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Füge Evaluationsergebnisse für IForest und LOF hinzu

Merged Füge Evaluationsergebnisse für IForest und LOF hinzu
dev_Ahmad into main
Merged Ahmad Wattar requested to merge dev_Ahmad into main
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params,file_name,duration,group,point anomaly,seq anomaly,AUC-PR,AUC-ROC,VUS-PR,VUS-ROC,Standard-F1,PA-F1,Event-based-F1,R-based-F1,Affiliation-F,Recall,Precision
{'n_estimators': 200},001_NAB_id_1_Facility_tr_1007_1st_2014.csv,1.928373098373413,NAB,False,True,0.15414951097050114,0.6991859185570727,0.15494537257557184,0.7041105237421851,0.2781419216151785,0.7456521739130435,0.3999999999999995,0.3255667276152857,0.8257676678312066,0.0029154518950437317,0.058823529411764705
{'n_estimators': 100},002_NAB_id_2_WebService_tr_1500_1st_4106.csv,2.7108800411224365,NAB,False,False,0.18285372256448124,0.6295505192710914,0.18432276227003405,0.6484802411160513,0.2596328040659919,0.9992156862745099,0.8888888888888884,0.32160551897146444,0.870067392543225,0.04081632653061224,0.3333333333333333
{'n_estimators': 150},003_NAB_id_3_WebService_tr_1362_1st_1462.csv,3.4474170207977295,NAB,False,True,0.19598541988866963,0.5517611708748362,0.17283195347027672,0.5585516955270892,0.19243238808594024,0.906547619047619,0.6490066225165557,0.20652173913043478,0.8055716012803237,0.07025607353906763,0.5879120879120879
{'n_estimators': 200},004_NAB_id_4_Facility_tr_1007_1st_1437.csv,1.591562271118164,NAB,False,False,0.4944856951616627,0.8095935313786538,0.4916952513165752,0.8181989034493663,0.46967242640895784,1.0,0.9999999999999996,0.4123222748815166,0.980922547282529,0.16417910447761194,0.9850746268656716
{'n_estimators': 100},005_NAB_id_5_Traffic_tr_594_1st_1645.csv,1.2091968059539795,NAB,False,False,0.1269996000418509,0.5514328103964612,0.12778907242172272,0.5545605223463058,0.22399566742602384,0.9577464788732394,0.3437499999999997,0.23232776271913572,0.803375160974628,0.0,0.0
{'n_estimators': 200},006_NAB_id_6_Traffic_tr_2579_1st_5839.csv,5.291124582290649,NAB,False,True,0.34814612032967773,0.6710092425846628,0.34069163887628884,0.720878982038002,0.33488435201143935,0.8937093275488069,0.8848346636259973,0.29339753111714384,0.8573957380627589,0.0883495145631068,0.9891304347826086
{'n_estimators': 200},007_NAB_id_7_Traffic_tr_624_1st_2087.csv,2.329624891281128,NAB,False,True,0.37298236499330634,0.8672758343961824,0.41551984718528184,0.9071257321199538,0.5278760714111922,0.9649805447470817,0.6815286624203816,0.3324650450105344,0.8170166696332745,0.008064516129032258,0.1
{'n_estimators': 200},008_NAB_id_8_Synthetic_tr_1007_1st_2734.csv,1.625079870223999,NAB,False,False,0.7073088378032619,0.7917261309873888,0.7469720282747381,0.8249771828874088,0.7507114477210466,1.0,0.9999999999999996,0.45807301891673896,0.9922809239934078,0.3482587064676617,0.958904109589041
{'n_estimators': 150},009_NAB_id_9_Traffic_tr_500_1st_438.csv,1.7176446914672852,NAB,False,False,0.25747086137863395,0.7117276016376274,0.3026276049423305,0.7842757655051561,0.3880548897901151,0.972972972972973,0.6259541984732819,0.31725529767911204,0.8720929937542017,0.013888888888888888,0.15789473684210525
{'n_estimators': 100},010_NAB_id_10_WebService_tr_500_1st_271.csv,2.0015547275543213,NAB,False,True,0.18837744933058265,0.5890749904834411,0.2825108137220927,0.7274876493320438,0.3167052197722591,0.5769980506822612,0.3491124260355026,0.40832209985502455,0.7873150422819535,0.0,0.0
{'n_estimators': 50},011_NAB_id_11_Facility_tr_1007_1st_1526.csv,2.288991689682007,NAB,False,False,0.549848829452746,0.7302798665257428,0.5955216196565146,0.7904323275663407,0.5454501461163196,1.0,0.9999999999999996,0.6332179930795848,0.9858155019660718,0.25316455696202533,1.0
{'n_estimators': 25},012_NAB_id_12_Synthetic_tr_1007_1st_2787.csv,3.419910192489624,NAB,False,False,0.08046604977892736,0.2602206197700049,0.11775935980858145,0.4008003626019837,0.22604655672734536,0.8837209302325582,0.2259488084730801,0.2792564314331791,0.6740936882626715,0.0,0.0
{'n_estimators': 200},013_NAB_id_13_Traffic_tr_623_1st_2084.csv,2.7119393348693848,NAB,False,True,0.29867259808964614,0.838297654611783,0.3932380683201553,0.9020690200084306,0.4746787758851071,0.8435374149659864,0.5696202531645566,0.3302816901408451,0.7361050141881702,0.008064516129032258,0.037037037037037035
{'n_estimators': 25},014_NAB_id_14_WebService_tr_500_1st_1045.csv,0.898021936416626,NAB,False,False,0.06546973129365039,0.29889796693900816,0.06736422726101385,0.30734101764842464,0.18105850818140562,0.5925925925925926,0.1807372175980973,0.22848341051690568,0.670927395298176,0.0,0.0
{'n_estimators': 200},015_NAB_id_15_Synthetic_tr_1007_1st_2787.csv,3.2794082164764404,NAB,False,False,0.31790483437560124,0.5025244717504075,0.3721452027811963,0.6203370096669988,0.34713076623333805,1.0,0.9999999999999996,0.48850913376546845,0.9795425194934774,0.10526315789473684,1.0
{'n_estimators': 150},016_NAB_id_16_Environment_tr_1816_1st_3540.csv,1.9982643127441406,NAB,False,True,0.5084686500808647,0.8594082266561495,0.5112307042327925,0.8650741295581527,0.4500357728086099,1.0,0.9999999999999996,0.45894957493886107,0.9757187050173894,0.17679558011049723,0.9078014184397163
{'n_estimators': 150},017_NAB_id_17_Synthetic_tr_1007_1st_1805.csv,2.1712467670440674,NAB,False,False,0.27028527387225704,0.6117384282774609,0.26682839067440706,0.6459236450605693,0.2569164333940965,1.0,0.9999999999999996,0.3430564362714014,0.9849360793841816,0.08706467661691543,1.0
{'n_estimators': 200},018_NAB_id_18_Facility_tr_500_1st_669.csv,2.0748369693756104,NAB,False,True,0.22167565807763548,0.5414284098478088,0.33948521102680174,0.6941687043454525,0.277223013074381,0.7054409005628518,0.6666666666666662,0.18882466281310215,0.6749552056103788,0.09042553191489362,0.5483870967741935
{'n_estimators': 100},019_NAB_id_19_Facility_tr_1007_1st_1171.csv,1.9182889461517334,NAB,False,True,0.1588230954347528,0.64957312035252,0.1522645382324097,0.6535258447748996,0.25013925049349583,0.8695652173913043,0.6666666666666662,0.2213975585355156,0.8125004625190597,0.0,0.0
{'n_estimators': 200},020_NAB_id_20_Synthetic_tr_1007_1st_2679.csv,3.590944766998291,NAB,False,False,0.6263401047269108,0.7832424289647291,0.6541610314166338,0.8252594417303992,0.5875908298720914,1.0,0.9999999999999996,0.6423261915172715,0.9927457199506275,0.0,0.0
{'n_estimators': 50},021_NAB_id_21_WebService_tr_500_1st_565.csv,1.1128380298614502,NAB,False,True,0.11350308356519122,0.4836466165413534,0.11689305003724762,0.5252291219922225,0.18150714148639932,0.8311688311688312,0.6666666666666662,0.22903418440589066,0.6877934963016933,0.01875,0.5
{'n_estimators': 150},022_NAB_id_22_Facility_tr_1007_1st_2980.csv,2.6869192123413086,NAB,False,True,0.3527449047701973,0.8484762176018228,0.4441542384792524,0.8922914640771152,0.5741322014417815,0.791476407914764,0.6140477914554666,0.7390541618858724,0.8601072304583944,0.0,0.0
{'n_estimators': 200},023_NAB_id_23_Facility_tr_4512_1st_16551.csv,3.711860418319702,NAB,False,False,0.8499480636792989,0.9468957421649102,0.8479655071762865,0.9471977436150957,0.8446441332160812,1.0,0.9999999999999996,0.8648075174295241,0.9970471533011511,0.40253671562082777,1.0
{'n_estimators': 200},024_NAB_id_24_Synthetic_tr_1007_1st_2787.csv,3.0569534301757812,NAB,False,False,0.4761210221369676,0.611633625786404,0.5533338806843358,0.7224506797758024,0.49805002169040674,1.0,0.9999999999999996,0.6037016875340229,0.9899520424513563,0.21637426900584794,1.0
{'n_estimators': 25},025_NAB_id_25_WebService_tr_3958_1st_4614.csv,4.064701318740845,NAB,False,True,0.10227173349653047,0.5030745407262405,0.10385379755889448,0.5066710025909441,0.18150323193787388,0.9083069847657372,0.2243198223209326,0.3445912882792117,0.6765477905908082,0.012025316455696202,0.06209150326797386
{'n_estimators': 200},026_NAB_id_26_Traffic_tr_624_1st_2261.csv,1.3459692001342773,NAB,False,False,0.2924107703485669,0.7829732512199927,0.29247823922945465,0.7840510532504338,0.35316961867705127,0.9916666666666667,0.7252747252747247,0.28997613365155134,0.8767680321817929,0.004201680672268907,0.14285714285714285
{'n_estimators': 200},027_NAB_id_27_Facility_tr_757_1st_2582.csv,2.127234935760498,NAB,False,False,0.26579300996587824,0.7285146591310491,0.2626297857106271,0.75413999298375,0.34984936555303453,1.0,0.9999999999999996,0.33887043189368776,0.9893213514617488,0.045,0.6
{'n_estimators': 200},028_NAB_id_28_Facility_tr_1007_1st_3447.csv,3.649874687194824,NAB,False,False,0.2289238103400518,0.6406999347726406,0.2686218619743395,0.7293946257759862,0.3175493560345053,1.0,0.9999999999999996,0.33591331269349844,0.9788527860287934,0.013953488372093023,0.6666666666666666
{'n_estimators': 150},032_WSD_id_4_WebService_tr_4559_1st_11822.csv,2.6005442142486572,WSD,False,True,0.0026251590113920515,0.44897749671484893,0.0041615447261243894,0.4633092828816114,0.007480189772074698,0.010416666666666666,0.007458292443572115,0.057565789473684216,0.6807398417255914,0.0,0.0
{'n_estimators': 100},033_WSD_id_5_WebService_tr_4559_1st_12588.csv,4.6925883293151855,WSD,False,False,0.0007391901243786762,0.4657752794894712,0.0009032894437663705,0.4833715265759974,0.002423378945998756,0.0032679738562091504,0.0023803451500467544,0.020868584320360973,0.6666670809940995,0.0,0.0
{'n_estimators': 100},038_WSD_id_10_WebService_tr_4042_1st_4142.csv,6.273431301116943,WSD,False,False,0.008073564550848483,0.7932395886941342,0.01814689638571631,0.8558957662338388,0.022721920121190453,0.043010752688172046,0.02217391304347824,0.059404014908023606,0.7399318334343689,0.0,0.0
{'n_estimators': 100},039_WSD_id_11_WebService_tr_1746_1st_1846.csv,5.86415433883667,WSD,False,False,0.019778005098986653,0.8290736189226818,0.040895844363018435,0.8712302310307399,0.04956282083007687,0.10051736881005174,0.05008111730267328,0.08810427440481951,0.8020524638029317,0.0,0.0
{'n_estimators': 200},040_WSD_id_12_WebService_tr_4559_1st_9714.csv,5.342887878417969,WSD,False,True,0.0016368260995122444,0.332699280826279,0.0024789029990875773,0.3922322419561292,0.005212691874569376,0.007146592295624891,0.005141765829293369,0.035578990362709804,0.7189766562378354,0.0,0.0
{'n_estimators': 25},043_WSD_id_15_WebService_tr_4521_1st_6828.csv,4.7572925090789795,WSD,True,False,0.0004425367617116017,0.5877260910448587,0.00142260603277299,0.7838336288772537,0.0010740069869900441,0.001638001638001638,0.0010428888019814876,0.003229527104959631,0.6711169689122652,0.0,0.0
{'n_estimators': 150},045_WSD_id_17_WebService_tr_2566_1st_2666.csv,3.0034878253936768,WSD,True,False,0.0005599489751301455,0.6669775095995611,0.0006502235621692734,0.6748577140400128,0.0016851397419333464,0.0020063534525998996,0.0016846834199073404,0.009427121102248005,0.7243199251655694,0.0,0.0
{'n_estimators': 50},049_WSD_id_21_WebService_tr_4297_1st_7097.csv,3.856459617614746,WSD,False,False,0.010503705032858912,0.8849234251679834,0.011862085209786022,0.8953653975254596,0.03246572218729596,0.4166666666666667,0.03024574669187141,0.035758323057953144,0.80459395235434,0.03225806451612903,0.009259259259259259
{'n_estimators': 50},053_WSD_id_25_WebService_tr_4559_1st_9198.csv,3.278543710708618,WSD,False,False,0.003922985096521021,0.9087459212575824,0.005171389366422246,0.9159262609422172,0.011235843328973637,0.020249221183800622,0.011115861479264631,0.053294881038211964,0.8852968340342188,0.0,0.0
{'n_estimators': 200},054_WSD_id_26_WebService_tr_2409_1st_2509.csv,5.802875280380249,WSD,False,True,0.00251212071684391,0.3361569308363306,0.008406220526101295,0.4478170894663251,0.007923162204039555,0.009426551453260016,0.007844083750678806,0.033557079941692894,0.6779825933032655,0.0,0.0
{'n_estimators': 25},058_WSD_id_30_WebService_tr_1136_1st_1236.csv,3.3831217288970947,WSD,False,False,0.0006881419960784853,0.6124780557384244,0.0008849641209042554,0.7007531125949342,0.002024259162279552,0.00796812749003984,0.0019531249999999978,0.005911330049261084,0.6666847367494612,0.0,0.0
{'n_estimators': 150},060_WSD_id_32_WebService_tr_4576_1st_4766.csv,4.723019599914551,WSD,False,True,0.007404017511204793,0.6368111052584523,0.011606201067905239,0.6084539815366922,0.017239631512731942,0.060851926977687626,0.01689489596300905,0.041708096168277795,0.6667397758207277,0.0,0.0
{'n_estimators': 100},068_WSD_id_40_WebService_tr_4549_1st_13322.csv,3.6027982234954834,WSD,False,True,0.0067761767942027765,0.6432359282710032,0.009891190040641857,0.6285498042612259,0.03459398723637544,0.04892966360856269,0.033264033264033196,0.09488438960105426,0.6666558262730331,0.0,0.0
{'n_estimators': 150},070_WSD_id_42_WebService_tr_2102_1st_2202.csv,4.861701726913452,WSD,False,True,0.0047660197131926905,0.33805767580235846,0.012469586148523143,0.4456268523999039,0.015257698373812245,0.020538151566359027,0.014900168868580494,0.06409596594716212,0.6692371359967692,0.0,0.0
{'n_estimators': 25},074_WSD_id_46_WebService_tr_990_1st_1090.csv,5.324263095855713,WSD,False,True,0.039516911325785234,0.8062179834522725,0.052928429044422486,0.8265794029919444,0.0972146471729471,0.1612184249628529,0.09842066349102446,0.1703143712581417,0.8277885199225974,0.010344827586206896,0.007692307692307693
{'n_estimators': 25},089_WSD_id_61_WebService_tr_1010_1st_1110.csv,10.426973104476929,WSD,False,True,0.020071978899986073,0.6582999139610093,0.06319647674779971,0.7882080465931007,0.04910366884508806,0.10288386593920498,0.04928814729935481,0.09485220703051765,0.806267073256694,0.0,0.0
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{'n_estimators': 100},106_WSD_id_78_WebService_tr_3363_1st_3463.csv,4.410809755325317,WSD,False,True,0.8440311559618638,0.9001028554635844,0.3403037683241863,0.6861923987679838,0.9009851432730185,0.914004914004914,0.4999999999999996,0.4888304862023653,0.7484650194514637,0.8416289592760181,0.8017241379310345
{'n_estimators': 200},113_WSD_id_85_WebService_tr_500_1st_335.csv,7.138849973678589,WSD,False,True,0.005648318755603903,0.33681526249684535,0.014408148512470091,0.37575851985061937,0.03806458864719589,0.06205250596658711,0.037195994277539085,0.04742626379536043,0.6667923051160037,0.0,0.0
{'n_estimators': 50},117_WSD_id_89_WebService_tr_3251_1st_3351.csv,2.7200558185577393,WSD,False,False,0.0006689556734507453,0.824772491296647,0.0007471696887325614,0.8325304232289317,0.0017487438219358155,0.002936857562408223,0.0016797312430011178,0.011226944667201283,0.8696793062027073,0.0,0.0
{'n_estimators': 100},125_WSD_id_97_WebService_tr_2217_1st_2317.csv,4.899872541427612,WSD,False,True,0.006553017413026233,0.3788256043158004,0.00990442174692145,0.38829504131597,0.019021531702548427,0.036003600360036005,0.01902296991264961,0.05679137778403699,0.6667289257101234,0.0,0.0
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