,0.25,8,494.0,0.08063767065475916
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||||
5,SlowrateDoS,0.25,9,23478.0,0.21172469277267236
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||||
5,SlowrateDoS,0.5,1,442.0,0.041501804128433885
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||||
5,SlowrateDoS,0.5,2,290.0,0.03361668159197717
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||||
5,SlowrateDoS,0.5,3,11227.0,0.20916436817163458
|
||||
5,SlowrateDoS,0.5,4,6019.0,0.1531503569505351
|
||||
5,SlowrateDoS,0.5,5,211.0,0.028674580256982357
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||||
5,SlowrateDoS,0.5,6,9026.0,0.18754414325993665
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||||
5,SlowrateDoS,0.5,8,494.0,0.043875220912722175
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||||
5,SlowrateDoS,0.5,9,23478.0,0.302472844727778
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||||
5,SlowrateDoS,0.75,1,442.0,0.01957886423156809
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||||
5,SlowrateDoS,0.75,2,290.0,0.014273132295480967
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||||
5,SlowrateDoS,0.75,3,11227.0,0.2215228778478546
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||||
5,SlowrateDoS,0.75,4,6019.0,0.13879187736887041
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||||
5,SlowrateDoS,0.75,5,211.0,0.01124430544026935
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||||
5,SlowrateDoS,0.75,6,9026.0,0.18807985863173343
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||||
5,SlowrateDoS,0.75,8,494.0,0.021282174729634083
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||||
5,SlowrateDoS,0.75,9,23478.0,0.38522690945458904
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||||
5,SlowrateDoS,1.0,1,442.0,0.008635004981733644
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||||
5,SlowrateDoS,1.0,2,290.0,0.005665501006114834
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||||
5,SlowrateDoS,1.0,3,11227.0,0.21933303377810773
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||||
5,SlowrateDoS,1.0,4,6019.0,0.11758845019243168
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||||
5,SlowrateDoS,1.0,5,211.0,0.004122140387207689
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||||
5,SlowrateDoS,1.0,6,9026.0,0.17633383476273273
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||||
5,SlowrateDoS,1.0,8,494.0,0.009650887920761131
|
||||
5,SlowrateDoS,1.0,9,23478.0,0.4586711469709106
|
||||
6,TCPConnectScan,0.0,0,368.0,0.125
|
||||
6,TCPConnectScan,0.0,1,1716.0,0.125
|
||||
6,TCPConnectScan,0.0,2,1886.0,0.125
|
||||
6,TCPConnectScan,0.0,4,1935.0,0.125
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||||
6,TCPConnectScan,0.0,5,2361.0,0.125
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||||
6,TCPConnectScan,0.0,6,3627.0,0.125
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||||
6,TCPConnectScan,0.0,8,36.0,0.125
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||||
6,TCPConnectScan,0.0,9,2108.0,0.125
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||||
6,TCPConnectScan,0.25,0,368.0,0.09125699256109265
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||||
6,TCPConnectScan,0.25,1,1716.0,0.1341014637785795
|
||||
6,TCPConnectScan,0.25,2,1886.0,0.13730603293187943
|
||||
6,TCPConnectScan,0.25,4,1935.0,0.13818930730245113
|
||||
6,TCPConnectScan,0.25,5,2361.0,0.14523730923840594
|
||||
6,TCPConnectScan,0.25,6,3627.0,0.16169295068507647
|
||||
6,TCPConnectScan,0.25,8,36.0,0.05103637533775219
|
||||
6,TCPConnectScan,0.25,9,2108.0,0.1411795681647627
|
||||
6,TCPConnectScan,0.5,0,368.0,0.06213175612220622
|
||||
6,TCPConnectScan,0.5,1,1716.0,0.13416781939283348
|
||||
6,TCPConnectScan,0.5,2,1886.0,0.1406567452488512
|
||||
6,TCPConnectScan,0.5,4,1935.0,0.14247222417070876
|
||||
6,TCPConnectScan,0.5,5,2361.0,0.1573757138633877
|
||||
6,TCPConnectScan,0.5,6,3627.0,0.19505787892422657
|
||||
6,TCPConnectScan,0.5,8,36.0,0.019433050083238347
|
||||
6,TCPConnectScan,0.5,9,2108.0,0.1487048121945478
|
||||
6,TCPConnectScan,0.75,0,368.0,0.04077774065560779
|
||||
6,TCPConnectScan,0.75,1,1716.0,0.12939731299903925
|
||||
6,TCPConnectScan,0.75,2,1886.0,0.1388972226351843
|
||||
6,TCPConnectScan,0.75,4,1935.0,0.14159503411512323
|
||||
6,TCPConnectScan,0.75,5,2361.0,0.1643839022355338
|
||||
6,TCPConnectScan,0.75,6,3627.0,0.22682867825686323
|
||||
6,TCPConnectScan,0.75,8,36.0,0.007132867736036447
|
||||
6,TCPConnectScan,0.75,9,2108.0,0.150987241366612
|
||||
6,TCPConnectScan,1.0,0,368.0,0.026216428011683408
|
||||
6,TCPConnectScan,1.0,1,1716.0,0.1222483436631759
|
||||
6,TCPConnectScan,1.0,2,1886.0,0.13435919355987747
|
||||
6,TCPConnectScan,1.0,4,1935.0,0.1378499679418679
|
||||
6,TCPConnectScan,1.0,5,2361.0,0.16819833297713185
|
||||
6,TCPConnectScan,1.0,6,3627.0,0.25838854456080357
|
||||
6,TCPConnectScan,1.0,8,36.0,0.0025646505663603335
|
||||
6,TCPConnectScan,1.0,9,2108.0,0.15017453871909953
|
||||
7,UDPFlood,0.0,0,16667.0,0.1
|
||||
7,UDPFlood,0.0,1,4540.0,0.1
|
||||
7,UDPFlood,0.0,2,13.0,0.1
|
||||
7,UDPFlood,0.0,3,75580.0,0.1
|
||||
7,UDPFlood,0.0,4,1.0,0.1
|
||||
7,UDPFlood,0.0,5,1197.0,0.1
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||||
7,UDPFlood,0.0,6,60225.0,0.1
|
||||
7,UDPFlood,0.0,7,33227.0,0.1
|
||||
7,UDPFlood,0.0,8,128338.0,0.1
|
||||
7,UDPFlood,0.0,9,350.0,0.1
|
||||
7,UDPFlood,0.25,0,16667.0,0.1167136136379871
|
||||
7,UDPFlood,0.25,1,4540.0,0.08431815986801479
|
||||
7,UDPFlood,0.25,2,13.0,0.019504867073988554
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||||
7,UDPFlood,0.25,3,75580.0,0.1703173451133325
|
||||
7,UDPFlood,0.25,4,1.0,0.010272050760767586
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||||
7,UDPFlood,0.25,5,1197.0,0.06041999631618508
|
||||
7,UDPFlood,0.25,6,60225.0,0.1609167894186392
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||||
7,UDPFlood,0.25,7,33227.0,0.13868514333904602
|
||||
7,UDPFlood,0.25,8,128338.0,0.19442225394361415
|
||||
7,UDPFlood,0.25,9,350.0,0.044429780528424986
|
||||
7,UDPFlood,0.5,0,16667.0,0.09815729168652125
|
||||
7,UDPFlood,0.5,1,4540.0,0.051229695644084236
|
||||
7,UDPFlood,0.5,2,13.0,0.002741356552885194
|
||||
7,UDPFlood,0.5,3,75580.0,0.20902454805937207
|
||||
7,UDPFlood,0.5,4,1.0,0.0007603155089043674
|
||||
7,UDPFlood,0.5,5,1197.0,0.026305158594415796
|
||||
7,UDPFlood,0.5,6,60225.0,0.18658737446910376
|
||||
7,UDPFlood,0.5,7,33227.0,0.13859239985455918
|
||||
7,UDPFlood,0.5,8,128338.0,0.2723776589293001
|
||||
7,UDPFlood,0.5,9,350.0,0.014224200700854076
|
||||
7,UDPFlood,0.75,0,16667.0,0.07350324791884133
|
||||
7,UDPFlood,0.75,1,4540.0,0.027714391201331266
|
||||
7,UDPFlood,0.75,2,13.0,0.00034306069848954687
|
||||
7,UDPFlood,0.75,3,75580.0,0.22841184349881533
|
||||
7,UDPFlood,0.75,4,1.0,5.010873664101911e-05
|
||||
7,UDPFlood,0.75,5,1197.0,0.010197273464204636
|
||||
7,UDPFlood,0.75,6,60225.0,0.19263981823455137
|
||||
7,UDPFlood,0.75,7,33227.0,0.12331951325618833
|
||||
7,UDPFlood,0.75,8,128338.0,0.3397659892182552
|
||||
7,UDPFlood,0.75,9,350.0,0.004054753772682103
|
||||
7,UDPFlood,1.0,0,16667.0,0.05206192329557878
|
||||
7,UDPFlood,1.0,1,4540.0,0.014181384278030099
|
||||
7,UDPFlood,1.0,2,13.0,4.0607488020791034e-05
|
||||
7,UDPFlood,1.0,3,75580.0,0.23608568804702973
|
||||
7,UDPFlood,1.0,4,1.0,3.1236529246762336e-06
|
||||
7,UDPFlood,1.0,5,1197.0,0.0037390125508374515
|
||||
7,UDPFlood,1.0,6,60225.0,0.18812199738862614
|
||||
7,UDPFlood,1.0,7,33227.0,0.10378961572821721
|
||||
7,UDPFlood,1.0,8,128338.0,0.4008833690470984
|
||||
7,UDPFlood,1.0,9,350.0,0.0010932785236366816
|
||||
8,UDPScan,0.0,1,5172.0,0.16666666666666666
|
||||
8,UDPScan,0.0,2,2745.0,0.16666666666666666
|
||||
8,UDPScan,0.0,5,67.0,0.16666666666666666
|
||||
8,UDPScan,0.0,6,1209.0,0.16666666666666666
|
||||
8,UDPScan,0.0,7,1006.0,0.16666666666666666
|
||||
8,UDPScan,0.0,9,935.0,0.16666666666666666
|
||||
8,UDPScan,0.25,1,5172.0,0.23795942204774836
|
||||
8,UDPScan,0.25,2,2745.0,0.20310651930274556
|
||||
8,UDPScan,0.25,5,67.0,0.08027992850944099
|
||||
8,UDPScan,0.25,6,1209.0,0.16546069782182007
|
||||
8,UDPScan,0.25,7,1006.0,0.1580293564729229
|
||||
8,UDPScan,0.25,9,935.0,0.15516407584532213
|
||||
8,UDPScan,0.5,1,5172.0,0.31327935556048336
|
||||
8,UDPScan,0.5,2,2745.0,0.22823050595866876
|
||||
8,UDPScan,0.5,5,67.0,0.03565659925308495
|
||||
8,UDPScan,0.5,6,1209.0,0.15146617877676663
|
||||
8,UDPScan,0.5,7,1006.0,0.13816610318888287
|
||||
8,UDPScan,0.5,9,935.0,0.1332012572621134
|
||||
8,UDPScan,0.75,1,5172.0,0.3896304481215563
|
||||
8,UDPScan,0.75,2,2745.0,0.2422789943955762
|
||||
8,UDPScan,0.75,5,67.0,0.014961154329041925
|
||||
8,UDPScan,0.75,6,1209.0,0.13098716011651182
|
||||
8,UDPScan,0.75,7,1006.0,0.11411887623257293
|
||||
8,UDPScan,0.75,9,935.0,0.10802336680474083
|
||||
8,UDPScan,1.0,1,5172.0,0.46452308245015267
|
||||
8,UDPScan,1.0,2,2745.0,0.24654212322615413
|
||||
8,UDPScan,1.0,5,67.0,0.006017603736303215
|
||||
8,UDPScan,1.0,6,1209.0,0.10858631219687444
|
||||
8,UDPScan,1.0,7,1006.0,0.09035387102568708
|
||||
8,UDPScan,1.0,9,935.0,0.08397700736482845
|
||||
|
+10527
File diff suppressed because it is too large.
Load diff
+46
@@ -0,0 +1,46 @@
|
||||
class_id,class_name,beta,n_contributors,support_min,support_max,support_mean,prototype_norm,reference_norm_beta0,displacement_from_beta0,relative_displacement
|
||||
0,Benign,0.0,10,10,227468,33441.5,5.927951095385314,5.927951095385314,0.0,0.0
|
||||
0,Benign,0.25,10,10,227468,33441.5,6.890721534844961,5.927951095385314,1.3861278290844994,0.2338291606628718
|
||||
0,Benign,0.5,10,10,227468,33441.5,7.226880311512688,5.927951095385314,1.8716965223522168,0.3157408845375364
|
||||
0,Benign,0.75,10,10,227468,33441.5,7.401028061912504,5.927951095385314,2.194196094327656,0.3701440951555344
|
||||
0,Benign,1.0,10,10,227468,33441.5,7.538018874030952,5.927951095385314,2.4863647929755857,0.41943071947930316
|
||||
1,HTTPFlood,0.0,7,43,36762,14081.285714285714,8.253552637455373,8.253552637455373,0.0,0.0
|
||||
1,HTTPFlood,0.25,7,43,36762,14081.285714285714,8.918117267548539,8.253552637455373,1.2204077604202561,0.14786453955378373
|
||||
1,HTTPFlood,0.5,7,43,36762,14081.285714285714,9.222362986482564,8.253552637455373,1.7170719649130237,0.20804034823995607
|
||||
1,HTTPFlood,0.75,7,43,36762,14081.285714285714,9.332174466479291,8.253552637455373,1.9053487589145204,0.23085195461986568
|
||||
1,HTTPFlood,1.0,7,43,36762,14081.285714285714,9.36490780105151,8.253552637455373,1.985553979435754,0.2405696148862163
|
||||
2,ICMPFlood,0.0,8,6,355,101.0,3.5219366666039282,3.5219366666039282,0.0,0.0
|
||||
2,ICMPFlood,0.25,8,6,355,101.0,3.3455838202159285,3.5219366666039282,0.36998387688688333,0.10505125784775822
|
||||
2,ICMPFlood,0.5,8,6,355,101.0,3.19508859652726,3.5219366666039282,0.7138531132501565,0.20268766330159435
|
||||
2,ICMPFlood,0.75,8,6,355,101.0,3.086004862131555,3.5219366666039282,0.9957866425249573,0.28273837288651676
|
||||
2,ICMPFlood,1.0,8,6,355,101.0,3.0171328755451223,3.5219366666039282,1.2160485615188272,0.3452783728480323
|
||||
3,SYNFlood,0.0,9,3,3136,756.1111111111111,3.36374125010981,3.36374125010981,0.0,0.0
|
||||
3,SYNFlood,0.25,9,3,3136,756.1111111111111,3.6107178660620387,3.36374125010981,1.4817727192354535,0.4405132883473367
|
||||
3,SYNFlood,0.5,9,3,3136,756.1111111111111,4.2534725545926575,3.36374125010981,2.69813143850227,0.8021221722729681
|
||||
3,SYNFlood,0.75,9,3,3136,756.1111111111111,4.92142294196882,3.36374125010981,3.6381027137995803,1.0815643782591227
|
||||
3,SYNFlood,1.0,9,3,3136,756.1111111111111,5.474514099313288,3.36374125010981,4.3299545351844655,1.2872436413006243
|
||||
4,SYNScan,0.0,10,2,10072,1403.0,6.904761897657709,6.904761897657709,0.0,0.0
|
||||
4,SYNScan,0.25,10,2,10072,1403.0,7.749476422150209,6.904761897657709,2.1492537029706695,0.3112712262677381
|
||||
4,SYNScan,0.5,10,2,10072,1403.0,8.949900903777984,6.904761897657709,3.6007329087558695,0.5214854562873978
|
||||
4,SYNScan,0.75,10,2,10072,1403.0,9.99125375915311,6.904761897657709,4.654832496815251,0.6741481554047942
|
||||
4,SYNScan,1.0,10,2,10072,1403.0,10.749731205285261,6.904761897657709,5.41545372518445,0.7843070920405706
|
||||
5,SlowrateDoS,0.0,10,4,31740,5118.7,5.676085186289429,5.676085186289429,0.0,0.0
|
||||
5,SlowrateDoS,0.25,10,4,31740,5118.7,6.236358038306618,5.676085186289429,1.480330381677036,0.2608012975655775
|
||||
5,SlowrateDoS,0.5,10,4,31740,5118.7,6.711434592880682,5.676085186289429,2.351239356274363,0.41423609391095406
|
||||
5,SlowrateDoS,0.75,10,4,31740,5118.7,7.071386925521529,5.676085186289429,2.9448788398572767,0.5188221711278445
|
||||
5,SlowrateDoS,1.0,10,4,31740,5118.7,7.345167523137277,5.676085186289429,3.3903524565835705,0.5973047171266843
|
||||
6,TCPConnectScan,0.0,9,3,3619,1559.6666666666667,3.841874712312356,3.841874712312356,0.0,0.0
|
||||
6,TCPConnectScan,0.25,9,3,3619,1559.6666666666667,4.298479649037461,3.841874712312356,1.3249813627702554,0.3448788578461406
|
||||
6,TCPConnectScan,0.5,9,3,3619,1559.6666666666667,4.605617475698719,3.841874712312356,1.906922247620418,0.4963520131224361
|
||||
6,TCPConnectScan,0.75,9,3,3619,1559.6666666666667,4.7664194627410765,3.841874712312356,2.1661482783863937,0.5638258508129818
|
||||
6,TCPConnectScan,1.0,9,3,3619,1559.6666666666667,4.863530753706252,3.841874712312356,2.3056461117159555,0.6001356848850045
|
||||
7,UDPFlood,0.0,10,113,82051,32013.8,5.770677062927314,5.770677062927314,0.0,0.0
|
||||
7,UDPFlood,0.25,10,113,82051,32013.8,5.834860450474195,5.770677062927314,0.6781747033781346,0.11752082051774254
|
||||
7,UDPFlood,0.5,10,113,82051,32013.8,5.819996202176127,5.770677062927314,1.1017427400938893,0.19092087948775355
|
||||
7,UDPFlood,0.75,10,113,82051,32013.8,5.795072823995429,5.770677062927314,1.4393991972169702,0.24943333018306182
|
||||
7,UDPFlood,1.0,10,113,82051,32013.8,5.782801499820153,5.770677062927314,1.7400140934530268,0.30152685282485087
|
||||
8,UDPScan,0.0,7,243,3899,1590.5714285714287,9.613937914434336,9.613937914434336,0.0,0.0
|
||||
8,UDPScan,0.25,7,243,3899,1590.5714285714287,9.532953288993669,9.613937914434336,0.459856217880738,0.04783224335059532
|
||||
8,UDPScan,0.5,7,243,3899,1590.5714285714287,9.4795645618072,9.613937914434336,0.8849444336568609,0.09204807036752423
|
||||
8,UDPScan,0.75,7,243,3899,1590.5714285714287,9.451313480288304,9.613937914434336,1.263934991071637,0.13146901949241518
|
||||
8,UDPScan,1.0,7,243,3899,1590.5714285714287,9.4424497555844,9.613937914434336,1.590888331098962,0.16547728363321418
|
||||
|
+401
@@ -0,0 +1,401 @@
|
||||
class_id,class_name,beta,client_id,N_ij,weight
|
||||
0,Benign,0.0,0,46403.0,0.1
|
||||
0,Benign,0.0,1,20110.0,0.1
|
||||
0,Benign,0.0,2,12386.0,0.1
|
||||
0,Benign,0.0,3,29.0,0.1
|
||||
0,Benign,0.0,4,3704.0,0.1
|
||||
0,Benign,0.0,5,12499.0,0.1
|
||||
0,Benign,0.0,6,227468.0,0.1
|
||||
0,Benign,0.0,7,5134.0,0.1
|
||||
0,Benign,0.0,8,10.0,0.1
|
||||
0,Benign,0.0,9,6672.0,0.1
|
||||
0,Benign,0.25,0,46403.0,0.14832715143893105
|
||||
0,Benign,0.25,1,20110.0,0.12034752389348283
|
||||
0,Benign,0.25,2,12386.0,0.10661465613617623
|
||||
0,Benign,0.25,3,29.0,0.0234522028022239
|
||||
0,Benign,0.25,4,3704.0,0.07884095678990435
|
||||
0,Benign,0.25,5,12499.0,0.10685699541749961
|
||||
0,Benign,0.25,6,227468.0,0.22070604017486498
|
||||
0,Benign,0.25,7,5134.0,0.08554568489261241
|
||||
0,Benign,0.25,8,10.0,0.01797149231890138
|
||||
0,Benign,0.25,9,6672.0,0.09133729613540323
|
||||
0,Benign,0.5,0,46403.0,0.1682927788279238
|
||||
0,Benign,0.5,1,20110.0,0.11078947063893135
|
||||
0,Benign,0.5,2,12386.0,0.08694767829455985
|
||||
0,Benign,0.5,3,29.0,0.004207183464810284
|
||||
0,Benign,0.5,4,3704.0,0.04754752779575206
|
||||
0,Benign,0.5,5,12499.0,0.08734339847139559
|
||||
0,Benign,0.5,6,227468.0,0.3726083701735719
|
||||
0,Benign,0.5,7,5134.0,0.05597838750296961
|
||||
0,Benign,0.5,8,10.0,0.0024705431977445256
|
||||
0,Benign,0.5,9,6672.0,0.06381466163234112
|
||||
0,Benign,0.75,0,46403.0,0.1624681396021797
|
||||
0,Benign,0.75,1,20110.0,0.08677961441930453
|
||||
0,Benign,0.75,2,12386.0,0.060333284681361996
|
||||
0,Benign,0.75,3,29.0,0.0006421805704713998
|
||||
0,Benign,0.75,4,3704.0,0.024398430877013617
|
||||
0,Benign,0.75,5,12499.0,0.06074564030722179
|
||||
0,Benign,0.75,6,227468.0,0.53524041039816
|
||||
0,Benign,0.75,7,5134.0,0.03116739904626047
|
||||
0,Benign,0.75,8,10.0,0.00028897392924412174
|
||||
0,Benign,0.75,9,6672.0,0.03793592616878238
|
||||
0,Benign,1.0,0,46403.0,0.13875872792787405
|
||||
0,Benign,1.0,1,20110.0,0.06013486237160415
|
||||
0,Benign,1.0,2,12386.0,0.03703781229908946
|
||||
0,Benign,1.0,3,29.0,8.671859814900647e-05
|
||||
0,Benign,1.0,4,3704.0,0.011076058191169654
|
||||
0,Benign,1.0,5,12499.0,0.03737571580222179
|
||||
0,Benign,1.0,6,227468.0,0.6801967615089036
|
||||
0,Benign,1.0,7,5134.0,0.015352182168862043
|
||||
0,Benign,1.0,8,10.0,2.990296487896775e-05
|
||||
0,Benign,1.0,9,6672.0,0.01995125816724728
|
||||
1,HTTPFlood,0.0,1,1015.0,0.14285714285714285
|
||||
1,HTTPFlood,0.0,3,13422.0,0.14285714285714285
|
||||
1,HTTPFlood,0.0,4,43.0,0.14285714285714285
|
||||
1,HTTPFlood,0.0,5,578.0,0.14285714285714285
|
||||
1,HTTPFlood,0.0,6,36762.0,0.14285714285714285
|
||||
1,HTTPFlood,0.0,7,27221.0,0.14285714285714285
|
||||
1,HTTPFlood,0.0,9,19528.0,0.14285714285714285
|
||||
1,HTTPFlood,0.25,1,1015.0,0.09047700407241126
|
||||
1,HTTPFlood,0.25,3,13422.0,0.17253452382812953
|
||||
1,HTTPFlood,0.25,4,43.0,0.04104769879846326
|
||||
1,HTTPFlood,0.25,5,578.0,0.07859658212454056
|
||||
1,HTTPFlood,0.25,6,36762.0,0.22195834794271163
|
||||
1,HTTPFlood,0.25,7,27221.0,0.20589591007866703
|
||||
1,HTTPFlood,0.25,9,19528.0,0.18948993315507673
|
||||
1,HTTPFlood,0.5,1,1015.0,0.04721426989491141
|
||||
1,HTTPFlood,0.5,3,13422.0,0.17169153143245333
|
||||
1,HTTPFlood,0.5,4,43.0,0.00971794607794783
|
||||
1,HTTPFlood,0.5,5,578.0,0.035629044564504136
|
||||
1,HTTPFlood,0.5,6,36762.0,0.28414487189953647
|
||||
1,HTTPFlood,0.5,7,27221.0,0.2445075618027678
|
||||
1,HTTPFlood,0.5,9,19528.0,0.207094774327879
|
||||
1,HTTPFlood,0.75,1,1015.0,0.022513100521636794
|
||||
1,HTTPFlood,0.75,3,13422.0,0.1561164635000124
|
||||
1,HTTPFlood,0.75,4,43.0,0.00210226335691853
|
||||
1,HTTPFlood,0.75,5,578.0,0.014758141078868543
|
||||
1,HTTPFlood,0.75,6,36762.0,0.3323801862446495
|
||||
1,HTTPFlood,0.75,7,27221.0,0.2653162409279594
|
||||
1,HTTPFlood,0.75,9,19528.0,0.20681360436995477
|
||||
1,HTTPFlood,1.0,1,1015.0,0.010297355152228389
|
||||
1,HTTPFlood,1.0,3,13422.0,0.13616857226917184
|
||||
1,HTTPFlood,1.0,4,43.0,0.000436242632064848
|
||||
1,HTTPFlood,1.0,5,578.0,0.005863912589150747
|
||||
1,HTTPFlood,1.0,6,36762.0,0.3729570148829754
|
||||
1,HTTPFlood,1.0,7,27221.0,0.27616187645202855
|
||||
1,HTTPFlood,1.0,9,19528.0,0.19811502602238026
|
||||
2,ICMPFlood,0.0,0,203.0,0.125
|
||||
2,ICMPFlood,0.0,1,6.0,0.125
|
||||
2,ICMPFlood,0.0,3,355.0,0.125
|
||||
2,ICMPFlood,0.0,4,155.0,0.125
|
||||
2,ICMPFlood,0.0,6,17.0,0.125
|
||||
2,ICMPFlood,0.0,7,28.0,0.125
|
||||
2,ICMPFlood,0.0,8,11.0,0.125
|
||||
2,ICMPFlood,0.0,9,33.0,0.125
|
||||
2,ICMPFlood,0.25,0,203.0,0.17348513403438803
|
||||
2,ICMPFlood,0.25,1,6.0,0.07193265150262905
|
||||
2,ICMPFlood,0.25,3,355.0,0.1995011230276643
|
||||
2,ICMPFlood,0.25,4,155.0,0.16217024806435706
|
||||
2,ICMPFlood,0.25,6,17.0,0.09332553469498478
|
||||
2,ICMPFlood,0.25,7,28.0,0.10572501716359017
|
||||
2,ICMPFlood,0.25,8,11.0,0.08370211419334429
|
||||
2,ICMPFlood,0.25,9,33.0,0.1101581773190424
|
||||
2,ICMPFlood,0.5,0,203.0,0.21436737903017822
|
||||
2,ICMPFlood,0.5,1,6.0,0.036854141952863524
|
||||
2,ICMPFlood,0.5,3,355.0,0.2834815871663286
|
||||
2,ICMPFlood,0.5,4,155.0,0.18731671297461305
|
||||
2,ICMPFlood,0.5,6,17.0,0.062034764775340374
|
||||
2,ICMPFlood,0.5,7,28.0,0.07961404588627441
|
||||
2,ICMPFlood,0.5,8,11.0,0.04990074409916144
|
||||
2,ICMPFlood,0.5,9,33.0,0.08643062411524045
|
||||
2,ICMPFlood,0.75,0,203.0,0.24043344273690107
|
||||
2,ICMPFlood,0.75,1,6.0,0.017139031794542153
|
||||
2,ICMPFlood,0.75,3,355.0,0.3656319270897911
|
||||
2,ICMPFlood,0.75,4,155.0,0.196391017528488
|
||||
2,ICMPFlood,0.75,6,17.0,0.037429113208184754
|
||||
2,ICMPFlood,0.75,7,28.0,0.0544178488668809
|
||||
2,ICMPFlood,0.75,8,11.0,0.027003332280505356
|
||||
2,ICMPFlood,0.75,9,33.0,0.061554286494706706
|
||||
2,ICMPFlood,1.0,0,203.0,0.25123762376237624
|
||||
2,ICMPFlood,1.0,1,6.0,0.007425742574257425
|
||||
2,ICMPFlood,1.0,3,355.0,0.43935643564356436
|
||||
2,ICMPFlood,1.0,4,155.0,0.19183168316831684
|
||||
2,ICMPFlood,1.0,6,17.0,0.02103960396039604
|
||||
2,ICMPFlood,1.0,7,28.0,0.034653465346534656
|
||||
2,ICMPFlood,1.0,8,11.0,0.013613861386138614
|
||||
2,ICMPFlood,1.0,9,33.0,0.04084158415841584
|
||||
3,SYNFlood,0.0,0,258.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,1,3.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,2,3136.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,3,221.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,4,2230.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,5,4.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,6,72.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,8,543.0,0.1111111111111111
|
||||
3,SYNFlood,0.0,9,338.0,0.1111111111111111
|
||||
3,SYNFlood,0.25,0,258.0,0.1083863497264916
|
||||
3,SYNFlood,0.25,1,3.0,0.03559180205481814
|
||||
3,SYNFlood,0.25,2,3136.0,0.20237817593289642
|
||||
3,SYNFlood,0.25,3,221.0,0.10427200684055284
|
||||
3,SYNFlood,0.25,4,2230.0,0.18584285962848582
|
||||
3,SYNFlood,0.25,5,4.0,0.038245880307522934
|
||||
3,SYNFlood,0.25,6,72.0,0.07877760764723998
|
||||
3,SYNFlood,0.25,8,543.0,0.13054781913502161
|
||||
3,SYNFlood,0.25,9,338.0,0.11595749872697057
|
||||
3,SYNFlood,0.5,0,258.0,0.0854128354464087
|
||||
3,SYNFlood,0.5,1,3.0,0.009210302913355194
|
||||
3,SYNFlood,0.5,2,3136.0,0.29778396851524247
|
||||
3,SYNFlood,0.5,3,221.0,0.07905137406780222
|
||||
3,SYNFlood,0.5,4,2230.0,0.2511109886453551
|
||||
3,SYNFlood,0.5,5,4.0,0.010635141732687231
|
||||
3,SYNFlood,0.5,6,72.0,0.04512108502837914
|
||||
3,SYNFlood,0.5,8,543.0,0.12391195275594849
|
||||
3,SYNFlood,0.5,9,338.0,0.09776235089482146
|
||||
3,SYNFlood,0.75,0,258.0,0.05925446396957882
|
||||
3,SYNFlood,0.75,1,3.0,0.0020982017035934045
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3,SYNFlood,0.75,2,3136.0,0.38573436764532026
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3,SYNFlood,0.75,3,221.0,0.05275947915764114
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3,SYNFlood,0.75,4,2230.0,0.29869980670032753
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3,SYNFlood,0.75,5,4.0,0.002603462267653768
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3,SYNFlood,0.75,6,72.0,0.022751271160135086
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3,SYNFlood,0.75,8,543.0,0.10353952456833819
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3,SYNFlood,0.75,9,338.0,0.07255942282741186
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3,SYNFlood,1.0,0,258.0,0.037913299044819986
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3,SYNFlood,1.0,1,3.0,0.000440852314474651
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3,SYNFlood,1.0,2,3136.0,0.46083761939750184
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3,SYNFlood,1.0,3,221.0,0.032476120499632624
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3,SYNFlood,1.0,4,2230.0,0.32770022042615726
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3,SYNFlood,1.0,5,4.0,0.0005878030859662013
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3,SYNFlood,1.0,6,72.0,0.010580455547391624
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3,SYNFlood,1.0,8,543.0,0.07979426891991183
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3,SYNFlood,1.0,9,338.0,0.049669360764144015
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4,SYNScan,0.0,0,4.0,0.1
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4,SYNScan,0.0,1,843.0,0.1
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4,SYNScan,0.0,2,10072.0,0.1
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4,SYNScan,0.0,3,448.0,0.1
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4,SYNScan,0.0,4,117.0,0.1
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4,SYNScan,0.0,5,2.0,0.1
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4,SYNScan,0.0,6,32.0,0.1
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4,SYNScan,0.0,7,1955.0,0.1
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4,SYNScan,0.0,8,429.0,0.1
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4,SYNScan,0.0,9,128.0,0.1
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4,SYNScan,0.25,0,4.0,0.03301013373224757
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4,SYNScan,0.25,1,843.0,0.12577350957064082
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4,SYNScan,0.25,2,10072.0,0.23383591484379224
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4,SYNScan,0.5,0,4.0,0.008107375562482573
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4,SYNScan,0.5,5,2.0,0.005732780237857527
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4,SYNScan,0.75,0,4.0,0.0016263865851399854
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4,SYNScan,0.75,5,2.0,0.0009670552493967246
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4,SYNScan,1.0,5,2.0,0.00014255167498218105
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4,SYNScan,1.0,6,32.0,0.002280826799714897
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4,SYNScan,1.0,7,1955.0,0.13934426229508196
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4,SYNScan,1.0,8,429.0,0.030577334283677832
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4,SYNScan,1.0,9,128.0,0.009123307198859587
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5,SlowrateDoS,0.0,0,226.0,0.1
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5,SlowrateDoS,0.0,1,692.0,0.1
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5,SlowrateDoS,0.0,3,31740.0,0.1
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5,SlowrateDoS,0.0,5,69.0,0.1
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5,SlowrateDoS,0.0,6,4423.0,0.1
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5,SlowrateDoS,0.0,7,4.0,0.1
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5,SlowrateDoS,0.0,8,2548.0,0.1
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5,SlowrateDoS,0.75,9,1185.0,0.04153077210851469
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5,SlowrateDoS,1.0,6,4423.0,0.08640865844843418
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5,SlowrateDoS,1.0,7,4.0,7.814484146365288e-05
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5,SlowrateDoS,1.0,8,2548.0,0.04977826401234688
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||||
5,SlowrateDoS,1.0,9,1185.0,0.023150409283607166
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||||
6,TCPConnectScan,0.0,0,2548.0,0.1111111111111111
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6,TCPConnectScan,0.0,1,2980.0,0.1111111111111111
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6,TCPConnectScan,0.0,2,564.0,0.1111111111111111
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6,TCPConnectScan,0.0,3,1136.0,0.1111111111111111
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6,TCPConnectScan,0.0,4,6.0,0.1111111111111111
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6,TCPConnectScan,0.0,5,94.0,0.1111111111111111
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6,TCPConnectScan,0.0,6,3.0,0.1111111111111111
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6,TCPConnectScan,0.0,8,3087.0,0.1111111111111111
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6,TCPConnectScan,0.0,9,3619.0,0.1111111111111111
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6,TCPConnectScan,0.25,0,2548.0,0.15319581936950138
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6,TCPConnectScan,0.25,1,2980.0,0.15931296627472874
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6,TCPConnectScan,0.25,2,564.0,0.10507921842916094
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6,TCPConnectScan,0.25,3,1136.0,0.12518192933584837
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6,TCPConnectScan,0.25,4,6.0,0.03374697660923761
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6,TCPConnectScan,0.25,5,94.0,0.0671396420149002
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6,TCPConnectScan,0.25,6,3.0,0.02837771165635886
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6,TCPConnectScan,0.25,8,3087.0,0.16072417872115116
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6,TCPConnectScan,0.25,9,3619.0,0.1672415575891127
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6,TCPConnectScan,0.5,0,2548.0,0.17280014352858208
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6,TCPConnectScan,0.5,1,2980.0,0.18687556515450443
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6,TCPConnectScan,0.5,2,564.0,0.08129876325950353
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6,TCPConnectScan,0.5,3,1136.0,0.11538080182924355
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6,TCPConnectScan,0.5,4,6.0,0.008385327172041572
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6,TCPConnectScan,0.5,5,94.0,0.03319008111751863
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6,TCPConnectScan,0.5,6,3.0,0.005929321705818412
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6,TCPConnectScan,0.5,8,3087.0,0.1902009587566029
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||||
6,TCPConnectScan,0.5,9,3619.0,0.20593903747618483
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6,TCPConnectScan,0.75,0,2548.0,0.18017970202197528
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6,TCPConnectScan,0.75,1,2980.0,0.20263688217543374
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6,TCPConnectScan,0.75,2,564.0,0.05814543508913458
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6,TCPConnectScan,0.75,3,1136.0,0.09830826808849526
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6,TCPConnectScan,0.75,4,6.0,0.0019260596558238192
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6,TCPConnectScan,0.75,5,94.0,0.015167087309942796
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6,TCPConnectScan,0.75,6,3.0,0.0011452419233126889
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6,TCPConnectScan,0.75,8,3087.0,0.20806966537238317
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6,TCPConnectScan,0.75,9,3619.0,0.23442165836349868
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6,TCPConnectScan,1.0,0,2548.0,0.1815202678635036
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6,TCPConnectScan,1.0,1,2980.0,0.2122960746598276
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6,TCPConnectScan,1.0,2,564.0,0.040179525539645225
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6,TCPConnectScan,1.0,3,1136.0,0.08092897342737052
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6,TCPConnectScan,1.0,4,6.0,0.00042744176106005556
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6,TCPConnectScan,1.0,5,94.0,0.006696587589940871
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6,TCPConnectScan,1.0,6,3.0,0.00021372088053002778
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||||
6,TCPConnectScan,1.0,8,3087.0,0.21991878606539858
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||||
6,TCPConnectScan,1.0,9,3619.0,0.2578186222127235
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||||
7,UDPFlood,0.0,0,55627.0,0.1
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7,UDPFlood,0.0,1,25373.0,0.1
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7,UDPFlood,0.0,2,113.0,0.1
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7,UDPFlood,0.0,3,61079.0,0.1
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7,UDPFlood,0.0,4,4837.0,0.1
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7,UDPFlood,0.0,5,5864.0,0.1
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7,UDPFlood,0.0,6,28468.0,0.1
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7,UDPFlood,0.0,7,27150.0,0.1
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7,UDPFlood,0.0,8,82051.0,0.1
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7,UDPFlood,0.0,9,29576.0,0.1
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7,UDPFlood,0.25,0,55627.0,0.12807067701831673
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7,UDPFlood,0.25,1,25373.0,0.10524979303476469
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7,UDPFlood,0.25,2,113.0,0.027189292479257842
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7,UDPFlood,0.25,3,61079.0,0.13109957239264697
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7,UDPFlood,0.25,4,4837.0,0.06954602582522676
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7,UDPFlood,0.25,5,5864.0,0.07297545072567858
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7,UDPFlood,0.25,6,28468.0,0.10832221573099696
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7,UDPFlood,0.25,7,27150.0,0.10704607653673608
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7,UDPFlood,0.25,8,82051.0,0.14113972445687858
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7,UDPFlood,0.25,9,29576.0,0.10936117179949685
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7,UDPFlood,0.5,0,55627.0,0.14824625948109668
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7,UDPFlood,0.5,1,25373.0,0.10012138173086314
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7,UDPFlood,0.5,2,113.0,0.006681594982081976
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7,UDPFlood,0.5,3,61079.0,0.15534128157369997
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7,UDPFlood,0.5,4,4837.0,0.04371484757667503
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7,UDPFlood,0.5,5,5864.0,0.04813244304128751
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7,UDPFlood,0.5,6,28468.0,0.10605213190884584
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7,UDPFlood,0.5,7,27150.0,0.10356806010488347
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7,UDPFlood,0.5,8,82051.0,0.18004574572740056
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7,UDPFlood,0.5,9,29576.0,0.10809625387316588
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7,UDPFlood,0.75,0,55627.0,0.1630668437266513
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7,UDPFlood,0.75,1,25373.0,0.090506610494544
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7,UDPFlood,0.75,2,113.0,0.0015603077611360669
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7,UDPFlood,0.75,3,61079.0,0.17491230971064703
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7,UDPFlood,0.75,4,4837.0,0.026111601047841694
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7,UDPFlood,0.75,5,5864.0,0.030168026948116277
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7,UDPFlood,0.75,6,28468.0,0.09866637078624563
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7,UDPFlood,0.75,7,27150.0,0.09522013909787946
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7,UDPFlood,0.75,8,82051.0,0.218255071955432
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7,UDPFlood,0.75,9,29576.0,0.10153271847150644
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7,UDPFlood,1.0,0,55627.0,0.17375944124096485
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7,UDPFlood,1.0,1,25373.0,0.07925644565781007
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7,UDPFlood,1.0,2,113.0,0.00035297278048841436
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7,UDPFlood,1.0,3,61079.0,0.19078959698629966
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7,UDPFlood,1.0,4,4837.0,0.015109109196658942
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7,UDPFlood,1.0,5,5864.0,0.01831710075030143
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7,UDPFlood,1.0,6,28468.0,0.088924151459683
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7,UDPFlood,1.0,7,27150.0,0.08480717690495973
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7,UDPFlood,1.0,8,82051.0,0.2562988461226096
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7,UDPFlood,1.0,9,29576.0,0.09238515890022428
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||||
8,UDPScan,0.0,0,3899.0,0.14285714285714285
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8,UDPScan,0.0,2,436.0,0.14285714285714285
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8,UDPScan,0.0,4,243.0,0.14285714285714285
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8,UDPScan,0.0,5,1018.0,0.14285714285714285
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8,UDPScan,0.0,6,947.0,0.14285714285714285
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8,UDPScan,0.0,7,1184.0,0.14285714285714285
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8,UDPScan,0.0,9,3407.0,0.14285714285714285
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8,UDPScan,0.25,0,3899.0,0.19216216935622626
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8,UDPScan,0.25,2,436.0,0.11112229606695094
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8,UDPScan,0.25,4,243.0,0.09601324600612185
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8,UDPScan,0.25,5,1018.0,0.13736197566765845
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8,UDPScan,0.25,6,947.0,0.1349015932361032
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8,UDPScan,0.25,7,1184.0,0.14264859869122043
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8,UDPScan,0.25,9,3407.0,0.1857901209757188
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8,UDPScan,0.5,0,3899.0,0.245477597427071
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8,UDPScan,0.5,2,436.0,0.08208777629829044
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8,UDPScan,0.5,4,243.0,0.06128276942677685
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8,UDPScan,0.5,5,1018.0,0.12543222768859752
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8,UDPScan,0.5,6,947.0,0.12097906841534849
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8,UDPScan,0.5,7,1184.0,0.13527299252439537
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8,UDPScan,0.5,9,3407.0,0.2294675682195203
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8,UDPScan,0.75,0,3899.0,0.2992044352196282
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8,UDPScan,0.75,2,436.0,0.057858606216387685
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8,UDPScan,0.75,4,243.0,0.037321389612737614
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8,UDPScan,0.75,5,1018.0,0.10928584989955037
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8,UDPScan,0.75,6,947.0,0.10351793137900643
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8,UDPScan,0.75,7,1184.0,0.12239590203744032
|
||||
8,UDPScan,0.75,9,3407.0,0.2704158856352494
|
||||
8,UDPScan,1.0,0,3899.0,0.3501886114603916
|
||||
8,UDPScan,1.0,2,436.0,0.039159331776540324
|
||||
8,UDPScan,1.0,4,243.0,0.021825040416741513
|
||||
8,UDPScan,1.0,5,1018.0,0.09143165079935334
|
||||
8,UDPScan,1.0,6,947.0,0.0850547871384947
|
||||
8,UDPScan,1.0,7,1184.0,0.1063409376684031
|
||||
8,UDPScan,1.0,9,3407.0,0.30599964074007546
|
||||
|
@@ -1,4 +1,9 @@
|
||||
dataset,alpha,beta,n_seeds,pooled_val_mean,pooled_val_std_sample,pooled_val_std_pop,pooled_val_min,pooled_val_max,pooled_val_recall,selected,cells_sj_lt_M_total,cells_total,missing_client_class_cells_total,client_size_ratio_mean,support_cv_mean,union_unseen_mean,mean_displacement_beta1
|
||||
5gnidd,0.25,0.0,3,0.7614534210908004,0.021902537932118035,0.017883347335214204,0.7363601228044894,0.7767324599762028,0.9085770977445251,True,16,27,30,17.600940070872678,1.3021194271854393,5.333333333333333,2.91943348262683
|
||||
5gnidd,0.25,0.25,3,0.7492858468825278,0.017106975874172658,0.013967787311275074,0.7332592430237032,0.7672996288066082,0.9071367963077813,False,16,27,30,17.600940070872678,1.3021194271854393,5.333333333333333,2.91943348262683
|
||||
5gnidd,0.25,0.5,3,0.7257145491666086,0.01101731431676257,0.008995599470642724,0.7174503698309587,0.7382227190445022,0.8949473995819205,False,16,27,30,17.600940070872678,1.3021194271854393,5.333333333333333,2.91943348262683
|
||||
5gnidd,0.25,0.75,3,0.7222353067403979,0.007966771094060871,0.00650484135933454,0.713262253662401,0.7284775896718815,0.8797107780157537,False,16,27,30,17.600940070872678,1.3021194271854393,5.333333333333333,2.91943348262683
|
||||
5gnidd,0.25,1.0,3,0.7376364240173013,0.002755842556750987,0.0022501360251623035,0.7344552755726921,0.7392969205366235,0.8889910199323897,False,16,27,30,17.600940070872678,1.3021194271854393,5.333333333333333,2.91943348262683
|
||||
5gnidd,0.5,0.0,3,0.6872301309573783,0.052725844344546816,0.04305047163384996,0.6332434333373904,0.7385974827605487,0.9477370387940001,False,4,27,4,9.594308791178781,1.2251708481787265,1.3333333333333333,2.3399083587182736
|
||||
5gnidd,0.5,0.25,3,0.6450777370820986,0.06474313739822393,0.052862550324183834,0.5737166466423315,0.7000551711341446,0.9468616498164765,False,4,27,4,9.594308791178781,1.2251708481787265,1.3333333333333333,2.3399083587182736
|
||||
5gnidd,0.5,0.5,3,0.6746687817772702,0.10225286523806497,0.08348911485694357,0.5633883995024869,0.7644872677811037,0.9436587867425653,False,4,27,4,9.594308791178781,1.2251708481787265,1.3333333333333333,2.3399083587182736
|
||||
|
||||
|
@@ -1,4 +1,19 @@
|
||||
dataset,alpha,seed,beta,n_eligible,n_improve,n_degrade,n_unchanged,mean_delta,min_delta,max_delta
|
||||
5gnidd,0.25,0,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.25,0,0.25,10,3,3,4,0.010938546012782963,-0.07653222666610299,0.18940707383214095
|
||||
5gnidd,0.25,0,0.5,10,3,4,3,-0.01890975297353068,-0.10737418541550403,0.023843748084083516
|
||||
5gnidd,0.25,0,0.75,10,3,4,3,-0.023097869142088355,-0.14782686599098172,0.08120187997137751
|
||||
5gnidd,0.25,0,1.0,10,3,4,3,-0.0019048472317972909,-0.1484580166381656,0.2777777777777778
|
||||
5gnidd,0.25,1,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.25,1,0.25,10,3,3,4,-0.003968051685100719,-0.035080645161290336,0.006988021376510556
|
||||
5gnidd,0.25,1,0.5,10,2,4,4,-0.03304496144720663,-0.31650978982621863,0.0007581492441447457
|
||||
5gnidd,0.25,1,0.75,10,2,5,3,-0.04279009081982739,-0.4057158717743099,0.05971472095277662
|
||||
5gnidd,0.25,1,1.0,10,3,4,3,-0.0319707599550853,-0.3007384916695693,0.05547720837266114
|
||||
5gnidd,0.25,2,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.25,2,0.25,10,0,4,6,-0.04347321695249963,-0.20521276595744675,0.0
|
||||
5gnidd,0.25,2,0.5,10,1,3,6,-0.05526190135183806,-0.2831161695447409,0.002564102564102555
|
||||
5gnidd,0.25,2,0.75,10,1,4,5,-0.05176638308929169,-0.26831675979891445,0.09614699026463747
|
||||
5gnidd,0.25,2,1.0,10,4,3,3,-0.03757538403361462,-0.2684826405938592,0.1510489510489511
|
||||
5gnidd,0.5,0,0.0,10,0,0,10,0.0,0.0,0.0
|
||||
5gnidd,0.5,0,0.25,10,2,7,1,-0.07713608929072921,-0.20363636363636362,0.030406580954845275
|
||||
5gnidd,0.5,0,0.5,10,7,2,1,0.025889785020554917,-0.03433523137896821,0.06985074626865678
|
||||
|
||||
|
@@ -1,4 +1,49 @@
|
||||
dataset,alpha,class_id,class_name,beta,n_seeds,mean_displacement,std_sample_displacement,mean_relative_displacement
|
||||
5gnidd,0.25,0,Benign,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.25,0,Benign,0.25,3,1.3208867894419398,0.4046228465947186,0.23983953261805913
|
||||
5gnidd,0.25,0,Benign,0.5,3,1.8727315927020307,0.4620649789517894,0.3404401554383467
|
||||
5gnidd,0.25,0,Benign,0.75,3,2.28489006476199,0.4920344898577957,0.4157898773092243
|
||||
5gnidd,0.25,0,Benign,1.0,3,2.648344737773736,0.5188602564457683,0.4821737572132332
|
||||
5gnidd,0.25,1,HTTPFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.25,1,HTTPFlood,0.25,3,2.203804871336226,0.8752478432915377,0.3276588540398691
|
||||
5gnidd,0.25,1,HTTPFlood,0.5,3,3.135496752702504,1.2294222020173649,0.4648502648708635
|
||||
5gnidd,0.25,1,HTTPFlood,0.75,3,3.5467901328136713,1.4218932038360563,0.5260714573849847
|
||||
5gnidd,0.25,1,HTTPFlood,1.0,3,3.7602841668463944,1.5390234836296783,0.5584139964274445
|
||||
5gnidd,0.25,2,ICMPFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.25,2,ICMPFlood,0.25,3,0.4029121925023258,0.03218898834492902,0.11510871142077754
|
||||
5gnidd,0.25,2,ICMPFlood,0.5,3,0.7402981676160462,0.06302350856873123,0.21141829389362196
|
||||
5gnidd,0.25,2,ICMPFlood,0.75,3,1.0088940328474096,0.10943512225119882,0.2880600622121033
|
||||
5gnidd,0.25,2,ICMPFlood,1.0,3,1.2149615886933787,0.1507085895098706,0.34685106134597526
|
||||
5gnidd,0.25,3,SYNFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.25,3,SYNFlood,0.25,3,0.9255896141142367,0.5134034722569449,0.2677962234856806
|
||||
5gnidd,0.25,3,SYNFlood,0.5,3,1.7760206329532042,0.8152985107527552,0.5134951556701836
|
||||
5gnidd,0.25,3,SYNFlood,0.75,3,2.536161711310303,0.9547281136087009,0.7326178888273117
|
||||
5gnidd,0.25,3,SYNFlood,1.0,3,3.1763695442454467,1.0069739670231537,0.9167291408106705
|
||||
5gnidd,0.25,4,SYNScan,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.25,4,SYNScan,0.25,3,1.5082484997446013,0.6622429474820746,0.21512110484443236
|
||||
5gnidd,0.25,4,SYNScan,0.5,3,2.532644317612205,1.005483400929481,0.3612738214093841
|
||||
5gnidd,0.25,4,SYNScan,0.75,3,3.270199976504887,1.2378832181008719,0.4665432178395166
|
||||
5gnidd,0.25,4,SYNScan,1.0,3,3.814579780422797,1.4018369744978139,0.5442267347415422
|
||||
5gnidd,0.25,5,SlowrateDoS,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.25,5,SlowrateDoS,0.25,3,1.564877309272502,0.9738544836723891,0.2820388998650987
|
||||
5gnidd,0.25,5,SlowrateDoS,0.5,3,2.3857836065060547,1.203619044944969,0.4262312254284213
|
||||
5gnidd,0.25,5,SlowrateDoS,0.75,3,2.8594065609443517,1.1978680905380645,0.5076045381663238
|
||||
5gnidd,0.25,5,SlowrateDoS,1.0,3,3.178870743072719,1.1570108600313702,0.5619090743749164
|
||||
5gnidd,0.25,6,TCPConnectScan,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.25,6,TCPConnectScan,0.25,3,1.3521264468297787,0.712355658772999,0.36317633423666756
|
||||
5gnidd,0.25,6,TCPConnectScan,0.5,3,2.3161305308289326,1.5604787814943968,0.6272116346725974
|
||||
5gnidd,0.25,6,TCPConnectScan,0.75,3,2.9159246182720526,2.201020849029129,0.7928641384888375
|
||||
5gnidd,0.25,6,TCPConnectScan,1.0,3,3.257943080113345,2.5741100653263422,0.8873673593640223
|
||||
5gnidd,0.25,7,UDPFlood,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.25,7,UDPFlood,0.25,3,1.308343495852911,0.5667070359112721,0.2616291006327561
|
||||
5gnidd,0.25,7,UDPFlood,0.5,3,1.8907793895474538,0.6874579758805816,0.3770492970638934
|
||||
5gnidd,0.25,7,UDPFlood,0.75,3,2.2054121762177554,0.663497410401604,0.4382592556604308
|
||||
5gnidd,0.25,7,UDPFlood,1.0,3,2.4077369723424735,0.5783305176966848,0.47667894621080914
|
||||
5gnidd,0.25,8,UDPScan,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.25,8,UDPScan,0.25,3,1.0718983781078881,0.8786656072524274,0.1454094837882409
|
||||
5gnidd,0.25,8,UDPScan,0.5,3,1.8488403956684099,1.3650411843943164,0.24853648413924292
|
||||
5gnidd,0.25,8,UDPScan,0.75,3,2.3990133237335334,1.555826676516962,0.31927389800074496
|
||||
5gnidd,0.25,8,UDPScan,1.0,3,2.815810730131176,1.6041886744624576,0.37142192996652196
|
||||
5gnidd,0.5,0,Benign,0.0,3,0.0,0.0,0.0
|
||||
5gnidd,0.5,0,Benign,0.25,3,0.6924394499491665,0.25819336974901685,0.12106050864023522
|
||||
5gnidd,0.5,0,Benign,0.5,3,1.1573935905937274,0.451235376777221,0.20253682870439962
|
||||
|
||||
|
@@ -1,5 +1,27 @@
|
||||
{
|
||||
"alphas": {
|
||||
"0.25": {
|
||||
"cells_sj_lt_M_total": 16,
|
||||
"cells_total": 27,
|
||||
"client_size_ratio_mean": 17.600940070872678,
|
||||
"mean_displacement_beta1": 2.91943348262683,
|
||||
"missing_client_class_cells_total": 30,
|
||||
"pooled_val_mean_range": [
|
||||
0.7222353067403979,
|
||||
0.7614534210908004
|
||||
],
|
||||
"pooled_val_std_sample_range": [
|
||||
0.002755842556750987,
|
||||
0.021902537932118035
|
||||
],
|
||||
"selected_beta": 0.0,
|
||||
"selection_rule": "max pooled validation per-client-mean rare-class macro-F1 (tie-break: recall, then lower std, then smaller beta)",
|
||||
"support_cv_mean": 1.3021194271854393,
|
||||
"test_descriptive_present": true,
|
||||
"test_used_for_selection": false,
|
||||
"tie_break_used": false,
|
||||
"union_unseen_mean": 5.333333333333333
|
||||
},
|
||||
"0.5": {
|
||||
"cells_sj_lt_M_total": 4,
|
||||
"cells_total": 27,
|
||||
|
||||
@@ -1,5 +1,6 @@
|
||||
{
|
||||
"alphas": [
|
||||
0.25,
|
||||
0.5,
|
||||
0.75
|
||||
],
|
||||
@@ -7,6 +8,84 @@
|
||||
"per_class": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__cross_alpha__partition_heterogeneity_per_class.csv",
|
||||
"per_seed": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__cross_alpha__partition_heterogeneity_per_seed.csv",
|
||||
"per_seed_rows": [
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"client_size_max": 237693,
|
||||
"client_size_min": 23943,
|
||||
"client_size_ratio": 9.927452700162887,
|
||||
"dataset": "5gnidd",
|
||||
"manifest_content_hash": "ab6d8a8b63d478c4f6cfd88f96ccc7e16e1902f5e2c0ceac0f38ea26cfcda788",
|
||||
"max_unseen_on_client": 3,
|
||||
"n_cells_sj_lt_M": 6,
|
||||
"n_class_condition_cells": 9,
|
||||
"n_clients_2_rare": 10,
|
||||
"n_missing_client_class_cells": 10,
|
||||
"nij_sum": 851123,
|
||||
"num_classes": 9,
|
||||
"num_clients": 10,
|
||||
"num_train": 851123,
|
||||
"partition_hash": "e628c17369f25e355cc8917f140e43f97e37ddc77e3193b6a1b0cbdc75a9ee12",
|
||||
"rng_seed": 708356900,
|
||||
"seed": 0,
|
||||
"split_hash": "18f89f4807de5493e83cbc19a87df51268050c5fb3a12f286e64c3115073dea7",
|
||||
"support_cv_max": 2.138942553879626,
|
||||
"support_cv_mean": 1.4395928751896807,
|
||||
"support_max_min_ratio_max": 185504.0,
|
||||
"union_rare_count": 6,
|
||||
"union_unseen_count": 6
|
||||
},
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"client_size_max": 205900,
|
||||
"client_size_min": 7399,
|
||||
"client_size_ratio": 27.82808487633464,
|
||||
"dataset": "5gnidd",
|
||||
"manifest_content_hash": "74df102e4edb4509ba32b2625aa6a99f4bbd1dbbac0fc61d3bcccd50f21475ba",
|
||||
"max_unseen_on_client": 3,
|
||||
"n_cells_sj_lt_M": 5,
|
||||
"n_class_condition_cells": 9,
|
||||
"n_clients_2_rare": 10,
|
||||
"n_missing_client_class_cells": 10,
|
||||
"nij_sum": 851123,
|
||||
"num_classes": 9,
|
||||
"num_clients": 10,
|
||||
"num_train": 851123,
|
||||
"partition_hash": "05aec12ceb4c94bda85b8baed5f4fa877017aa180c543c966eacbeb620397e0e",
|
||||
"rng_seed": 902143161,
|
||||
"seed": 1,
|
||||
"split_hash": "3d05b7fe48d5a06ce5076eb60084349adc777872a54ddd566f7461f2f0c3579e",
|
||||
"support_cv_max": 1.5222794753502558,
|
||||
"support_cv_mean": 1.139696887717732,
|
||||
"support_max_min_ratio_max": 128338.0,
|
||||
"union_rare_count": 6,
|
||||
"union_unseen_count": 5
|
||||
},
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"client_size_max": 298192,
|
||||
"client_size_min": 19817,
|
||||
"client_size_ratio": 15.047282636120503,
|
||||
"dataset": "5gnidd",
|
||||
"manifest_content_hash": "061c094d1913f942267bdb5654d3c0d8cfef3fa592be6cd5a1845a5eb5cdc8f2",
|
||||
"max_unseen_on_client": 2,
|
||||
"n_cells_sj_lt_M": 5,
|
||||
"n_class_condition_cells": 9,
|
||||
"n_clients_2_rare": 10,
|
||||
"n_missing_client_class_cells": 10,
|
||||
"nij_sum": 851123,
|
||||
"num_classes": 9,
|
||||
"num_clients": 10,
|
||||
"num_train": 851123,
|
||||
"partition_hash": "d9631ea6b2d3907e04389af8003ae7444fc50af30467d70853690cf5e87d5660",
|
||||
"rng_seed": 218373793,
|
||||
"seed": 2,
|
||||
"split_hash": "fc758d060dc51dec113b118e07cda6a012b5bd825aa64fb515d595cd1684417f",
|
||||
"support_cv_max": 2.098823873342716,
|
||||
"support_cv_mean": 1.3270685186489053,
|
||||
"support_max_min_ratio_max": 22746.8,
|
||||
"union_rare_count": 8,
|
||||
"union_unseen_count": 5
|
||||
},
|
||||
{
|
||||
"alpha": 0.5,
|
||||
"client_size_max": 178993,
|
||||
@@ -171,6 +250,21 @@
|
||||
],
|
||||
"summary": "/home/willtanoe/projects/perdalam-protean/artifacts/analysis/5gnidd__cross_alpha__partition_heterogeneity_summary.csv",
|
||||
"summary_rows": [
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"cells_sj_lt_M_total": 16,
|
||||
"cells_total": 27,
|
||||
"client_size_ratio_max": 27.82808487633464,
|
||||
"client_size_ratio_mean": 17.600940070872678,
|
||||
"dataset": "5gnidd",
|
||||
"max_unseen_on_client": 3,
|
||||
"missing_client_class_cells_total": 30,
|
||||
"n_seeds": 3,
|
||||
"support_cv_mean": 1.3021194271854393,
|
||||
"support_max_min_ratio_max": 185504.0,
|
||||
"union_rare_mean": 6.666666666666667,
|
||||
"union_unseen_mean": 5.333333333333333
|
||||
},
|
||||
{
|
||||
"alpha": 0.5,
|
||||
"cells_sj_lt_M_total": 4,
|
||||
|
||||
@@ -1,4 +1,31 @@
|
||||
dataset,alpha,seed,class_id,class_name,total,num_clients,n_missing_clients,min,max,mean,std,cv,max_min_ratio
|
||||
5gnidd,0.25,0,0,Benign,334415,10,0,1,185504,33441.5,54297.395750164666,1.6236531181365867,185504.0
|
||||
5gnidd,0.25,0,1,HTTPFlood,98569,9,1,1,48469,10952.111111111111,15619.095146962789,1.4261264324753735,48469.0
|
||||
5gnidd,0.25,0,2,ICMPFlood,808,9,1,2,319,89.77777777777777,99.11360236031938,1.1039881451025675,159.5
|
||||
5gnidd,0.25,0,3,SYNFlood,6805,7,3,144,4762,972.1428571428571,1553.4714516270997,1.5979867981469065,33.06944444444444
|
||||
5gnidd,0.25,0,4,SYNScan,14030,7,3,237,6524,2004.2857142857142,2116.5558758299308,1.0560150485252684,27.52742616033755
|
||||
5gnidd,0.25,0,5,SlowrateDoS,51187,9,1,1,16517,5687.444444444444,6406.6724611682275,1.1264589085219694,16517.0
|
||||
5gnidd,0.25,0,6,TCPConnectScan,14037,9,1,2,10870,1559.6666666666667,3336.037403200923,2.138942553879626,5435.0
|
||||
5gnidd,0.25,0,7,UDPFlood,320138,10,0,1,127301,32013.8,44285.809189400614,1.3833349739612484,127301.0
|
||||
5gnidd,0.25,0,8,UDPScan,11134,10,0,2,4601,1113.4,1669.91060838597,1.4998298979575801,2300.5
|
||||
5gnidd,0.25,1,0,Benign,334415,10,0,30,177603,33441.5,50907.30907492558,1.5222794753502558,5920.1
|
||||
5gnidd,0.25,1,1,HTTPFlood,98569,9,1,5,45645,10952.111111111111,15449.722071893897,1.4106615532981472,9129.0
|
||||
5gnidd,0.25,1,2,ICMPFlood,808,10,0,1,257,80.8,94.58308516854375,1.1705827372344524,257.0
|
||||
5gnidd,0.25,1,3,SYNFlood,6805,9,1,10,2997,756.1111111111111,936.8245945680835,1.2390038723163486,299.7
|
||||
5gnidd,0.25,1,4,SYNScan,14030,10,0,7,3477,1403.0,1296.782711174081,0.9242927378289957,496.7142857142857
|
||||
5gnidd,0.25,1,5,SlowrateDoS,51187,8,2,211,23478,6398.375,7648.639175328837,1.1954033915375133,111.27014218009478
|
||||
5gnidd,0.25,1,6,TCPConnectScan,14037,8,2,36,3627,1754.625,1056.293039063971,0.6020050090839758,100.75
|
||||
5gnidd,0.25,1,7,UDPFlood,320138,10,0,1,128338,32013.8,41188.815061373156,1.2865956263040674,128338.0
|
||||
5gnidd,0.25,1,8,UDPScan,11134,6,4,67,5172,1855.6666666666667,1682.0645713593226,0.9064475865058321,77.19402985074628
|
||||
5gnidd,0.25,2,0,Benign,334415,10,0,10,227468,33441.5,65962.28801709352,1.972467981911503,22746.8
|
||||
5gnidd,0.25,2,1,HTTPFlood,98569,7,3,43,36762,14081.285714285714,13455.260572029978,0.9555420467308164,854.9302325581396
|
||||
5gnidd,0.25,2,2,ICMPFlood,808,8,2,6,355,101.0,118.30574795841494,1.1713440391922272,59.166666666666664
|
||||
5gnidd,0.25,2,3,SYNFlood,6805,9,1,3,3136,756.1111111111111,1064.1515602628585,1.4074010348810768,1045.3333333333333
|
||||
5gnidd,0.25,2,4,SYNScan,14030,10,0,2,10072,1403.0,2944.64989429983,2.098823873342716,5036.0
|
||||
5gnidd,0.25,2,5,SlowrateDoS,51187,10,0,4,31740,5118.7,9212.276190497112,1.7997296560644525,7935.0
|
||||
5gnidd,0.25,2,6,TCPConnectScan,14037,9,1,3,3619,1559.6666666666667,1403.3240696448004,0.8997589675004063,1206.3333333333333
|
||||
5gnidd,0.25,2,7,UDPFlood,320138,10,0,113,82051,32013.8,25362.204812673524,0.7922272523934529,726.1150442477876
|
||||
5gnidd,0.25,2,8,UDPScan,11134,7,3,243,3899,1590.5714285714287,1346.1352996255464,0.8463218158234977,16.045267489711936
|
||||
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
|
||||
|
||||
|
@@ -1,4 +1,7 @@
|
||||
dataset,alpha,seed,num_clients,num_classes,num_train,nij_sum,n_class_condition_cells,n_cells_sj_lt_M,n_missing_client_class_cells,client_size_min,client_size_max,client_size_ratio,union_rare_count,union_unseen_count,max_unseen_on_client,n_clients_2_rare,support_cv_mean,support_cv_max,support_max_min_ratio_max,manifest_content_hash,partition_hash,split_hash,rng_seed
|
||||
5gnidd,0.25,0,10,9,851123,851123,9,6,10,23943,237693,9.927452700162887,6,6,3,10,1.4395928751896807,2.138942553879626,185504.0,ab6d8a8b63d478c4f6cfd88f96ccc7e16e1902f5e2c0ceac0f38ea26cfcda788,e628c17369f25e355cc8917f140e43f97e37ddc77e3193b6a1b0cbdc75a9ee12,18f89f4807de5493e83cbc19a87df51268050c5fb3a12f286e64c3115073dea7,708356900
|
||||
5gnidd,0.25,1,10,9,851123,851123,9,5,10,7399,205900,27.82808487633464,6,5,3,10,1.139696887717732,1.5222794753502558,128338.0,74df102e4edb4509ba32b2625aa6a99f4bbd1dbbac0fc61d3bcccd50f21475ba,05aec12ceb4c94bda85b8baed5f4fa877017aa180c543c966eacbeb620397e0e,3d05b7fe48d5a06ce5076eb60084349adc777872a54ddd566f7461f2f0c3579e,902143161
|
||||
5gnidd,0.25,2,10,9,851123,851123,9,5,10,19817,298192,15.047282636120503,8,5,2,10,1.3270685186489053,2.098823873342716,22746.8,061c094d1913f942267bdb5654d3c0d8cfef3fa592be6cd5a1845a5eb5cdc8f2,d9631ea6b2d3907e04389af8003ae7444fc50af30467d70853690cf5e87d5660,fc758d060dc51dec113b118e07cda6a012b5bd825aa64fb515d595cd1684417f,218373793
|
||||
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
|
||||
|
||||
|
@@ -1,3 +1,4 @@
|
||||
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,0.25,3,16,27,30,17.600940070872678,27.82808487633464,5.333333333333333,3,6.666666666666667,1.3021194271854393,185504.0
|
||||
5gnidd,0.5,3,4,27,4,9.594308791178781,12.717827450589933,1.3333333333333333,1,5.666666666666667,1.2251708481787265,88943.0
|
||||
5gnidd,0.75,3,4,27,5,6.308651536045827,11.355971110240189,1.3333333333333333,1,6.0,0.9162099053779219,7642.5
|
||||
|
@@ -0,0 +1,31 @@
|
||||
dataset,dataset_name,alpha,beta,pooled_val_mean,pooled_val_std_sample,selected,cells_sj_lt_M_total,missing_client_class_cells_total,support_cv_mean,mean_displacement_beta1
|
||||
5gnidd,5G-NIDD,0.25,0.0,0.7614534210908004,0.021902537932118035,True,16,30,1.3021194271854393,2.91943348262683
|
||||
5gnidd,5G-NIDD,0.25,0.25,0.7492858468825278,0.017106975874172658,False,16,30,1.3021194271854393,2.91943348262683
|
||||
5gnidd,5G-NIDD,0.25,0.5,0.7257145491666086,0.01101731431676257,False,16,30,1.3021194271854393,2.91943348262683
|
||||
5gnidd,5G-NIDD,0.25,0.75,0.7222353067403979,0.007966771094060871,False,16,30,1.3021194271854393,2.91943348262683
|
||||
5gnidd,5G-NIDD,0.25,1.0,0.7376364240173013,0.002755842556750987,False,16,30,1.3021194271854393,2.91943348262683
|
||||
5gnidd,5G-NIDD,0.5,0.0,0.6872301309573783,0.052725844344546816,False,4,4,1.2251708481787265,2.3399083587182736
|
||||
5gnidd,5G-NIDD,0.5,0.25,0.6450777370820986,0.06474313739822393,False,4,4,1.2251708481787265,2.3399083587182736
|
||||
5gnidd,5G-NIDD,0.5,0.5,0.6746687817772702,0.10225286523806497,False,4,4,1.2251708481787265,2.3399083587182736
|
||||
5gnidd,5G-NIDD,0.5,0.75,0.6883680316141424,0.12603192659396695,False,4,4,1.2251708481787265,2.3399083587182736
|
||||
5gnidd,5G-NIDD,0.5,1.0,0.6923695590578484,0.13914040832229815,True,4,4,1.2251708481787265,2.3399083587182736
|
||||
5gnidd,5G-NIDD,0.75,0.0,0.7780936320958092,0.05096339060419691,False,4,5,0.9162099053779219,1.3846165631331337
|
||||
5gnidd,5G-NIDD,0.75,0.25,0.7904830018820702,0.05510032325554253,False,4,5,0.9162099053779219,1.3846165631331337
|
||||
5gnidd,5G-NIDD,0.75,0.5,0.8090814343293601,0.05873543815277214,True,4,5,0.9162099053779219,1.3846165631331337
|
||||
5gnidd,5G-NIDD,0.75,0.75,0.7915299789128217,0.06497400095064636,False,4,5,0.9162099053779219,1.3846165631331337
|
||||
5gnidd,5G-NIDD,0.75,1.0,0.8043064619946296,0.05480323650098284,False,4,5,0.9162099053779219,1.3846165631331337
|
||||
xiiotid,X-IIoTID,0.25,0.0,0.5917038146634539,0.08952883653922933,True,19,38,1.4423832412721973,3.4221253316893105
|
||||
xiiotid,X-IIoTID,0.25,0.25,0.5886906256417319,0.06643525635398827,False,19,38,1.4423832412721973,3.4221253316893105
|
||||
xiiotid,X-IIoTID,0.25,0.5,0.5858514801619258,0.044857849968223555,False,19,38,1.4423832412721973,3.4221253316893105
|
||||
xiiotid,X-IIoTID,0.25,0.75,0.5794633987349401,0.0649060573642385,False,19,38,1.4423832412721973,3.4221253316893105
|
||||
xiiotid,X-IIoTID,0.25,1.0,0.5320987006423418,0.045718338534042856,False,19,38,1.4423832412721973,3.4221253316893105
|
||||
xiiotid,X-IIoTID,0.5,0.0,0.5443606875936857,0.09144660841267144,False,7,9,1.1833344484214374,2.0985368999756338
|
||||
xiiotid,X-IIoTID,0.5,0.25,0.5554339572275921,0.09006816161098347,False,7,9,1.1833344484214374,2.0985368999756338
|
||||
xiiotid,X-IIoTID,0.5,0.5,0.5673218494926892,0.08853898624879539,False,7,9,1.1833344484214374,2.0985368999756338
|
||||
xiiotid,X-IIoTID,0.5,0.75,0.5793667895728949,0.07512057331236716,True,7,9,1.1833344484214374,2.0985368999756338
|
||||
xiiotid,X-IIoTID,0.5,1.0,0.5734790834215032,0.1004496749103663,False,7,9,1.1833344484214374,2.0985368999756338
|
||||
xiiotid,X-IIoTID,0.75,0.0,0.471705692507431,0.055329314644425844,False,3,4,0.8806570470947873,1.3051104878964057
|
||||
xiiotid,X-IIoTID,0.75,0.25,0.47436809609801456,0.04605501919031881,False,3,4,0.8806570470947873,1.3051104878964057
|
||||
xiiotid,X-IIoTID,0.75,0.5,0.47674948263663786,0.04662425884469754,True,3,4,0.8806570470947873,1.3051104878964057
|
||||
xiiotid,X-IIoTID,0.75,0.75,0.47254095002934254,0.04602831582869046,False,3,4,0.8806570470947873,1.3051104878964057
|
||||
xiiotid,X-IIoTID,0.75,1.0,0.46860522897329,0.044741855341153436,False,3,4,0.8806570470947873,1.3051104878964057
|
||||
|
@@ -0,0 +1,7 @@
|
||||
dataset,dataset_name,alpha,selected_beta,tie_break_used,test_used_for_selection,pooled_val_mean_min,pooled_val_mean_max,pooled_val_mean_spread,pooled_std_min,pooled_std_max,cells_sj_lt_M_total,cells_total,missing_client_class_cells_total,client_size_ratio_mean,support_cv_mean,union_unseen_mean,mean_displacement_beta1
|
||||
5gnidd,5G-NIDD,0.25,0.0,False,False,0.7222353067403979,0.7614534210908004,0.039218114350402455,0.002755842556750987,0.021902537932118035,16,27,30,17.600940070872678,1.3021194271854393,5.333333333333333,2.91943348262683
|
||||
5gnidd,5G-NIDD,0.5,1.0,False,False,0.6450777370820986,0.6923695590578484,0.04729182197574977,0.052725844344546816,0.13914040832229815,4,27,4,9.594308791178781,1.2251708481787265,1.3333333333333333,2.3399083587182736
|
||||
5gnidd,5G-NIDD,0.75,0.5,False,False,0.7780936320958092,0.8090814343293601,0.03098780223355091,0.05096339060419691,0.06497400095064636,4,27,5,6.308651536045827,0.9162099053779219,1.3333333333333333,1.3846165631331337
|
||||
xiiotid,X-IIoTID,0.25,0.0,False,False,0.5320987006423418,0.5917038146634539,0.05960511402111213,0.044857849968223555,0.08952883653922933,19,27,38,14.745270966890343,1.4423832412721973,5.666666666666667,3.4221253316893105
|
||||
xiiotid,X-IIoTID,0.5,0.75,False,False,0.5443606875936857,0.5793667895728949,0.03500610197920917,0.07512057331236716,0.1004496749103663,7,27,9,7.405360903230798,1.1833344484214374,2.3333333333333335,2.0985368999756338
|
||||
xiiotid,X-IIoTID,0.75,0.5,False,False,0.46860522897329,0.47674948263663786,0.008144253663347867,0.044741855341153436,0.055329314644425844,3,27,4,4.668973713188908,0.8806570470947873,1.0,1.3051104878964057
|
||||
|
@@ -0,0 +1,516 @@
|
||||
{
|
||||
"beta_curve": [
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"beta": 0.0,
|
||||
"cells_sj_lt_M_total": 16,
|
||||
"dataset": "5gnidd",
|
||||
"dataset_name": "5G-NIDD",
|
||||
"mean_displacement_beta1": 2.91943348262683,
|
||||
"missing_client_class_cells_total": 30,
|
||||
"pooled_val_mean": 0.7614534210908004,
|
||||
"pooled_val_std_sample": 0.021902537932118035,
|
||||
"selected": "True",
|
||||
"support_cv_mean": 1.3021194271854393
|
||||
},
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"beta": 0.25,
|
||||
"cells_sj_lt_M_total": 16,
|
||||
"dataset": "5gnidd",
|
||||
"dataset_name": "5G-NIDD",
|
||||
"mean_displacement_beta1": 2.91943348262683,
|
||||
"missing_client_class_cells_total": 30,
|
||||
"pooled_val_mean": 0.7492858468825278,
|
||||
"pooled_val_std_sample": 0.017106975874172658,
|
||||
"selected": "False",
|
||||
"support_cv_mean": 1.3021194271854393
|
||||
},
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"beta": 0.5,
|
||||
"cells_sj_lt_M_total": 16,
|
||||
"dataset": "5gnidd",
|
||||
"dataset_name": "5G-NIDD",
|
||||
"mean_displacement_beta1": 2.91943348262683,
|
||||
"missing_client_class_cells_total": 30,
|
||||
"pooled_val_mean": 0.7257145491666086,
|
||||
"pooled_val_std_sample": 0.01101731431676257,
|
||||
"selected": "False",
|
||||
"support_cv_mean": 1.3021194271854393
|
||||
},
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"beta": 0.75,
|
||||
"cells_sj_lt_M_total": 16,
|
||||
"dataset": "5gnidd",
|
||||
"dataset_name": "5G-NIDD",
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|
||||
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|
||||
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|
||||
"union_unseen_mean": 1.3333333333333333
|
||||
},
|
||||
{
|
||||
"alpha": 0.25,
|
||||
"cells_sj_lt_M_total": 19,
|
||||
"cells_total": 27,
|
||||
"client_size_ratio_mean": 14.745270966890343,
|
||||
"dataset": "xiiotid",
|
||||
"dataset_name": "X-IIoTID",
|
||||
"mean_displacement_beta1": 3.4221253316893105,
|
||||
"missing_client_class_cells_total": 38,
|
||||
"pooled_std_max": 0.08952883653922933,
|
||||
"pooled_std_min": 0.044857849968223555,
|
||||
"pooled_val_mean_max": 0.5917038146634539,
|
||||
"pooled_val_mean_min": 0.5320987006423418,
|
||||
"pooled_val_mean_spread": 0.05960511402111213,
|
||||
"selected_beta": 0.0,
|
||||
"support_cv_mean": 1.4423832412721973,
|
||||
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|
||||
"tie_break_used": false,
|
||||
"union_unseen_mean": 5.666666666666667
|
||||
},
|
||||
{
|
||||
"alpha": 0.5,
|
||||
"cells_sj_lt_M_total": 7,
|
||||
"cells_total": 27,
|
||||
"client_size_ratio_mean": 7.405360903230798,
|
||||
"dataset": "xiiotid",
|
||||
"dataset_name": "X-IIoTID",
|
||||
"mean_displacement_beta1": 2.0985368999756338,
|
||||
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|
||||
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|
||||
"pooled_std_min": 0.07512057331236716,
|
||||
"pooled_val_mean_max": 0.5793667895728949,
|
||||
"pooled_val_mean_min": 0.5443606875936857,
|
||||
"pooled_val_mean_spread": 0.03500610197920917,
|
||||
"selected_beta": 0.75,
|
||||
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|
||||
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|
||||
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|
||||
"union_unseen_mean": 2.3333333333333335
|
||||
},
|
||||
{
|
||||
"alpha": 0.75,
|
||||
"cells_sj_lt_M_total": 3,
|
||||
"cells_total": 27,
|
||||
"client_size_ratio_mean": 4.668973713188908,
|
||||
"dataset": "xiiotid",
|
||||
"dataset_name": "X-IIoTID",
|
||||
"mean_displacement_beta1": 1.3051104878964057,
|
||||
"missing_client_class_cells_total": 4,
|
||||
"pooled_std_max": 0.055329314644425844,
|
||||
"pooled_std_min": 0.044741855341153436,
|
||||
"pooled_val_mean_max": 0.47674948263663786,
|
||||
"pooled_val_mean_min": 0.46860522897329,
|
||||
"pooled_val_mean_spread": 0.008144253663347867,
|
||||
"selected_beta": 0.5,
|
||||
"support_cv_mean": 0.8806570470947873,
|
||||
"test_used_for_selection": false,
|
||||
"tie_break_used": false,
|
||||
"union_unseen_mean": 1.0
|
||||
}
|
||||
]
|
||||
}
|
||||
Reference in new issue
Block a user