diff --git a/bilder/evaluation/anomalien/kMeans_groups_anomaly.png b/bilder/evaluation/anomalien/kMeans_groups_anomaly.png new file mode 100644 index 0000000000000000000000000000000000000000..e19008f59e605c5f938ca5bb811f1306bcc09a5f Binary files /dev/null and b/bilder/evaluation/anomalien/kMeans_groups_anomaly.png differ diff --git a/bilder/evaluation/groups/kMeans_groups.png b/bilder/evaluation/groups/kMeans_groups.png new file mode 100644 index 0000000000000000000000000000000000000000..db50d7b819056e11fcfd127ccafdee0a3432ef70 Binary files /dev/null and b/bilder/evaluation/groups/kMeans_groups.png differ diff --git a/docs/evaluation/USAD.csv b/docs/evaluation/USAD.csv new file mode 100644 index 0000000000000000000000000000000000000000..aa31e24c264d7eb1662a5b3658addea8cb94a61c --- /dev/null +++ b/docs/evaluation/USAD.csv @@ -0,0 +1,398 @@ +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 +"{'win_size': 50, 'lr': 0.0001}",001_NAB_id_1_Facility_tr_1007_1st_2014.csv,1.8274383544921875,NAB,False,True,0.22165973400353778,0.5046435369933533,0.1302075880945323,0.41655654113312,0.25445070543022996,0.5618448637316562,0.4999999999999996,0.5074555637362352,0.7844114518858377,0.14285714285714285,1.0 +"{'win_size': 100, 'lr': 0.001}",002_NAB_id_2_WebService_tr_1500_1st_4106.csv,2.713348865509033,NAB,False,False,0.40036365107289884,0.5094192986364212,0.40205340743386075,0.523806545929457,0.459488601037015,1.0,0.9999999999999996,0.5011764705882352,0.9927440411599251,0.16326530612244897,1.0 +"{'win_size': 100, 'lr': 1e-05}",003_NAB_id_3_WebService_tr_1362_1st_1462.csv,3.3118362426757812,NAB,False,True,0.39141021619340616,0.6103826744425978,0.39174057865037065,0.6187099607207673,0.4266495362229149,1.0,0.9999999999999996,0.5625594224469205,0.9903243651357295,0.206172028890348,1.0 +"{'win_size': 100, 'lr': 0.001}",004_NAB_id_4_Facility_tr_1007_1st_1437.csv,1.6392040252685547,NAB,False,False,0.4085437912660118,0.7206602698823327,0.4122921912099407,0.7358740516592307,0.4173195322351977,1.0,0.9999999999999996,0.5785007072135785,0.9860991274804546,0.24875621890547264,1.0 +"{'win_size': 100, 'lr': 0.0001}",005_NAB_id_5_Traffic_tr_594_1st_1645.csv,1.2766005992889404,NAB,False,False,0.11058662312297475,0.474358169236868,0.11278937807055398,0.47830253991428806,0.22413309189996064,0.7652733118971061,0.32758620689655144,0.39513616973469445,0.7169825894638172,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",006_NAB_id_6_Traffic_tr_2579_1st_5839.csv,7.205807209014893,NAB,False,True,0.12377469321967385,0.2507414030793286,0.08807927030929656,0.2396343035522494,0.1815121393746002,0.3333333333333333,0.33333333333333304,0.6048602434150968,0.6855063929797833,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",007_NAB_id_7_Traffic_tr_624_1st_2087.csv,2.2120306491851807,NAB,False,True,0.5669566967595161,0.8681141714793426,0.5790040342189381,0.929183980274797,0.6353741162135983,0.9018181818181819,0.7738095238095233,0.7094339622641509,0.8466356423435253,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",008_NAB_id_8_Synthetic_tr_1007_1st_2734.csv,1.8432157039642334,NAB,False,False,0.8065937188253208,0.8863528869842028,0.8341834258565428,0.9091960598589746,0.8079950259506203,1.0,0.9999999999999996,0.8343177095595385,0.9930711948709334,0.5199004975124378,1.0 +"{'win_size': 100, 'lr': 0.001}",009_NAB_id_9_Traffic_tr_500_1st_438.csv,1.5349352359771729,NAB,False,False,0.21996243055270348,0.6992740169475388,0.25522566228569293,0.7742032686055234,0.4347776272782461,0.7728085867620751,0.5797101449275358,0.4411400247831474,0.8579305090760214,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",010_NAB_id_10_WebService_tr_500_1st_271.csv,2.1000542640686035,NAB,False,True,0.19283577495694992,0.4407594213932242,0.22670010623729822,0.556389397384085,0.2725574985365228,0.5050505050505051,0.4999999999999996,0.6616885831151791,0.7376436682044148,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",011_NAB_id_11_Facility_tr_1007_1st_1526.csv,3.601030111312866,NAB,False,False,0.07757782611474395,0.2957684912023477,0.09070958179829423,0.35910624779346856,0.21043096948448833,0.7694805194805194,0.21008216744392608,0.41478693047739407,0.6726760185376067,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",012_NAB_id_12_Synthetic_tr_1007_1st_2787.csv,3.49576997756958,NAB,False,False,0.08452564250453967,0.2968376503130101,0.12927017033242974,0.44492019635128777,0.2260887835889071,0.9799426934097422,0.22584195465551377,0.2366782006920415,0.8451996294930892,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",013_NAB_id_13_Traffic_tr_623_1st_2084.csv,3.0419867038726807,NAB,False,True,0.06095720010242118,0.24151358687846491,0.09752438967243601,0.4351753203760808,0.1808882161370859,0.3404255319148936,0.18029197080291953,0.5412465089132825,0.732799084437183,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",014_NAB_id_14_WebService_tr_500_1st_1045.csv,0.9778354167938232,NAB,False,False,0.274330723915888,0.694109823294699,0.28547631837022075,0.6966171533839406,0.42918001367868813,0.9620253164556962,0.805555555555555,0.3876651982378855,0.9112515057402096,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",015_NAB_id_15_Synthetic_tr_1007_1st_2787.csv,3.4979851245880127,NAB,False,False,0.0989575495949877,0.40470673240488625,0.1439530330883995,0.5389682972606081,0.22583995127668138,0.9615745079662605,0.22584195465551377,0.29444265693884814,0.6739158761503922,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",016_NAB_id_16_Environment_tr_1816_1st_3540.csv,3.408823251724243,NAB,False,True,0.4014285337221872,0.535149210118723,0.24248420384812994,0.36417513803458085,0.4728885483859106,0.6666666666666666,0.6666666666666662,0.5124702764213143,0.6731608338532048,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",017_NAB_id_17_Synthetic_tr_1007_1st_1805.csv,1.8879375457763672,NAB,False,False,0.39359529654615255,0.6429984960839232,0.3977537420807661,0.6740958019539556,0.429684126308227,1.0,0.9999999999999996,0.5904628330995793,0.9866602465090387,0.24875621890547264,1.0 +"{'win_size': 50, 'lr': 0.001}",018_NAB_id_18_Facility_tr_500_1st_669.csv,2.019912004470825,NAB,False,True,0.14883008511445728,0.694158361714695,0.25078031610583906,0.790309075601231,0.2977976633380949,0.5371428571428571,0.30085470085470056,0.42550535695710967,0.8051712696755335,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",019_NAB_id_19_Facility_tr_1007_1st_1171.csv,2.0932066440582275,NAB,False,True,0.17120224469742976,0.60501514734233,0.15046818673695522,0.5586669998668898,0.25199961696058226,0.6611570247933884,0.49999999999999944,0.6814169592691176,0.7873254979628957,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",020_NAB_id_20_Synthetic_tr_1007_1st_2679.csv,3.5995209217071533,NAB,False,False,0.19078255910496453,0.5558754917099938,0.22442639829027558,0.6243232440789817,0.3548348275860629,0.9975903614457832,0.39999999999999963,0.23056398687952165,0.7187760843616698,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",021_NAB_id_21_WebService_tr_500_1st_565.csv,1.2126433849334717,NAB,False,True,0.32705115215916364,0.7653622693096377,0.28137982166360587,0.7574159982795691,0.38727826529153003,0.6666666666666666,0.6666666666666662,0.4802586805887297,0.7355260144018302,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",022_NAB_id_22_Facility_tr_1007_1st_2980.csv,2.7371175289154053,NAB,False,True,0.47119293070278073,0.8309948951646475,0.527484286661551,0.8952897825362568,0.5949152506851524,1.0,0.9999999999999996,0.4873844614040617,0.9486798403858842,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",023_NAB_id_23_Facility_tr_4512_1st_16551.csv,7.756690502166748,NAB,False,False,0.6841623023036753,0.806825651731965,0.6819934243213782,0.8075389809765963,0.7162983501117548,1.0,0.9999999999999996,0.7825097529258778,0.9960427603229939,0.4986648865153538,1.0 +"{'win_size': 100, 'lr': 0.001}",024_NAB_id_24_Synthetic_tr_1007_1st_2787.csv,3.1526501178741455,NAB,False,False,0.3924015697886612,0.5388904957738925,0.46747652102122744,0.6703994844461372,0.4548157632456845,1.0,0.9999999999999996,0.6052202283849919,0.9838117250924522,0.1871345029239766,1.0 +"{'win_size': 100, 'lr': 0.001}",025_NAB_id_25_WebService_tr_3958_1st_4614.csv,4.717891454696655,NAB,False,True,0.19760108607389898,0.5210314475072564,0.18135933114614955,0.5239630197143619,0.20888974733060992,0.952094004218138,0.709219858156028,0.3759873617693523,0.7136597663702887,0.06329113924050633,0.5586592178770949 +"{'win_size': 5, 'lr': 0.001}",026_NAB_id_26_Traffic_tr_624_1st_2261.csv,1.4502363204956055,NAB,False,False,0.06518063192040566,0.31668147135014996,0.0659658207337633,0.32021605455041136,0.1739114555910576,0.9032258064516129,0.17330895795246784,0.5603925655017911,0.8303988524617834,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",027_NAB_id_27_Facility_tr_757_1st_2582.csv,1.9151053428649902,NAB,False,False,0.5656668013693513,0.8136912751677853,0.566988680220708,0.824357894143079,0.6510022972237508,1.0,0.9999999999999996,0.7341772151898734,0.9954220611082335,0.265,1.0 +"{'win_size': 100, 'lr': 0.001}",028_NAB_id_28_Facility_tr_1007_1st_3447.csv,3.2554099559783936,NAB,False,False,0.3604031311049782,0.5279315177308629,0.41471709661964223,0.618450153322947,0.3773554290031232,1.0,0.9999999999999996,0.5570469798657718,0.977304675388504,0.19069767441860466,1.0 +"{'win_size': 5, 'lr': 1e-05}",032_WSD_id_4_WebService_tr_4559_1st_11822.csv,5.182803392410278,WSD,False,True,0.014210757062537655,0.7109360334146799,0.013856981458542982,0.8039772497472384,0.0751843158540024,0.42105263157894735,0.08791208791208775,0.12389380530973453,0.855917887904005,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",033_WSD_id_5_WebService_tr_4559_1st_12588.csv,7.685323238372803,WSD,False,False,0.0007653839063919421,0.4662495884096147,0.0011817337622860168,0.48412904526760364,0.0027915972476191104,0.002903961833644472,0.002774474831549739,0.07934336525307797,0.6740022895830041,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",038_WSD_id_10_WebService_tr_4042_1st_4142.csv,7.258322715759277,WSD,False,False,0.9117118480592291,0.9942347215074487,0.8352051737758478,0.9990683855367328,0.921870004909878,0.9777777777777777,0.9752066115702474,0.8504206671285757,0.9998759217472509,0.8484848484848485,0.9655172413793104 +"{'win_size': 5, 'lr': 0.001}",039_WSD_id_11_WebService_tr_1746_1st_1846.csv,6.621825218200684,WSD,False,False,0.6369004348025658,0.9156869742373143,0.6806186694872587,0.978405353352567,0.730588818446352,0.9924812030075187,0.9861111111111106,0.7639966452970193,0.9978368735465658,0.4090909090909091,0.9642857142857143 +"{'win_size': 100, 'lr': 0.0001}",040_WSD_id_12_WebService_tr_4559_1st_9714.csv,7.376039743423462,WSD,False,True,0.0021421597866547863,0.477849047245625,0.0035764524037275786,0.5189135718543189,0.008040712228364283,0.00813815005954744,0.007843887507174279,0.05528144422123171,0.7245618367300202,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",043_WSD_id_15_WebService_tr_4521_1st_6828.csv,6.63485860824585,WSD,True,False,0.0010544401717884227,0.7334476464406218,0.0048247558839974065,0.7107794073164108,0.004398739391670178,0.0045627376425855515,0.00435413642960812,0.02843601895734597,0.6805460253693137,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",045_WSD_id_17_WebService_tr_2566_1st_2666.csv,3.4067704677581787,WSD,True,False,0.5703703703703704,0.9998628634119583,0.171534139831701,0.9983250911521763,0.7499953125292966,0.75,0.7499999999999994,0.7499999999999999,0.9998245682962081,1.0,0.6 +"{'win_size': 5, 'lr': 1e-05}",049_WSD_id_21_WebService_tr_4297_1st_7097.csv,6.723545551300049,WSD,False,False,0.4579323836576046,0.8907704108682492,0.16902508638551092,0.6753679294660424,0.606055624467026,0.9180327868852459,0.6984126984126978,0.5591160220994474,0.899496940619679,0.5483870967741935,0.6071428571428571 +"{'win_size': 5, 'lr': 0.001}",053_WSD_id_25_WebService_tr_4559_1st_9198.csv,6.118722915649414,WSD,False,False,0.32360743588906477,0.9758673527537051,0.10633982269954584,0.9762060964117978,0.4705846367057193,1.0,0.9999999999999996,0.5555555555555556,0.9998903147965335,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",054_WSD_id_26_WebService_tr_2409_1st_2509.csv,7.555408954620361,WSD,False,True,0.004872244807868465,0.648120219934681,0.02598941020385961,0.7135574188208338,0.014120703433167287,0.015296367112810707,0.014109347442680708,0.028450924637710692,0.7587638217658494,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",058_WSD_id_30_WebService_tr_1136_1st_1236.csv,3.673666477203369,WSD,False,False,0.4238735787269907,0.9449404761904762,0.1484073482405651,0.9451873534091062,0.5454505785412469,1.0,0.9999999999999996,0.6666666666666666,0.9999554432878736,0.5,0.014814814814814815 +"{'win_size': 5, 'lr': 0.0001}",060_WSD_id_32_WebService_tr_4576_1st_4766.csv,7.319857120513916,WSD,False,True,0.040586707506661636,0.7612831541450289,0.05311739967010871,0.8875234958711912,0.08474341862272555,0.2857142857142857,0.22222222222222202,0.08691088492166012,0.8595172233756788,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",068_WSD_id_40_WebService_tr_4549_1st_13322.csv,6.713366508483887,WSD,False,True,0.0010730774779019762,0.2700959625867383,0.0017766776216456195,0.22549585789494483,0.003357797001824368,0.003440063508864779,0.0033184428844926545,0.008186397984886651,0.7156329916254625,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",070_WSD_id_42_WebService_tr_2102_1st_2202.csv,6.338679075241089,WSD,False,True,0.03134333746191728,0.6971131562904533,0.05206200968497296,0.8797671798612559,0.08695409505827106,0.17777777777777778,0.22222222222222177,0.14285714285714288,0.8814270018873479,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",074_WSD_id_46_WebService_tr_990_1st_1090.csv,3.906686544418335,WSD,False,True,0.4662951155386991,0.8332599330558726,0.3879251002978932,0.8540014181105847,0.4961986284556351,0.8939393939393939,0.8858313817330206,0.6579431218776385,0.9012203294679529,0.40344827586206894,0.5064935064935064 +"{'win_size': 5, 'lr': 1e-05}",089_WSD_id_61_WebService_tr_1010_1st_1110.csv,8.943014860153198,WSD,False,True,0.2749419138412878,0.8830062853848628,0.17697440965424838,0.925860358099378,0.2904983932191698,0.6737967914438503,0.6290322580645156,0.6630897316427028,0.9362801499962924,0.25311203319502074,0.2863849765258216 +"{'win_size': 100, 'lr': 0.0001}",094_WSD_id_66_WebService_tr_3309_1st_3914.csv,6.348775148391724,WSD,False,True,0.0032570106887847153,0.6140000432834852,0.015394237824444726,0.6556308718494016,0.009339466747936037,0.009512161978529691,0.00933955970647097,0.10194610814494785,0.6958264088368417,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",099_WSD_id_71_WebService_tr_4559_1st_14411.csv,6.836482286453247,WSD,False,True,0.005843143652823414,0.8059377073572879,0.008505503056132936,0.7815484189728644,0.020251114437880663,0.027842227378190254,0.018897637795275552,0.07920792079207921,0.8254280595471813,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",106_WSD_id_78_WebService_tr_3363_1st_3463.csv,6.091557741165161,WSD,False,True,0.8475769973621828,0.9629999133452138,0.40869071710883237,0.8963904402007047,0.881511598936613,0.914004914004914,0.4999999999999996,0.48851500677265275,0.822809603193641,0.8416289592760181,0.9073170731707317 +"{'win_size': 100, 'lr': 0.0001}",113_WSD_id_85_WebService_tr_500_1st_335.csv,7.330952167510986,WSD,False,True,0.009559178593550408,0.6418103883817889,0.03745261014587597,0.6733662717869202,0.055670850032378524,0.058165548098434,0.047794117647058515,0.06770833333333333,0.7325750589382906,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",117_WSD_id_89_WebService_tr_3251_1st_3351.csv,4.444912910461426,WSD,False,False,0.003627913369403291,0.967039231254708,0.005253741339859299,0.9690954552335358,0.010169390348607888,0.011152416356877323,0.010050251256281397,0.07228915662650602,0.9375687380731754,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",125_WSD_id_97_WebService_tr_2217_1st_2317.csv,6.1048290729522705,WSD,False,True,0.01235894169998868,0.6394547097591474,0.02217068584484976,0.6298477599785642,0.036163865068916244,0.03642987249544627,0.03338242513500237,0.11208491614548655,0.7712412449310948,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",130_WSD_id_102_WebService_tr_2362_1st_2462.csv,5.006943941116333,WSD,False,False,0.1918366673098845,0.605044634799083,0.05916449260737698,0.6413307228910924,0.3127231471618641,0.5057471264367817,0.36363636363636326,0.24865873571261957,0.7427918972218513,0.2,0.5571428571428572 +"{'win_size': 100, 'lr': 0.001}",137_WSD_id_109_WebService_tr_4559_1st_14404.csv,6.878628730773926,WSD,False,True,0.006354339010800755,0.7572215959263102,0.009254270742963575,0.7662879616402553,0.0190681501853746,0.02444545043005885,0.01900739176346353,0.054136392286971334,0.8358593221598843,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",139_WSD_id_111_WebService_tr_1701_1st_1801.csv,6.887700080871582,WSD,False,False,0.7648002595655374,0.8923254154053399,0.500437491182578,0.8912396301457532,0.7573914541136892,0.8627450980392157,0.7705263157894733,0.6219270469773762,0.8000087697675048,0.7816091954022989,0.6538461538461539 +"{'win_size': 100, 'lr': 0.001}",140_MSL_id_1_Sensor_tr_530_1st_630.csv,1.7732090950012207,MSL,False,False,0.5880006960168789,0.6570247933884297,0.5963469982330721,0.7527287232641178,0.7263111640183765,1.0,0.9999999999999996,0.45065156054039307,0.9993968067339842,0.33884297520661155,1.0 +"{'win_size': 5, 'lr': 1e-05}",141_MSL_id_2_Sensor_tr_500_1st_550.csv,3.453054428100586,MSL,False,True,0.13755352163057327,0.4537834305380412,0.2134886159062852,0.6244506968211804,0.24223389589464164,0.8062015503875969,0.24242424242424218,0.4932015998786618,0.6771691745128279,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",142_MSL_id_3_Sensor_tr_1525_1st_4575.csv,2.804116725921631,MSL,False,False,0.3058913427866205,0.8119717475047581,0.38733173361453854,0.8567540624539622,0.3842761625731437,1.0,0.9999999999999996,0.546931863221994,0.991145222867953,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",143_MSL_id_4_Sensor_tr_980_1st_3550.csv,2.630333423614502,MSL,False,False,0.9993558889938932,0.9999736574520434,0.9998469738484013,0.9999967925891606,0.9865721821342449,1.0,0.9999999999999996,0.9892904953145918,0.9999864913696733,0.7350993377483444,1.0 +"{'win_size': 50, 'lr': 1e-05}",144_MSL_id_5_Sensor_tr_1525_1st_4590.csv,4.281450033187866,MSL,False,False,0.02097505714766486,0.47972412170258805,0.03575466393633978,0.6047794683253918,0.04676627581183554,0.7550432276657061,0.046760187040748115,0.036496397548416604,0.6993621680348135,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",145_MSL_id_6_Sensor_tr_530_1st_630.csv,1.569272518157959,MSL,False,False,0.105362899981736,0.7868276846976795,0.12000339981632512,0.7957534952449862,0.3043452103167631,0.34870317002881845,0.30287859824780944,0.3836675133419501,0.7148082144821489,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",146_MSL_id_7_Sensor_tr_554_1st_1172.csv,1.4965791702270508,MSL,False,False,0.0718965358351179,0.7127965346935471,0.09121578503668744,0.7647730276439033,0.14659224377895239,0.8117647058823529,0.2380952380952379,0.25392296718972895,0.8493031379552649,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",147_MSL_id_8_Sensor_tr_590_1st_690.csv,2.0839016437530518,MSL,False,True,0.08876721793447935,0.4560740886498462,0.125109788613724,0.4760007254082812,0.2250984936547258,0.27631578947368424,0.19391100702576092,0.2479374207146083,0.7164172075857099,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",148_MSL_id_9_Sensor_tr_883_1st_1238.csv,1.7604093551635742,MSL,False,True,0.08749730731546079,0.26194170791356985,0.08777709313976946,0.3359833242587975,0.12121098256349713,1.0,0.9999999999999996,0.3857413595331904,0.9827857058087411,0.021929824561403508,1.0 +"{'win_size': 5, 'lr': 0.001}",149_Stock_id_1_Finance_tr_500_1st_7.csv,95.38845586776733,Stock,True,False,0.09681605870651638,0.4389344493159075,0.893779287993858,0.9525164548610406,0.19276704004207273,0.1931554524361949,0.19275173175383956,0.1657606437775061,0.6715450090479943,0.0061162079510703364,0.2608695652173913 +"{'win_size': 5, 'lr': 0.0001}",151_Stock_id_3_Finance_tr_500_1st_62.csv,37.45170998573303,Stock,True,False,0.08447908367807064,0.5301600684333186,0.876169912785374,0.9569682897847891,0.16393075834017584,0.1638676844783715,0.16168559777911065,0.1475404940495791,0.6718393689573483,0.02053388090349076,0.2631578947368421 +"{'win_size': 5, 'lr': 0.001}",152_Stock_id_4_Finance_tr_500_1st_2.csv,231.5910987854004,Stock,True,False,0.18655182845755547,0.44569825804228863,0.9379917646887667,0.9547522105794742,0.26033628592726493,0.2619940514677357,0.2647862132549903,0.21768029063979313,0.6862906099928558,0.001423994304022784,0.6666666666666666 +"{'win_size': 5, 'lr': 1e-05}",155_Stock_id_7_Finance_tr_500_1st_18.csv,126.92837429046631,Stock,True,False,0.11035482928068208,0.46958584466245856,0.9504823573884094,0.9787883678882277,0.2054076372762418,0.20536756126021002,0.20513531760777481,0.2180930427327461,0.6716577408133371,0.015416238437821172,0.39473684210526316 +"{'win_size': 5, 'lr': 1e-05}",156_Stock_id_8_Finance_tr_500_1st_24.csv,25.94262433052063,Stock,True,False,0.0928526377025804,0.5724851157423709,0.23339296295512843,0.5983109585533963,0.18016674194149865,0.17958311063602353,0.17809828406907144,0.17495248482054387,0.6708665289967137,0.020618556701030927,0.2777777777777778 +"{'win_size': 5, 'lr': 1e-05}",160_Stock_id_12_Finance_tr_500_1st_14.csv,86.2528121471405,Stock,True,False,0.10692510625156468,0.44057342946768346,0.7415208828572458,0.88623395301643,0.19804291886976327,0.19641228336880512,0.19650267740922348,0.1821026397955791,0.6709377758976514,0.010193679918450561,0.43478260869565216 +"{'win_size': 5, 'lr': 0.0001}",161_Stock_id_13_Finance_tr_500_1st_3.csv,25.764179229736328,Stock,True,False,0.07457125426615008,0.5387248778093587,0.23212016681801134,0.596740891157024,0.1567202263596942,0.15907953976988495,0.15611744466263522,0.18997832729423048,0.6713665704505805,0.024390243902439025,0.26666666666666666 +"{'win_size': 5, 'lr': 0.0001}",162_Stock_id_14_Finance_tr_500_1st_4.csv,80.45605778694153,Stock,True,False,0.19736518540954057,0.5273186304179697,0.9591994353970044,0.9750256900551635,0.2656644779461323,0.271974229176254,0.26488787466537894,0.22996617334624186,0.6875370299986381,0.013043478260869565,0.5294117647058824 +"{'win_size': 5, 'lr': 1e-05}",165_Stock_id_17_Finance_tr_500_1st_7.csv,297.8102238178253,Stock,True,False,0.19662582792330568,0.4636165700100201,0.9821867129274388,0.9866619639276222,0.2740569395763662,0.2818574514038877,0.2786044314088832,0.2511373876000094,0.6864799590075467,0.0035739814152966403,0.4 +"{'win_size': 5, 'lr': 0.0001}",166_Stock_id_18_Finance_tr_500_1st_18.csv,241.33892273902893,Stock,True,False,0.18916138786583142,0.4553738319747882,0.9092747002189502,0.9324756756129424,0.2654676026402858,0.2706706167519526,0.27116967992186347,0.2336621722416137,0.6863576025019282,0.006792992491955667,0.6129032258064516 +"{'win_size': 100, 'lr': 0.001}",169_Daphnet_id_1_HumanActivity_tr_9693_1st_20732.csv,17.036587238311768,Daphnet,False,True,0.1920565328650643,0.4869323529112384,0.12299156590564604,0.41484494873799993,0.30434333566653443,0.774593338497289,0.5996168582375474,0.5215099646421708,0.8936461345162476,0.0013009540329575022,1.0 +"{'win_size': 50, 'lr': 1e-05}",170_MITDB_id_1_Medical_tr_17675_1st_17775.csv,509.19752073287964,MITDB,False,True,0.041034577113151595,0.44033148212202944,0.05443443970919351,0.5168106858172486,0.08748884710693541,0.33592652456985755,0.08747896311868525,0.1648177886782675,0.7008947523101603,0.005821842854016196,0.046309192200557105 +"{'win_size': 100, 'lr': 0.001}",171_MITDB_id_2_Medical_tr_50000_1st_88864.csv,334.14829659461975,MITDB,False,True,0.37507718113259203,0.662756977588613,0.29116745832197655,0.7063447816401259,0.42490780360889896,0.8987702627166014,0.795466254507985,0.3946874622208925,0.8075900850006593,0.3174441674721473,0.6246871558714586 +"{'win_size': 100, 'lr': 0.001}",172_MITDB_id_3_Medical_tr_27274_1st_27374.csv,402.26569151878357,MITDB,False,True,0.021248348001126606,0.4076908525647216,0.024680313880121405,0.4505612384547874,0.054469657587501163,0.14705205292768944,0.05420979841582493,0.06166982448052682,0.6890228600457596,0.0,0.0 +"{'win_size': 50, 'lr': 1e-05}",173_MITDB_id_4_Medical_tr_13620_1st_13720.csv,966.1038661003113,MITDB,False,True,0.15632031920534695,0.5530479589465045,0.17629306504722614,0.5983647895989602,0.21154210288725864,0.5688567592043219,0.35185031729470106,0.22225132244397872,0.7329103189725382,0.04307009387840797,0.3414982164090369 +"{'win_size': 100, 'lr': 0.0001}",174_MITDB_id_5_Medical_tr_50000_1st_539948.csv,160.7522313594818,MITDB,False,True,0.3119689233181245,0.7240069241633494,0.015569814709581587,0.8009538464155289,0.45698572164241635,0.6666666666666666,0.6666666666666662,0.5024784763892511,0.8730449946500577,0.3240418118466899,0.06365503080082136 +"{'win_size': 100, 'lr': 0.001}",175_MITDB_id_6_Medical_tr_27274_1st_27374.csv,388.9081177711487,MITDB,False,True,0.08094913708897589,0.6035209926143815,0.061129646426699207,0.6407357138602109,0.1190967505393901,0.662884738465119,0.314231499051233,0.13210955219623888,0.7197371753214201,0.05367496824783257,0.20853894014160052 +"{'win_size': 100, 'lr': 0.001}",176_MITDB_id_7_Medical_tr_6232_1st_6332.csv,423.83778262138367,MITDB,False,True,0.5883319611840865,0.7574547641732213,0.5844429414472653,0.8279390703748484,0.6355056592573892,0.9537411323785303,0.9404263679573666,0.6736471692857635,0.947406670606463,0.3415813127090301,0.9896290688872067 +"{'win_size': 50, 'lr': 0.0001}",177_MITDB_id_8_Medical_tr_17675_1st_17775.csv,572.3795018196106,MITDB,False,True,0.03954941061804958,0.4254587263031134,0.059141149651102544,0.5479258417982161,0.0801395146233701,0.530556084137184,0.1252322556670379,0.1220068565453192,0.6993700503865178,0.008184633534876862,0.10546318289786223 +"{'win_size': 100, 'lr': 0.001}",178_SMD_id_1_Facility_tr_6000_1st_10609.csv,8.047914505004883,SMD,False,True,0.3233819203603594,0.7406619985890657,0.13253601785447222,0.6713193467087742,0.42143844816603754,0.8428184281842819,0.39999999999999963,0.21955059396021184,0.7722194507291847,0.26697892271662765,1.0 +"{'win_size': 50, 'lr': 0.001}",179_SMD_id_2_Facility_tr_5925_1st_17580.csv,6.723500490188599,SMD,False,False,0.8411467706918014,0.988623741577759,0.8232868011340087,0.9933550536889433,0.8786835401518975,1.0,0.9999999999999996,0.8517912430650983,0.999593407642792,0.7080745341614907,0.9344262295081968 +"{'win_size': 100, 'lr': 0.001}",180_SMD_id_3_Facility_tr_5925_1st_17580.csv,5.7658281326293945,SMD,False,False,0.9961637272980715,0.9999746719356076,0.9445450570839639,0.9997750256940029,0.9784565389131198,1.0,0.9999999999999996,0.9757575757575757,0.9999114219786176,0.7763975155279503,1.0 +"{'win_size': 100, 'lr': 0.001}",181_SMD_id_4_Facility_tr_5000_1st_15144.csv,6.837057828903198,SMD,False,True,0.6977318745254074,0.9775703502908708,0.7601649102778668,0.9841585070303195,0.6175027816293276,0.9858849077090119,0.9583333333333328,0.7857664728029448,0.9634578719133917,0.2511013215859031,0.9785407725321889 +"{'win_size': 100, 'lr': 0.001}",182_SMD_id_5_Facility_tr_7174_1st_21230.csv,8.72524356842041,SMD,False,True,0.5406434342625468,0.9263659119087571,0.5757079319011754,0.9817786981948479,0.5784567771279484,0.7777777777777778,0.5558583106267024,0.5022941679106023,0.9558080912144205,0.6919191919191919,0.3486005089058524 +"{'win_size': 50, 'lr': 0.001}",183_SMD_id_6_Facility_tr_5925_1st_17580.csv,6.687335252761841,SMD,False,False,0.9485616565337778,0.9996657223168215,0.9553993428271956,0.9998189965313995,0.9244663028172287,1.0,0.9999999999999996,0.9238428471458563,0.9996751729278538,0.8136645962732919,0.8972602739726028 +"{'win_size': 100, 'lr': 0.001}",184_SMD_id_7_Facility_tr_7119_1st_15849.csv,8.268627882003784,SMD,False,False,0.6548257032443036,0.9293819933811072,0.6428917478490942,0.9303784490336434,0.6650828432736222,0.990964410842707,0.8551532033426179,0.7019047744592882,0.9658536187118044,0.24981440237564959,0.9144021739130435 +"{'win_size': 5, 'lr': 0.001}",185_SMD_id_8_Facility_tr_5000_1st_15144.csv,6.841850996017456,SMD,False,True,0.66727456798299,0.9705395898921153,0.6670156622709433,0.9731090364503822,0.5747357539006465,1.0,0.9999999999999996,0.6501766539720837,0.9709123846367812,0.20154185022026433,1.0 +"{'win_size': 100, 'lr': 0.001}",186_SMD_id_9_Facility_tr_5925_1st_17580.csv,5.916154384613037,SMD,False,False,0.902376958311744,0.9991388458106589,0.8362893332895374,0.9990634012715263,0.8850524992021955,1.0,0.9999999999999996,0.8860992796214923,0.9992873026609816,0.8757763975155279,0.8294117647058824 +"{'win_size': 100, 'lr': 0.001}",187_SMD_id_10_Facility_tr_5000_1st_15849.csv,7.957255601882935,SMD,False,True,0.39569913814714125,0.7240100477131773,0.41069342137071846,0.7483623880236283,0.40694842389866204,0.9346991037131882,0.7814285714285709,0.5017615652673744,0.8795232542877685,0.13150684931506848,0.7868852459016393 +"{'win_size': 50, 'lr': 0.001}",188_SMD_id_11_Facility_tr_500_1st_392.csv,7.898091554641724,SMD,False,False,0.05864752646545869,0.1459839633001891,0.02271565802574444,0.0760142914625324,0.07764631250544334,0.212253829321663,0.1538461538461537,0.6571183184699784,0.6701427968092483,0.03549571603427173,1.0 +"{'win_size': 100, 'lr': 0.001}",189_SMD_id_12_Facility_tr_5925_1st_17580.csv,5.8593590259552,SMD,False,False,0.8584068779553041,0.997425507788116,0.7689240442122025,0.99737116208202,0.8507886532921417,1.0,0.9999999999999996,0.8521223446019152,0.9994650579557487,0.8633540372670807,0.8034682080924855 +"{'win_size': 100, 'lr': 0.001}",190_SMD_id_13_Facility_tr_7119_1st_15849.csv,12.21793818473816,SMD,False,False,0.6244409806682473,0.8078604066894897,0.5063124946733651,0.8121087027993797,0.6669714100911918,0.9986991265564021,0.7692307692307687,0.45391331774492555,0.8332314393693157,0.28247958426132147,1.0 +"{'win_size': 100, 'lr': 0.001}",191_SMD_id_14_Facility_tr_4596_1st_4696.csv,6.348853826522827,SMD,False,True,0.8337753118241156,0.9523065495170798,0.48982306196371106,0.894043673362164,0.8650469036818671,0.922509225092251,0.6666666666666662,0.6313131313131313,0.748481595609409,0.8561643835616438,0.7575757575757576 +"{'win_size': 50, 'lr': 0.001}",192_SMD_id_15_Facility_tr_5925_1st_17580.csv,5.830621242523193,SMD,False,False,0.9698309172142008,0.9995720612453703,0.9155409991917228,0.9994733776118135,0.9337299443219788,1.0,0.9999999999999996,0.9344016178644344,0.9998572978021891,0.8819875776397516,0.9161290322580645 +"{'win_size': 50, 'lr': 0.001}",193_SMD_id_16_Facility_tr_5925_1st_17580.csv,6.930199384689331,SMD,False,False,0.2211092981792682,0.9470537920597574,0.11366601638394638,0.9489297633619954,0.2594572014805709,1.0,0.9999999999999996,0.4839924670433145,0.9982716026373903,0.4409937888198758,0.10676691729323308 +"{'win_size': 100, 'lr': 0.001}",194_SMD_id_17_Facility_tr_5925_1st_17580.csv,6.166670322418213,SMD,False,False,0.8699556473619043,0.9990823853337842,0.8885480322357362,0.9995157620769299,0.8763995400166453,1.0,0.9999999999999996,0.843220787683786,0.9991296252309428,0.84472049689441,0.8047337278106509 +"{'win_size': 50, 'lr': 0.001}",195_SMD_id_18_Facility_tr_5925_1st_17580.csv,5.960379600524902,SMD,False,False,0.9570718444280535,0.9997512045341457,0.9431984990619232,0.9997749667513445,0.9470538375695021,1.0,0.9999999999999996,0.930635838150289,0.9996037000303981,0.8881987577639752,0.89375 +"{'win_size': 100, 'lr': 0.001}",196_SMD_id_19_Facility_tr_7174_1st_21230.csv,8.695476055145264,SMD,False,True,0.017589057322367405,0.8113601745953785,0.023632165374297784,0.8271902945604283,0.044864492483289935,0.12962962962962962,0.04464285714285706,0.15701352863391313,0.7280087310024175,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",197_SMD_id_20_Facility_tr_5000_1st_15144.csv,6.902228832244873,SMD,False,True,0.6903499061750888,0.9775557559916231,0.7492580351864223,0.9834705020103373,0.5900974950937334,0.9789757412398922,0.9397217928902621,0.7845199790362304,0.9668121009047711,0.28083700440528636,0.9622641509433962 +"{'win_size': 100, 'lr': 0.001}",198_SMD_id_21_Facility_tr_5925_1st_17580.csv,6.15667462348938,SMD,False,False,0.7751577313090735,0.9969374148805544,0.8496963392461943,0.9986024123067031,0.8463718338457007,1.0,0.9999999999999996,0.843220787683786,0.9990657988355393,0.5341614906832298,0.7350427350427351 +"{'win_size': 50, 'lr': 0.001}",199_SMD_id_22_Facility_tr_5925_1st_17580.csv,6.306862115859985,SMD,False,False,0.6188155531360162,0.9228040172420798,0.5670869254145822,0.9261693939066934,0.7179438790595697,1.0,0.9999999999999996,0.6922624877571009,0.9990969753261345,0.6956521739130435,0.26291079812206575 +"{'win_size': 100, 'lr': 0.001}",200_SMD_id_23_Facility_tr_7174_1st_21230.csv,7.143277406692505,SMD,False,True,0.841163527846363,0.9675258090059128,0.5306433000224777,0.8794258908564787,0.8333283496896682,0.9672544080604534,0.777996070726915,0.6836892660636017,0.9775587987299401,0.9040404040404041,0.7246963562753036 +"{'win_size': 100, 'lr': 0.001}",201_SMD_id_24_Facility_tr_7174_1st_21230.csv,8.768056869506836,SMD,False,True,0.017164640961500298,0.7997968668366592,0.0244291551327037,0.819794122337661,0.04446479261796161,0.1188118811881188,0.04304663385334106,0.17207846668433036,0.6668847365333204,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",202_SMD_id_25_Facility_tr_6250_1st_21230.csv,7.533432960510254,SMD,False,False,0.18268642795430043,0.9941311729632898,0.18905508471688034,0.9941124261880023,0.34545034550560805,0.7096774193548387,0.40236686390532506,0.5691906005221933,0.9199623179121252,1.0,0.14193548387096774 +"{'win_size': 100, 'lr': 0.001}",203_SMD_id_26_Facility_tr_7174_1st_21230.csv,8.334957838058472,SMD,False,True,0.8486020982805808,0.9673655992871376,0.8695368590397182,0.9919314594542787,0.8426100206077513,0.9696969696969697,0.7808764940239038,0.6962060435653352,0.9789268772444218,0.898989898989899,0.7295081967213115 +"{'win_size': 50, 'lr': 0.001}",204_SMD_id_27_Facility_tr_5000_1st_15144.csv,7.9370739459991455,SMD,False,True,0.6901169816220347,0.9734977332111334,0.7259664823745803,0.979250669971827,0.6066202768649398,0.9939792008757526,0.9801084990958403,0.7715429798881542,0.9718243582368008,0.2290748898678414,1.0 +"{'win_size': 50, 'lr': 0.001}",205_SMD_id_28_Facility_tr_5925_1st_17580.csv,6.6413843631744385,SMD,False,False,0.9366594535098026,0.9996435602604781,0.9711473279111997,0.9998864238456963,0.9470538375695021,1.0,0.9999999999999996,0.9445128197569442,0.99961789131631,0.9254658385093167,0.8922155688622755 +"{'win_size': 100, 'lr': 0.001}",206_SMD_id_29_Facility_tr_6250_1st_21230.csv,7.291540622711182,SMD,False,False,0.005945060175241451,0.7881455527440929,0.007014320989359491,0.796388246164747,0.02033251593230533,0.027989821882951654,0.01956825594036339,0.13526351504184575,0.916039425990745,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",207_SMD_id_30_Facility_tr_7174_1st_21230.csv,8.382306575775146,SMD,False,True,0.6251585678695629,0.8739514592907813,0.5852524697918438,0.9222525895349893,0.7327279117271991,0.9846153846153847,0.7999999999999995,0.6018499698816329,0.7988365709970005,0.6464646464646465,0.34408602150537637 +"{'win_size': 100, 'lr': 0.001}",208_SMD_id_31_Facility_tr_5000_1st_15144.csv,6.816565275192261,SMD,False,True,0.668374686795138,0.9769021851992347,0.7348542585989324,0.9830344624591988,0.6098313926184465,0.9659574468085106,0.9021276595744675,0.7439625050975088,0.9597502116466661,0.24008810572687225,0.9316239316239316 +"{'win_size': 100, 'lr': 0.001}",209_SMD_id_32_Facility_tr_5925_1st_17580.csv,6.1978583335876465,SMD,False,False,0.9572331126399335,0.9994944940481686,0.916185196751535,0.9994886007849253,0.9090859246409807,1.0,0.9999999999999996,0.9137596214956571,0.9996778687411001,0.9130434782608695,0.8909090909090909 +"{'win_size': 100, 'lr': 0.001}",210_SMD_id_33_Facility_tr_5925_1st_17580.csv,6.92072319984436,SMD,False,False,0.7098915950126699,0.9936331578133649,0.711889468252438,0.9942234068839348,0.7567520526223755,1.0,0.9999999999999996,0.8109305760709011,0.9994630499444823,0.9006211180124224,0.24744027303754265 +"{'win_size': 50, 'lr': 0.001}",211_SMD_id_34_Facility_tr_5925_1st_17580.csv,5.784991025924683,SMD,False,False,0.9517301882119502,0.9997374851659332,0.9021543209640489,0.999615408711904,0.9442765404757395,1.0,0.9999999999999996,0.9210253548078456,0.9995987247770055,0.7329192546583851,0.9291338582677166 +"{'win_size': 100, 'lr': 0.001}",212_SMD_id_35_Facility_tr_5925_1st_17580.csv,6.251371145248413,SMD,False,False,0.9804418857743725,0.9998620148158621,0.9364980926431453,0.9997199779939197,0.9374950002219768,1.0,0.9999999999999996,0.9443679187918047,0.9998446230101837,1.0,0.7970297029702971 +"{'win_size': 50, 'lr': 0.001}",213_SMD_id_36_Facility_tr_5925_1st_17580.csv,6.66323184967041,SMD,False,False,0.9951880055584719,0.9999672845834932,0.9878059358588953,0.9999505195340505,0.9698745226342358,1.0,0.9999999999999996,0.9652069747824714,0.9999245262251707,0.84472049689441,1.0 +"{'win_size': 50, 'lr': 0.001}",214_SMD_id_37_Facility_tr_5925_1st_17580.csv,6.794695615768433,SMD,False,False,0.5420536974138424,0.9778310839725591,0.4485466198540719,0.980952516239816,0.5982863054585176,1.0,0.9999999999999996,0.6650082918739635,0.998935961402647,0.6770186335403726,0.23956043956043957 +"{'win_size': 100, 'lr': 0.001}",215_SMD_id_38_Facility_tr_5925_1st_17580.csv,5.899673938751221,SMD,False,False,0.8826217971106508,0.998881871490678,0.7894453738714529,0.9987226648213332,0.8473470250001457,1.0,0.9999999999999996,0.8626956991182293,0.9993324892906318,0.9192546583850931,0.5381818181818182 +"{'win_size': 100, 'lr': 1e-05}",216_LTDB_id_1_Medical_tr_500_1st_266.csv,82.75202655792236,LTDB,False,True,0.14765596195126762,0.4398019846091932,0.19101093400541605,0.4462060337030178,0.2587020494871929,0.283605044601661,0.25869139349614706,0.4293546090802998,0.6867311591608275,0.030019519418455945,0.3328358208955224 +"{'win_size': 100, 'lr': 0.001}",217_LTDB_id_2_Medical_tr_500_1st_266.csv,78.347012758255,LTDB,False,True,0.15501366252504606,0.5173676567808548,0.2059623557688768,0.4915392872531071,0.27055969891686815,0.2984629081672733,0.2732675073969685,0.32391488421333514,0.6922984585486943,0.021673285320051153,0.18347578347578347 +"{'win_size': 100, 'lr': 1e-05}",218_LTDB_id_3_Medical_tr_500_1st_266.csv,72.91931629180908,LTDB,False,True,0.14488287374803419,0.4501813285148395,0.19142457265934942,0.4463897752905227,0.2587020494871929,0.27356319153162206,0.25869139349614706,0.23731807007993716,0.6867311591608275,0.030288752776469006,0.29624753127057274 +"{'win_size': 100, 'lr': 1e-05}",219_LTDB_id_4_Medical_tr_3618_1st_3718.csv,62.55066466331482,LTDB,False,True,0.8571036201476964,0.9653937529271827,0.9424353027360995,0.9908369932190612,0.8236562325569149,0.9519673300058339,0.9327785469210853,0.620589320968135,0.9550997303601476,0.11081794195250659,0.9238578680203046 +"{'win_size': 100, 'lr': 0.001}",220_LTDB_id_5_Medical_tr_500_1st_26.csv,115.06307888031006,LTDB,False,True,0.6528683717655718,0.7181961835511227,0.6815019575467189,0.7614699377586188,0.5991066006196595,0.9374038537784474,0.8873704357383864,0.620116889844495,0.9008685928234372,0.03234595279581815,0.9165170556552962 +"{'win_size': 100, 'lr': 1e-05}",221_LTDB_id_6_Medical_tr_500_1st_26.csv,106.88191366195679,LTDB,False,True,0.35433120001661755,0.5623159649585108,0.4358186863104568,0.6406926246352979,0.4932103816843209,0.7303629785247432,0.513197768645056,0.4192240347999506,0.7776953089513472,0.012482179629336291,0.5025510204081632 +"{'win_size': 100, 'lr': 0.001}",222_LTDB_id_7_Medical_tr_3618_1st_3718.csv,47.7618350982666,LTDB,False,True,0.9396204674204212,0.9746188729554294,0.9812543703851172,0.996348673831226,0.9059111881079888,0.9776758616038308,0.9719562921783211,0.8662716295395666,0.977274494633143,0.14545700561531696,0.979498861047836 +"{'win_size': 5, 'lr': 1e-05}",223_LTDB_id_8_Medical_tr_4456_1st_4556.csv,61.107994556427,LTDB,False,True,0.19863122961745863,0.587645566519611,0.25380769758038463,0.6750401646316492,0.3096668856228624,0.7872580149544197,0.47531257661191434,0.2536756752218439,0.7920401850803184,0.003279905934773191,0.013841734134238705 +"{'win_size': 100, 'lr': 0.001}",224_LTDB_id_9_Medical_tr_4456_1st_4556.csv,57.67394757270813,LTDB,False,True,0.7019053102494186,0.800788395534899,0.7271804486965581,0.865075271157163,0.6668578959617949,0.9474141677531508,0.9219477800094007,0.572413022610589,0.9380574742858138,0.07556160653505786,1.0 +"{'win_size': 100, 'lr': 0.001}",225_MGAB_id_1_Synthetic_tr_25000_1st_38478.csv,44.00283908843994,MGAB,False,True,0.0016738520562138612,0.4485961172344689,0.003708770345612671,0.6195804672868666,0.003992334720928917,0.010111223458038422,0.0039923347173426976,0.00563015668371669,0.6673904664831255,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",226_MGAB_id_2_Synthetic_tr_20000_1st_45134.csv,29.87341022491455,MGAB,False,True,0.002346710774488854,0.5964485617688097,0.003685919995314471,0.6311101448592068,0.0064198248184952796,0.019646365422396856,0.0065231572080886695,0.010392609699769054,0.6871407436053898,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",227_MGAB_id_3_Synthetic_tr_25000_1st_44340.csv,40.477248191833496,MGAB,False,True,0.003568254865175529,0.6106242985971944,0.006905574093939314,0.6604773393631433,0.01110964604814725,0.038449214995193846,0.011011378424371832,0.023052812978606483,0.67690774186588,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",228_MGAB_id_4_Synthetic_tr_25000_1st_38948.csv,38.13027286529541,MGAB,False,True,0.04242745873279954,0.6518913076152305,0.00980137227147466,0.6990030914364128,0.07618956917179558,0.18181818181818182,0.18181818181818163,0.09765258215962441,0.6732761355836229,0.04,0.7272727272727273 +"{'win_size': 100, 'lr': 1e-05}",229_MGAB_id_5_Synthetic_tr_25000_1st_33098.csv,40.26573061943054,MGAB,False,True,0.0077208446780830265,0.5968799599198396,0.005780571258849151,0.6600940986199794,0.031004266962240682,0.17937219730941703,0.15789473684210495,0.05896805896805896,0.6691495913546737,0.015,0.3333333333333333 +"{'win_size': 100, 'lr': 0.0001}",230_MGAB_id_6_Synthetic_tr_25000_1st_42441.csv,35.862053632736206,MGAB,False,True,0.09419799433553067,0.421947870741483,0.006036812830454802,0.48946074655460664,0.17698911428452593,0.18181818181818182,0.18181818181818163,0.1702127659574468,0.6864815812903985,0.1,0.02002002002002002 +"{'win_size': 100, 'lr': 1e-05}",231_MGAB_id_7_Synthetic_tr_25000_1st_35544.csv,38.44257712364197,MGAB,False,True,0.03359415805580769,0.396463126252505,0.003542586874375879,0.36422269214928815,0.06666575964952859,0.18181818181818182,0.18181818181818163,0.23985146389750692,0.6999884663561247,0.035,0.6363636363636364 +"{'win_size': 100, 'lr': 0.001}",232_MGAB_id_8_Synthetic_tr_25000_1st_32708.csv,40.36805176734924,MGAB,False,True,0.002173602981686667,0.46394594188376753,0.00442941765549337,0.5310989972505916,0.0072486310658205905,0.029607698001480384,0.00747198007471973,0.4933447053415388,0.6695705325743218,0.01,0.0017699115044247787 +"{'win_size': 50, 'lr': 1e-05}",233_MGAB_id_9_Synthetic_tr_25000_1st_41300.csv,38.784881353378296,MGAB,False,True,0.10116930196152539,0.2790375501002004,0.004737757244526975,0.49679480074632654,0.18181652894064598,0.18181818181818182,0.18181818181818163,0.18181818181818182,0.6749326935733625,0.1,0.10471204188481675 +"{'win_size': 5, 'lr': 0.001}",234_SED_id_1_Medical_tr_3740_1st_3840.csv,13.366424560546875,SED,False,True,0.030726449605604226,0.26082473803771206,0.059645789867951944,0.4905025762111518,0.09160654991202268,0.09160742401832149,0.0915207329293314,0.011955449381248354,0.6700837396060816,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",235_SED_id_2_Medical_tr_2499_1st_3840.csv,6.3435845375061035,SED,False,True,0.024198341891205656,0.2513091252816779,0.053299059028337634,0.49755558596938476,0.07396634923478186,0.07396706154290668,0.07378865234563137,0.02105823687950458,0.669779515043625,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",236_SED_id_3_Medical_tr_3740_1st_3840.csv,23.058358669281006,SED,False,True,0.023767321900281344,0.26855461366167827,0.04717804961918719,0.49841945829243134,0.07098868137342569,0.070989366063032,0.07094456099737147,0.007475864083732859,0.6687260304503292,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",237_SVDB_id_1_Medical_tr_11587_1st_11687.csv,41.302284240722656,SVDB,False,True,0.8779924895198611,0.9262717709946071,0.8530677273667511,0.9382382597534098,0.8437002204432549,0.9749146504378804,0.9658700774150112,0.6595135632371121,0.9464363707130803,0.5139058059277304,0.9939144091087554 +"{'win_size': 100, 'lr': 0.0001}",238_SVDB_id_2_Medical_tr_25000_1st_71963.csv,27.78815793991089,SVDB,False,False,0.7146552670874057,0.8497352978918555,0.6438217316291869,0.8658649314935706,0.7250601966762276,1.0,0.9999999999999996,0.4897229669347632,0.9997228041008859,0.5340236686390533,0.9730458221024259 +"{'win_size': 100, 'lr': 0.001}",239_SVDB_id_3_Medical_tr_50000_1st_106634.csv,71.04370832443237,SVDB,False,True,0.3517647877966871,0.7620881783814674,0.2579155557164292,0.7835061307172935,0.46722912555056484,0.8787706317586795,0.7619047619047614,0.6804300566549131,0.8636284640964368,0.2963174421924065,0.9914040114613181 +"{'win_size': 100, 'lr': 0.001}",240_SVDB_id_4_Medical_tr_18462_1st_18562.csv,42.04900574684143,SVDB,False,True,0.42359497925195955,0.7405791031431096,0.41833829961415586,0.8118299307254779,0.46329521308398686,0.8905037968482077,0.791650256006301,0.44082290467052215,0.9063021216338002,0.17305129913391074,1.0 +"{'win_size': 100, 'lr': 0.001}",241_SVDB_id_5_Medical_tr_11587_1st_11687.csv,50.35307455062866,SVDB,False,True,0.6721851699686681,0.8080727843558266,0.6710026602168828,0.8214035591942862,0.7003260800736283,0.9969137364027321,0.9939430046668647,0.4576670142441513,0.974780304347043,0.13580998781973203,1.0 +"{'win_size': 100, 'lr': 0.001}",242_SVDB_id_6_Medical_tr_10726_1st_10826.csv,35.69109892845154,SVDB,False,True,0.6533209468754132,0.9521226002397984,0.6755758994778803,0.9790088802406616,0.7046830915390406,0.8437763891234589,0.8070318887980371,0.6849604443510802,0.9081457075918612,0.5315126050420168,0.8227642276422764 +"{'win_size': 100, 'lr': 0.001}",243_SVDB_id_7_Medical_tr_11393_1st_11493.csv,85.92070245742798,SVDB,False,True,0.21646986203118912,0.5904789980574592,0.19702352346809474,0.6641422517525966,0.2756012919979891,0.9387791741472172,0.8073738973083007,0.4082911658858271,0.9296851905003919,0.12403100775193798,0.7661469933184856 +"{'win_size': 100, 'lr': 0.0001}",244_SVDB_id_8_Medical_tr_17803_1st_17903.csv,52.04515719413757,SVDB,False,True,0.46671297773593184,0.6809332102444746,0.368713563198099,0.7243180092853585,0.5427582803393456,0.81598857958601,0.767530736187231,0.5340906720867553,0.82965035165067,0.34534382136513575,0.9577762139338494 +"{'win_size': 100, 'lr': 0.001}",245_SVDB_id_9_Medical_tr_12607_1st_12707.csv,85.86187863349915,SVDB,False,True,0.7629361741652818,0.9446755651086474,0.8805707313277507,0.9819778760422793,0.7799375968481445,0.8952329652572044,0.8693426923071752,0.71831069433508,0.9414255356158469,0.12450473440333087,0.8531983433041878 +"{'win_size': 100, 'lr': 0.001}",246_SVDB_id_10_Medical_tr_20100_1st_68460.csv,24.552194356918335,SVDB,False,True,0.05922358757547477,0.7536471182971732,0.08207393599324406,0.8125539362076353,0.20084609025828892,0.29898707649318895,0.20529443544030215,0.2609175115752688,0.8706190902660385,0.2523364485981308,0.1104746317512275 +"{'win_size': 100, 'lr': 0.001}",247_SVDB_id_11_Medical_tr_20100_1st_23611.csv,24.189648389816284,SVDB,False,True,0.6161044605180102,0.8639355476911326,0.5000632457490415,0.9072887666212981,0.707245770538624,0.8994594594594595,0.8776558487041788,0.7348751282965331,0.8767929574104129,0.5386243386243387,1.0 +"{'win_size': 100, 'lr': 0.0001}",248_SVDB_id_12_Medical_tr_18462_1st_18562.csv,53.33247709274292,SVDB,False,True,0.533588076909151,0.7406974571750284,0.48254538336481834,0.7769484635190446,0.5697652542947883,0.864303076020451,0.8480886514928043,0.6131507244579708,0.8904205982618841,0.3156229180546302,0.9937073938122706 +"{'win_size': 100, 'lr': 0.0001}",249_SVDB_id_13_Medical_tr_50000_1st_54982.csv,119.79729509353638,SVDB,False,True,0.46346084446711533,0.6771178567115579,0.3963527891330603,0.7407836412410433,0.5350034500735104,0.7628009604776429,0.7513038476287863,0.5439302094487031,0.8546596083018231,0.23024014921893216,1.0 +"{'win_size': 100, 'lr': 0.001}",250_SVDB_id_14_Medical_tr_50000_1st_107354.csv,99.90116906166077,SVDB,False,True,0.4766763680786739,0.9139746435858142,0.48291157301054827,0.9255190510563485,0.5425103677688237,0.9454867541670021,0.7632517525519611,0.29413608441812167,0.9170491724944747,0.4238676766115319,0.6695970695970695 +"{'win_size': 100, 'lr': 0.001}",251_SVDB_id_15_Medical_tr_5421_1st_5521.csv,110.8773250579834,SVDB,False,True,0.8148807316713426,0.8653906090683897,0.8256109025074607,0.9152294225558045,0.866415355422297,0.9961116727583793,0.9949551003935017,0.8672618391581447,0.9948825402331904,0.5600749473026778,1.0 +"{'win_size': 50, 'lr': 1e-05}",252_SVDB_id_16_Medical_tr_12167_1st_12267.csv,137.8196210861206,SVDB,False,True,0.05992792291648563,0.5783419765565471,0.053106336674847675,0.6491461552161598,0.08403462529199586,0.4273467941905774,0.19051939215241523,0.09340493183052137,0.7558463433717691,0.024548853844903268,0.26444833625218916 +"{'win_size': 100, 'lr': 0.0001}",253_SVDB_id_17_Medical_tr_17803_1st_17903.csv,61.636478900909424,SVDB,False,True,0.5051349958061686,0.6864286804127878,0.49845120424752914,0.7642762770618766,0.5881496840358778,0.9665661465845025,0.9583333333333328,0.5030199924061731,0.9416200529490522,0.05607713778228876,1.0 +"{'win_size': 100, 'lr': 0.001}",254_SVDB_id_18_Medical_tr_30824_1st_30924.csv,103.5103805065155,SVDB,False,True,0.06242650086153734,0.6334034463652682,0.07668359223068055,0.7009914133176948,0.12939708299189615,0.38783408459682195,0.15256476995154722,0.18422731969401698,0.7263829480439655,0.021409455842997322,0.09513023782559456 +"{'win_size': 100, 'lr': 0.0001}",255_SVDB_id_19_Medical_tr_50000_1st_54982.csv,123.91702580451965,SVDB,False,True,0.2238685003217159,0.5767018500751189,0.15187385252294694,0.625313334319259,0.28346222348925076,0.49031438551921247,0.4432696120249433,0.2868843971481948,0.6887947449629717,0.08591746327815342,0.8432494279176201 +"{'win_size': 100, 'lr': 0.001}",256_SVDB_id_20_Medical_tr_6264_1st_6364.csv,69.47575044631958,SVDB,False,True,0.22926020816704276,0.5618193357108991,0.1987450286922314,0.6257757163035312,0.28438593816609115,0.8724557036169278,0.8171638601589873,0.38335867162247844,0.8934073143875915,0.07395498392282958,1.0 +"{'win_size': 5, 'lr': 1e-05}",257_TAO_id_1_Environment_tr_500_1st_3.csv,52.229154109954834,TAO,False,False,0.3591704687919187,0.8674687284325027,0.9728911130595733,0.9927354150957888,0.39336116712566266,0.3915456874466268,0.3912284891343016,0.318288224596636,0.8641330097947176,0.05870020964360587,0.6746987951807228 +"{'win_size': 5, 'lr': 0.001}",258_TAO_id_2_Environment_tr_500_1st_4.csv,93.7214503288269,TAO,True,False,0.40345479020160235,0.8336785870405863,0.9829336559158511,0.993576802377126,0.4463799174599005,0.44600280504908835,0.41883414955757603,0.3007973817582971,0.8261521594992066,0.03695652173913044,0.5425531914893617 +"{'win_size': 5, 'lr': 0.001}",259_TAO_id_3_Environment_tr_500_1st_7.csv,28.43366813659668,TAO,True,False,0.2567170719315595,0.9067149002467978,0.8311369093023032,0.977047111642694,0.3901222855421964,0.3898099474322685,0.38976900982456475,0.31288580082111406,0.9115879128641268,0.16598360655737704,0.3932038834951456 +"{'win_size': 5, 'lr': 0.001}",260_IOPS_id_1_WebService_tr_5000_1st_11804.csv,4.988702774047852,IOPS,False,False,0.7866196171097318,0.9583815813926893,0.1695294468493177,0.9639492765352203,0.8799950720275966,1.0,0.9999999999999996,0.6792452830188679,0.9999919642211406,0.7142857142857143,1.0 +"{'win_size': 5, 'lr': 0.001}",261_IOPS_id_2_WebService_tr_2178_1st_2278.csv,5.4819982051849365,IOPS,True,False,0.0012783082362307849,0.706007442849548,0.054341915301240135,0.8947123999178419,0.003868433344069525,0.004371584699453552,0.0038399999999999958,0.05695792880258899,0.7716560588644618,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",262_IOPS_id_3_WebService_tr_7028_1st_7128.csv,19.98991298675537,IOPS,False,False,0.5375896151234807,0.8295900981226523,0.19539844911454624,0.7051776188606105,0.5524446504588684,0.7590308370044053,0.36472616363877414,0.14777669117355607,0.7765854764006506,0.4367603550295858,0.7299134734239803 +"{'win_size': 5, 'lr': 0.001}",263_IOPS_id_4_WebService_tr_3482_1st_3582.csv,39.663851261138916,IOPS,False,False,0.2828398394630731,0.857260780076849,0.15295986925878757,0.9340722070265807,0.364336338022315,0.6245847176079734,0.4846526655896603,0.33035742035814164,0.8451271094530196,0.2810126582278481,0.5068493150684932 +"{'win_size': 50, 'lr': 0.001}",264_IOPS_id_5_WebService_tr_11665_1st_11765.csv,13.049352407455444,IOPS,True,False,0.03267889176232336,0.44904665226330004,0.030521183832282077,0.45599964651196834,0.1108891636644494,0.9714285714285714,0.6787878787878783,0.6173388975347681,0.9976665833631491,0.06215316315205328,0.08139534883720931 +"{'win_size': 5, 'lr': 0.001}",265_IOPS_id_6_WebService_tr_6453_1st_6553.csv,15.209688186645508,IOPS,False,True,0.9955741381218237,0.9999963734891697,0.24185799520782014,0.9984739605649261,0.9674368631950939,0.9855072463768116,0.9523809523809518,0.9383536887180137,0.9523569726927488,0.9047619047619048,0.979381443298969 +"{'win_size': 5, 'lr': 0.001}",266_IOPS_id_7_WebService_tr_4010_1st_4110.csv,28.219101667404175,IOPS,False,False,0.09702712765511569,0.2084131008986908,0.05363301837477934,0.22279786358313086,0.1747325955844746,0.2504307869040781,0.5489321554164159,0.9287709203487208,0.7777389613393296,0.06936813186813187,0.7372262773722628 +"{'win_size': 5, 'lr': 0.001}",267_IOPS_id_8_WebService_tr_1534_1st_1882.csv,6.691040277481079,IOPS,False,True,0.3016914519467505,0.8283375451543387,0.3049671145303592,0.9485496128959796,0.37777293586452787,0.5360824742268041,0.5714285714285711,0.5010706638115633,0.74967178048085,0.22641509433962265,1.0 +"{'win_size': 100, 'lr': 0.001}",268_IOPS_id_9_WebService_tr_6216_1st_6316.csv,12.463339567184448,IOPS,False,False,0.6174535122553971,0.9157601536648127,0.2307192532190438,0.6717536088899939,0.6013239294436924,0.9484978540772532,0.32337992376111785,0.21573695427362932,0.7538392106392355,0.048675733715103794,1.0 +"{'win_size': 50, 'lr': 0.001}",269_IOPS_id_10_WebService_tr_1216_1st_1728.csv,1.746793270111084,IOPS,False,True,0.8334243766965962,0.985129198035868,0.47822530452935164,0.9553830279632929,0.8080758086218911,0.9347826086956522,0.6666666666666662,0.5934757525960631,0.9414955387822013,0.8163265306122449,0.7843137254901961 +"{'win_size': 100, 'lr': 1e-05}",270_IOPS_id_11_WebService_tr_5638_1st_5738.csv,18.583348512649536,IOPS,False,False,0.009129450545560152,0.8460047189400166,0.03241814588086418,0.7386379569544218,0.03173469678423048,0.04563297350343474,0.029407114624505834,0.020233944091070034,0.7147092749278622,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",271_IOPS_id_12_WebService_tr_500_1st_341.csv,9.947826385498047,IOPS,False,False,0.36600848664395336,0.8122911461897109,0.23883011523352327,0.8129666105986125,0.49397169404080893,0.7807017543859649,0.41185647425897,0.23181857161067523,0.6840583284087438,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",272_IOPS_id_13_WebService_tr_3442_1st_3542.csv,50.12302303314209,IOPS,False,False,0.5730937653753704,0.9006273771524198,0.37517519581304115,0.953491699457876,0.640890633166375,0.8295254833040422,0.7516008537886867,0.561083213848824,0.8416409577830544,0.5308056872037915,0.7706422018348624 +"{'win_size': 5, 'lr': 0.001}",273_IOPS_id_14_WebService_tr_5569_1st_5669.csv,53.46693277359009,IOPS,False,False,0.18130923179650107,0.8215253554429393,0.06446680767975556,0.8156737556603437,0.26249671360451293,0.3857442348008386,0.23102310231023077,0.15581942330953216,0.7332717514937822,0.21681997371879105,0.05399214659685864 +"{'win_size': 5, 'lr': 0.0001}",274_IOPS_id_15_WebService_tr_4591_1st_4691.csv,92.2987220287323,IOPS,False,False,0.5821944802201032,0.9007755816364731,0.38515246136562475,0.8463145303105842,0.5503884497974992,0.8708981323015105,0.4410705229752545,0.22510132341914135,0.7684616149668099,0.19507156558949387,0.9720588235294118 +"{'win_size': 5, 'lr': 0.001}",275_IOPS_id_16_WebService_tr_1482_1st_1582.csv,7.8245015144348145,IOPS,False,False,0.6341834306101811,0.7385257256843021,0.24911303911211255,0.8134151381796128,0.7499951680866856,0.8,0.28469750889679685,0.2692913385826771,0.6957532839716138,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",276_IOPS_id_17_WebService_tr_19197_1st_19297.csv,23.103384256362915,IOPS,False,False,0.0277961460493253,0.2035145802791219,0.020552044575725462,0.19717444574745316,0.05483948111857984,0.5018243053606511,0.2678571428571424,0.24899231998350596,0.6731387612924937,0.01358695652173913,0.18716577540106952 +"{'win_size': 50, 'lr': 0.001}",277_NEK_id_1_WebService_tr_500_1st_17.csv,1.3380906581878662,NEK,False,True,0.9332869146688905,0.992933779418551,0.9759604541294454,0.9976026629061707,0.8607545585926276,0.8789808917197452,0.7394957983193272,0.6968418360823424,0.8746465197893122,0.4659090909090909,1.0 +"{'win_size': 5, 'lr': 0.001}",278_NEK_id_2_WebService_tr_500_1st_64.csv,1.1085033416748047,NEK,False,False,0.59938399644734,0.7611874236874236,0.5989786954186845,0.8344324677856685,0.6548623698383308,0.9624060150375939,0.8571428571428565,0.606060606060606,0.8683620674609691,0.2153846153846154,1.0 +"{'win_size': 50, 'lr': 0.001}",279_NEK_id_3_WebService_tr_500_1st_974.csv,0.8376593589782715,NEK,False,False,0.9572265316152927,0.9971800093999688,0.979108208772706,0.9986964774219268,0.9578897457323775,1.0,0.9999999999999996,0.9578947368421054,0.996258185219831,0.5494505494505495,1.0 +"{'win_size': 5, 'lr': 0.0001}",280_NEK_id_4_WebService_tr_500_1st_231.csv,1.09165620803833,NEK,False,False,0.40119609496982905,0.6221681171432518,0.4507891870998897,0.7397573543816881,0.4691316324101809,0.9661016949152542,0.8888888888888884,0.6190060443250505,0.9596006770754658,0.21052631578947367,0.75 +"{'win_size': 5, 'lr': 0.001}",281_NEK_id_5_WebService_tr_500_1st_974.csv,0.9071707725524902,NEK,False,False,0.9553419588805268,0.9822681125980618,0.9548245074567515,0.9839787923070095,0.9485664287610475,1.0,0.9999999999999996,0.65625,0.9997139739610362,0.3409090909090909,1.0 +"{'win_size': 5, 'lr': 0.001}",282_NEK_id_6_WebService_tr_500_1st_64.csv,1.2353920936584473,NEK,False,True,0.6957997543200334,0.9506050605060505,0.6959624208019565,0.963437817339439,0.6766867432104636,0.912,0.850393700787401,0.6212998083534205,0.9073232170833023,0.2222222222222222,0.875 +"{'win_size': 50, 'lr': 0.0001}",283_NEK_id_7_WebService_tr_500_1st_777.csv,0.9387731552124023,NEK,False,True,0.9160171355979833,0.9906260930395243,0.9188922754788038,0.9902858718476283,0.8571378840794787,0.898876404494382,0.8799999999999994,0.7984991808909793,0.9683716342817955,0.5416666666666666,0.8904109589041096 +"{'win_size': 50, 'lr': 0.001}",284_NEK_id_8_WebService_tr_500_1st_976.csv,0.8561282157897949,NEK,False,False,0.9786583500632187,0.9987667854206631,0.9893928064995339,0.9994248520368976,0.9569842565874791,1.0,0.9999999999999996,0.956989247311828,0.9984596244629984,0.5617977528089888,1.0 +"{'win_size': 50, 'lr': 0.0001}",285_NEK_id_9_WebService_tr_500_1st_780.csv,0.9125256538391113,NEK,False,True,0.9072788771978129,0.9895509499136442,0.8816399568227429,0.9857327197251332,0.8571378776770143,0.8923076923076924,0.8387096774193542,0.7415730337078651,0.9581249798657164,0.6018518518518519,0.8904109589041096 +"{'win_size': 100, 'lr': 0.001}",286_CATSv2_id_1_Sensor_tr_17792_1st_17892.csv,70.54044651985168,CATSv2,False,True,0.48162457552173066,0.6972321157983018,0.4068306405403881,0.7111943513736455,0.5680770733586544,0.6611969111969112,0.4986481847051751,0.2552797301587495,0.7239125996157225,0.20452702702702702,0.9827922077922078 +"{'win_size': 100, 'lr': 1e-05}",287_TODS_id_1_Synthetic_tr_500_1st_11.csv,12.27630066871643,TODS,True,False,0.08998894983216385,0.602771168400466,0.8685315927081412,0.9238488849472031,0.14482985244488894,0.14171974522292993,0.14164053693055298,0.13281501700073453,0.6736382979082216,0.04980842911877394,0.13402061855670103 +"{'win_size': 100, 'lr': 1e-05}",288_TODS_id_2_Synthetic_tr_500_1st_65.csv,10.495024919509888,TODS,False,False,0.2528470355713175,0.5265167957475649,0.6980681254577741,0.850005741515247,0.36422269153401315,0.7416974169741697,0.17618072928511833,0.5007341012688679,0.6719811260213291,0.14497041420118342,0.7424242424242424 +"{'win_size': 100, 'lr': 0.001}",289_TODS_id_3_Synthetic_tr_500_1st_26.csv,10.578946352005005,TODS,False,False,0.06740578028805651,0.5383436881908086,0.6054788683032609,0.8126920137617155,0.16155558530561423,0.17827298050139276,0.10107391029690414,0.40033171451668664,0.6720577104974956,0.04888888888888889,0.1 +"{'win_size': 100, 'lr': 0.0001}",290_TODS_id_4_Synthetic_tr_500_1st_26.csv,10.070418119430542,TODS,False,False,0.29781605595855837,0.5846858603367027,0.5525939243633549,0.7593314050681869,0.4075185645395552,0.7905138339920948,0.16297408937288724,0.1336068069677365,0.6729848896515672,0.13986013986013987,0.6122448979591837 +"{'win_size': 50, 'lr': 1e-05}",291_TODS_id_5_Synthetic_tr_500_1st_11.csv,13.799792528152466,TODS,True,False,0.04726645934047003,0.4772148286129848,0.6826756587114188,0.9118188174048105,0.09925747083316368,0.09923954372623574,0.09923954372623564,0.07426476451681223,0.6715942476123784,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",292_TODS_id_6_Synthetic_tr_500_1st_11.csv,14.384427309036255,TODS,True,False,0.06017300433521815,0.5177297051692202,0.7898331664089886,0.9307394646658539,0.10926581238293367,0.10827279118818842,0.10822370161028273,0.10476821052406458,0.675227194706995,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",293_TODS_id_7_Synthetic_tr_500_1st_7.csv,6.225595951080322,TODS,False,True,0.10231362245124104,0.6531561687551751,0.48759528414123726,0.7606089021261779,0.22911374897262568,0.23655913978494625,0.22998544395924278,0.3384916243123202,0.7608694189700224,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",294_TODS_id_8_Synthetic_tr_500_1st_200.csv,5.4733710289001465,TODS,False,True,0.34039238961257545,0.5323300144111097,0.5381968845509173,0.6907247820592871,0.35882758704137935,0.8648648648648649,0.399336765860895,0.4129648927222155,0.8032381371967408,0.11764705882352941,0.8450704225352113 +"{'win_size': 5, 'lr': 0.001}",295_TODS_id_9_Synthetic_tr_1250_1st_2046.csv,4.708375692367554,TODS,False,True,0.05723142104731268,0.3803570832638078,0.10728733754391123,0.519619642139575,0.15372345281700237,0.27315914489311166,0.15339233038348066,0.29390892485785347,0.7696227941328083,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",296_TODS_id_10_Synthetic_tr_500_1st_26.csv,10.88437271118164,TODS,False,False,0.08231960084447479,0.5824016950399843,0.7366754904384805,0.8745730062950187,0.12060906322746068,0.12471131639722864,0.11173351577867065,0.2224997867538197,0.6698840778655898,0.05392156862745098,0.11702127659574468 +"{'win_size': 100, 'lr': 0.001}",297_TODS_id_11_Synthetic_tr_500_1st_7.csv,6.084408760070801,TODS,False,True,0.037887568963448345,0.35993780196124325,0.15171486161034842,0.4631804668447342,0.0967794916067658,0.09685510322207216,0.09670583702562116,0.1008889761494359,0.6796301368481572,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",298_TODS_id_12_Synthetic_tr_500_1st_0.csv,9.296953201293945,TODS,False,False,0.34074898704944334,0.6034224540337314,0.3662502475588075,0.6356566772100688,0.40425103635139453,0.7633587786259542,0.1649550195048163,0.3720871075522129,0.6723957472382072,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",299_TODS_id_13_Synthetic_tr_500_1st_65.csv,9.975297689437866,TODS,False,False,0.11207277030262705,0.6498124077415122,0.6274224505032244,0.7928317418072761,0.2169509138046326,0.5291005291005291,0.17714272307078624,0.27844080396085114,0.6714968712751818,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",300_TODS_id_14_Synthetic_tr_1250_1st_2555.csv,3.398566484451294,TODS,False,True,0.4891850835586378,0.5379228260869565,0.5751582976599845,0.6116822209513391,0.5851346030726372,0.9913258983890955,0.9672131147540978,0.6034472058400326,0.9696901084334623,0.1975,0.9634146341463414 +"{'win_size': 5, 'lr': 0.001}",301_TODS_id_15_Synthetic_tr_500_1st_245.csv,5.153642416000366,TODS,False,True,0.08107956865648996,0.5360332642542112,0.16015706680870367,0.5690395787927767,0.17364238815165944,0.4068241469816273,0.1704213843819305,0.22841445147659573,0.6822624202967188,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",302_Power_id_1_Facility_tr_7685_1st_7785.csv,15.879643440246582,Power,False,True,0.06466459582645655,0.35777456304619226,0.06708972711322991,0.37043023356681415,0.15794731721304991,0.6516780710329098,0.1578739639521114,0.31333384215142834,0.6787664587358636,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",304_UCR_id_2_Medical_tr_2499_1st_7000.csv,3.595930576324463,UCR,False,False,0.041997759147010184,0.9221853638922397,0.04503745089914382,0.9356751043273187,0.09999689358762524,0.6134969325153374,0.11453744493392058,0.1939799331103679,0.9276145635753558,0.06,0.03896103896103896 +"{'win_size': 50, 'lr': 0.001}",305_UCR_id_3_Medical_tr_3000_1st_5948.csv,6.272018671035767,UCR,False,False,0.0022752524137350013,0.18875598308471583,0.008643248504119254,0.5733177456237436,0.008542056174343844,0.012140833670578713,0.008469791078486721,0.06564284817910297,0.7425476749255756,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",307_UCR_id_5_Facility_tr_29895_1st_39240.csv,46.08335614204407,UCR,False,False,0.0031586741735893237,0.8817203471455035,0.004168586507830387,0.894069149186274,0.010814965943866574,0.020772476468679,0.010435349747268861,0.02144923889797459,0.6973011535178771,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",309_UCR_id_7_Medical_tr_3000_1st_5948.csv,5.626116991043091,UCR,False,False,0.00951482647398785,0.8059612435522098,0.01909207807560514,0.8860674106072243,0.02294138147795774,0.140625,0.022445363260484325,0.03320427443085024,0.679343541746196,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",310_UCR_id_8_HumanActivity_tr_2631_1st_8285.csv,4.672717809677124,UCR,False,False,0.0026093502553712514,0.4637983609681723,0.0039406181270693645,0.5738240438433916,0.006230467484436292,0.062111801242236024,0.006227296315516339,0.009369008009599772,0.6704321534737394,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",311_UCR_id_9_HumanActivity_tr_16000_1st_38400.csv,24.24173355102539,UCR,False,False,0.014329304965967002,0.5990180280854431,0.015184660862210635,0.6135668538909226,0.043318643173312514,0.11555683952043912,0.040868811673608535,0.046876990209814784,0.7217650100929309,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",312_UCR_id_10_Facility_tr_19948_1st_52000.csv,24.000247955322266,UCR,False,False,0.3280753941663723,0.7394180612567098,0.2125426401276686,0.7540188445924116,0.37769777740935784,1.0,0.9999999999999996,0.43592330978809285,0.9990986953843285,0.40161290322580645,0.2703583061889251 +"{'win_size': 50, 'lr': 0.001}",313_UCR_id_11_Sensor_tr_2827_1st_4711.csv,4.288847208023071,UCR,False,False,0.11149362162737214,0.5394491070290739,0.12409786047416856,0.6625616480953977,0.2644597309285459,0.9849246231155779,0.8387096774193542,0.44821027148538817,0.995574666330195,0.09183673469387756,0.6428571428571429 +"{'win_size': 50, 'lr': 0.0001}",315_UCR_id_13_HumanActivity_tr_16000_1st_33070.csv,22.49985408782959,UCR,False,False,0.001374284388727443,0.4213776519301641,0.002033248468187244,0.5263164041274258,0.004544939676095102,0.010598323537913094,0.004511154855643039,0.0036036036036036032,0.7201663010490345,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",316_UCR_id_14_Sensor_tr_2833_1st_5988.csv,5.428632497787476,UCR,False,False,0.11385648542185652,0.7042584833424925,0.186668812182964,0.8962167641982304,0.21902764428481386,0.9651741293532339,0.5333333333333329,0.2684729064039409,0.7430847641076938,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",319_UCR_id_17_Environment_tr_6166_1st_19280.csv,10.40480375289917,UCR,False,False,0.005135520153035058,0.4271422450728363,0.005727966028463922,0.4597601419764129,0.0156801689861095,0.11481880157875853,0.015642327671744567,0.3903466433655417,0.738088335765208,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",323_UCR_id_21_HumanActivity_tr_48812_1st_128430.csv,75.45496344566345,UCR,True,False,4.660049396523603e-05,0.8900993090873706,0.0002534667552821906,0.9050505779837177,9.319571300708041e-05,8.916629514043692e-05,8.916629514043681e-05,2.9425179125777925e-05,0.93413571711334,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",326_UCR_id_24_Medical_tr_1875_1st_4187.csv,3.9663541316986084,UCR,False,False,0.007306462219091384,0.8913406329282949,0.09330168797928709,0.9767685221056867,0.01948032657468814,0.0449438202247191,0.01944894651539706,0.016194331983805668,0.726586055974199,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",331_UCR_id_29_Facility_tr_50000_1st_837400.csv,367.8138041496277,UCR,False,False,0.002173024304009423,0.5472425866506014,0.002304768142920507,0.563161976315675,0.004668476233649352,0.009487374815484511,0.004503936036255839,0.3907815841849235,0.6681824550189976,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",332_UCR_id_30_Facility_tr_13750_1st_52600.csv,15.932868957519531,UCR,False,False,0.0036610139303689736,0.5331888686131387,0.0053204466701108405,0.6373423324039943,0.008834798969703865,0.05040322580645161,0.0072480837878485796,0.011397506401914278,0.967945454203928,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",334_UCR_id_32_HumanActivity_tr_1671_1st_2764.csv,3.0611374378204346,UCR,False,False,0.02948271344855656,0.46754454285835045,0.03453173254815076,0.5157569838643278,0.07485797465888556,0.8191489361702128,0.07448467001558973,0.05568720379146919,0.667197554163031,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",339_UCR_id_37_Sensor_tr_2750_1st_5400.csv,4.225166320800781,UCR,False,False,0.17432274961889266,0.6375592592592592,0.2781162415049963,0.711087164306265,0.352936914120991,0.9779951100244498,0.7999999999999995,0.4131455399061033,0.990960076126092,0.275,0.4230769230769231 +"{'win_size': 100, 'lr': 0.0001}",341_UCR_id_39_HumanActivity_tr_48812_1st_128430.csv,69.97743916511536,UCR,True,False,6.48046140885231e-05,0.9209727066463849,0.0007664794647502893,0.9217142685456579,0.00012959953353395412,0.00012256403971074888,0.00012256403971074874,0.00038015586390420075,0.9341126653783879,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",344_UCR_id_42_Sensor_tr_2851_1st_5365.csv,4.251503944396973,UCR,False,False,0.0015743119491922282,0.5904427471980803,0.005239565465560724,0.8105295519992125,0.004221148253294763,0.013009540329575022,0.004019831167090978,0.0044916903728103,0.831272734488562,0.0,0.0 +"{'win_size': 50, 'lr': 1e-05}",346_UCR_id_44_Medical_tr_7456_1st_17390.csv,10.815738677978516,UCR,False,False,0.23388265939562788,0.7689370233753317,0.11764179440926177,0.7898108991626038,0.2930353044630861,1.0,0.9999999999999996,0.45971563981042657,0.9988447950970144,0.2692307692307692,0.2734375 +"{'win_size': 50, 'lr': 0.001}",347_UCR_id_45_Sensor_tr_2851_1st_5365.csv,4.597604036331177,UCR,False,False,0.0023661457119320043,0.7019401281713634,0.0054477055958860885,0.841761644789452,0.006437661521598167,0.021321961620469083,0.00636942675159235,0.006858810653046334,0.667641638010667,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",349_UCR_id_47_Facility_tr_29954_1st_74900.csv,46.53785490989685,UCR,False,False,0.002006969812325511,0.8071484976431709,0.0025886774516864913,0.8193181473077595,0.00733769345957789,0.00909693925897849,0.007048975695719208,0.020192064404830363,0.6669177424777326,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",355_UCR_id_53_HumanActivity_tr_48750_1st_143411.csv,65.8816065788269,UCR,False,False,0.00030948291198955866,0.20497998973832737,0.0004876276624488771,0.38524789633393586,0.0010779471428614185,0.0019283799679888926,0.0010251205798081987,0.013079572476809015,0.6666658434140729,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",358_UCR_id_56_Facility_tr_10500_1st_29080.csv,11.072798252105713,UCR,False,False,0.001701925964537989,0.5992918454935622,0.0017417365962071767,0.6064258273999087,0.003892978790097507,0.03861003861003861,0.00373194872626967,0.004049014384656367,0.7795198272100526,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",361_UCR_id_59_Medical_tr_3000_1st_7175.csv,6.309320449829102,UCR,False,False,0.03223849538683081,0.5175003813782273,0.0859281767412708,0.6488063616595992,0.12307229261340098,0.6301775147928994,0.18831168831168812,0.05907063277581205,0.8088483424884687,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",364_UCR_id_62_Sensor_tr_2833_1st_5988.csv,5.001131296157837,UCR,False,False,0.014904982060743302,0.5788948328836347,0.024652301407175992,0.7325682038892066,0.07041970311181683,0.383399209486166,0.07821229050279321,0.10706891452233067,0.6809429868066464,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",369_UCR_id_67_Sensor_tr_2750_1st_5400.csv,4.116734504699707,UCR,False,False,0.15335511543645286,0.5920261574074075,0.261935496181566,0.6695546773913138,0.34983049597844385,0.966183574879227,0.7560975609756091,0.4652486112992819,0.9899865701102654,0.27,0.4426229508196721 +"{'win_size': 5, 'lr': 0.0001}",371_UCR_id_69_Medical_tr_1853_1st_6200.csv,3.7260148525238037,UCR,False,False,0.024087843827044965,0.5193837535014005,0.027065983221237818,0.5754748827610702,0.057648489898186134,0.48364153627311524,0.05912495072920766,0.10267607385000718,0.7332002947102669,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",373_UCR_id_71_Sensor_tr_2827_1st_5988.csv,4.765654802322388,UCR,False,False,0.02124661753364005,0.7813358934110185,0.02441062601985776,0.8082893235569927,0.05786837715305935,0.3943089430894309,0.0587371512481644,0.08842105263157894,0.8816727774409181,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",381_UCR_id_79_HumanActivity_tr_16000_1st_31200.csv,23.619230031967163,UCR,False,False,0.010710397687841319,0.5689771477141643,0.010926690988731334,0.5753792357111337,0.029345653760558324,0.19296422740092029,0.029334015519740735,0.05579516348388793,0.6903194398030646,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",382_UCR_id_80_Medical_tr_7500_1st_11800.csv,9.472554922103882,UCR,False,False,0.48748881124456367,0.92035645342312,0.4325215206808994,0.9327893550874281,0.49999625002812476,1.0,0.9999999999999996,0.6363636363636364,0.9987874203201649,0.4033333333333333,0.28537735849056606 +"{'win_size': 5, 'lr': 0.0001}",385_UCR_id_83_Environment_tr_2046_1st_6006.csv,3.088914155960083,UCR,False,False,0.00740762302521138,0.5927283062930186,0.007923662133305146,0.6166651275966383,0.021646617272397833,0.09619238476953908,0.021687883074021662,0.06315789473684211,0.8760867144288943,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",386_UCR_id_84_Environment_tr_2046_1st_5703.csv,2.976651906967163,UCR,False,False,0.012695651741598323,0.8881638071895425,0.013463736117131711,0.8899852390915881,0.03588246542396445,0.06504065040650407,0.0347666971637694,0.01764705882352941,0.8036729765138114,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",387_UCR_id_85_Environment_tr_2046_1st_5549.csv,3.2130181789398193,UCR,False,False,0.03418310553399121,0.9068850376925598,0.04020189605947011,0.9195339049971086,0.10034449781408879,0.24181360201511334,0.10126582278481004,0.21487603305785127,0.8837947989819113,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",391_UCR_id_89_Medical_tr_1875_1st_5759.csv,4.059976816177368,UCR,False,False,0.026012130828319602,0.5825391689373297,0.030218506563832962,0.6277048059389191,0.06469177733011758,0.3165182987141444,0.0683890577507598,0.09375,0.800265866933244,0.0,0.0 +"{'win_size': 50, 'lr': 1e-05}",393_UCR_id_91_Environment_tr_2046_1st_4852.csv,3.2002577781677246,UCR,False,False,0.08092969217019363,0.9264098861029171,0.08146196834542334,0.939964134992714,0.16866982159552016,0.9056603773584906,0.4444444444444441,0.2962962962962963,0.9835717614208135,0.041666666666666664,0.2222222222222222 +"{'win_size': 5, 'lr': 0.001}",396_UCR_id_94_Medical_tr_1875_1st_5607.csv,3.7173378467559814,UCR,False,False,0.01739088491907517,0.886098970257386,0.01958110718401264,0.9024504412643339,0.044542299521245554,0.18243243243243243,0.043583535108958786,0.08176100628930817,0.8194742419223823,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",400_UCR_id_98_Environment_tr_2046_1st_5391.csv,3.011732578277588,UCR,True,False,0.0004017677782241864,0.695955028718074,0.0005163577655492204,0.7015246916590783,0.0008032048225831188,0.0007701193685021178,0.000770119368502117,0.0025706940874035992,0.8261788401311266,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",401_UCR_id_99_HumanActivity_tr_1671_1st_5920.csv,2.773801565170288,UCR,False,False,0.9999999999999998,1.0,0.9962568285170054,0.9999770995248624,0.9999950000249999,1.0,0.9999999999999996,1.0,0.9999999999999996,1.0,0.5566037735849056 +"{'win_size': 100, 'lr': 0.0001}",405_UCR_id_103_Sensor_tr_2827_1st_5988.csv,4.684268474578857,UCR,False,False,0.1506462963269339,0.8892573291879202,0.13483103178871808,0.9206895926063009,0.2438985636737706,0.9847715736040609,0.7692307692307687,0.3472409152086138,0.7836208438135482,0.08247422680412371,0.5714285714285714 +"{'win_size': 100, 'lr': 0.0001}",406_UCR_id_104_Facility_tr_20000_1st_67950.csv,23.402148485183716,UCR,False,False,0.006859389530586506,0.7366659811912226,0.00771273034221049,0.7700075428989664,0.025159054039400133,0.07132667617689016,0.025019546520719284,0.09501738122827347,0.6707763308532757,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",411_UCR_id_109_Environment_tr_2046_1st_4852.csv,3.1244356632232666,UCR,False,False,0.03908069226183522,0.9319562233693871,0.04772084453163423,0.9365826355003571,0.10935123210455727,0.1955193482688391,0.10834553440702771,0.2142857142857143,0.9703475696790749,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",415_UCR_id_113_Medical_tr_3000_1st_8612.csv,5.721543550491333,UCR,False,False,0.030611984809504392,0.8296575125446175,0.03982471755612189,0.873121339184867,0.086203953489301,0.47706422018348627,0.09610983981693355,0.19078947368421054,0.6840268446985216,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",417_UCR_id_115_Sensor_tr_2750_1st_5400.csv,4.321744680404663,UCR,False,False,0.17358494026010896,0.6236717592592592,0.280579897448312,0.7011254604799132,0.3578905509877078,0.9779951100244498,0.809523809523809,0.4019138755980861,0.9910154038662495,0.275,0.4166666666666667 +"{'win_size': 50, 'lr': 0.0001}",419_UCR_id_117_Facility_tr_3000_1st_6168.csv,6.389112949371338,UCR,False,False,0.004993847764511601,0.6528217099060191,0.008787483521994072,0.7314146259819728,0.014102841318218748,0.025389497980380843,0.014044474168199282,0.021133525456292025,0.7624155645425723,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",420_UCR_id_118_Facility_tr_13750_1st_52600.csv,15.485010623931885,UCR,False,False,0.7684696503645004,0.8553584854014598,0.6848526144861399,0.930616557377444,0.8412648582361729,1.0,0.9999999999999996,0.8636812558478013,0.9997120960337481,0.765,0.9 +"{'win_size': 5, 'lr': 1e-05}",421_UCR_id_119_HumanActivity_tr_48750_1st_130700.csv,71.66689777374268,UCR,False,False,0.006571900536747314,0.49254271611437483,0.007206460987423567,0.5188180897781393,0.02093227660061224,0.5216622458001768,0.023337487255013,0.04884044906990084,0.9230307678346874,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",426_UCR_id_124_Sensor_tr_2827_1st_4711.csv,5.317081928253174,UCR,False,False,0.3323620394913699,0.4919596206011396,0.41760939209506465,0.632699973368953,0.4228522149145734,1.0,0.9999999999999996,0.4876543209876543,0.9974265825115264,0.3469387755102041,0.4788732394366197 +"{'win_size': 50, 'lr': 0.0001}",429_UCR_id_127_Medical_tr_14825_1st_29000.csv,19.622952699661255,UCR,False,False,0.0023611145118385326,0.5440693726563293,0.0037788400888428297,0.6615358405324523,0.011141799519177662,0.027288852503752216,0.011022175567510813,0.032765202753479425,0.8257960775360093,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",430_UCR_id_128_HumanActivity_tr_12500_1st_46500.csv,17.111663579940796,UCR,False,False,0.007249541411562354,0.5080539906103286,0.010093109914887842,0.5906895635706102,0.02444970678435961,0.6507592190889371,0.03215434083601283,0.047766749379652605,0.7144042206584847,0.0,0.0 +"{'win_size': 50, 'lr': 1e-05}",432_UCR_id_130_Facility_tr_23000_1st_26970.csv,36.691081047058105,UCR,False,False,0.0050272900230331225,0.6911028898582334,0.005873943838389999,0.7226935858091627,0.013114451452328245,0.179265013444876,0.012571976967370429,0.017131684305266754,0.728990816227609,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",436_UCR_id_134_Medical_tr_1875_1st_4526.csv,3.770961284637451,UCR,False,False,0.005073684261664074,0.6205238031499576,0.009356827829278437,0.7331222521577329,0.014901384990981393,0.025962786672436174,0.014846235418875912,0.028548451950140736,0.6680599820579796,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",437_UCR_id_135_Medical_tr_2499_1st_8000.csv,4.505316972732544,UCR,False,False,0.011245034127867601,0.8396310037100171,0.013706256169054779,0.8612331020734258,0.03860911996640234,0.14450867052023122,0.03976143141153077,0.07581967213114754,0.8321163962343519,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",439_UCR_id_137_HumanActivity_tr_48750_1st_110800.csv,67.70307087898254,UCR,True,False,9.51094710011223e-06,0.4608126195518951,2.330634427067246e-05,0.607210220635273,1.9021523072294032e-05,1.8555113325354635e-05,1.8555113325354615e-05,4.4338033164848805e-05,0.6670977805752958,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",445_UCR_id_143_Environment_tr_6166_1st_19280.csv,10.2522611618042,UCR,False,False,0.005052890219515992,0.3847336985351124,0.005521183385665291,0.4014357249606868,0.016241020454619733,0.026197298403602128,0.016127406511440363,0.09349973115997397,0.6731380358322813,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",449_UCR_id_147_Sensor_tr_2847_1st_9330.csv,3.9745090007781982,UCR,False,False,0.005007696551341664,0.7669889259975391,0.00970219899711957,0.9291482479000788,0.020201369495730048,0.11627906976744186,0.01904761904761903,0.03804347826086956,0.6747315642740033,0.2,0.007434944237918215 +"{'win_size': 100, 'lr': 0.001}",452_UCR_id_150_Facility_tr_10000_1st_35774.csv,11.929078578948975,UCR,False,False,0.9267329497831823,0.9997919799498747,0.7832252594987494,0.9995625359939909,0.8657959558757481,1.0,0.9999999999999996,0.8658008658008659,0.9998869872295564,1.0,0.6410256410256411 +"{'win_size': 50, 'lr': 1e-05}",459_UCR_id_157_HumanActivity_tr_50000_1st_110260.csv,70.93257427215576,UCR,False,False,0.000382637382394033,0.00018385683645886762,0.0007713219129670549,0.05126756843786575,0.0015188305005146036,0.001522862982406925,0.0015088683487384446,0.0015004067411264134,0.6666905906302615,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",463_UCR_id_161_Environment_tr_2046_1st_6006.csv,3.057054042816162,UCR,False,False,0.006915908370547977,0.5835740331039003,0.007431529563132805,0.6086790967236237,0.018937447093462435,0.08333333333333333,0.019110926464478584,0.029629629629629624,0.8043841042685982,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",467_UCR_id_165_Environment_tr_6166_1st_19280.csv,10.509148359298706,UCR,False,False,0.005154447548672942,0.4296927918553883,0.005732428844907438,0.4618415385155334,0.01569475264776342,0.1362281822051937,0.015642199177336173,0.3903466433655417,0.7587172963683578,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",471_UCR_id_169_Facility_tr_10000_1st_35774.csv,14.762889385223389,UCR,False,False,0.008730393920025403,0.574445112781955,0.01105554991189928,0.6514129007015896,0.05084590639607605,0.23121387283236994,0.05154639175257726,0.05026656511805026,0.7838995655499034,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",473_UCR_id_171_HumanActivity_tr_2617_1st_7290.csv,4.379884481430054,UCR,False,False,0.0009173238378896393,0.6579366596571719,0.0027286805250017225,0.808957433230042,0.0024968539640053532,0.004647560030983733,0.0024365482233502517,0.0060790273556231,0.667620593447601,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",474_UCR_id_172_Environment_tr_2046_1st_6520.csv,3.00030517578125,UCR,False,False,0.00488501811754263,0.7048457924836602,0.005310332021091668,0.7260926132727209,0.012331573132058146,0.04610951008645533,0.012201885745978911,0.01386138613861386,0.7732418742526356,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",493_UCR_id_191_Sensor_tr_2847_1st_9330.csv,4.176026344299316,UCR,False,False,0.014359237959624394,0.69061346458077,0.015888842059102206,0.9193833651055218,0.0799968001279949,0.3448275862068966,0.051948051948051896,0.053231939163498096,0.6757265366024356,0.2,0.00625 +"{'win_size': 50, 'lr': 0.001}",494_UCR_id_192_Facility_tr_22500_1st_72150.csv,32.86352181434631,UCR,False,False,0.04987248371401921,0.48851306821074986,0.029613393695959788,0.5480052736536851,0.16692417151586386,0.9465020576131687,0.4935064935064931,0.24699325315341744,0.7975189680307023,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",495_UCR_id_193_Environment_tr_2046_1st_6520.csv,3.0063297748565674,UCR,False,False,0.0054614056486374475,0.7368259803921569,0.005980538804110402,0.7559865299200298,0.014067717914401735,0.048144433299899696,0.013590033975084924,0.014010507880910683,0.7595731236143602,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",496_UCR_id_194_Environment_tr_2046_1st_5391.csv,2.9799461364746094,UCR,True,False,0.0003676470588235294,0.6677257729439081,0.0004723505722502374,0.6734166342973221,0.0007350165408122343,0.0007017543859649122,0.0007017543859649115,0.0024660912453760785,0.8148536783906914,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",499_UCR_id_197_Environment_tr_2046_1st_5703.csv,3.003026247024536,UCR,False,False,0.01162080433680543,0.8781198937908496,0.012191496859030088,0.8792546607352604,0.0331873625038838,0.056338028169014086,0.03298611111111108,0.01568627450980392,0.8141165751184195,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",500_UCR_id_198_Facility_tr_7482_1st_23357.csv,12.745560884475708,UCR,False,False,0.00925621465092638,0.3895304709193317,0.010453909648734683,0.4324477770400992,0.024587061723937882,0.063503263362145,0.024521551873849436,0.020731678845749776,0.6678093819208867,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",504_UCR_id_202_Environment_tr_2046_1st_5549.csv,3.0994608402252197,UCR,False,False,0.029890475954593227,0.9000839888561127,0.03380790334185699,0.9110855925034158,0.08609974992696634,0.2318840579710145,0.08542713567839186,0.18852459016393444,0.8676959455401686,0.0,0.0 +"{'win_size': 50, 'lr': 0.0001}",506_UCR_id_204_Environment_tr_2046_1st_5549.csv,3.206158399581909,UCR,False,False,0.03483805760998576,0.906677626188135,0.040681425112989625,0.9200803659589016,0.1018165887191417,0.24,0.1015228426395938,0.21487603305785127,0.8751060235428838,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",516_UCR_id_214_HumanActivity_tr_2108_1st_4702.csv,3.725059747695923,UCR,False,False,0.8200000000000001,0.9999050670463985,0.3759508430415916,0.9987409066323926,0.9090859504402703,1.0,0.9999999999999996,0.9090909090909091,0.9999406985708349,1.0,0.625 +"{'win_size': 100, 'lr': 0.001}",517_UCR_id_215_Facility_tr_7482_1st_24005.csv,12.934135437011719,UCR,False,False,0.0023265176311629268,0.4904074613647104,0.003538927063132307,0.5505969911727194,0.008544387715320565,0.010282776349614395,0.00851667849538679,0.04115135605637814,0.6679811697096009,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",525_UCR_id_223_Facility_tr_50000_1st_250720.csv,98.00749087333679,UCR,False,False,0.0014597511403215805,0.33366282574148454,0.0016070816868237667,0.35744526167380847,0.00441471210297025,0.014788524105294291,0.004327001487822815,0.011149032110607075,0.8075552771145991,0.0,0.0 +"{'win_size': 50, 'lr': 1e-05}",526_UCR_id_224_Sensor_tr_2827_1st_4711.csv,5.153681755065918,UCR,False,False,0.09816468563322481,0.4033270221558739,0.11004640142218822,0.5418164775170448,0.21538090420595835,0.9655172413793104,0.6086956521739125,0.38596491228070173,0.6889406967670426,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",530_UCR_id_228_HumanActivity_tr_16250_1st_38500.csv,23.34237504005432,UCR,False,False,0.11647140911715088,0.5692738536836682,0.04160878618340638,0.6504840474692711,0.19696602394360946,1.0,0.9999999999999996,0.39400428265524623,0.9984934002384248,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",531_SMAP_id_1_Sensor_tr_1811_1st_4510.csv,2.6239335536956787,SMAP,False,False,0.8221377483328172,0.9986642606122341,0.9401943724129145,0.9993293746938352,0.8950226794327103,0.9759036144578314,0.9047619047619042,0.8950276243093923,0.9988069585409275,1.0,0.81 +"{'win_size': 5, 'lr': 0.001}",532_SMAP_id_2_Sensor_tr_2075_1st_5550.csv,3.3865127563476562,SMAP,False,False,0.1113449009505065,0.7004729108238101,0.11936685902088921,0.732276034428673,0.2562354659015332,0.7381703470031545,0.3078512396694212,0.22071661237785015,0.9118344435067635,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",533_SMAP_id_3_Sensor_tr_2052_1st_5300.csv,5.60906457901001,SMAP,False,False,0.07301662461449773,0.055534174179374673,0.07508630097063208,0.06142816760600195,0.24029799291937418,0.9241549876339654,0.2401372212692965,0.463448664607591,0.6748509396417907,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",534_SMAP_id_4_Sensor_tr_1968_1st_4370.csv,5.012981176376343,SMAP,False,False,0.005882864676630438,0.45098039215686275,0.012613508088928947,0.4990416315371836,0.012870534583483518,0.012870662460567823,0.01262148176195884,0.3880125629734322,0.666628584777023,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",535_SMAP_id_5_Sensor_tr_1113_1st_1890.csv,1.6469295024871826,SMAP,False,False,0.2010246794738666,0.37905766976980737,0.06249315636787849,0.39026314851831545,0.3265278800728402,1.0,0.9999999999999996,0.525179856115108,0.9980105427513776,0.14634146341463414,1.0 +"{'win_size': 5, 'lr': 1e-05}",536_SMAP_id_6_Sensor_tr_2160_1st_5600.csv,3.7758994102478027,SMAP,False,False,0.468930689771366,0.8141167085440245,0.6167692613470632,0.8742728115468835,0.6258460401054388,0.8278688524590164,0.6865671641791039,0.5427447733388532,0.9943121604464372,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",537_SMAP_id_7_Sensor_tr_2077_1st_5394.csv,5.258403539657593,SMAP,False,False,0.021963001443022552,0.2977917238622094,0.025426125727988202,0.3492705132970547,0.06541666440172135,0.23504809703053117,0.06519967400162992,0.44243127365666524,0.6811150033368789,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",538_SMAP_id_8_Sensor_tr_2007_1st_3650.csv,2.4646120071411133,SMAP,False,True,0.9440554704942724,0.9757450667035906,0.9704033038068252,0.9908657032679007,0.9402935074892737,1.0,0.9999999999999996,0.9486981838133158,0.9989970044923846,0.7350746268656716,0.9800995024875622 +"{'win_size': 5, 'lr': 0.0001}",539_SMAP_id_9_Sensor_tr_1857_1st_4270.csv,3.695183038711548,SMAP,False,False,0.007559936530085267,0.24964744088795957,0.013566921087726015,0.3587443882307646,0.016283874792480533,0.027777777777777776,0.01567542646380819,0.015608360190059399,0.6586088392873164,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",540_SMAP_id_10_Sensor_tr_2051_1st_4575.csv,3.3978567123413086,SMAP,False,False,0.02360528706669049,0.45435705790146247,0.026847450689203894,0.5021963993345426,0.05759857588809098,0.5627836611195158,0.05645326242585389,0.08878119199835018,0.6754112836278727,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",541_SMAP_id_11_Sensor_tr_1832_1st_5300.csv,3.004289150238037,SMAP,False,False,0.8726678742258824,0.9736644112824557,0.8751003146263792,0.9774182652722696,0.8743669382363274,1.0,0.9999999999999996,0.9019607843137255,0.9985351354054474,0.5379464285714286,1.0 +"{'win_size': 50, 'lr': 1e-05}",542_SMAP_id_12_Sensor_tr_1908_1st_4690.csv,2.661726951599121,SMAP,False,False,0.600873567357336,0.9985825294634407,0.7766908238305091,0.9845900794099255,0.7848053581446593,1.0,0.9999999999999996,0.775,0.9990491491524307,1.0,0.6078431372549019 +"{'win_size': 5, 'lr': 0.001}",543_SMAP_id_13_Sensor_tr_2020_1st_4550.csv,3.234051465988159,SMAP,False,False,0.014818237168986325,0.4045394371658646,0.015910692859096492,0.44633938431126896,0.03682166543271515,0.19321148825065274,0.03537848605577685,0.0557747301076414,0.6701274688220158,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",544_SMAP_id_14_Sensor_tr_1978_1st_4450.csv,3.5551416873931885,SMAP,False,False,0.07443365931077968,0.9105553073257803,0.10723326819266085,0.9317950792461367,0.1564696025008355,0.7047619047619048,0.16464237516869082,0.20018786984289003,0.6668275510433391,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",545_SMAP_id_15_Sensor_tr_1173_1st_2750.csv,2.752143383026123,SMAP,False,False,0.009338140184505371,0.4075829383886256,0.014262577845736328,0.43501402729613614,0.03576402463172162,0.03576437587657784,0.035739313244568985,0.035739313244569026,0.666627992850753,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",546_SMAP_id_16_Sensor_tr_2117_1st_4770.csv,3.2640490531921387,SMAP,False,False,0.021369765861820367,0.5819140131550289,0.021654221898596993,0.5840983191313074,0.05858088862415061,0.08609035930273924,0.058538945331398105,0.12288773972881632,0.7741776469466186,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",547_SMAP_id_17_Sensor_tr_2133_1st_5400.csv,3.806976556777954,SMAP,False,False,0.12679841855071752,0.5804080200401558,0.13918536639026566,0.6070586745379465,0.299379935782545,0.8413234301147873,0.4128180961357207,0.21992772328342797,0.9013480951637662,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",548_SMAP_id_18_Sensor_tr_2094_1st_5600.csv,3.4779059886932373,SMAP,False,False,0.0029265276595834785,0.14527631059154023,0.0042216207831020525,0.15629563004519953,0.01126362426184611,0.011310344827586206,0.009743346007604552,0.006626262626262626,0.6666381109636441,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",549_SMAP_id_19_Sensor_tr_1998_1st_2098.csv,3.0966737270355225,SMAP,False,True,0.787270225956674,0.9652012067224278,0.9250008743186439,0.9921684811697011,0.8906200087085281,0.9945945945945946,0.9275362318840574,0.8954539035207666,0.9977974438903995,0.9293478260869565,0.855 +"{'win_size': 100, 'lr': 0.001}",550_SWaT_id_1_Sensor_tr_43700_1st_43800.csv,313.5850455760956,SWaT,False,True,0.7574841555865873,0.8463616598709269,0.3659224082416971,0.572324862756231,0.7907787327358653,0.8529275224475469,0.4318488216005585,0.33646834544274296,0.6904034925763536,0.6495962726788147,1.0 +"{'win_size': 5, 'lr': 0.001}",551_YAHOO_id_1_Synthetic_tr_500_1st_893.csv,1.36570143699646,YAHOO,True,False,0.0024390243902439024,0.7119718309859154,0.013889316955303065,0.8716705120454241,0.004866131505744103,0.004784688995215311,0.004784688995215306,0.046511627906976744,0.7712583566430379,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",552_YAHOO_id_2_Synthetic_tr_500_1st_893.csv,1.3273346424102783,YAHOO,True,False,0.005319148936170213,0.8683098591549295,0.010512821600346453,0.8737078366596327,0.010581905322846525,0.010471204188481676,0.010471204188481664,0.10526315789473684,0.8020251999309586,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",555_YAHOO_id_5_WebService_tr_500_1st_730.csv,1.228560209274292,YAHOO,True,False,0.005704365851063905,0.747464200477327,0.02880481380629709,0.8433774399550726,0.013186638910647659,0.012903225806451613,0.012903225806451596,0.016904405390495706,0.7587851364537769,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",558_YAHOO_id_8_WebService_tr_500_1st_1125.csv,1.0957190990447998,YAHOO,False,True,0.029323648534586542,0.037323682256867115,0.03620729673502983,0.09282487878403689,0.10617019572084078,0.11363636363636363,0.10498338870431881,0.10846538762362892,0.6673772790488517,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",560_YAHOO_id_10_Synthetic_tr_500_1st_893.csv,1.6089184284210205,YAHOO,True,False,0.001199040767386091,0.41338028169014085,0.011153710457428223,0.7656444821649915,0.0023951856576666045,0.0023612750885478157,0.002361275088547813,0.003184713375796178,0.7836565322375935,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",562_YAHOO_id_12_Synthetic_tr_500_1st_893.csv,1.4357681274414062,YAHOO,True,False,0.5,0.9992957746478873,0.9113497557705376,0.999824628690334,0.6666622222518517,0.3333333333333333,0.33333333333333304,0.33333333333333337,0.9991548105366949,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",568_YAHOO_id_18_WebService_tr_500_1st_333.csv,1.2409439086914062,YAHOO,True,False,0.019240861209773127,0.9292387199363944,0.11074094787941315,0.9670064430783063,0.04999861253850206,0.05,0.049999999999999864,0.05405405405405406,0.7109845289569753,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",570_YAHOO_id_20_Synthetic_tr_500_1st_658.csv,1.826625108718872,YAHOO,True,False,0.0033559272078284488,0.48659139026111503,0.02633959623742624,0.7186994045447692,0.010217012017211218,0.010243277848911651,0.009876543209876533,0.10526315789473684,0.7463830574022386,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",571_YAHOO_id_21_Synthetic_tr_500_1st_623.csv,1.2083210945129395,YAHOO,True,False,0.5719093209403288,0.9922096317280453,0.33397542483902065,0.9889549015493296,0.5263108033713365,0.6,0.571428571428571,0.8571428571428573,0.8933404826555119,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",573_YAHOO_id_23_Synthetic_tr_500_1st_623.csv,1.1167547702789307,YAHOO,True,False,1.0,1.0,0.9858266269575052,0.9999397473218169,0.9999950000249999,1.0,0.9999999999999996,1.0000000000000002,0.9999999999999996,1.0,0.6 +"{'win_size': 50, 'lr': 0.001}",579_YAHOO_id_29_WebService_tr_500_1st_1342.csv,0.9652085304260254,YAHOO,True,False,0.0027100271002710027,0.7808219178082192,0.003959151077878304,0.8208405461346955,0.005405351497981007,0.005405405405405406,0.0054054054054054,0.004662004662004662,0.893486323978016,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",583_YAHOO_id_33_WebService_tr_500_1st_1616.csv,0.9493005275726318,YAHOO,True,False,0.005813953488372093,0.8981536628945802,0.011302007202476459,0.9188914724645036,0.011560578704073,0.011428571428571429,0.011428571428571415,0.009216589861751152,0.9535814251001059,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",603_YAHOO_id_53_Synthetic_tr_500_1st_893.csv,1.4201831817626953,YAHOO,True,False,0.004651162790697674,0.8492957746478873,0.006143519768836527,0.851998557671395,0.009259167096253438,0.008733624454148471,0.008733624454148462,0.04347826086956522,0.7957308191424556,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",643_YAHOO_id_93_WebService_tr_500_1st_1038.csv,0.992448091506958,YAHOO,True,False,0.002380952380952381,0.7504466944609887,0.004840732153142267,0.7603556650910112,0.004750546431603295,0.004629629629629629,0.004629629629629624,0.0037243947858473,0.8572842998585568,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",644_YAHOO_id_94_WebService_tr_500_1st_1078.csv,1.014542579650879,YAHOO,False,True,0.027112312856110352,0.025813725490196077,0.03158002930662867,0.07429794520508314,0.09933680431580004,0.10518934081346423,0.09814323607427046,0.06409718079785494,0.872579625659478,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",645_YAHOO_id_95_WebService_tr_500_1st_1047.csv,1.0489404201507568,YAHOO,True,False,0.002331002331002331,0.7450863609291245,0.0031084008923197176,0.7636064474003308,0.004651116387699294,0.004555808656036446,0.004555808656036441,0.024390243902439022,0.8049247606019146,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",649_YAHOO_id_99_WebService_tr_500_1st_1386.csv,1.8042185306549072,YAHOO,True,False,0.058823529411764705,0.9904705181655747,0.863284427528115,0.9995675680928126,0.1111100617383058,0.10526315789473684,0.10526315789473673,0.06060606060606061,0.99666813352612,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",657_YAHOO_id_107_WebService_tr_500_1st_1260.csv,1.3269472122192383,YAHOO,True,False,0.25,0.9979152189020153,0.9111210111001501,0.9998265315918735,0.3999968000255998,0.3333333333333333,0.33333333333333304,0.33333333333333337,0.9991659716430353,1.0,0.2 +"{'win_size': 5, 'lr': 0.001}",658_YAHOO_id_108_Synthetic_tr_500_1st_893.csv,1.4307479858398438,YAHOO,True,False,0.0036101083032490976,0.8056338028169014,0.007166766351422028,0.8093048969049974,0.0071941729213705315,0.007042253521126761,0.007042253521126753,0.125,0.8143367036464911,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",672_YAHOO_id_122_WebService_tr_500_1st_857.csv,0.9326655864715576,YAHOO,True,False,0.0011976047904191617,0.5032757593805837,0.0019104193267078253,0.5252965298753698,0.0023923206030179002,0.0023446658851113715,0.0023446658851113693,0.01612903225806452,0.66672480531529,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",680_YAHOO_id_130_Synthetic_tr_500_1st_893.csv,1.3820617198944092,YAHOO,True,False,0.0033333333333333335,0.7894366197183098,0.015861721178294007,0.8838127530403496,0.006644452048650678,0.006600660066006601,0.006600660066006594,0.046511627906976744,0.7963063086169366,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",689_YAHOO_id_139_WebService_tr_500_1st_1073.csv,1.0324201583862305,YAHOO,True,False,0.002207505518763797,0.7307921381774867,0.0035058948618592696,0.7882913681452719,0.004405242388220223,0.004357298474945534,0.004357298474945529,0.012269938650306747,0.7980924782308997,0.0,0.0 +"{'win_size': 5, 'lr': 0.0001}",693_YAHOO_id_143_WebService_tr_500_1st_1003.csv,1.0841286182403564,YAHOO,True,False,0.16771050800278356,0.663859649122807,0.4315545844253702,0.9306176074853277,0.39999520005759936,0.4,0.3999999999999995,0.4,0.732600223448522,0.5,0.14285714285714285 +"{'win_size': 5, 'lr': 0.001}",701_YAHOO_id_151_Synthetic_tr_500_1st_893.csv,1.5456414222717285,YAHOO,True,False,0.0033112582781456954,0.7880281690140846,0.009392642418359673,0.8436285550911518,0.0066005942779052175,0.006430868167202572,0.006430868167202565,0.03278688524590164,0.7943314336387574,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",723_YAHOO_id_173_WebService_tr_500_1st_1214.csv,1.154038667678833,YAHOO,True,False,0.0010901729942887357,0.033145275035260935,0.0018716651797086002,0.05510145251071201,0.002888057803726046,0.002881844380403458,0.0028818443804034554,0.0625,0.6659214905636542,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",724_YAHOO_id_174_WebService_tr_500_1st_1030.csv,1.31721830368042,YAHOO,True,False,0.08216366441681568,0.8679402985074626,0.15298724608322442,0.9457608696536022,0.24999531258788898,0.25,0.24999999999999953,0.25,0.7377537165229294,0.2,0.09090909090909091 +"{'win_size': 50, 'lr': 0.001}",734_YAHOO_id_184_WebService_tr_500_1st_768.csv,1.0644757747650146,YAHOO,False,True,0.9919113474869095,0.9984726868566424,0.9957934309396842,0.9993206772378073,0.9557844834831177,0.9956140350877193,0.9949494949494944,0.9574462131796967,0.9956492307892286,0.1145374449339207,1.0 +"{'win_size': 100, 'lr': 0.001}",741_YAHOO_id_191_WebService_tr_500_1st_1114.csv,1.0351448059082031,YAHOO,True,False,0.0027389387612576565,0.6838498212157331,0.01279691224042805,0.7050460974931765,0.006410192513786161,0.006220839813374806,0.0062208398133747995,0.004166666666666667,0.8343296680969831,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",755_YAHOO_id_205_Synthetic_tr_500_1st_893.csv,1.4395084381103516,YAHOO,True,False,0.004651162790697674,0.8492957746478873,0.013384438102495951,0.8499157703692181,0.009259167096253438,0.00909090909090909,0.00909090909090908,0.18181818181818182,0.8182787296980517,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",762_YAHOO_id_212_WebService_tr_500_1st_1055.csv,1.0386526584625244,YAHOO,True,False,0.002100158005617978,0.563170441001192,0.0070997732605693805,0.6301567017860009,0.004474183847346217,0.004338394793926247,0.004338394793926239,0.013422818791946308,0.7420567692986916,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",780_YAHOO_id_230_Synthetic_tr_500_1st_893.csv,1.5326294898986816,YAHOO,True,False,0.002849002849002849,0.7535211267605634,0.010031491879589,0.8328899590082119,0.0056817615256166045,0.005376344086021506,0.0053763440860215,0.01801801801801802,0.7746672802211984,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",788_YAHOO_id_238_WebService_tr_500_1st_973.csv,0.9513890743255615,YAHOO,True,False,0.000946073793755913,0.37105419892793334,0.001595418289053275,0.524948907549985,0.0018903402827062492,0.0016597510373443983,0.0016597510373443966,0.0036697247706422016,0.6664184568797542,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",797_YAHOO_id_247_Synthetic_tr_500_1st_893.csv,1.5958025455474854,YAHOO,True,False,0.0010427528675703858,0.32535211267605635,0.019849699286745737,0.7725513314283028,0.002083312521909286,0.00202020202020202,0.002020202020202018,0.0027434842249657067,0.7669454120179047,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",806_YAHOO_id_256_Synthetic_tr_500_1st_893.csv,1.4333577156066895,YAHOO,True,False,0.0027247956403269754,0.7422535211267607,0.007850345091649502,0.8855500494125763,0.005434728409094398,0.005405405405405406,0.0054054054054054,0.005780346820809248,0.7315086277130712,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",807_YAHOO_id_257_WebService_tr_500_1st_1210.csv,0.9821910858154297,YAHOO,False,False,0.3383995437466327,0.980224925791212,0.7360318531918502,0.9943357578047908,0.3999957289712246,0.6181818181818182,0.4999999999999996,0.6004618937644342,0.923951933530561,0.29411764705882354,0.29411764705882354 +"{'win_size': 100, 'lr': 0.0001}",810_Exathlon_id_1_Facility_tr_10766_1st_12590.csv,17.751936674118042,Exathlon,False,True,0.9957218777454586,0.9981864653998069,0.9958298803352531,0.9984798884822869,0.9875507211636189,1.0,0.9999999999999996,0.9899749391745865,0.9999490722754338,0.04175096560603274,1.0 +"{'win_size': 100, 'lr': 0.001}",811_Exathlon_id_2_Facility_tr_10766_1st_12590.csv,14.93966031074524,Exathlon,False,True,0.9960070599183692,0.9975507416769435,0.9961995856393362,0.9979680018582081,0.9898098150748089,1.0,0.9999999999999996,0.9915265427481297,0.9999589943309484,0.18815523266507264,1.0 +"{'win_size': 100, 'lr': 0.001}",812_Exathlon_id_3_Facility_tr_10766_1st_12590.csv,15.90482473373413,Exathlon,False,True,0.9969615137273968,0.9986801970408234,0.9994194679795046,0.9998543368368606,0.9910705359541514,1.0,0.9999999999999996,0.9920243820454068,0.9999368866124587,0.3010851572558396,1.0 +"{'win_size': 5, 'lr': 0.001}",813_Exathlon_id_4_Facility_tr_10766_1st_12590.csv,37.40491318702698,Exathlon,False,True,0.06604473415880702,0.014106600509012041,0.06797934113534317,0.010673145678807054,0.2241903274064202,0.706989247311828,0.22416032659120408,0.7961139339292196,0.6772713496673868,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",814_Exathlon_id_5_Facility_tr_10766_1st_12590.csv,14.95104694366455,Exathlon,False,True,0.9961107387483236,0.9977263426247037,0.9962918966488409,0.9980723719677257,0.9898117008583927,1.0,0.9999999999999996,0.9917284595031032,0.9999592482705908,0.1874195328306051,1.0 +"{'win_size': 100, 'lr': 0.001}",815_Exathlon_id_6_Facility_tr_10766_1st_12590.csv,15.938629865646362,Exathlon,False,True,0.9969609983245417,0.9986800308538774,0.9994196024567393,0.9998545553289667,0.9910705359541514,1.0,0.9999999999999996,0.9920243820454068,0.9999369538189059,0.3010851572558396,1.0 +"{'win_size': 50, 'lr': 1e-05}",816_Exathlon_id_7_Facility_tr_10766_1st_12590.csv,12.275012254714966,Exathlon,False,True,0.9296361454301006,0.9915258319058241,0.9344600938815092,0.9923446807286194,0.9681851281785487,1.0,0.9999999999999996,0.622959768068677,0.9882396215915842,0.038256391392311934,0.7938931297709924 +"{'win_size': 50, 'lr': 0.001}",817_Exathlon_id_8_Facility_tr_10766_1st_12590.csv,12.970595836639404,Exathlon,False,True,0.5428307637272406,0.8999233477374892,0.543141324814751,0.9007694683472702,0.6479789983983971,1.0,0.9999999999999996,0.35468269199581864,0.9596795771875487,0.04745263932315615,0.7068493150684931 +"{'win_size': 100, 'lr': 0.001}",818_Exathlon_id_9_Facility_tr_11665_1st_13484.csv,15.411287307739258,Exathlon,False,True,0.9994011276693374,0.99994530146111,0.9997037961417701,0.999989386260997,0.986630087583918,1.0,0.9999999999999996,0.9878389315981532,0.9999165618832867,0.7134562841530054,1.0 +"{'win_size': 100, 'lr': 0.001}",819_Exathlon_id_10_Facility_tr_10766_1st_12590.csv,16.982319593429565,Exathlon,False,True,0.9955082804728282,0.9978361433175303,0.9988251579210224,0.9996501072943996,0.9874000752868988,1.0,0.9999999999999996,0.9895023708334323,0.9998898362329292,0.19293728158911164,1.0 +"{'win_size': 50, 'lr': 0.001}",820_Exathlon_id_11_Facility_tr_11665_1st_13484.csv,13.201404571533203,Exathlon,False,True,0.8916375817152119,0.995181819380239,0.8930970111795608,0.9954978254611017,0.903698733428853,0.9865229110512129,0.948694869486948,0.7267041603542662,0.9962815083516541,0.2773224043715847,0.9012208657047724 +"{'win_size': 100, 'lr': 0.001}",821_Exathlon_id_12_Facility_tr_6985_1st_7085.csv,11.085833549499512,Exathlon,False,True,0.9865350718340831,0.9913954867425163,0.9875835020544232,0.9929857095311604,0.9821023572054483,1.0,0.9999999999999996,0.9846296612940443,0.9999021024349364,0.1544481054365733,1.0 +"{'win_size': 100, 'lr': 0.001}",822_Exathlon_id_13_Facility_tr_10766_1st_12590.csv,13.29038405418396,Exathlon,False,True,0.8712468954671284,0.9865926041833174,0.8766314790823843,0.9872518092078191,0.9649263102495168,0.99972418865496,0.990536277602523,0.8401613403471145,0.9845500318063845,0.05480963766783153,0.5570093457943925 +"{'win_size': 100, 'lr': 0.001}",823_Exathlon_id_14_Facility_tr_10766_1st_12590.csv,17.49127221107483,Exathlon,False,True,0.9998992163389276,0.9999853168945312,0.9999142103620434,0.9999936872321111,0.994172987392111,1.0,0.9999999999999996,0.9953143142118029,0.9999879462122623,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",824_Exathlon_id_15_Facility_tr_10766_1st_12590.csv,15.286821603775024,Exathlon,False,True,0.9945418833740842,0.9967473402133653,0.9948063137443792,0.997393382972114,0.9839971941867688,1.0,0.9999999999999996,0.9848177168190027,0.9998403863894662,0.22696339893323525,1.0 +"{'win_size': 100, 'lr': 0.001}",825_Exathlon_id_16_Facility_tr_10766_1st_12590.csv,15.052445411682129,Exathlon,False,True,0.9961060179270365,0.9977213399088425,0.9963044222082883,0.9980804892953551,0.9899912952102915,1.0,0.9999999999999996,0.9918355732749702,0.9999607674491762,0.18668383299613758,1.0 +"{'win_size': 50, 'lr': 0.001}",826_Exathlon_id_17_Facility_tr_11665_1st_13484.csv,13.074023485183716,Exathlon,False,True,0.8916375817152119,0.995181819380239,0.8930970111795608,0.9954978254611017,0.903698733428853,0.9865229110512129,0.948694869486948,0.7267041603542662,0.9962815083516541,0.2773224043715847,0.9012208657047724 +"{'win_size': 100, 'lr': 0.001}",827_Exathlon_id_18_Facility_tr_10766_1st_12590.csv,15.096928834915161,Exathlon,False,True,0.9946742147005534,0.9967732922601318,0.9949261945292946,0.9973885057618641,0.9839610892461037,1.0,0.9999999999999996,0.9850362520222448,0.9998327560942682,0.23009012322972228,1.0 +"{'win_size': 5, 'lr': 0.001}",828_Exathlon_id_19_Facility_tr_11663_1st_13482.csv,13.393248319625854,Exathlon,False,True,0.9233723751983826,0.9965077131517734,0.9257565944621263,0.9967489768852629,0.9204917062047513,1.0,0.9999999999999996,0.4174236946867341,0.9969659831182188,0.3995929443690638,0.9210320562939797 +"{'win_size': 50, 'lr': 1e-05}",829_Exathlon_id_20_Facility_tr_10766_1st_12590.csv,12.31161642074585,Exathlon,False,True,0.9296361560574524,0.9915258343497497,0.9344600938815092,0.9923446807286194,0.9681851281785487,1.0,0.9999999999999996,0.622959768068677,0.9882396215915842,0.038256391392311934,0.7938931297709924 +"{'win_size': 100, 'lr': 0.001}",830_Exathlon_id_21_Facility_tr_10766_1st_12590.csv,16.06513524055481,Exathlon,False,True,0.9885562218524637,0.998935579942317,0.9886397810898266,0.998967791647775,0.9858820968601864,1.0,0.9999999999999996,0.9868661672508341,0.9990330334758466,0.12580467169394888,1.0 +"{'win_size': 50, 'lr': 0.001}",831_Exathlon_id_22_Facility_tr_11665_1st_13484.csv,13.180840969085693,Exathlon,False,True,0.8916375817152119,0.995181819380239,0.8930970111795608,0.9954978254611017,0.903698733428853,0.9865229110512129,0.948694869486948,0.7267041603542662,0.9962815083516541,0.2773224043715847,0.9012208657047724 +"{'win_size': 50, 'lr': 1e-05}",832_Exathlon_id_23_Facility_tr_10766_1st_12590.csv,12.240498065948486,Exathlon,False,True,0.9296361655876194,0.9915258343497498,0.9344600938815092,0.9923446807286194,0.9681851281785487,1.0,0.9999999999999996,0.622959768068677,0.9882396215915842,0.038256391392311934,0.7938931297709924 +"{'win_size': 100, 'lr': 0.001}",833_Exathlon_id_24_Facility_tr_10766_1st_12590.csv,15.899239778518677,Exathlon,False,True,0.996964563783403,0.998678329881606,0.999421469070421,0.9998546220374441,0.9910705359541514,1.0,0.9999999999999996,0.9920243820454068,0.9999368314256888,0.3016369321316903,1.0 +"{'win_size': 50, 'lr': 0.001}",834_Exathlon_id_25_Facility_tr_11665_1st_13484.csv,13.119330644607544,Exathlon,False,True,0.8916375817152119,0.995181819380239,0.8930970111795608,0.9954978254611017,0.903698733428853,0.9865229110512129,0.948694869486948,0.7267041603542662,0.9962815083516541,0.2773224043715847,0.9012208657047724 +"{'win_size': 5, 'lr': 1e-05}",835_Exathlon_id_26_Facility_tr_10766_1st_12590.csv,36.88204073905945,Exathlon,False,True,0.066080333012377,0.015998379833687217,0.06808436826368656,0.01718665710615978,0.2241903274064202,0.6383495145631068,0.22416032659120408,0.7440310905316599,0.6772713496673868,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",836_Exathlon_id_27_Facility_tr_10766_1st_12590.csv,15.875439167022705,Exathlon,False,True,0.9969608580326459,0.9986791608163363,0.9994207404637326,0.9998546126340669,0.9910705359541514,1.0,0.9999999999999996,0.9920243820454068,0.9999368866124587,0.30126908221445653,1.0 +"{'win_size': 5, 'lr': 1e-05}",837_Exathlon_id_28_Facility_tr_8898_1st_8998.csv,29.51270341873169,Exathlon,False,True,0.04355454591941117,0.029558623884178348,0.049731389399596745,0.09903040178086332,0.15400305105731107,0.5558095238095239,0.1540044725020283,0.33257378828377815,0.670074529685126,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",838_Exathlon_id_29_Facility_tr_10766_1st_12590.csv,13.076297998428345,Exathlon,False,True,0.8747080519669242,0.9787703312682113,0.8757852652076764,0.979577552702861,0.8806410723140081,1.0,0.9999999999999996,0.36301241773438675,0.9814173370979437,0.047820489240389924,0.724233983286908 +"{'win_size': 50, 'lr': 1e-05}",839_Exathlon_id_30_Facility_tr_10766_1st_12590.csv,12.390021562576294,Exathlon,False,True,0.9296361884518183,0.9915258392376012,0.9344600938815092,0.9923446807286194,0.9681851281785487,1.0,0.9999999999999996,0.622959768068677,0.9882396215915842,0.038256391392311934,0.7938931297709924 +"{'win_size': 100, 'lr': 0.001}",840_Exathlon_id_31_Facility_tr_10766_1st_12590.csv,15.127442359924316,Exathlon,False,True,0.9946425023900564,0.996752081429179,0.9948752051259769,0.9973492002352163,0.9839285181134788,1.0,0.9999999999999996,0.9852004782367859,0.9998427063217121,0.23266507265035866,1.0 +"{'win_size': 100, 'lr': 0.001}",841_Exathlon_id_32_Facility_tr_11663_1st_13482.csv,15.257265090942383,Exathlon,False,True,0.9969867207222797,0.9997613859455553,0.998708191474183,0.9999416273919669,0.974233087507837,1.0,0.9999999999999996,0.9753228856576243,0.9998187309768858,0.7900271370420624,1.0 +"{'win_size': 50, 'lr': 0.001}",842_OPPORTUNITY_id_1_HumanActivity_tr_7295_1st_27516.csv,7.996992349624634,OPPORTUNITY,False,False,0.9985073852221572,0.9999823550911864,0.9875656804640911,0.999924142043087,0.979964184820879,1.0,0.9999999999999996,0.9839901477832512,0.9999912253151626,1.0,0.7051282051282052 +"{'win_size': 5, 'lr': 0.001}",843_OPPORTUNITY_id_2_HumanActivity_tr_808_1st_908.csv,3.652219295501709,OPPORTUNITY,False,False,0.10586098599407731,0.004561933768709379,0.10754884466969387,0.006135295313388969,0.22416132300766586,0.23796624296728486,0.22407534582556635,0.3253112769755867,0.7044066570410743,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",844_OPPORTUNITY_id_3_HumanActivity_tr_500_1st_566.csv,2.922759771347046,OPPORTUNITY,False,True,0.9950551362274518,0.9996670037704835,0.9954658523123607,0.9997786107455159,0.957375457541639,1.0,0.9999999999999996,0.9619799987354634,0.9995934944938775,0.734229576008273,1.0 +"{'win_size': 100, 'lr': 0.001}",845_OPPORTUNITY_id_4_HumanActivity_tr_7295_1st_27516.csv,7.796183109283447,OPPORTUNITY,False,False,0.9961412359282391,0.9999499010624755,0.9739349221065868,0.9998215847953972,0.9756788906493232,1.0,0.9999999999999996,0.9784201193153813,0.9999792312660823,1.0,0.48175182481751827 +"{'win_size': 100, 'lr': 0.001}",846_OPPORTUNITY_id_5_HumanActivity_tr_2085_1st_2185.csv,5.077178716659546,OPPORTUNITY,False,True,0.945856517316157,0.9985415972761078,0.954013634159431,0.9988606029248873,0.9418336518594111,0.9945288753799392,0.9818181818181813,0.9452068612982953,0.999293791167838,0.9327628361858191,0.9192771084337349 +"{'win_size': 5, 'lr': 1e-05}",847_OPPORTUNITY_id_6_HumanActivity_tr_808_1st_908.csv,3.3939871788024902,OPPORTUNITY,False,False,0.06603414696696366,0.003492780672048596,0.06801285101762305,0.004178395023179634,0.22394153521082025,0.2333946454118128,0.22379131116995174,0.30150936656867283,0.67364773376494,0.0,0.0 +"{'win_size': 100, 'lr': 0.0001}",848_OPPORTUNITY_id_7_HumanActivity_tr_1477_1st_1577.csv,7.020890474319458,OPPORTUNITY,False,True,0.011135062712255409,0.004508396482566226,0.012960488417821837,0.005334578679342128,0.0430266882416027,0.0434401053093462,0.042923118717739704,0.5183423161652995,0.687385432284491,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",849_OPPORTUNITY_id_8_HumanActivity_tr_1100_1st_1200.csv,6.3305065631866455,OPPORTUNITY,False,True,0.012549246569269291,0.06987347907220695,0.014126840294166089,0.08139557962711269,0.047685809021506605,0.1564188320041163,0.047611577378617875,0.356284419406646,0.7583183629632626,0.0,0.0 +"{'win_size': 100, 'lr': 1e-05}",850_OPPORTUNITY_id_9_HumanActivity_tr_895_1st_995.csv,3.045610189437866,OPPORTUNITY,False,False,0.9972776583110713,0.9999148202276118,0.9971669091187837,0.9999523425247958,0.9678849083879189,1.0,0.9999999999999996,0.9179841897233202,0.9999178293759172,0.821917808219178,1.0 +"{'win_size': 5, 'lr': 0.001}",851_OPPORTUNITY_id_10_HumanActivity_tr_6213_1st_7311.csv,7.544376611709595,OPPORTUNITY,False,False,0.018329030182925542,0.0738221740594226,0.019693137223930676,0.11295691966982702,0.06780913532657355,0.21832749123685527,0.0677992458111417,0.04520008293593199,0.667222888685592,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",852_OPPORTUNITY_id_11_HumanActivity_tr_500_1st_566.csv,3.6349031925201416,OPPORTUNITY,False,True,0.9944005040722261,0.9996367954003286,0.9971422949207921,0.9998646707172659,0.9640607087030748,1.0,0.9999999999999996,0.9671277442708048,0.9993037546946425,0.889348500517063,0.9862385321100917 +"{'win_size': 100, 'lr': 0.001}",853_OPPORTUNITY_id_12_HumanActivity_tr_808_1st_908.csv,2.6590373516082764,OPPORTUNITY,False,False,0.9991185130565257,0.9998703386352145,0.9988614966821195,0.99988047747304,0.9814109297928728,1.0,0.9999999999999996,0.9850693210095983,0.9999147184374091,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",854_OPPORTUNITY_id_13_HumanActivity_tr_1477_1st_1577.csv,3.3783810138702393,OPPORTUNITY,False,True,0.9958674510356661,0.9999022297915287,0.9946721879823966,0.9999306642758691,0.9695381473627418,1.0,0.9999999999999996,0.8683957166448393,0.999676603685147,0.9974747474747475,0.8719646799116998 +"{'win_size': 100, 'lr': 1e-05}",855_OPPORTUNITY_id_14_HumanActivity_tr_808_1st_908.csv,2.497821807861328,OPPORTUNITY,False,False,0.58860654395099,0.9573168505564265,0.6173274843553572,0.9594677890341388,0.8434220059126245,0.9943404440574662,0.8444275389882079,0.6264399341744378,0.9588879671837024,0.09369527145359019,0.6484848484848484 +"{'win_size': 100, 'lr': 0.001}",856_OPPORTUNITY_id_15_HumanActivity_tr_808_1st_908.csv,2.6685526371002197,OPPORTUNITY,False,False,0.9816378026288,0.9985242722313371,0.9895374559442452,0.9991517358083803,0.9851348601805188,1.0,0.9999999999999996,0.9865234732028997,0.998979028581808,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",857_OPPORTUNITY_id_16_HumanActivity_tr_500_1st_566.csv,4.518068790435791,OPPORTUNITY,False,True,0.8058163410366985,0.9859717680599932,0.7433025389052081,0.9833422046954425,0.8034508590025318,0.8584110075454949,0.8191681735985529,0.6506733857058308,0.9724842563027225,0.4436401240951396,0.9088983050847458 +"{'win_size': 100, 'lr': 0.001}",858_OPPORTUNITY_id_17_HumanActivity_tr_808_1st_908.csv,3.200699806213379,OPPORTUNITY,False,False,0.8549095142002072,0.9902561475749896,0.8657273973357839,0.9902746372220872,0.9100479103292202,0.9815212720240654,0.9745856353591155,0.6480956489584617,0.9810667815928621,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",859_OPPORTUNITY_id_18_HumanActivity_tr_895_1st_995.csv,4.15597939491272,OPPORTUNITY,False,False,0.015044629240349449,0.0015850775247587654,0.01688499377388334,0.003513216408973344,0.05767275611901671,0.059531090723751276,0.057549219727398376,0.3760599773039281,0.7649538839088422,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",860_OPPORTUNITY_id_19_HumanActivity_tr_808_1st_908.csv,2.6825969219207764,OPPORTUNITY,False,False,0.9996258665533022,0.9999455687786054,0.9995800386928293,0.9999633071582946,0.9870304373393579,1.0,0.9999999999999996,0.9883061658398299,0.9999473534064298,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",861_OPPORTUNITY_id_20_HumanActivity_tr_2085_1st_2185.csv,7.238516807556152,OPPORTUNITY,False,True,0.018686759874019878,0.007599810312138558,0.02066884497818748,0.009883682605750647,0.07109265694836245,0.09108910891089109,0.07101260321599297,0.11831019137299581,0.667408003468408,0.0,0.0 +"{'win_size': 100, 'lr': 0.001}",862_OPPORTUNITY_id_21_HumanActivity_tr_500_1st_566.csv,3.48958420753479,OPPORTUNITY,False,True,0.9915895480976051,0.9994428703387745,0.9940731638610902,0.9996962190614096,0.9538255446598071,1.0,0.9999999999999996,0.9576457381907469,0.9992206837557712,0.8852119958634953,0.9661399548532731 +"{'win_size': 100, 'lr': 0.001}",863_OPPORTUNITY_id_22_HumanActivity_tr_808_1st_908.csv,2.592373847961426,OPPORTUNITY,False,False,0.9991362693036626,0.9998733257144374,0.9990970116506291,0.9999068561825113,0.980456812757963,1.0,0.9999999999999996,0.983906175843703,0.9998976507090885,0.0,0.0 +"{'win_size': 5, 'lr': 1e-05}",864_OPPORTUNITY_id_23_HumanActivity_tr_895_1st_995.csv,3.921262502670288,OPPORTUNITY,False,False,0.015186862379726565,0.013743453200733618,0.01685031610966621,0.015988304816475445,0.05767275611901671,0.06643409676930077,0.057549219727398376,0.3548396143291316,0.7743319936928464,0.0,0.0 +"{'win_size': 5, 'lr': 0.001}",865_OPPORTUNITY_id_24_HumanActivity_tr_2085_1st_2185.csv,5.388185977935791,OPPORTUNITY,False,True,0.018866139845967255,0.038929819151428194,0.020177063252420895,0.049007755287636956,0.07110501659408977,0.4251968503937008,0.0710964321411498,0.3139013145101589,0.667408776659567,0.0,0.0 +"{'win_size': 50, 'lr': 0.001}",866_OPPORTUNITY_id_25_HumanActivity_tr_6213_1st_7311.csv,8.656237840652466,OPPORTUNITY,False,False,0.995486361695475,0.9997742289063516,0.9956666578080889,0.999892027912486,0.98604151262675,1.0,0.9999999999999996,0.9882920418901973,0.9999842759338039,0.9850917431192661,0.90041928721174 +"{'win_size': 100, 'lr': 0.001}",868_OPPORTUNITY_id_27_HumanActivity_tr_2085_1st_2185.csv,5.067034959793091,OPPORTUNITY,False,True,0.8599599755022995,0.9938794095793743,0.8699989911740308,0.9950216423825784,0.8548337262973942,0.9945288753799392,0.9729729729729725,0.7961160801021253,0.9938014490476579,0.5794621026894865,0.7834710743801653 +"{'win_size': 100, 'lr': 1e-05}",869_OPPORTUNITY_id_28_HumanActivity_tr_500_1st_566.csv,4.909582614898682,OPPORTUNITY,False,True,0.9766958475774882,0.9978590785869692,0.9803703088298417,0.9985602803321754,0.94026899046513,1.0,0.9999999999999996,0.9525025005287857,0.9996635913204185,0.8345398138572906,1.0 +"{'win_size': 100, 'lr': 0.001}",870_OPPORTUNITY_id_29_HumanActivity_tr_1477_1st_1577.csv,3.876856803894043,OPPORTUNITY,False,True,0.9771874293282733,0.9994600418032151,0.9851069547944079,0.9997910720092295,0.9141297531198987,0.9887640449438202,0.9859154929577458,0.8293762314872203,0.9990054311222194,0.9772727272727273,0.8096234309623431 diff --git a/docs/evaluation/Vergleich der Ergebnisse.md b/docs/evaluation/Vergleich der Ergebnisse.md index 755823186ea3d0e80a2e8107086f4040a98ecb7d..7b76c823bece383c7c6f6363eec40ea4a17888d2 100644 --- a/docs/evaluation/Vergleich der Ergebnisse.md +++ b/docs/evaluation/Vergleich der Ergebnisse.md @@ -2,9 +2,9 @@ # Laufzeiten | Laufzeiten | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | | ------------------------------ | ---- | ------- | ---- | ---- | ---- | ---- | ---- | ------ | ------ | ----- | --- | ------- | ---- | -| **Bei Autoren (s)** | 0.09 | 0.14 | 2 | 2 | 3 | 4 | 8 | 8.5 | 11 | 13 | 16 | | 19 | -| **Insgesamt (h)** | 3.42 | | 4.26 | | 2.93 | 3.42 | 3.66 | | | | | | 6.68 | -| **Durchschnitt pro Datei (s)** | 31.0 | | 38.7 | | 26.6 | 31 | 33.2 | | | | | | 60.5 | +| **Bei Autoren (s)** | 0.09 | 0.14 | 2 | 2 | 3 | 4 | 8 | 8.5 | 20 | 30 | 70 | 80 | 90 | +| **Insgesamt (h)** | 3.42 | | 4.26 | | 2.93 | 3.42 | 3.66 | | 5.62 | | | | 6.68 | +| **Durchschnitt pro Datei (s)** | 31.0 | | 38.7 | | 26.6 | 31 | 33.2 | | 50.9 | | | | 60.5 | # Datensätze + Gesamtanzahl Zeitserien: 397 @@ -13,138 +13,138 @@ + Anzahl an Zeitserien mit nur Sequenzanomalien: 158 ## Gesamtbewertung nach AUC-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- | -| UCR | 0.156850 | | 0.138533 | | 0.069477 | 0.085236 | 0.028041 | | | | | | 0.283830 | UCR | -| SMD | 0.639394 | | 0.495851 | | 0.565370 | 0.531140 | 0.539890 | | | | | | 0.162970 | SMD | -| YAHOO | 0.075395 | | 0.117107 | | 0.561562 | 0.148188 | 0.443957 | | | | | | 0.144445 | YAHOO | -| Exathlon | 0.844513 | | 0.958102 | | 0.654310 | 0.874519 | 0.733875 | | | | | | 0.563481 | Exathlon | -| NAB | 0.526439 | | 0.486528 | | 0.223347 | 0.332227 | 0.153306 | | | | | | 0.311100 | NAB | -| OPPORTUNITY | 0.420658 | | 0.923192 | | 0.619160 | 0.649867 | 0.545535 | | | | | | 0.298396 | OPPORTUNITY | -| WSD | 0.427387 | | 0.216542 | | 0.303128 | 0.251057 | 0.209492 | | | | | | 0.044597 | WSD | -| SVDB | 0.506002 | | 0.558896 | | 0.197103 | 0.476835 | 0.129879 | | | | | | 0.538270 | SVDB | -| SMAP | 0.604826 | | 0.484416 | | 0.329931 | 0.385082 | 0.278827 | | | | | | 0.453816 | SMAP | -| IOPS | 0.332866 | | 0.372849 | | 0.265889 | 0.368163 | 0.320195 | | | | | | 0.070598 | IOPS | -| TODS | 0.239024 | | 0.124321 | | 0.303786 | 0.172369 | 0.205671 | | | | | | 0.410649 | TODS | -| Stock | 0.146590 | | 0.148428 | | 0.929344 | 0.133646 | 0.519232 | | | | | | 0.096103 | Stock | -| MGAB | 0.008996 | | 0.027123 | | 0.003855 | 0.015268 | 0.045860 | | | | | | 0.325650 | MGAB | -| MSL | 0.629533 | | 0.493320 | | 0.307033 | 0.394283 | 0.237442 | | | | | | 0.313525 | MSL | -| NEK | 0.709458 | | 0.891733 | | 0.685573 | 0.836145 | 0.667421 | | | | | | 0.119174 | NEK | -| LTDB | 0.455324 | | 0.489411 | | 0.354462 | 0.479711 | 0.276735 | | | | | | 0.589828 | LTDB | -| MITDB | 0.366934 | | 0.377853 | | 0.160153 | 0.206999 | 0.113066 | | | | | | 0.500834 | MITDB | -| TAO | 0.140526 | | 0.149144 | | 0.994857 | 0.344060 | 0.993397 | | | | | | 0.108733 | TAO | -| SED | 0.031421 | | 0.020994 | | 0.029325 | 0.031663 | 0.030497 | | | | | | 0.707453 | SED | -| Daphnet | 0.536827 | | 0.468647 | | 0.381499 | 0.192069 | 0.132234 | | | | | | 0.033893 | Daphnet | -| SWaT | 0.123133 | | 0.756700 | | 0.738718 | 0.757687 | 0.737695 | | | | | | 0.110376 | SWaT | -| Power | 0.203760 | | 0.078866 | | 0.072400 | 0.064665 | 0.064788 | | | | | | 0.160167 | Power | -| CATSv2 | 0.476434 | | 0.474705 | | 0.411894 | 0.437868 | 0.358071 | | | | | | 0.482166 | CATSv2 | -| **Insgesamt** | **0.394** | | **0.407** | | **0.366** | **0.354** | **0.313** | | | | | | **0.292** | **Insgesamt** | +| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | +| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- | +| UCR | 0.156850 | | 0.138533 | | 0.069477 | 0.085236 | 0.028041 | | 0.487206 | | | | 0.283830 | UCR | +| SMD | 0.639394 | | 0.495851 | | 0.565370 | 0.531140 | 0.539890 | | 0.260908 | | | | 0.162970 | SMD | +| YAHOO | 0.075395 | | 0.117107 | | 0.561562 | 0.148188 | 0.443957 | | 0.699444 | | | | 0.144445 | YAHOO | +| Exathlon | 0.844513 | | 0.958102 | | 0.654310 | 0.874519 | 0.733875 | | 0.617690 | | | | 0.563481 | Exathlon | +| NAB | 0.526439 | | 0.486528 | | 0.223347 | 0.332227 | 0.153306 | | 0.401505 | | | | 0.311100 | NAB | +| OPPORTUNITY | 0.420658 | | 0.923192 | | 0.619160 | 0.649867 | 0.545535 | | 0.365381 | | | | 0.298396 | OPPORTUNITY | +| WSD | 0.427387 | | 0.216542 | | 0.303128 | 0.251057 | 0.209492 | | 0.146372 | | | | 0.044597 | WSD | +| SVDB | 0.506002 | | 0.558896 | | 0.197103 | 0.476835 | 0.129879 | | 0.809036 | | | | 0.538270 | SVDB | +| SMAP | 0.604826 | | 0.484416 | | 0.329931 | 0.385082 | 0.278827 | | 0.648913 | | | | 0.453816 | SMAP | +| IOPS | 0.332866 | | 0.372849 | | 0.265889 | 0.368163 | 0.320195 | | 0.068715 | | | | 0.070598 | IOPS | +| TODS | 0.239024 | | 0.124321 | | 0.303786 | 0.172369 | 0.205671 | | 0.448703 | | | | 0.410649 | TODS | +| Stock | 0.146590 | | 0.148428 | | 0.929344 | 0.133646 | 0.519232 | | 0.114476 | | | | 0.096103 | Stock | +| MGAB | 0.008996 | | 0.027123 | | 0.003855 | 0.015268 | 0.045860 | | 0.085299 | | | | 0.325650 | MGAB | +| MSL | 0.629533 | | 0.493320 | | 0.307033 | 0.394283 | 0.237442 | | 0.371438 | | | | 0.313525 | MSL | +| NEK | 0.709458 | | 0.891733 | | 0.685573 | 0.836145 | 0.667421 | | 0.346973 | | | | 0.119174 | NEK | +| LTDB | 0.455324 | | 0.489411 | | 0.354462 | 0.479711 | 0.276735 | | 0.765819 | | | | 0.589828 | LTDB | +| MITDB | 0.366934 | | 0.377853 | | 0.160153 | 0.206999 | 0.113066 | | 0.583808 | | | | 0.500834 | MITDB | +| TAO | 0.140526 | | 0.149144 | | 0.994857 | 0.344060 | 0.993397 | | 0.129147 | | | | 0.108733 | TAO | +| SED | 0.031421 | | 0.020994 | | 0.029325 | 0.031663 | 0.030497 | | 0.710575 | | | | 0.707453 | SED | +| Daphnet | 0.536827 | | 0.468647 | | 0.381499 | 0.192069 | 0.132234 | | 0.036445 | | | | 0.033893 | Daphnet | +| SWaT | 0.123133 | | 0.756700 | | 0.738718 | 0.757687 | 0.737695 | | 0.111152 | | | | 0.110376 | SWaT | +| Power | 0.203760 | | 0.078866 | | 0.072400 | 0.064665 | 0.064788 | | 0.507629 | | | | 0.160167 | Power | +| CATSv2 | 0.476434 | | 0.474705 | | 0.411894 | 0.437868 | 0.358071 | | 0.455611 | | | | 0.482166 | CATSv2 | +| **Insgesamt** | **0.394** | | **0.407** | | **0.366** | **0.354** | **0.313** | | **0.444** | | | | **0.292** | **Insgesamt** | ## Gesamtbewertung nach VUS-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- | -| UCR | 0.198780 | | 0.152678 | | 0.065443 | 0.089552 | 0.023293 | | | | | | 0.329748 | UCR | -| SMD | 0.663191 | | 0.467257 | | 0.545045 | 0.478742 | 0.483944 | | | | | | 0.163803 | SMD | -| YAHOO | 0.307653 | | 0.163729 | | 0.512096 | 0.219787 | 0.417416 | | | | | | 0.502031 | YAHOO | -| Exathlon | 0.847945 | | 0.959173 | | 0.657757 | 0.876372 | 0.735253 | | | | | | 0.562449 | Exathlon | -| NAB | 0.584112 | | 0.511398 | | 0.248091 | 0.342007 | 0.173732 | | | | | | 0.341432 | NAB | -| OPPORTUNITY | 0.426326 | | 0.924516 | | 0.632799 | 0.649931 | 0.563772 | | | | | | 0.295398 | OPPORTUNITY | -| WSD | 0.531110 | | 0.155366 | | 0.224922 | 0.157612 | 0.130270 | | | | | | 0.083204 | WSD | -| SVDB | 0.445531 | | 0.523984 | | 0.199785 | 0.445289 | 0.127489 | | | | | | 0.591484 | SVDB | -| SMAP | 0.727079 | | 0.566842 | | 0.336818 | 0.417852 | 0.273214 | | | | | | 0.558287 | SMAP | -| IOPS | 0.365055 | | 0.260372 | | 0.205826 | 0.192837 | 0.213044 | | | | | | 0.116527 | IOPS | -| TODS | 0.586493 | | 0.552877 | | 0.575941 | 0.538194 | 0.522228 | | | | | | 0.780280 | TODS | -| Stock | 0.805375 | | 0.825382 | | 0.939925 | 0.771658 | 0.817960 | | | | | | 0.691512 | Stock | -| MGAB | 0.008269 | | 0.005551 | | 0.006988 | 0.005586 | 0.025419 | | | | | | 0.238613 | MGAB | -| MSL | 0.734244 | | 0.523310 | | 0.346350 | 0.428048 | 0.305128 | | | | | | 0.368746 | MSL | -| NEK | 0.764836 | | 0.929171 | | 0.714845 | 0.858349 | 0.689697 | | | | | | 0.132908 | NEK | -| LTDB | 0.510507 | | 0.534873 | | 0.406171 | 0.524763 | 0.329828 | | | | | | 0.692355 | LTDB | -| MITDB | 0.320425 | | 0.323526 | | 0.143632 | 0.163465 | 0.112398 | | | | | | 0.548995 | MITDB | -| TAO | 0.808453 | | 0.840276 | | 0.994270 | 0.930020 | 0.995044 | | | | | | 0.684119 | TAO | -| SED | 0.040176 | | 0.030270 | | 0.058416 | 0.055985 | 0.056562 | | | | | | 0.882987 | SED | -| Daphnet | 0.519516 | | 0.441568 | | 0.398456 | 0.123026 | 0.133080 | | | | | | 0.035185 | Daphnet | -| SWaT | 0.103364 | | 0.375512 | | 0.680748 | 0.366250 | 0.669824 | | | | | | 0.110850 | SWaT | -| Power | 0.122294 | | 0.079616 | | 0.075487 | 0.067090 | 0.067250 | | | | | | 0.166562 | Power | -| CATSv2 | 0.232252 | | 0.232417 | | 0.288293 | 0.282282 | 0.329056 | | | | | | 0.354730 | CATSv2 | -| **Insgesamt** | **0.478** | | **0.444** | | **0.367** | **0.377** | **0.320** | | | | | | **0.384** | **Insgesamt** | +| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | +| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- | +| UCR | 0.198780 | | 0.152678 | | 0.065443 | 0.089552 | 0.023293 | | 0.486822 | | | | 0.329748 | UCR | +| SMD | 0.663191 | | 0.467257 | | 0.545045 | 0.478742 | 0.483944 | | 0.254537 | | | | 0.163803 | SMD | +| YAHOO | 0.307653 | | 0.163729 | | 0.512096 | 0.219787 | 0.417416 | | 0.781824 | | | | 0.502031 | YAHOO | +| Exathlon | 0.847945 | | 0.959173 | | 0.657757 | 0.876372 | 0.735253 | | 0.618051 | | | | 0.562449 | Exathlon | +| NAB | 0.584112 | | 0.511398 | | 0.248091 | 0.342007 | 0.173732 | | 0.427477 | | | | 0.341432 | NAB | +| OPPORTUNITY | 0.426326 | | 0.924516 | | 0.632799 | 0.649931 | 0.563772 | | 0.351828 | | | | 0.295398 | OPPORTUNITY | +| WSD | 0.531110 | | 0.155366 | | 0.224922 | 0.157612 | 0.130270 | | 0.173060 | | | | 0.083204 | WSD | +| SVDB | 0.445531 | | 0.523984 | | 0.199785 | 0.445289 | 0.127489 | | 0.811385 | | | | 0.591484 | SVDB | +| SMAP | 0.727079 | | 0.566842 | | 0.336818 | 0.417852 | 0.273214 | | 0.657738 | | | | 0.558287 | SMAP | +| IOPS | 0.365055 | | 0.260372 | | 0.205826 | 0.192837 | 0.213044 | | 0.107988 | | | | 0.116527 | IOPS | +| TODS | 0.586493 | | 0.552877 | | 0.575941 | 0.538194 | 0.522228 | | 0.739257 | | | | 0.780280 | TODS | +| Stock | 0.805375 | | 0.825382 | | 0.939925 | 0.771658 | 0.817960 | | 0.738198 | | | | 0.691512 | Stock | +| MGAB | 0.008269 | | 0.005551 | | 0.006988 | 0.005586 | 0.025419 | | 0.036645 | | | | 0.238613 | MGAB | +| MSL | 0.734244 | | 0.523310 | | 0.346350 | 0.428048 | 0.305128 | | 0.441543 | | | | 0.368746 | MSL | +| NEK | 0.764836 | | 0.929171 | | 0.714845 | 0.858349 | 0.689697 | | 0.317927 | | | | 0.132908 | NEK | +| LTDB | 0.510507 | | 0.534873 | | 0.406171 | 0.524763 | 0.329828 | | 0.835553 | | | | 0.692355 | LTDB | +| MITDB | 0.320425 | | 0.323526 | | 0.143632 | 0.163465 | 0.112398 | | 0.590892 | | | | 0.548995 | MITDB | +| TAO | 0.808453 | | 0.840276 | | 0.994270 | 0.930020 | 0.995044 | | 0.747945 | | | | 0.684119 | TAO | +| SED | 0.040176 | | 0.030270 | | 0.058416 | 0.055985 | 0.056562 | | 0.895291 | | | | 0.882987 | SED | +| Daphnet | 0.519516 | | 0.441568 | | 0.398456 | 0.123026 | 0.133080 | | 0.039747 | | | | 0.035185 | Daphnet | +| SWaT | 0.103364 | | 0.375512 | | 0.680748 | 0.366250 | 0.669824 | | 0.111519 | | | | 0.110850 | SWaT | +| Power | 0.122294 | | 0.079616 | | 0.075487 | 0.067090 | 0.067250 | | 0.524166 | | | | 0.166562 | Power | +| CATSv2 | 0.232252 | | 0.232417 | | 0.288293 | 0.282282 | 0.329056 | | 0.229268 | | | | 0.354730 | CATSv2 | +| **Insgesamt** | **0.478** | | **0.444** | | **0.367** | **0.377** | **0.320** | | **0.489** | | | | **0.384** | **Insgesamt** | ## Gesamtbewertung der Punktanomalien nach AUC-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- | -| UCR | 0.000257 | | 0.000196 | | 0.000498 | 0.000178 | 0.000221 | | | | | | 0.003749 | UCR | -| YAHOO | 0.024161 | | 0.060498 | | 0.587049 | 0.122574 | 0.455103 | | | | | | 0.130716 | YAHOO | -| WSD | 0.167066 | | 0.206655 | | 0.342989 | 0.407280 | 0.334638 | | | | | | 0.000945 | WSD | -| IOPS | 0.141657 | | 0.036186 | | 0.210157 | 0.016952 | 0.197084 | | | | | | 0.041389 | IOPS | -| TODS | 0.061866 | | 0.067229 | | 0.531847 | 0.064650 | 0.367334 | | | | | | 0.075986 | TODS | -| Stock | 0.146590 | | 0.148428 | | 0.929344 | 0.133646 | 0.519232 | | | | | | 0.096103 | Stock | -| TAO | 0.148356 | | 0.160428 | | 0.993457 | 0.336829 | 0.994218 | | | | | | 0.098915 | TAO | -| **Insgesamt** | **0.060** | | **0.079** | | **0.585** | **0.125** | **0.426** | | | | | | **0.101** | **Insgesamt** | +| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | +| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- | +| UCR | 0.000257 | | 0.000196 | | 0.000498 | 0.000178 | 0.000221 | | 0.002843 | | | | 0.003749 | UCR | +| YAHOO | 0.024161 | | 0.060498 | | 0.587049 | 0.122574 | 0.455103 | | 0.742578 | | | | 0.130716 | YAHOO | +| WSD | 0.167066 | | 0.206655 | | 0.342989 | 0.407280 | 0.334638 | | 0.003073 | | | | 0.000945 | WSD | +| IOPS | 0.141657 | | 0.036186 | | 0.210157 | 0.016952 | 0.197084 | | 0.066886 | | | | 0.041389 | IOPS | +| TODS | 0.061866 | | 0.067229 | | 0.531847 | 0.064650 | 0.367334 | | 0.083989 | | | | 0.075986 | TODS | +| Stock | 0.146590 | | 0.148428 | | 0.929344 | 0.133646 | 0.519232 | | 0.114476 | | | | 0.096103 | Stock | +| TAO | 0.148356 | | 0.160428 | | 0.993457 | 0.336829 | 0.994218 | | 0.121904 | | | | 0.098915 | TAO | +| **Insgesamt** | **0.060** | | **0.079** | | **0.585** | **0.125** | **0.426** | | **0.451** | | | | **0.101** | **Insgesamt** | ## Gesamtbewertung der Punktanomalien nach VUS-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- | -| UCR | 0.003356 | | 0.000408 | | 0.128496 | 0.000406 | 0.000237 | | | | | | 0.011814 | UCR | -| YAHOO | 0.282071 | | 0.113436 | | 0.519819 | 0.190097 | 0.414255 | | | | | | 0.521624 | YAHOO | -| WSD | 0.216267 | | 0.124850 | | 0.131018 | 0.105822 | 0.100076 | | | | | | 0.007947 | WSD | -| IOPS | 0.187766 | | 0.048169 | | 0.147113 | 0.035031 | 0.080739 | | | | | | 0.327373 | IOPS | -| TODS | 0.803771 | | 0.820717 | | 0.895740 | 0.800324 | 0.852834 | | | | | | 0.855125 | TODS | -| Stock | 0.805375 | | 0.825382 | | 0.939925 | 0.771658 | 0.817960 | | | | | | 0.691512 | Stock | -| TAO | 0.761585 | | 0.805852 | | 0.991524 | 0.908594 | 0.992980 | | | | | | 0.570248 | TAO | -| **Insgesamt** | **0.392** | | **0.294** | | **0.571** | **0.329** | **0.471** | | | | | | **0.500** | **Insgesamt** | +| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | +| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- | +| UCR | 0.003356 | | 0.000408 | | 0.128496 | 0.000406 | 0.000237 | | 0.012483 | | | | 0.011814 | UCR | +| YAHOO | 0.282071 | | 0.113436 | | 0.519819 | 0.190097 | 0.414255 | | 0.826036 | | | | 0.521624 | YAHOO | +| WSD | 0.216267 | | 0.124850 | | 0.131018 | 0.105822 | 0.100076 | | 0.021818 | | | | 0.007947 | WSD | +| IOPS | 0.187766 | | 0.048169 | | 0.147113 | 0.035031 | 0.080739 | | 0.202456 | | | | 0.327373 | IOPS | +| TODS | 0.803771 | | 0.820717 | | 0.895740 | 0.800324 | 0.852834 | | 0.857103 | | | | 0.855125 | TODS | +| Stock | 0.805375 | | 0.825382 | | 0.939925 | 0.771658 | 0.817960 | | 0.738198 | | | | 0.691512 | Stock | +| TAO | 0.761585 | | 0.805852 | | 0.991524 | 0.908594 | 0.992980 | | 0.666432 | | | | 0.570248 | TAO | +| **Insgesamt** | **0.392** | | **0.294** | | **0.571** | **0.329** | **0.471** | | **0.680** | | | | **0.500** | **Insgesamt** | ## Gesamtbewertung der Sequenzanomalien nach AUC-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- | -| SMD | 0.439343 | | 0.459753 | | 0.505749 | 0.460181 | 0.495482 | | | | | | 0.050501 | SMD | -| YAHOO | 0.571428 | | 0.690088 | | 0.345384 | 0.349465 | 0.344485 | | | | | | 0.306868 | YAHOO | -| Exathlon | 0.844513 | | 0.958102 | | 0.654310 | 0.874519 | 0.733875 | | | | | | 0.563481 | Exathlon | -| NAB | 0.402974 | | 0.439685 | | 0.209869 | 0.335713 | 0.162982 | | | | | | 0.176029 | NAB | -| OPPORTUNITY | 0.624496 | | 0.968964 | | 0.727956 | 0.661818 | 0.547465 | | | | | | 0.263868 | OPPORTUNITY | -| WSD | 0.324235 | | 0.099717 | | 0.242314 | 0.123481 | 0.127908 | | | | | | 0.077550 | WSD | -| SVDB | 0.483934 | | 0.541451 | | 0.198720 | 0.465020 | 0.130291 | | | | | | 0.519348 | SVDB | -| SMAP | 0.798189 | | 0.887517 | | 0.241609 | 0.876352 | 0.233398 | | | | | | 0.788114 | SMAP | -| IOPS | 0.482294 | | 0.549216 | | 0.429909 | 0.721261 | 0.461068 | | | | | | 0.031872 | IOPS | -| TODS | 0.281649 | | 0.149989 | | 0.206602 | 0.191109 | 0.170148 | | | | | | 0.533591 | TODS | -| MGAB | 0.008996 | | 0.027123 | | 0.003855 | 0.015268 | 0.045860 | | | | | | 0.325650 | MGAB | -| MSL | 0.557113 | | 0.475464 | | 0.264200 | 0.364941 | 0.257571 | | | | | | 0.238423 | MSL | -| NEK | 0.568731 | | 0.849600 | | 0.715902 | 0.877024 | 0.681103 | | | | | | 0.146699 | NEK | -| LTDB | 0.455324 | | 0.489411 | | 0.354462 | 0.479711 | 0.276735 | | | | | | 0.589828 | LTDB | -| MITDB | 0.366934 | | 0.377853 | | 0.160153 | 0.206999 | 0.113066 | | | | | | 0.500834 | MITDB | -| SED | 0.031421 | | 0.020994 | | 0.029325 | 0.031663 | 0.030497 | | | | | | 0.707453 | SED | -| Daphnet | 0.536827 | | 0.468647 | | 0.381499 | 0.192069 | 0.132234 | | | | | | 0.033893 | Daphnet | -| SWaT | 0.123133 | | 0.756700 | | 0.738718 | 0.757687 | 0.737695 | | | | | | 0.110376 | SWaT | -| Power | 0.203760 | | 0.078866 | | 0.072400 | 0.064665 | 0.064788 | | | | | | 0.160167 | Power | -| CATSv2 | 0.476434 | | 0.474705 | | 0.411894 | 0.437868 | 0.358071 | | | | | | 0.482166 | CATSv2 | -| **Insgesamt** | **0.499** | | **0.553** | | **0.387** | **0.481** | **0.357** | | | | | | **0.364** | **Insgesamt** | +| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | +| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- | +| SMD | 0.439343 | | 0.459753 | | 0.505749 | 0.460181 | 0.495482 | | 0.095816 | | | | 0.050501 | SMD | +| YAHOO | 0.571428 | | 0.690088 | | 0.345384 | 0.349465 | 0.344485 | | 0.462352 | | | | 0.306868 | YAHOO | +| Exathlon | 0.844513 | | 0.958102 | | 0.654310 | 0.874519 | 0.733875 | | 0.617690 | | | | 0.563481 | Exathlon | +| NAB | 0.402974 | | 0.439685 | | 0.209869 | 0.335713 | 0.162982 | | 0.230029 | | | | 0.176029 | NAB | +| OPPORTUNITY | 0.624496 | | 0.968964 | | 0.727956 | 0.661818 | 0.547465 | | 0.276125 | | | | 0.263868 | OPPORTUNITY | +| WSD | 0.324235 | | 0.099717 | | 0.242314 | 0.123481 | 0.127908 | | 0.253831 | | | | 0.077550 | WSD | +| SVDB | 0.483934 | | 0.541451 | | 0.198720 | 0.465020 | 0.130291 | | 0.799099 | | | | 0.519348 | SVDB | +| SMAP | 0.798189 | | 0.887517 | | 0.241609 | 0.876352 | 0.233398 | | 0.928300 | | | | 0.788114 | SMAP | +| IOPS | 0.482294 | | 0.549216 | | 0.429909 | 0.721261 | 0.461068 | | 0.061431 | | | | 0.031872 | IOPS | +| TODS | 0.281649 | | 0.149989 | | 0.206602 | 0.191109 | 0.170148 | | 0.592072 | | | | 0.533591 | TODS | +| MGAB | 0.008996 | | 0.027123 | | 0.003855 | 0.015268 | 0.045860 | | 0.085299 | | | | 0.325650 | MGAB | +| MSL | 0.557113 | | 0.475464 | | 0.264200 | 0.364941 | 0.257571 | | 0.288743 | | | | 0.238423 | MSL | +| NEK | 0.568731 | | 0.849600 | | 0.715902 | 0.877024 | 0.681103 | | 0.331911 | | | | 0.146699 | NEK | +| LTDB | 0.455324 | | 0.489411 | | 0.354462 | 0.479711 | 0.276735 | | 0.765819 | | | | 0.589828 | LTDB | +| MITDB | 0.366934 | | 0.377853 | | 0.160153 | 0.206999 | 0.113066 | | 0.583808 | | | | 0.500834 | MITDB | +| SED | 0.031421 | | 0.020994 | | 0.029325 | 0.031663 | 0.030497 | | 0.710575 | | | | 0.707453 | SED | +| Daphnet | 0.536827 | | 0.468647 | | 0.381499 | 0.192069 | 0.132234 | | 0.036445 | | | | 0.033893 | Daphnet | +| SWaT | 0.123133 | | 0.756700 | | 0.738718 | 0.757687 | 0.737695 | | 0.111152 | | | | 0.110376 | SWaT | +| Power | 0.203760 | | 0.078866 | | 0.072400 | 0.064665 | 0.064788 | | 0.507629 | | | | 0.160167 | Power | +| CATSv2 | 0.476434 | | 0.474705 | | 0.411894 | 0.437868 | 0.358071 | | 0.455611 | | | | 0.482166 | CATSv2 | +| **Insgesamt** | **0.499** | | **0.553** | | **0.387** | **0.481** | **0.357** | | **0.449** | | | | **0.364** | **Insgesamt** | ## Gesamtbewertung der Sequenzanomalien nach VUS-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | ------ | ----- | --- | ------- | --------- | ------------- | -| SMD | 0.482296 | | 0.423162 | | 0.503535 | 0.410939 | 0.453416 | | | | | | 0.063644 | SMD | -| YAHOO | 0.518566 | | 0.568333 | | 0.351064 | 0.354507 | 0.348855 | | | | | | 0.322916 | YAHOO | -| Exathlon | 0.847945 | | 0.959173 | | 0.657757 | 0.876372 | 0.735253 | | | | | | 0.562449 | Exathlon | -| NAB | 0.478372 | | 0.474780 | | 0.238264 | 0.326918 | 0.181686 | | | | | | 0.219327 | NAB | -| OPPORTUNITY | 0.630618 | | 0.966351 | | 0.741769 | 0.660151 | 0.567052 | | | | | | 0.257788 | OPPORTUNITY | -| WSD | 0.457794 | | 0.067564 | | 0.206990 | 0.087346 | 0.100554 | | | | | | 0.142998 | WSD | -| SVDB | 0.423050 | | 0.508621 | | 0.206479 | 0.436465 | 0.131672 | | | | | | 0.579059 | SVDB | -| SMAP | 0.891481 | | 0.951739 | | 0.237156 | 0.951635 | 0.223192 | | | | | | 0.818737 | SMAP | -| IOPS | 0.426245 | | 0.422834 | | 0.312286 | 0.380533 | 0.334417 | | | | | | 0.111561 | IOPS | -| TODS | 0.437694 | | 0.342464 | | 0.331028 | 0.338275 | 0.263210 | | | | | | 0.773793 | TODS | -| MGAB | 0.008269 | | 0.005551 | | 0.006988 | 0.005586 | 0.025419 | | | | | | 0.238613 | MGAB | -| MSL | 0.653967 | | 0.492975 | | 0.326973 | 0.412021 | 0.309296 | | | | | | 0.303536 | MSL | -| NEK | 0.628709 | | 0.880822 | | 0.756555 | 0.884225 | 0.704672 | | | | | | 0.162564 | NEK | -| LTDB | 0.510507 | | 0.534873 | | 0.406171 | 0.524763 | 0.329828 | | | | | | 0.692355 | LTDB | -| MITDB | 0.320425 | | 0.323526 | | 0.143632 | 0.163465 | 0.112398 | | | | | | 0.548995 | MITDB | -| SED | 0.040176 | | 0.030270 | | 0.058416 | 0.055985 | 0.056562 | | | | | | 0.882987 | SED | -| Daphnet | 0.519516 | | 0.441568 | | 0.398456 | 0.123026 | 0.133080 | | | | | | 0.035185 | Daphnet | -| SWaT | 0.103364 | | 0.375512 | | 0.680748 | 0.366250 | 0.669824 | | | | | | 0.110850 | SWaT | -| Power | 0.122294 | | 0.079616 | | 0.075487 | 0.067090 | 0.067250 | | | | | | 0.166562 | Power | -| CATSv2 | 0.232252 | | 0.232417 | | 0.288293 | 0.282282 | 0.329056 | | | | | | 0.354730 | CATSv2 | -| **Insgesamt** | **0.521** | | **0.545** | | **0.395** | **0.467** | **0.358** | | | | | | **0.399** | **Insgesamt** | +| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | +| ------------- | --------- | ------- | --------- | ---- | --------- | --------- | --------- | ------ | --------- | ----- | --- | ------- | --------- | ------------- | +| SMD | 0.482296 | | 0.423162 | | 0.503535 | 0.410939 | 0.453416 | | 0.092843 | | | | 0.063644 | SMD | +| YAHOO | 0.518566 | | 0.568333 | | 0.351064 | 0.354507 | 0.348855 | | 0.477510 | | | | 0.322916 | YAHOO | +| Exathlon | 0.847945 | | 0.959173 | | 0.657757 | 0.876372 | 0.735253 | | 0.618051 | | | | 0.562449 | Exathlon | +| NAB | 0.478372 | | 0.474780 | | 0.238264 | 0.326918 | 0.181686 | | 0.272775 | | | | 0.219327 | NAB | +| OPPORTUNITY | 0.630618 | | 0.966351 | | 0.741769 | 0.660151 | 0.567052 | | 0.255118 | | | | 0.257788 | OPPORTUNITY | +| WSD | 0.457794 | | 0.067564 | | 0.206990 | 0.087346 | 0.100554 | | 0.293116 | | | | 0.142998 | WSD | +| SVDB | 0.423050 | | 0.508621 | | 0.206479 | 0.436465 | 0.131672 | | 0.804472 | | | | 0.579059 | SVDB | +| SMAP | 0.891481 | | 0.951739 | | 0.237156 | 0.951635 | 0.223192 | | 0.946525 | | | | 0.818737 | SMAP | +| IOPS | 0.426245 | | 0.422834 | | 0.312286 | 0.380533 | 0.334417 | | 0.112229 | | | | 0.111561 | IOPS | +| TODS | 0.437694 | | 0.342464 | | 0.331028 | 0.338275 | 0.263210 | | 0.689051 | | | | 0.773793 | TODS | +| MGAB | 0.008269 | | 0.005551 | | 0.006988 | 0.005586 | 0.025419 | | 0.036645 | | | | 0.238613 | MGAB | +| MSL | 0.653967 | | 0.492975 | | 0.326973 | 0.412021 | 0.309296 | | 0.405174 | | | | 0.303536 | MSL | +| NEK | 0.628709 | | 0.880822 | | 0.756555 | 0.884225 | 0.704672 | | 0.298379 | | | | 0.162564 | NEK | +| LTDB | 0.510507 | | 0.534873 | | 0.406171 | 0.524763 | 0.329828 | | 0.835553 | | | | 0.692355 | LTDB | +| MITDB | 0.320425 | | 0.323526 | | 0.143632 | 0.163465 | 0.112398 | | 0.590892 | | | | 0.548995 | MITDB | +| SED | 0.040176 | | 0.030270 | | 0.058416 | 0.055985 | 0.056562 | | 0.895291 | | | | 0.882987 | SED | +| Daphnet | 0.519516 | | 0.441568 | | 0.398456 | 0.123026 | 0.133080 | | 0.039747 | | | | 0.035185 | Daphnet | +| SWaT | 0.103364 | | 0.375512 | | 0.680748 | 0.366250 | 0.669824 | | 0.111519 | | | | 0.110850 | SWaT | +| Power | 0.122294 | | 0.079616 | | 0.075487 | 0.067090 | 0.067250 | | 0.524166 | | | | 0.166562 | Power | +| CATSv2 | 0.232252 | | 0.232417 | | 0.288293 | 0.282282 | 0.329056 | | 0.229268 | | | | 0.354730 | CATSv2 | +| **Insgesamt** | **0.521** | | **0.545** | | **0.395** | **0.467** | **0.358** | | **0.465** | | | | **0.399** | **Insgesamt** | # POLY: + Prozessor: CPU @@ -191,11 +191,11 @@ + MGAB: 0.008269 (vgl. 0.01, - 0.001731, vermutl. gleich) -# iForest (pc14) +# iForest + Prozessor: CPU - + Modell: - + Anzahl - + Taktfrequenz: + + Modell: iCore 5 8th + + Anzahl Kerne: 6 + + Taktfrequenz: 3.00 GHz + Nutzung mehrerer Kerne: Ja? **Evaluation:** @@ -448,12 +448,12 @@ + UCR: 0.028041 + nach VUS-PR: + UCR: 0.023293 (vgl. 0.02, +0.003 , vermutl. gleich) -# kShapeAD (pc22) -+ Prozessor: - + Modell: - + Anzahl Kerne: - + Taktfrequenz: -+ Nutzung mehrerer Kerne: Ja? +# kShapeAD ++ Prozessor: CPU + + Modell: iCore 5 8th + + Anzahl Kerne: 6 + + Taktfrequenz: 3.00 GHz ++ Nutzung mehrerer Kerne: Ja **Evaluation:** + Durchschnitt Gesamt: @@ -499,45 +499,46 @@ **Evaluation:** + Durchschnitt Gesamt: - + Recall: - + Precision: - + Standard-F1: (vgl. 0.37) - + Auc-Roc: (vgl. 0.74) - + Auc-PR: (vgl. 0.32) - + Vus-PR: (vgl. 0.37) + + Recall: 0.291 + + Precision: 0.225 + + Standard-F1: 0.484 (vgl. 0.37, + 0.114, $\approx$ 30.8 %) + + Auc-Roc: 0.816 (vgl. 0.74, + 0.076, $\approx$ 10.3 %) + + Auc-PR: 0.444 (vgl. 0.32, + 0.124, $\approx$ 38.8 %) + + Vus-PR: 0.489 (vgl. 0.37, + 0.119, $\approx$ 32.2 % ) + Durchschnitt Punktanomalien: - + Recall: - + Precision: - + Standard-F1: - + Auc-Roc: - + Auc-PR: - + Vus-PR: + + Recall: 0.387 + + Precision: 0.033 + + Standard-F1: 0.490 + + Auc-Roc: 0.837 + + Auc-PR: 0.451 + + Vus-PR: 0.680 + Durchschnitt Sequenzanomalien: - + Recall: - + Precision: - + Standard-F1: - + Auc-Roc: - + Auc-PR: - + Vus-PR: + + Recall: 0.173 + + Precision: 0.295 + + Standard-F1: 0.496 + + Auc-Roc: 0.809 + + Auc-PR: 0.449 + + Vus-PR: 0.465 **Bemerkung:** -+ Deutlich besser bei _anomalien ++ Deutlich besser bei Punktanomalien, aber im Vergleich zu den anderen Modellen dennoch eine recht vergleichbare Performanz zu den führenden Modellen bei der Sequenzanomalie-Erkennung ++ Funktioniert für einige Datensätze, wie SMAP, Power und SED, sehr gut obwohl die meisten anderen Modelle mit diesen Daten Probleme haben + Beste erkannte Gruppe: + nach AUC-PR: - + + + SVDB: 0.809036 (SED: 0.710575) + nach VUS-PR: - + (vgl. TAO 0.92) + + SED: 0.895291, (vgl. 0.87, + 0.025, $\approx$ 2.9 % ; SVDB: 0.811385 ; TAO: 0.747945, vgl. TAO 0.92) + Schlechteste erkannte Gruppe: + nach AUC-PR: - + + + Daphnet: 0.036445 (MGAB: 0.085299) + nach VUS-PR: - + (vgl. MGAB 0.01) + + MGAB: 0.036645 (vgl. MGAB 0.01, + 0.027, $\approx$ 270 %; Daphnet: 0.039747) # Sub-OCSVM + Prozessor: CPU + Modell: iCore 5 8th + Anzahl Kerne: 6 + Taktfrequenz: 3.00 GHz -+ Nutzung mehrerer Kerne: Nein ? ++ Nutzung mehrerer Kerne: Nein **Evaluation:** + Durchschnitt Gesamt: @@ -574,12 +575,12 @@ + + nach VUS-PR: + (vgl. MGAB 0.01) -# LOF (pc22) +# LOF + Prozessor: CPU - + Modell: - + Anzahl Kerne: - + Taktfrequenz: -+ Nutzung mehrerer Kerne: Ja? + + Modell: iCore 5 8th + + Anzahl Kerne: 6 + + Taktfrequenz: 3.00 GHz ++ Nutzung mehrerer Kerne: Ja **Evaluation:** + Durchschnitt Gesamt: @@ -617,7 +618,7 @@ + nach VUS-PR: + (vgl. MGAB 0.00) -# Sub-LOF (pc28) +# Sub-LOF + Prozessor: CPU + Modell: iCore5 8th + Anzahl Kerne: 6 diff --git a/src/models/desi/desi_evaluate_groups.ipynb b/src/models/desi/desi_evaluate_groups.ipynb index ffcd3bbddb5edb32e3349b036640be67b21ad4a8..c657a71e6cca6b3918e2a882054685d40efcb26a 100644 --- a/src/models/desi/desi_evaluate_groups.ipynb +++ b/src/models/desi/desi_evaluate_groups.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 208, + "execution_count": 289, "metadata": {}, "outputs": [], "source": [ @@ -13,208 +13,21 @@ }, { "cell_type": "code", - "execution_count": 273, + "execution_count": 290, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>params</th>\n", - " <th>file_name</th>\n", - " <th>duration</th>\n", - " <th>group</th>\n", - " <th>point anomaly</th>\n", - " <th>seq anomaly</th>\n", - " <th>AUC-PR</th>\n", - " <th>AUC-ROC</th>\n", - " <th>VUS-PR</th>\n", - " <th>VUS-ROC</th>\n", - " <th>Standard-F1</th>\n", - " <th>PA-F1</th>\n", - " <th>Event-based-F1</th>\n", - " <th>R-based-F1</th>\n", - " <th>Affiliation-F</th>\n", - " <th>Recall</th>\n", - " <th>Precision</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>{'periodicity': 3, 'n_components': 0.25}</td>\n", - " <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n", - " <td>0.983548</td>\n", - " <td>NAB</td>\n", - " <td>False</td>\n", - " <td>True</td>\n", - " <td>0.278238</td>\n", - " <td>0.568376</td>\n", - " <td>0.274697</td>\n", - " <td>0.572207</td>\n", - " <td>0.280371</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.664639</td>\n", - " <td>0.966270</td>\n", - " <td>0.102041</td>\n", - " <td>1.000000</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>{'periodicity': 1, 'n_components': 0.25}</td>\n", - " <td>002_NAB_id_2_WebService_tr_1500_1st_4106.csv</td>\n", - " <td>2.305736</td>\n", - " <td>NAB</td>\n", - " <td>False</td>\n", - " <td>False</td>\n", - " <td>0.531921</td>\n", - " <td>0.725510</td>\n", - " <td>0.531449</td>\n", - " <td>0.736615</td>\n", - " <td>0.604596</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.543667</td>\n", - " <td>0.995006</td>\n", - " <td>0.205651</td>\n", - " <td>1.000000</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>{'periodicity': 3, 'n_components': 0.25}</td>\n", - " <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n", - " <td>2.531015</td>\n", - " <td>NAB</td>\n", - " <td>False</td>\n", - " <td>True</td>\n", - " <td>0.223190</td>\n", - " <td>0.530528</td>\n", - " <td>0.223165</td>\n", - " <td>0.538166</td>\n", - " <td>0.219245</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.432616</td>\n", - " <td>0.985025</td>\n", - " <td>0.110965</td>\n", - " <td>0.836634</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>{'periodicity': 3, 'n_components': None}</td>\n", - " <td>004_NAB_id_4_Facility_tr_1007_1st_1437.csv</td>\n", - " <td>1.179519</td>\n", - " <td>NAB</td>\n", - " <td>False</td>\n", - " <td>False</td>\n", - " <td>0.479905</td>\n", - " <td>0.743691</td>\n", - " <td>0.487510</td>\n", - " <td>0.763097</td>\n", - " <td>0.491554</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.630790</td>\n", - " <td>0.988536</td>\n", - " <td>0.310945</td>\n", - " <td>1.000000</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>{'periodicity': 2, 'n_components': 0.25}</td>\n", - " <td>005_NAB_id_5_Traffic_tr_594_1st_1645.csv</td>\n", - " <td>4.630921</td>\n", - " <td>NAB</td>\n", - " <td>False</td>\n", - " <td>False</td>\n", - " <td>0.151934</td>\n", - " <td>0.722509</td>\n", - " <td>0.160659</td>\n", - " <td>0.731032</td>\n", - " <td>0.345175</td>\n", - " <td>0.810903</td>\n", - " <td>0.344428</td>\n", - " <td>0.353061</td>\n", - " <td>0.746778</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " params \\\n", - "0 {'periodicity': 3, 'n_components': 0.25} \n", - "1 {'periodicity': 1, 'n_components': 0.25} \n", - "2 {'periodicity': 3, 'n_components': 0.25} \n", - "3 {'periodicity': 3, 'n_components': None} \n", - "4 {'periodicity': 2, 'n_components': 0.25} \n", - "\n", - " file_name duration group \\\n", - "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 0.983548 NAB \n", - "1 002_NAB_id_2_WebService_tr_1500_1st_4106.csv 2.305736 NAB \n", - "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 2.531015 NAB \n", - "3 004_NAB_id_4_Facility_tr_1007_1st_1437.csv 1.179519 NAB \n", - "4 005_NAB_id_5_Traffic_tr_594_1st_1645.csv 4.630921 NAB \n", - "\n", - " point anomaly seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC \\\n", - "0 False True 0.278238 0.568376 0.274697 0.572207 \n", - "1 False False 0.531921 0.725510 0.531449 0.736615 \n", - "2 False True 0.223190 0.530528 0.223165 0.538166 \n", - "3 False False 0.479905 0.743691 0.487510 0.763097 \n", - "4 False False 0.151934 0.722509 0.160659 0.731032 \n", - "\n", - " Standard-F1 PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", - "0 0.280371 1.000000 1.000000 0.664639 0.966270 0.102041 \n", - "1 0.604596 1.000000 1.000000 0.543667 0.995006 0.205651 \n", - "2 0.219245 1.000000 1.000000 0.432616 0.985025 0.110965 \n", - "3 0.491554 1.000000 1.000000 0.630790 0.988536 0.310945 \n", - "4 0.345175 0.810903 0.344428 0.353061 0.746778 0.000000 \n", - "\n", - " Precision \n", - "0 1.000000 \n", - "1 1.000000 \n", - "2 0.836634 \n", - "3 1.000000 \n", - "4 0.000000 " - ] - }, - "execution_count": 273, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "#Dataframe erstellen\n", - "model = 'PCA'\n", + "model = 'run_KMeansAD_U'\n", "path = '../../../docs/evaluation/'+model+'.csv'\n", "df = pd.read_csv(path)\n", "df.head()\n", - "#model = 'POLY'" + "model = 'KMeansAD'" ] }, { "cell_type": "code", - "execution_count": 274, + "execution_count": 291, "metadata": {}, "outputs": [ { @@ -247,7 +60,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 274, + "execution_count": 291, "metadata": {}, "output_type": "execute_result" } @@ -258,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 275, + "execution_count": 292, "metadata": {}, "outputs": [], "source": [ @@ -298,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 276, + "execution_count": 293, "metadata": {}, "outputs": [ { @@ -394,34 +207,34 @@ "x0": " ", "xaxis": "x", "y": [ - 0.27469687396343, - 0.5314491096009349, - 0.2231652553378895, - 0.4875103095565208, - 0.1606592341188991, - 0.2541769968032993, - 0.9553906941279872, - 0.857249525803223, - 0.2640654686719343, - 0.8508488148943761, - 0.9925716865962884, - 0.1284750818174506, - 0.9934318546118288, - 0.358492656313877, - 0.1026738125417476, - 0.6750787761039542, - 0.6284091667304775, - 0.2344108274803064, - 0.4499414989527255, - 0.1505397062284122, - 0.1311195922197614, - 0.5137920944098158, - 0.8421092613297361, - 0.8842044418172702, - 0.141305960168882, - 0.2811253743188024, - 0.9952788284177492, - 0.9569797525213009 + 0.1382470880566269, + 0.2409853173167628, + 0.0920059017575592, + 0.414065449745212, + 0.0826700754246323, + 0.8476429763304042, + 0.1248761237495549, + 0.7540011084376359, + 0.0984884688191175, + 0.7325032606812868, + 0.082702268262413, + 0.9999044045381802, + 0.07235871846668, + 0.5359882765073073, + 0.9999944478405648, + 0.1032126272825733, + 0.9847354191816428, + 0.1248843949775053, + 0.3317922016782795, + 0.9999909312016736, + 0.4248059003424619, + 0.1805696277700499, + 0.6741887396993149, + 0.9666165330209748, + 0.1004071634200147, + 0.0757995933603818, + 0.1037487391927792, + 0.6821755137321573 ], "y0": " ", "yaxis": "y" @@ -496,31 +309,31 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0082670079590517, - 0.0014099690068142, - 0.9236468900520995, - 0.4771023720844945, - 0.0044508025768655, - 0.0040619668229091, - 0.2456385116792, - 0.294540593133914, - 0.0091701806933172, - 0.0131781969778066, - 0.19139290541185, - 0.0203605188620572, - 0.0426022133474463, - 0.0264901645024626, - 0.3600086271912968, - 0.0835629657220682, - 0.0083264560083677, - 0.0050042671382042, - 0.3331039743880938, - 0.0188619360916415, - 0.0061295785091053, - 0.0156166348874407, - 0.1214308142783879, - 0.0060638628920775, - 0.6637294054821924 + 0.4363934914609064, + 0.0066253288635507, + 0.0135878443481097, + 0.0292572529698482, + 0.2341845280253147, + 0.0432840490474488, + 0.0003528111655204, + 0.0066304226778107, + 0.0167886537187457, + 0.4458139520596453, + 0.0003131676655083, + 0.2496857714417809, + 0.1735931598163724, + 0.4652778432772103, + 0.0151566339008659, + 0.4179122931354792, + 0.360303663499498, + 0.1775523062374201, + 0.026510408669548, + 0.5199392018984298, + 0.0008779971178842, + 0.2147120745463122, + 0.0632986754481296, + 0.3665914031024773, + 0.0418672732065315 ], "y0": " ", "yaxis": "y" @@ -563,15 +376,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.9497578688930188, - 0.553223899131578, - 0.205083010215072, - 0.9998954278657152, - 0.0197153144064265, - 0.1141122723261541, - 0.9423010686329109, - 0.1207966307339942, - 0.8049043360701573 + 0.9991342461352704, + 0.7753696271789279, + 0.0179063024966237, + 0.0437029322349766, + 0.6609234209581952, + 0.995904216992073, + 0.040795531601916, + 0.2323157373954476, + 0.2078361433124037 ], "y0": " ", "yaxis": "y" @@ -616,16 +429,16 @@ "x0": " ", "xaxis": "x", "y": [ - 0.8574905973877508, - 0.92804077881243, - 0.9230555619966364, - 0.9340385711882504, - 0.5111769985809861, - 0.7551520816669955, - 0.5201107309225481, - 0.9604363075885778, - 0.9746538059418062, - 0.8896683742523214 + 0.8224284990912415, + 0.8861831512879623, + 0.9229278213516704, + 0.9156483898746236, + 0.1597899939319853, + 0.6544147397517636, + 0.2005443786519553, + 0.9541222174766222, + 0.974636924781338, + 0.8912803578663527 ], "y0": " ", "yaxis": "y" @@ -652,7 +465,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.4415678196838903 + 0.0397474048677725 ], "y0": " ", "yaxis": "y" @@ -693,14 +506,14 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0884825042785232, - 0.7297884537537368, - 0.0207054044171172, - 0.1986276929585888, - 0.0370139907453944, - 0.2538141950959758, - 0.8654461672837669, - 0.3943278717593051 + 0.8966683570201286, + 0.8770628161966524, + 0.3349614539341631, + 0.3412495954487269, + 0.0105632469943441, + 0.3593191484506218, + 0.9760833356344302, + 0.9312316555098936 ], "y0": " ", "yaxis": "y" @@ -801,44 +614,44 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0281745126675704, - 0.0208606248304476, - 0.8835161520968762, - 0.7669977290710592, - 0.0096736524761135, - 0.0820554895261615, - 0.5154265211595305, - 0.7496875016886325, - 0.7260925316520095, - 0.4342112510291898, - 0.4101078973997225, - 0.642002494195941, - 0.5517742603216037, - 0.4819523539981932, - 0.9282146072191556, - 0.0187774027041254, - 0.8744749721257412, - 0.1755321345985173, - 0.0091555637201698, - 0.7578887675575475, - 0.8116696434190227, - 0.5959323677488267, - 0.5469263981935665, - 0.009284437219746, - 0.0029279265194517, - 0.5303150761772312, - 0.7835984903319327, - 0.13911312564599, - 0.0029125209796455, - 0.0784216989915066, - 0.7379767148603048, - 0.7817963120467334, - 0.1238215329595893, - 0.8813744348597918, - 0.9082102925573098, - 0.973465771574852, - 0.0208899157406381, - 0.7605409697951906 + 0.2792707540621512, + 0.1249459991743955, + 0.4911547724042235, + 0.0983316299646433, + 0.1492829977208394, + 0.98321322966905, + 0.1340543021270904, + 0.0295217381177599, + 0.0194733291195388, + 0.0717411705952644, + 0.3652778069365176, + 0.1102142870445462, + 0.1036694950141352, + 0.0231220950060205, + 0.0135698070152547, + 0.9876556345919828, + 0.0062942894699784, + 0.9574486967238752, + 0.1317350302502556, + 0.0887899467596494, + 0.7207080156115301, + 0.944495285391966, + 0.01079414490388, + 0.1443382098575611, + 0.1846265840613292, + 0.0423277589505737, + 0.0340361344965103, + 0.9823276029884028, + 0.0774415507852842, + 0.1632149571695477, + 0.0332973475402199, + 0.0095971223636096, + 0.9803054925372008, + 0.00495079839978, + 0.0273467138497735, + 0.0062757807322438, + 0.1284097355251801, + 0.0091594985369951 ], "y0": " ", "yaxis": "y" @@ -881,15 +694,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.1732443514727185, - 0.2203454340822346, - 0.1754948703693422, - 0.9315963429053428, - 0.8643569293095935, - 0.4394914888876934, - 0.9792049265910931, - 0.3058611106735742, - 0.7242651255345304 + 0.9119139534372022, + 0.8137919356130701, + 0.8513381432517187, + 0.9566429659548172, + 0.4075887034808081, + 0.7460347726816543, + 0.9764717375286004, + 0.9816396984286, + 0.8745534992944172 ], "y0": " ", "yaxis": "y" @@ -932,15 +745,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0036315813303383, - 0.0037655908187766, - 0.0059810136431207, - 0.006865541403175, - 0.0051425444012506, - 0.0063396701391226, - 0.0045498620060225, - 0.0046093654319106, - 0.0090748536944421 + 0.0123684427990925, + 0.0517661080243125, + 0.0526316999966684, + 0.0185313102267221, + 0.0221018156623185, + 0.0054454463446982, + 0.031837721261119, + 0.0211168633586982, + 0.114005360428723 ], "y0": " ", "yaxis": "y" @@ -971,9 +784,9 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0359138813621782, - 0.0280402251316103, - 0.0268547211588662 + 0.8919894174738304, + 0.932678574662242, + 0.8612060180385814 ], "y0": " ", "yaxis": "y" @@ -1038,26 +851,26 @@ "x0": " ", "xaxis": "x", "y": [ - 0.8566535196182951, - 0.8158875149737453, - 0.4580267417121418, - 0.4618914501882979, - 0.8142543211224857, - 0.6769273905227109, - 0.2822860430010954, - 0.4701269648238196, - 0.858979040367276, - 0.0896262194400507, - 0.4977320274314778, - 0.5950762306561345, - 0.5763380480485812, - 0.5274556569643333, - 0.8903993699512411, - 0.1087739974908431, - 0.5955393006320518, - 0.3181954125217247, - 0.379294732886966, - 0.2062199760943832 + 0.8236639360518533, + 0.9427322827123806, + 0.7983717461525656, + 0.810769710943614, + 0.9979112531967154, + 0.7779698743209353, + 0.9431241331128408, + 0.9432563471911144, + 0.9228890856036036, + 0.3698905665223438, + 0.8413647599472409, + 0.9345110606811202, + 0.6713364770410317, + 0.6656441270542671, + 0.9949517988001424, + 0.8803554259520624, + 0.9571406012173902, + 0.8018682527819273, + 0.2690196931399111, + 0.8809242578931734 ], "y0": " ", "yaxis": "y" @@ -1088,9 +901,9 @@ "x0": " ", "xaxis": "x", "y": [ - 0.9091251317364176, - 0.9506794835170896, - 0.6610238880447978 + 0.910971912456549, + 0.9491955991555976, + 0.3836688795700562 ], "y0": " ", "yaxis": "y" @@ -1149,23 +962,23 @@ "x0": " ", "xaxis": "x", "y": [ - 0.2651121474222908, - 0.0279273816569974, - 0.2313835360731638, - 0.2729232507881158, - 0.0684103666830068, - 0.2924519833543287, - 0.6193038936483811, - 0.2709789663440224, - 0.1862961967107103, - 0.7050715508311083, - 0.0272265220207305, - 0.1447718935809737, - 0.5591592994540369, - 0.044218759573987, - 0.2116853702141464, - 0.1430149610203413, - 0.3563938047580396 + 0.0005247586875719, + 0.3921351001814578, + 0.0312932536435374, + 0.0309910449869019, + 0.0127775383693372, + 0.1205080260488986, + 0.0182917390655411, + 0.2097107104387879, + 0.0786005433191257, + 0.0064689217820567, + 0.0266223074091627, + 0.2679355108220741, + 0.0311723626186723, + 0.0342172632727635, + 0.0741742136614181, + 0.4143749313455093, + 0.0860026561901311 ], "y0": " ", "yaxis": "y" @@ -1208,15 +1021,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.999129245383132, - 0.9081803023566192, - 0.992638247579151, - 0.9497482263485334, - 0.9992927197517372, - 0.5923546257298867, - 0.975334084570608, - 0.989392806499534, - 0.956468578270126 + 0.1073248581602014, + 0.2204436921024438, + 0.737482858203889, + 0.3537897501311868, + 0.0743796920820669, + 0.2770651856869429, + 0.4556464992490358, + 0.2817345926056442, + 0.3534799587262103 ], "y0": " ", "yaxis": "y" @@ -1243,7 +1056,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.2324174649783961 + 0.2292684024148795 ], "y0": " ", "yaxis": "y" @@ -1298,21 +1111,21 @@ "x0": " ", "xaxis": "x", "y": [ - 0.8726202291824232, - 0.610852721997522, - 0.6155798392072039, - 0.4682077282310246, - 0.751274926874847, - 0.8382560744879621, - 0.523840775367489, - 0.4996242938810437, - 0.1613893550186405, - 0.758243756880708, - 0.277149241305875, - 0.6646283794438956, - 0.6587134589008796, - 0.4509057943476414, - 0.1418754072141867 + 0.8642327970235435, + 0.7562478429589052, + 0.75480399610595, + 0.7159333014058876, + 0.8569469707424324, + 0.8501281571341981, + 0.6333909101588984, + 0.7276752021922323, + 0.645538375422388, + 0.7750769679617571, + 0.7207720491986916, + 0.6385216366780238, + 0.7426612439537479, + 0.9830129867398628, + 0.4239187424175518 ], "y0": " ", "yaxis": "y" @@ -1339,7 +1152,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0796163424706734 + 0.5241664765771313 ], "y0": " ", "yaxis": "y" @@ -1516,82 +1329,82 @@ "x0": " ", "xaxis": "x", "y": [ - 0.062073431109232, - 0.1534236742340194, - 0.0035482214683504, - 0.9692011896886524, - 0.0034638958633555, - 0.011193035009296, - 0.4747207692446523, - 0.4625760950744423, - 0.0018410653767414, - 0.6488161829442041, - 0.0211392282669546, - 0.00008087371704294223, - 0.1420362045690186, - 0.0020652090914848, - 0.0034664201764447, - 0.0212069042466087, - 0.6626815847686789, - 0.0002011377147159, - 0.0048447784111762, - 0.1147742964555071, - 0.0037759699994952, - 0.0026471766309761, - 0.0007963866472658, - 0.0011992377243798, - 0.354982234340031, - 0.0504630567270537, - 0.6386414920599229, - 0.0221474613455235, - 0.0264970863520337, - 0.009175426940134, - 0.9220064707473736, - 0.0057431049355416, - 0.0085780372157661, - 0.0429590308120965, - 0.0409979733060353, - 0.0306029944354086, - 0.0497502544556117, - 0.0007401092940175, - 0.9953477100532568, - 0.5550324941711615, - 0.0118350025766153, - 0.0157767155185246, - 0.8280224982694211, - 0.6647525834736252, - 0.0251117844084477, - 0.8525410939036406, - 0.0084387035775745, - 0.4134215132541723, - 0.0046018314838723, - 0.0085338253141501, - 0.0061858133662681, - 0.0066173477408883, - 0.0016527602413746, - 0.0002705291085309, - 0.0207620891853066, - 0.0087586656065238, - 0.7916856409179823, - 0.0005020757054554, - 0.0050242324806888, - 0.0217581722692589, - 0.007330816691935, - 0.0125777514549883, - 0.0026343156874077, - 0.1869905649814794, - 0.0067997655330044, - 0.0028172119367344, - 0.0007489881133081, - 0.0070511331835356, - 0.0075269076291507, - 0.0289212369178429, - 0.0484770864012803, - 0.0039993726023695, - 0.0019306765803611, - 0.007340941709119, - 0.0377875534632079, - 0.0189253002492764 + 0.0428691072923626, + 0.997338248863242, + 0.0005956306522089, + 0.9976534530921924, + 0.1306150011887966, + 0.1254088610521679, + 0.0491138719634772, + 0.9941673067631124, + 0.211010450622372, + 0.9844610572924276, + 0.1843115592455481, + 0.0173399171364185, + 0.8118347978049745, + 0.001699983529884, + 0.9608517502382186, + 0.0329953741510085, + 0.9808159569947508, + 0.0003844265039234, + 0.1835921925697494, + 0.3900535095880432, + 0.7563068664682959, + 0.0005428001050501, + 0.0013253299182037, + 0.0354777383797514, + 0.994692265287495, + 0.9864296753883336, + 0.9534872250540336, + 0.8928221491070387, + 0.0582450151003063, + 0.0234570127786864, + 0.9408038637670618, + 0.9383388957561906, + 0.904521620146393, + 0.1302026089619608, + 0.980535280255219, + 0.9300866091413232, + 0.9717371054769824, + 0.0264193201587568, + 0.9936297684759762, + 0.375513458830887, + 0.7327440678847469, + 0.9477865589617368, + 0.9916203007171271, + 0.9777850338867252, + 0.9563394296048238, + 0.923109089063257, + 0.0092473567737319, + 0.9941673067631124, + 0.2236351553265485, + 0.0190912771381737, + 0.2031976903508429, + 0.9513106704459344, + 0.8410089742810288, + 0.00007862894655116387, + 0.1575397782703086, + 0.7420917871658096, + 0.854089347156857, + 0.054262870555655, + 0.9376965043990498, + 0.0491285636981816, + 0.7350586685678611, + 0.0019730134494203, + 0.91433295063083, + 0.7700247771565617, + 0.0542181384237737, + 0.91433295063083, + 0.0181937067133116, + 0.4852628281991666, + 0.0950471029439448, + 0.1509382952417632, + 0.0648569904940656, + 0.0133362663564221, + 0.161957137915169, + 0.0269834714951282, + 0.9913016645871168, + 0.0430209390216956 ], "y0": " ", "yaxis": "y" @@ -1654,25 +1467,25 @@ "x0": " ", "xaxis": "x", "y": [ - 0.8654013325752927, - 0.2254889421215301, - 1, - 0.7712180263136629, - 0.9215808145674464, - 0.1335514421906008, - 0.9980377653307482, - 0.9743854082818808, - 0.008442218557289, - 0.5626773104511169, - 0.8211935670435195, - 0.6797690214811488, - 0.4074390013954191, - 0.0095065785302482, - 0.7387481553967095, - 0.0091978091157326, - 0.7087726662949463, - 0.0054985731535941, - 0.9290917035245536 + 0.9904729254734188, + 0.1563980676685038, + 0.4438842063819985, + 0.9920737853254048, + 0.0543214026933672, + 0.9965147379547458, + 0.0317977475332495, + 0.9096567511333472, + 0.0180886446700222, + 0.9990094495001002, + 0.6679123491915528, + 0.9960972836281272, + 0.9965445832829368, + 0.9905541572350924, + 0.0080665632057888, + 0.9593661663954566, + 0.3198809762228897, + 0.9829886240565412, + 0.9833927493212656 ], "y0": " ", "yaxis": "y" @@ -1699,7 +1512,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.3755116281521825 + 0.1115190303707684 ], "y0": " ", "yaxis": "y" @@ -1794,41 +1607,41 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0055779728020924, - 0.001826866277741, - 0.0143817756689641, - 0.5793903692154839, - 0.0098973609178067, - 0.0018217923430199, - 0.2895069870119879, - 0.0211260276515834, - 0.0180407408635086, - 0.0993779441723636, - 0.0025846752290107, - 0.1277728273424005, - 0.0029154518950437, - 0.001435935936418, - 0.1412860718285624, - 0.0019177142576425, - 0.3944508331850583, 1, - 0.0018076352357365, - 0.0012005145574333, - 0.0061663842669927, - 0.0013341291417273, - 0.4776330501944795, - 0.0028627652924336, - 0.6330980737243374, - 0.3581164988093764, - 0.9843217746763534, - 0.0062989145982401, - 0.0015859914793164, - 0.0077981192174215, - 0.0026947502805771, - 0.0012672625717178, - 0.0087036979078568, - 0.0133214098303975, - 0.5089848671178905 + 1, + 0.8485172490147919, + 0.2982151123284008, + 1, + 1, + 0.8344898925856741, + 0.965507969906111, + 0.676706409190788, + 0.597028347174701, + 1, + 1, + 1, + 1, + 0.9894206548249064, + 1, + 1, + 0.7088440434258511, + 1, + 0.8363382828842981, + 1, + 1, + 0.4410947709107438, + 1, + 0.0086343030570261, + 0.5245092613191438, + 0.1448947628424423, + 0.8818222759859512, + 0.0422207116330174, + 0.9142257825523646, + 1, + 1, + 0.327185960278857, + 1, + 0.3241752313819812 ], "y0": " ", "yaxis": "y" @@ -1917,38 +1730,38 @@ "x0": " ", "xaxis": "x", "y": [ - 0.9965858502300255, - 0.988183187884424, - 0.999748492585075, - 0.9371479814778898, - 0.988183187884424, - 0.999748492585075, - 0.9391630720596988, - 0.86531568445029, - 0.9996498017571092, - 0.999594267713955, - 0.8940469269414556, - 0.9992119894267968, - 0.86531568445029, - 0.9999156676770432, - 0.9868333929463836, - 0.988183187884424, - 0.8940469269414556, - 0.9868333929463836, - 0.9319084915356128, - 0.9391630720596988, - 0.992818362779768, - 0.8940469269414556, - 0.9391630720596988, - 0.999748492585075, - 0.8940469269414556, - 0.9855561154673528, - 0.999748492585075, - 0.9996759411749324, - 0.86531568445029, - 0.9391630720596988, - 0.9868333929463836, - 0.998625644771759 + 0.9808428516756614, + 0.8149176934431506, + 0.7604742947075214, + 0.3926924562707528, + 0.8101972587133687, + 0.7630909823078684, + 0.1924064902194967, + 0.8396639717419524, + 0.262253907374287, + 0.863215032495754, + 0.6362882120595994, + 0.1232947171608873, + 0.8155828672751376, + 0.5129368702112393, + 0.772025706324083, + 0.8083835877598206, + 0.601079597239609, + 0.7978311793636224, + 0.7578039064542061, + 0.2009569720048079, + 0.921473631538108, + 0.6135803053713373, + 0.1934505944311967, + 0.7239823449480443, + 0.6207562299472578, + 0.936823393549081, + 0.7150323984488075, + 0.0469346433058215, + 0.8515044754465051, + 0.1930041615050022, + 0.7502329061868734, + 0.5049328110327604 ], "y0": " ", "yaxis": "y" @@ -2029,34 +1842,34 @@ "x0": " ", "xaxis": "x", "y": [ - 0.985692097090136, - 0.9938419559060716, - 0.9935589526478849, - 0.9475827297775316, - 0.9639536861938108, - 0.9652695747038732, - 0.753161479648069, - 0.9985397647157398, - 0.9589349751116372, - 0.0201789945613254, - 0.9977634562727375, - 0.998939041505708, - 0.9937723835641996, - 0.5284982500027154, - 0.9779397211433024, - 0.9437769405111078, - 0.999533040099518, - 0.995805500232571, - 0.9993591923666444, - 0.997069521009402, - 0.9942085024582346, - 0.9968920216872316, - 0.9582599046173212, - 0.9972096833916464, - 0.9971763600254632, - 0.9612355471225956, - 0.995941903984957, - 0.9723665045948484 + 0.5096446611212995, + 0.1025301417683348, + 0.2390404907353179, + 0.1866165306324228, + 0.4424079334752974, + 0.4143753334236329, + 0.0151829245953771, + 0.1468278407940396, + 0.0243492662202175, + 0.6454154050380191, + 0.4051640907539559, + 0.9076932304422544, + 0.1781559381036615, + 0.3385113561054648, + 0.5707043798019943, + 0.2537542680538778, + 0.8675286023037996, + 0.1302993568482988, + 0.8482878996783025, + 0.1610282668976038, + 0.61625612715919, + 0.103412285184825, + 0.2291699445014127, + 0.1243499650322823, + 0.6561072121018987, + 0.0941524801252601, + 0.533888277556724, + 0.1063206890901598 ], "y0": " ", "yaxis": "y" @@ -2637,7 +2450,7 @@ } }, "title": { - "text": "<b> Vergleich der Metriken zwischen den Gruppen für PCA </b>", + "text": "<b> Vergleich der Metriken zwischen den Gruppen für KMeansAD </b>", "xanchor": "center", "y": 0.95, "yanchor": "top" @@ -2729,7 +2542,7 @@ }, { "cell_type": "code", - "execution_count": 277, + "execution_count": 294, "metadata": {}, "outputs": [ { @@ -2783,107 +2596,107 @@ " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>{'periodicity': 3, 'n_components': 0.25}</td>\n", + " <td>{'periodicity': 2, 'n_clusters': 20}</td>\n", " <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n", - " <td>0.983548</td>\n", + " <td>1.794824</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.278238</td>\n", - " <td>0.568376</td>\n", - " <td>0.274697</td>\n", - " <td>0.572207</td>\n", - " <td>0.280371</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.664639</td>\n", - " <td>0.966270</td>\n", - " <td>0.102041</td>\n", - " <td>1.000000</td>\n", + " <td>0.137719</td>\n", + " <td>0.629733</td>\n", + " <td>0.138247</td>\n", + " <td>0.633625</td>\n", + " <td>0.237995</td>\n", + " <td>0.895561</td>\n", + " <td>0.330341</td>\n", + " <td>0.248235</td>\n", + " <td>0.790838</td>\n", + " <td>0.000000</td>\n", + " <td>0.0</td>\n", " <td>Sequenzeanomalie</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", - " <td>{'periodicity': 3, 'n_components': 0.25}</td>\n", + " <td>{'periodicity': 3, 'n_clusters': 40}</td>\n", " <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n", - " <td>2.531015</td>\n", + " <td>7.579582</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.223190</td>\n", - " <td>0.530528</td>\n", - " <td>0.223165</td>\n", - " <td>0.538166</td>\n", - " <td>0.219245</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.432616</td>\n", - " <td>0.985025</td>\n", - " <td>0.110965</td>\n", - " <td>0.836634</td>\n", + " <td>0.090039</td>\n", + " <td>0.458760</td>\n", + " <td>0.092006</td>\n", + " <td>0.463461</td>\n", + " <td>0.179704</td>\n", + " <td>0.639244</td>\n", + " <td>0.209651</td>\n", + " <td>0.245130</td>\n", + " <td>0.708796</td>\n", + " <td>0.000000</td>\n", + " <td>0.0</td>\n", " <td>Sequenzeanomalie</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", - " <td>{'periodicity': 1, 'n_components': 0.75}</td>\n", + " <td>{'periodicity': 3, 'n_clusters': 30}</td>\n", " <td>006_NAB_id_6_Traffic_tr_2579_1st_5839.csv</td>\n", - " <td>6.566708</td>\n", + " <td>5.064386</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.332904</td>\n", - " <td>0.589287</td>\n", - " <td>0.254177</td>\n", - " <td>0.592472</td>\n", - " <td>0.335505</td>\n", - " <td>0.697124</td>\n", - " <td>0.619731</td>\n", - " <td>0.321929</td>\n", - " <td>0.730715</td>\n", - " <td>0.113592</td>\n", - " <td>1.000000</td>\n", + " <td>0.833771</td>\n", + " <td>0.959682</td>\n", + " <td>0.847643</td>\n", + " <td>0.979595</td>\n", + " <td>0.761663</td>\n", + " <td>0.918822</td>\n", + " <td>0.888889</td>\n", + " <td>0.748209</td>\n", + " <td>0.920321</td>\n", + " <td>0.168932</td>\n", + " <td>1.0</td>\n", " <td>Sequenzeanomalie</td>\n", " </tr>\n", " <tr>\n", " <th>6</th>\n", - " <td>{'periodicity': 1, 'n_components': 0.25}</td>\n", + " <td>{'periodicity': 2, 'n_clusters': 40}</td>\n", " <td>007_NAB_id_7_Traffic_tr_624_1st_2087.csv</td>\n", - " <td>2.686109</td>\n", + " <td>2.673789</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.938148</td>\n", - " <td>0.993028</td>\n", - " <td>0.955391</td>\n", - " <td>0.995442</td>\n", - " <td>0.846685</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.823529</td>\n", - " <td>0.940314</td>\n", - " <td>0.000000</td>\n", + " <td>0.087471</td>\n", + " <td>0.447169</td>\n", + " <td>0.124876</td>\n", + " <td>0.572708</td>\n", + " <td>0.180625</td>\n", + " <td>0.807818</td>\n", + " <td>0.180626</td>\n", + " <td>0.616243</td>\n", + " <td>0.731008</td>\n", " <td>0.000000</td>\n", + " <td>0.0</td>\n", " <td>Sequenzeanomalie</td>\n", " </tr>\n", " <tr>\n", " <th>9</th>\n", - " <td>{'periodicity': 3, 'n_components': 0.5}</td>\n", + " <td>{'periodicity': 2, 'n_clusters': 40}</td>\n", " <td>010_NAB_id_10_WebService_tr_500_1st_271.csv</td>\n", - " <td>4.131343</td>\n", + " <td>1.798356</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.486097</td>\n", - " <td>0.895913</td>\n", - " <td>0.850849</td>\n", - " <td>0.960766</td>\n", - " <td>0.643474</td>\n", - " <td>0.668896</td>\n", - " <td>0.640693</td>\n", - " <td>0.678905</td>\n", - " <td>0.938793</td>\n", - " <td>0.000000</td>\n", + " <td>0.441761</td>\n", + " <td>0.695042</td>\n", + " <td>0.732503</td>\n", + " <td>0.923526</td>\n", + " <td>0.567971</td>\n", + " <td>0.768831</td>\n", + " <td>0.636580</td>\n", + " <td>0.753684</td>\n", + " <td>0.901649</td>\n", " <td>0.000000</td>\n", + " <td>0.0</td>\n", " <td>Sequenzeanomalie</td>\n", " </tr>\n", " </tbody>\n", @@ -2891,33 +2704,33 @@ "</div>" ], "text/plain": [ - " params \\\n", - "0 {'periodicity': 3, 'n_components': 0.25} \n", - "2 {'periodicity': 3, 'n_components': 0.25} \n", - "5 {'periodicity': 1, 'n_components': 0.75} \n", - "6 {'periodicity': 1, 'n_components': 0.25} \n", - "9 {'periodicity': 3, 'n_components': 0.5} \n", + " params \\\n", + "0 {'periodicity': 2, 'n_clusters': 20} \n", + "2 {'periodicity': 3, 'n_clusters': 40} \n", + "5 {'periodicity': 3, 'n_clusters': 30} \n", + "6 {'periodicity': 2, 'n_clusters': 40} \n", + "9 {'periodicity': 2, 'n_clusters': 40} \n", "\n", " file_name duration group point anomaly \\\n", - "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 0.983548 NAB False \n", - "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 2.531015 NAB False \n", - "5 006_NAB_id_6_Traffic_tr_2579_1st_5839.csv 6.566708 NAB False \n", - "6 007_NAB_id_7_Traffic_tr_624_1st_2087.csv 2.686109 NAB False \n", - "9 010_NAB_id_10_WebService_tr_500_1st_271.csv 4.131343 NAB False \n", + "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 1.794824 NAB False \n", + "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 7.579582 NAB False \n", + "5 006_NAB_id_6_Traffic_tr_2579_1st_5839.csv 5.064386 NAB False \n", + "6 007_NAB_id_7_Traffic_tr_624_1st_2087.csv 2.673789 NAB False \n", + "9 010_NAB_id_10_WebService_tr_500_1st_271.csv 1.798356 NAB False \n", "\n", " seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 PA-F1 \\\n", - "0 True 0.278238 0.568376 0.274697 0.572207 0.280371 1.000000 \n", - "2 True 0.223190 0.530528 0.223165 0.538166 0.219245 1.000000 \n", - "5 True 0.332904 0.589287 0.254177 0.592472 0.335505 0.697124 \n", - "6 True 0.938148 0.993028 0.955391 0.995442 0.846685 1.000000 \n", - "9 True 0.486097 0.895913 0.850849 0.960766 0.643474 0.668896 \n", + "0 True 0.137719 0.629733 0.138247 0.633625 0.237995 0.895561 \n", + "2 True 0.090039 0.458760 0.092006 0.463461 0.179704 0.639244 \n", + "5 True 0.833771 0.959682 0.847643 0.979595 0.761663 0.918822 \n", + "6 True 0.087471 0.447169 0.124876 0.572708 0.180625 0.807818 \n", + "9 True 0.441761 0.695042 0.732503 0.923526 0.567971 0.768831 \n", "\n", " Event-based-F1 R-based-F1 Affiliation-F Recall Precision \\\n", - "0 1.000000 0.664639 0.966270 0.102041 1.000000 \n", - "2 1.000000 0.432616 0.985025 0.110965 0.836634 \n", - "5 0.619731 0.321929 0.730715 0.113592 1.000000 \n", - "6 1.000000 0.823529 0.940314 0.000000 0.000000 \n", - "9 0.640693 0.678905 0.938793 0.000000 0.000000 \n", + "0 0.330341 0.248235 0.790838 0.000000 0.0 \n", + "2 0.209651 0.245130 0.708796 0.000000 0.0 \n", + "5 0.888889 0.748209 0.920321 0.168932 1.0 \n", + "6 0.180626 0.616243 0.731008 0.000000 0.0 \n", + "9 0.636580 0.753684 0.901649 0.000000 0.0 \n", "\n", " anomaly \n", "0 Sequenzeanomalie \n", @@ -2927,7 +2740,7 @@ "9 Sequenzeanomalie " ] }, - "execution_count": 277, + "execution_count": 294, "metadata": {}, "output_type": "execute_result" } @@ -2942,7 +2755,7 @@ }, { "cell_type": "code", - "execution_count": 278, + "execution_count": 295, "metadata": {}, "outputs": [ { @@ -3044,18 +2857,18 @@ "x0": " ", "xaxis": "x", "y": [ - 0.27469687396343, - 0.2231652553378895, - 0.2541769968032993, - 0.9553906941279872, - 0.8508488148943761, - 0.9934318546118288, - 0.6750787761039542, - 0.2344108274803064, - 0.4499414989527255, - 0.1311195922197614, - 0.5137920944098158, - 0.141305960168882 + 0.1382470880566269, + 0.0920059017575592, + 0.8476429763304042, + 0.1248761237495549, + 0.7325032606812868, + 0.07235871846668, + 0.1032126272825733, + 0.1248843949775053, + 0.3317922016782795, + 0.4248059003424619, + 0.1805696277700499, + 0.1004071634200147 ], "y0": " ", "yaxis": "y" @@ -3162,22 +2975,22 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0082670079590517, - 0.0044508025768655, - 0.0040619668229091, - 0.2456385116792, - 0.0131781969778066, - 0.0203605188620572, - 0.0426022133474463, - 0.0264901645024626, - 0.3600086271912968, - 0.0835629657220682, - 0.0083264560083677, - 0.0050042671382042, - 0.3331039743880938, - 0.0188619360916415, - 0.0156166348874407, - 0.0060638628920775 + 0.4363934914609064, + 0.2341845280253147, + 0.0432840490474488, + 0.0003528111655204, + 0.4458139520596453, + 0.2496857714417809, + 0.1735931598163724, + 0.4652778432772103, + 0.0151566339008659, + 0.4179122931354792, + 0.360303663499498, + 0.1775523062374201, + 0.026510408669548, + 0.5199392018984298, + 0.2147120745463122, + 0.3665914031024773 ], "y0": " ", "yaxis": "y" @@ -3219,9 +3032,9 @@ "x0": " ", "xaxis": "x", "y": [ - 0.553223899131578, - 0.1207966307339942, - 0.8049043360701573 + 0.7753696271789279, + 0.2323157373954476, + 0.2078361433124037 ], "y0": " ", "yaxis": "y" @@ -3298,16 +3111,16 @@ "x0": " ", "xaxis": "x", "y": [ - 0.8574905973877508, - 0.92804077881243, - 0.9230555619966364, - 0.9340385711882504, - 0.5111769985809861, - 0.7551520816669955, - 0.5201107309225481, - 0.9604363075885778, - 0.9746538059418062, - 0.8896683742523214 + 0.8224284990912415, + 0.8861831512879623, + 0.9229278213516704, + 0.9156483898746236, + 0.1597899939319853, + 0.6544147397517636, + 0.2005443786519553, + 0.9541222174766222, + 0.974636924781338, + 0.8912803578663527 ], "y0": " ", "yaxis": "y" @@ -3339,7 +3152,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.4415678196838903 + 0.0397474048677725 ], "y0": " ", "yaxis": "y" @@ -3406,14 +3219,14 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0884825042785232, - 0.7297884537537368, - 0.0207054044171172, - 0.1986276929585888, - 0.0370139907453944, - 0.2538141950959758, - 0.8654461672837669, - 0.3943278717593051 + 0.8966683570201286, + 0.8770628161966524, + 0.3349614539341631, + 0.3412495954487269, + 0.0105632469943441, + 0.3593191484506218, + 0.9760833356344302, + 0.9312316555098936 ], "y0": " ", "yaxis": "y" @@ -3510,20 +3323,20 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0281745126675704, - 0.7669977290710592, - 0.0096736524761135, - 0.7496875016886325, - 0.4342112510291898, - 0.4819523539981932, - 0.0091555637201698, - 0.7578887675575475, - 0.5469263981935665, - 0.009284437219746, - 0.5303150761772312, - 0.7835984903319327, - 0.0784216989915066, - 0.7379767148603048 + 0.2792707540621512, + 0.0983316299646433, + 0.1492829977208394, + 0.0295217381177599, + 0.0717411705952644, + 0.0231220950060205, + 0.1317350302502556, + 0.0887899467596494, + 0.01079414490388, + 0.1443382098575611, + 0.0423277589505737, + 0.0340361344965103, + 0.1632149571695477, + 0.0332973475402199 ], "y0": " ", "yaxis": "y" @@ -3595,15 +3408,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.1732443514727185, - 0.2203454340822346, - 0.1754948703693422, - 0.9315963429053428, - 0.8643569293095935, - 0.4394914888876934, - 0.9792049265910931, - 0.3058611106735742, - 0.7242651255345304 + 0.9119139534372022, + 0.8137919356130701, + 0.8513381432517187, + 0.9566429659548172, + 0.4075887034808081, + 0.7460347726816543, + 0.9764717375286004, + 0.9816396984286, + 0.8745534992944172 ], "y0": " ", "yaxis": "y" @@ -3675,15 +3488,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0036315813303383, - 0.0037655908187766, - 0.0059810136431207, - 0.006865541403175, - 0.0051425444012506, - 0.0063396701391226, - 0.0045498620060225, - 0.0046093654319106, - 0.0090748536944421 + 0.0123684427990925, + 0.0517661080243125, + 0.0526316999966684, + 0.0185313102267221, + 0.0221018156623185, + 0.0054454463446982, + 0.031837721261119, + 0.0211168633586982, + 0.114005360428723 ], "y0": " ", "yaxis": "y" @@ -3725,9 +3538,9 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0359138813621782, - 0.0280402251316103, - 0.0268547211588662 + 0.8919894174738304, + 0.932678574662242, + 0.8612060180385814 ], "y0": " ", "yaxis": "y" @@ -3849,25 +3662,25 @@ "x0": " ", "xaxis": "x", "y": [ - 0.8566535196182951, - 0.4580267417121418, - 0.4618914501882979, - 0.8142543211224857, - 0.6769273905227109, - 0.2822860430010954, - 0.4701269648238196, - 0.858979040367276, - 0.0896262194400507, - 0.4977320274314778, - 0.5950762306561345, - 0.5763380480485812, - 0.5274556569643333, - 0.8903993699512411, - 0.1087739974908431, - 0.5955393006320518, - 0.3181954125217247, - 0.379294732886966, - 0.2062199760943832 + 0.8236639360518533, + 0.7983717461525656, + 0.810769710943614, + 0.9979112531967154, + 0.7779698743209353, + 0.9431241331128408, + 0.9432563471911144, + 0.9228890856036036, + 0.3698905665223438, + 0.8413647599472409, + 0.9345110606811202, + 0.6713364770410317, + 0.6656441270542671, + 0.9949517988001424, + 0.8803554259520624, + 0.9571406012173902, + 0.8018682527819273, + 0.2690196931399111, + 0.8809242578931734 ], "y0": " ", "yaxis": "y" @@ -3904,8 +3717,8 @@ "x0": " ", "xaxis": "x", "y": [ - 0.9506794835170896, - 0.6610238880447978 + 0.9491955991555976, + 0.3836688795700562 ], "y0": " ", "yaxis": "y" @@ -3957,11 +3770,11 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0279273816569974, - 0.0684103666830068, - 0.2924519833543287, - 0.2709789663440224, - 0.7050715508311083 + 0.3921351001814578, + 0.0127775383693372, + 0.1205080260488986, + 0.2097107104387879, + 0.0064689217820567 ], "y0": " ", "yaxis": "y" @@ -4008,10 +3821,10 @@ "x0": " ", "xaxis": "x", "y": [ - 0.999129245383132, - 0.5923546257298867, - 0.975334084570608, - 0.956468578270126 + 0.1073248581602014, + 0.2770651856869429, + 0.4556464992490358, + 0.3534799587262103 ], "y0": " ", "yaxis": "y" @@ -4043,7 +3856,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.2324174649783961 + 0.2292684024148795 ], "y0": " ", "yaxis": "y" @@ -4115,15 +3928,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.8726202291824232, - 0.751274926874847, - 0.8382560744879621, - 0.523840775367489, - 0.4996242938810437, - 0.1613893550186405, - 0.277149241305875, - 0.4509057943476414, - 0.1418754072141867 + 0.8642327970235435, + 0.8569469707424324, + 0.8501281571341981, + 0.6333909101588984, + 0.7276752021922323, + 0.645538375422388, + 0.7207720491986916, + 0.9830129867398628, + 0.4239187424175518 ], "y0": " ", "yaxis": "y" @@ -4155,7 +3968,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0796163424706734 + 0.5241664765771313 ], "y0": " ", "yaxis": "y" @@ -4207,11 +4020,11 @@ "x0": " ", "xaxis": "x", "y": [ - 0.00008087371704294223, - 0.0002011377147159, - 0.0007401092940175, - 0.0002705291085309, - 0.0007489881133081 + 0.0173399171364185, + 0.0003844265039234, + 0.0264193201587568, + 0.00007862894655116387, + 0.0181937067133116 ], "y0": " ", "yaxis": "y" @@ -4248,8 +4061,8 @@ "x0": " ", "xaxis": "x", "y": [ - 0.9743854082818808, - 0.9290917035245536 + 0.9096567511333472, + 0.9833927493212656 ], "y0": " ", "yaxis": "y" @@ -4281,7 +4094,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.3755116281521825 + 0.1115190303707684 ], "y0": " ", "yaxis": "y" @@ -4478,40 +4291,40 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0055779728020924, - 0.001826866277741, - 0.0143817756689641, - 0.5793903692154839, - 0.0098973609178067, - 0.0018217923430199, - 0.2895069870119879, - 0.0211260276515834, - 0.0180407408635086, - 0.0993779441723636, - 0.0025846752290107, - 0.1277728273424005, - 0.0029154518950437, - 0.001435935936418, - 0.1412860718285624, - 0.0019177142576425, - 0.3944508331850583, 1, - 0.0018076352357365, - 0.0012005145574333, - 0.0061663842669927, - 0.0013341291417273, - 0.4776330501944795, - 0.0028627652924336, - 0.6330980737243374, - 0.3581164988093764, - 0.9843217746763534, - 0.0062989145982401, - 0.0015859914793164, - 0.0077981192174215, - 0.0026947502805771, - 0.0012672625717178, - 0.0087036979078568, - 0.0133214098303975 + 1, + 0.8485172490147919, + 0.2982151123284008, + 1, + 1, + 0.8344898925856741, + 0.965507969906111, + 0.676706409190788, + 0.597028347174701, + 1, + 1, + 1, + 1, + 0.9894206548249064, + 1, + 1, + 0.7088440434258511, + 1, + 0.8363382828842981, + 1, + 1, + 0.4410947709107438, + 1, + 0.0086343030570261, + 0.5245092613191438, + 0.1448947628424423, + 0.8818222759859512, + 0.0422207116330174, + 0.9142257825523646, + 1, + 1, + 0.327185960278857, + 1 ], "y0": " ", "yaxis": "y" @@ -4698,38 +4511,38 @@ "x0": " ", "xaxis": "x", "y": [ - 0.9965858502300255, - 0.988183187884424, - 0.999748492585075, - 0.9371479814778898, - 0.988183187884424, - 0.999748492585075, - 0.9391630720596988, - 0.86531568445029, - 0.9996498017571092, - 0.999594267713955, - 0.8940469269414556, - 0.9992119894267968, - 0.86531568445029, - 0.9999156676770432, - 0.9868333929463836, - 0.988183187884424, - 0.8940469269414556, - 0.9868333929463836, - 0.9319084915356128, - 0.9391630720596988, - 0.992818362779768, - 0.8940469269414556, - 0.9391630720596988, - 0.999748492585075, - 0.8940469269414556, - 0.9855561154673528, - 0.999748492585075, - 0.9996759411749324, - 0.86531568445029, - 0.9391630720596988, - 0.9868333929463836, - 0.998625644771759 + 0.9808428516756614, + 0.8149176934431506, + 0.7604742947075214, + 0.3926924562707528, + 0.8101972587133687, + 0.7630909823078684, + 0.1924064902194967, + 0.8396639717419524, + 0.262253907374287, + 0.863215032495754, + 0.6362882120595994, + 0.1232947171608873, + 0.8155828672751376, + 0.5129368702112393, + 0.772025706324083, + 0.8083835877598206, + 0.601079597239609, + 0.7978311793636224, + 0.7578039064542061, + 0.2009569720048079, + 0.921473631538108, + 0.6135803053713373, + 0.1934505944311967, + 0.7239823449480443, + 0.6207562299472578, + 0.936823393549081, + 0.7150323984488075, + 0.0469346433058215, + 0.8515044754465051, + 0.1930041615050022, + 0.7502329061868734, + 0.5049328110327604 ], "y0": " ", "yaxis": "y" @@ -4821,19 +4634,19 @@ "x0": " ", "xaxis": "x", "y": [ - 0.9935589526478849, - 0.9639536861938108, - 0.753161479648069, - 0.9985397647157398, - 0.9977634562727375, - 0.9937723835641996, - 0.9437769405111078, - 0.997069521009402, - 0.9942085024582346, - 0.9972096833916464, - 0.9612355471225956, - 0.995941903984957, - 0.9723665045948484 + 0.2390404907353179, + 0.4424079334752974, + 0.0151829245953771, + 0.1468278407940396, + 0.4051640907539559, + 0.1781559381036615, + 0.2537542680538778, + 0.1610282668976038, + 0.61625612715919, + 0.1243499650322823, + 0.0941524801252601, + 0.533888277556724, + 0.1063206890901598 ], "y0": " ", "yaxis": "y" @@ -5414,7 +5227,7 @@ } }, "title": { - "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für PCA </b>", + "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für KMeansAD </b>", "xanchor": "center", "y": 0.95, "yanchor": "top" @@ -5473,90 +5286,90 @@ }, { "cell_type": "code", - "execution_count": 279, + "execution_count": 296, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", - "group \n", - "CATSv2 106.550896 0.474705 0.674971 0.232417 0.618645 0.591811 \n", - "Daphnet 11.832675 0.468647 0.832345 0.441568 0.852373 0.565157 \n", - "Exathlon 9.901067 0.958102 0.993371 0.959173 0.993846 0.963558 \n", - "IOPS 16.874755 0.372849 0.836747 0.260372 0.860021 0.409802 \n", - "LTDB 128.248371 0.489411 0.665304 0.534873 0.692622 0.527493 \n", - "MGAB 27.924807 0.027123 0.558247 0.005551 0.628323 0.064117 \n", - "MITDB 904.333506 0.377853 0.675760 0.323526 0.722272 0.444612 \n", - "MSL 2.880788 0.493320 0.753859 0.523310 0.795765 0.546533 \n", - "NAB 3.009645 0.486528 0.709936 0.511398 0.733671 0.533422 \n", - "NEK 0.840411 0.891733 0.986856 0.929171 0.990986 0.879233 \n", - "OPPORTUNITY 3.917854 0.923192 0.963782 0.924516 0.965306 0.918166 \n", - "Power 19.380862 0.078866 0.482809 0.079616 0.485580 0.169943 \n", - "SED 16.787120 0.020994 0.013643 0.030270 0.079736 0.078854 \n", - "SMAP 2.546059 0.484416 0.799270 0.566842 0.817493 0.557342 \n", - "SMD 4.363354 0.495851 0.859204 0.467257 0.854428 0.518748 \n", - "SVDB 88.631290 0.558896 0.795919 0.523984 0.846439 0.598146 \n", - "SWaT 572.165303 0.756700 0.847345 0.375512 0.584158 0.790788 \n", - "Stock 151.184144 0.148428 0.666535 0.825382 0.936678 0.222413 \n", - "TAO 45.117123 0.149144 0.650314 0.840276 0.937061 0.226330 \n", - "TODS 10.670728 0.124321 0.553633 0.552877 0.776254 0.215220 \n", - "UCR 15.007014 0.138533 0.653279 0.152678 0.699427 0.173614 \n", - "WSD 4.909340 0.216542 0.757291 0.155366 0.765767 0.246170 \n", - "YAHOO 1.667572 0.117107 0.641042 0.163729 0.673531 0.143722 \n", + " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", + "group \n", + "CATSv2 307.078534 0.455611 0.742421 0.229268 0.727466 0.508232 \n", + "Daphnet 24.851474 0.036445 0.194622 0.039747 0.193096 0.122599 \n", + "Exathlon 21.128377 0.617690 0.868981 0.618051 0.871158 0.636368 \n", + "IOPS 43.545782 0.068715 0.598993 0.107988 0.580434 0.143314 \n", + "LTDB 106.534284 0.765819 0.912405 0.835553 0.934052 0.761091 \n", + "MGAB 32.495567 0.085299 0.674334 0.036645 0.678762 0.205791 \n", + "MITDB 1208.714010 0.583808 0.917023 0.590892 0.947550 0.579253 \n", + "MSL 2.344933 0.371438 0.693813 0.441543 0.732877 0.438195 \n", + "NAB 2.897485 0.401505 0.657167 0.427477 0.693680 0.463260 \n", + "NEK 0.825592 0.346973 0.738966 0.317927 0.679573 0.437499 \n", + "OPPORTUNITY 6.594707 0.365381 0.727247 0.351828 0.706769 0.447864 \n", + "Power 15.362613 0.507629 0.792101 0.524166 0.818316 0.582336 \n", + "SED 10.151575 0.710575 0.988984 0.895291 0.996172 0.761487 \n", + "SMAP 2.581047 0.648913 0.858690 0.657738 0.869427 0.656722 \n", + "SMD 7.681836 0.260908 0.765814 0.254537 0.760628 0.307201 \n", + "SVDB 107.834756 0.809036 0.977679 0.811385 0.980923 0.773835 \n", + "SWaT 765.583806 0.111152 0.302881 0.111519 0.300257 0.239297 \n", + "Stock 98.278090 0.114476 0.571601 0.738198 0.851949 0.176520 \n", + "TAO 30.854633 0.129147 0.596103 0.747945 0.854631 0.197877 \n", + "TODS 8.492996 0.448703 0.812683 0.739257 0.883547 0.472138 \n", + "UCR 33.467394 0.487206 0.919678 0.486822 0.925630 0.512235 \n", + "WSD 6.649384 0.146372 0.771275 0.173060 0.787653 0.199692 \n", + "YAHOO 1.082956 0.699444 0.968785 0.781824 0.968677 0.741799 \n", "\n", " PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", "group \n", - "CATSv2 0.608925 0.408976 0.511750 0.697208 0.337568 \n", - "Daphnet 0.760456 0.642298 0.601463 0.915932 0.291414 \n", - "Exathlon 0.999433 0.992889 0.782609 0.996357 0.227406 \n", - "IOPS 0.589427 0.405682 0.331438 0.794131 0.360211 \n", - "LTDB 0.717279 0.655744 0.562085 0.834697 0.043424 \n", - "MGAB 0.184219 0.142059 0.125153 0.674871 0.018889 \n", - "MITDB 0.639836 0.551255 0.465865 0.852770 0.249054 \n", - "MSL 0.731263 0.676416 0.632940 0.881928 0.354351 \n", - "NAB 0.928938 0.834893 0.578901 0.920500 0.133190 \n", - "NEK 0.900651 0.870056 0.840736 0.978365 0.493302 \n", - "OPPORTUNITY 0.967075 0.945462 0.879893 0.985070 0.594777 \n", - "Power 0.507786 0.292398 0.205966 0.701705 0.000000 \n", - "SED 0.079247 0.078751 0.328210 0.669538 0.000000 \n", - "SMAP 0.667530 0.637192 0.595441 0.929180 0.436525 \n", - "SMD 0.714660 0.632579 0.531329 0.873677 0.393399 \n", - "SVDB 0.841006 0.770908 0.527544 0.902668 0.360878 \n", - "SWaT 0.852628 0.442757 0.240518 0.689347 0.000000 \n", - "Stock 0.222157 0.220173 0.161682 0.722015 0.004613 \n", - "TAO 0.227241 0.224537 0.175966 0.716726 0.003704 \n", - "TODS 0.394147 0.220415 0.347172 0.721711 0.035693 \n", - "UCR 0.325796 0.233552 0.207720 0.822399 0.089652 \n", - "WSD 0.306651 0.247186 0.271631 0.782270 0.247455 \n", - "YAHOO 0.116448 0.102671 0.120984 0.739049 0.085546 \n", + "CATSv2 0.582641 0.448478 0.182790 0.701460 0.341284 \n", + "Daphnet 0.135329 0.122510 0.410654 0.853042 0.000000 \n", + "Exathlon 0.966922 0.833091 0.370746 0.921837 0.036335 \n", + "IOPS 0.383563 0.144466 0.224705 0.723195 0.101566 \n", + "LTDB 0.887567 0.840719 0.765324 0.931445 0.098900 \n", + "MGAB 0.230109 0.214348 0.207277 0.699945 0.155079 \n", + "MITDB 0.719607 0.641543 0.596074 0.897181 0.431292 \n", + "MSL 0.616006 0.569830 0.512748 0.846334 0.095500 \n", + "NAB 0.839362 0.598011 0.507279 0.853790 0.060254 \n", + "NEK 0.699140 0.524183 0.501517 0.791963 0.007202 \n", + "OPPORTUNITY 0.863916 0.672466 0.367642 0.870361 0.000000 \n", + "Power 0.936330 0.816233 0.534211 0.943913 0.182000 \n", + "SED 0.862369 0.801097 0.788185 0.984148 0.618184 \n", + "SMAP 0.819438 0.747418 0.678533 0.913458 0.573402 \n", + "SMD 0.560770 0.363444 0.350613 0.794988 0.243139 \n", + "SVDB 0.879554 0.832762 0.687664 0.934782 0.668621 \n", + "SWaT 0.895839 0.231329 0.097974 0.693588 0.000000 \n", + "Stock 0.176232 0.174802 0.195477 0.679697 0.004248 \n", + "TAO 0.196339 0.195179 0.235336 0.679145 0.000000 \n", + "TODS 0.508061 0.319482 0.304356 0.747359 0.101172 \n", + "UCR 0.651159 0.572068 0.551706 0.894572 0.597121 \n", + "WSD 0.232317 0.216102 0.258234 0.798988 0.047427 \n", + "YAHOO 0.515550 0.502884 0.528421 0.961424 0.578185 \n", "\n", " Precision \n", "group \n", - "CATSv2 0.953253 \n", - "Daphnet 0.735230 \n", - "Exathlon 0.899726 \n", - "IOPS 0.378220 \n", - "LTDB 0.566318 \n", - "MGAB 0.117214 \n", - "MITDB 0.438817 \n", - "MSL 0.427327 \n", - "NAB 0.497121 \n", - "NEK 0.923173 \n", - "OPPORTUNITY 0.711344 \n", - "Power 0.000000 \n", - "SED 0.000000 \n", - "SMAP 0.502204 \n", - "SMD 0.494977 \n", - "SVDB 0.803476 \n", + "CATSv2 0.988454 \n", + "Daphnet 0.000000 \n", + "Exathlon 0.208799 \n", + "IOPS 0.038180 \n", + "LTDB 0.825845 \n", + "MGAB 0.209933 \n", + "MITDB 0.596099 \n", + "MSL 0.222222 \n", + "NAB 0.287304 \n", + "NEK 0.051852 \n", + "OPPORTUNITY 0.000000 \n", + "Power 0.731903 \n", + "SED 0.701657 \n", + "SMAP 0.380849 \n", + "SMD 0.192253 \n", + "SVDB 0.772825 \n", "SWaT 0.000000 \n", - "Stock 0.221866 \n", - "TAO 0.209524 \n", - "TODS 0.192152 \n", - "UCR 0.065363 \n", - "WSD 0.187045 \n", - "YAHOO 0.008649 \n" + "Stock 0.048097 \n", + "TAO 0.000000 \n", + "TODS 0.414042 \n", + "UCR 0.192280 \n", + "WSD 0.022474 \n", + "YAHOO 0.051171 \n" ] } ], @@ -5569,15 +5382,15 @@ }, { "cell_type": "code", - "execution_count": 280, + "execution_count": 297, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Gesamtdauer Training in s: 15347.377, in min: 255.790, in h: 4.263\n", - "Durchschnittliches Training pro Datei in s: 38.658\n" + "Gesamtdauer Training in s: 20223.059, in min: 337.051, in h: 5.618\n", + "Durchschnittliches Training pro Datei in s: 50.940\n" ] } ], @@ -5596,15 +5409,15 @@ }, { "cell_type": "code", - "execution_count": 281, + "execution_count": 298, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Durchschnittle Gesamt-Performanz des Modells: PCA\n", - "Recall: 0.231, Precision: 0.385, F1: 0.442, Auc-Roc: 0.754, Auc-PR: 0.407, Vus-PR: 0.444\n" + "Durchschnittle Gesamt-Performanz des Modells: KMeansAD\n", + "Recall: 0.291, Precision: 0.225, F1: 0.484, Auc-Roc: 0.816, Auc-PR: 0.444, Vus-PR: 0.489\n" ] } ], @@ -5623,7 +5436,7 @@ }, { "cell_type": "code", - "execution_count": 282, + "execution_count": 299, "metadata": {}, "outputs": [ { @@ -5631,8 +5444,8 @@ "output_type": "stream", "text": [ "Anzahl an Datensätzen mit Punktanomalien: 55\n", - "Durchschnittle Gesamt-Performanz des Modells: PCA\n", - "Recall: 0.069, Precision: 0.061, F1: 0.114, Auc-Roc: 0.634, Auc-PR: 0.079, Vus-PR: 0.294\n" + "Durchschnittle Gesamt-Performanz des Modells: KMeansAD\n", + "Recall: 0.387, Precision: 0.033, F1: 0.490, Auc-Roc: 0.837, Auc-PR: 0.451, Vus-PR: 0.680\n" ] } ], @@ -5654,42 +5467,42 @@ }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 300, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", - "group \n", - "IOPS 5.892610 0.036186 0.679239 0.048169 0.878962 0.076478 \n", - "Stock 151.184144 0.148428 0.666535 0.825382 0.936678 0.222413 \n", - "TAO 46.371468 0.160428 0.682386 0.805852 0.933586 0.240432 \n", - "TODS 16.139283 0.067229 0.547303 0.820717 0.919652 0.116607 \n", - "UCR 25.348694 0.000196 0.720206 0.000408 0.733296 0.000391 \n", - "WSD 3.536170 0.206655 0.783494 0.124850 0.816281 0.250573 \n", - "YAHOO 1.767621 0.060498 0.601940 0.113436 0.642579 0.081954 \n", + " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", + "group \n", + "IOPS 15.135252 0.066886 0.562614 0.202456 0.504275 0.214944 \n", + "Stock 98.278090 0.114476 0.571601 0.738198 0.851949 0.176520 \n", + "TAO 30.672833 0.121904 0.587761 0.666432 0.812360 0.189882 \n", + "TODS 12.534489 0.083989 0.608685 0.857103 0.914199 0.135106 \n", + "UCR 49.498811 0.002843 0.913672 0.012483 0.926131 0.005646 \n", + "WSD 6.532007 0.003073 0.498428 0.021818 0.505259 0.008179 \n", + "YAHOO 1.097494 0.742578 0.988485 0.826036 0.991191 0.772528 \n", "\n", " PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", "group \n", - "IOPS 0.497767 0.358176 0.327109 0.834586 0.012209 \n", - "Stock 0.222157 0.220173 0.161682 0.722015 0.004613 \n", - "TAO 0.241168 0.238383 0.188286 0.736066 0.002411 \n", - "TODS 0.115623 0.115672 0.241181 0.672346 0.014049 \n", - "UCR 0.000376 0.000376 0.002877 0.846869 0.000000 \n", - "WSD 0.375558 0.250558 0.194908 0.844472 0.500000 \n", - "YAHOO 0.043053 0.043053 0.070339 0.724329 0.087097 \n", + "IOPS 0.663613 0.277778 0.556440 0.764635 0.250000 \n", + "Stock 0.176232 0.174802 0.195477 0.679697 0.004248 \n", + "TAO 0.188255 0.187339 0.269302 0.679696 0.000000 \n", + "TODS 0.133984 0.132668 0.224918 0.675307 0.007663 \n", + "UCR 0.005497 0.005497 0.028312 0.815726 0.200000 \n", + "WSD 0.007609 0.007608 0.059734 0.790594 0.000000 \n", + "YAHOO 0.508373 0.508373 0.542289 0.981750 0.635484 \n", "\n", " Precision \n", "group \n", - "IOPS 0.034161 \n", - "Stock 0.221866 \n", - "TAO 0.242857 \n", - "TODS 0.087329 \n", - "UCR 0.000000 \n", - "WSD 0.046154 \n", - "YAHOO 0.006539 \n" + "IOPS 0.005952 \n", + "Stock 0.048097 \n", + "TAO 0.000000 \n", + "TODS 0.188889 \n", + "UCR 0.001399 \n", + "WSD 0.000000 \n", + "YAHOO 0.023980 \n" ] } ], @@ -5701,7 +5514,7 @@ }, { "cell_type": "code", - "execution_count": 284, + "execution_count": 301, "metadata": {}, "outputs": [ { @@ -5709,8 +5522,8 @@ "output_type": "stream", "text": [ "Anzahl an Datensätzen mit Sequenzanomalien: 158\n", - "Durchschnittle Gesamt-Performanz des Modells: PCA\n", - "Recall: 0.251, Precision: 0.570, F1: 0.578, Auc-Roc: 0.793, Auc-PR: 0.553, Vus-PR: 0.545\n" + "Durchschnittle Gesamt-Performanz des Modells: KMeansAD\n", + "Recall: 0.173, Precision: 0.295, F1: 0.496, Auc-Roc: 0.809, Auc-PR: 0.449, Vus-PR: 0.465\n" ] } ], @@ -5732,81 +5545,81 @@ }, { "cell_type": "code", - "execution_count": 285, + "execution_count": 302, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", - "group \n", - "CATSv2 106.550896 0.474705 0.674971 0.232417 0.618645 0.591811 \n", - "Daphnet 11.832675 0.468647 0.832345 0.441568 0.852373 0.565157 \n", - "Exathlon 9.901067 0.958102 0.993371 0.959173 0.993846 0.963558 \n", - "IOPS 5.111067 0.549216 0.856325 0.422834 0.937451 0.560740 \n", - "LTDB 128.248371 0.489411 0.665304 0.534873 0.692622 0.527493 \n", - "MGAB 27.924807 0.027123 0.558247 0.005551 0.628323 0.064117 \n", - "MITDB 904.333506 0.377853 0.675760 0.323526 0.722272 0.444612 \n", - "MSL 3.837384 0.475464 0.693753 0.492975 0.748618 0.519038 \n", - "NAB 2.739334 0.439685 0.734665 0.474780 0.747435 0.468148 \n", - "NEK 0.952780 0.849600 0.980380 0.880822 0.982907 0.845689 \n", - "OPPORTUNITY 4.282902 0.968964 0.998986 0.966351 0.999021 0.946304 \n", - "Power 19.380862 0.078866 0.482809 0.079616 0.485580 0.169943 \n", - "SED 16.787120 0.020994 0.013643 0.030270 0.079736 0.078854 \n", - "SMAP 1.904669 0.887517 0.957020 0.951739 0.989728 0.918667 \n", - "SMD 5.352997 0.459753 0.839087 0.423162 0.809991 0.451325 \n", - "SVDB 92.261137 0.541451 0.785465 0.508621 0.838492 0.583690 \n", - "SWaT 572.165303 0.756700 0.847345 0.375512 0.584158 0.790788 \n", - "TODS 5.968309 0.149989 0.542558 0.342464 0.655832 0.255428 \n", - "WSD 5.556650 0.099717 0.652215 0.067564 0.649701 0.121957 \n", - "YAHOO 0.942941 0.690088 0.936969 0.568333 0.890046 0.720918 \n", + " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", + "group \n", + "CATSv2 307.078534 0.455611 0.742421 0.229268 0.727466 0.508232 \n", + "Daphnet 24.851474 0.036445 0.194622 0.039747 0.193096 0.122599 \n", + "Exathlon 21.128377 0.617690 0.868981 0.618051 0.871158 0.636368 \n", + "IOPS 12.694904 0.061431 0.659810 0.112229 0.662479 0.153402 \n", + "LTDB 106.534284 0.765819 0.912405 0.835553 0.934052 0.761091 \n", + "MGAB 32.495567 0.085299 0.674334 0.036645 0.678762 0.205791 \n", + "MITDB 1208.714010 0.583808 0.917023 0.590892 0.947550 0.579253 \n", + "MSL 2.334226 0.288743 0.794117 0.405174 0.838578 0.414725 \n", + "NAB 3.261291 0.230029 0.567420 0.272775 0.623831 0.323466 \n", + "NEK 0.907902 0.331911 0.730332 0.298379 0.660794 0.446367 \n", + "OPPORTUNITY 7.353610 0.276125 0.711468 0.255118 0.663732 0.381819 \n", + "Power 15.362613 0.507629 0.792101 0.524166 0.818316 0.582336 \n", + "SED 10.151575 0.710575 0.988984 0.895291 0.996172 0.761487 \n", + "SMAP 2.261161 0.928300 0.994161 0.946525 0.996517 0.885236 \n", + "SMD 8.743210 0.095816 0.666108 0.092843 0.650720 0.167668 \n", + "SVDB 111.883112 0.799099 0.976505 0.804472 0.979931 0.763035 \n", + "SWaT 765.583806 0.111152 0.302881 0.111519 0.300257 0.239297 \n", + "TODS 4.916622 0.592072 0.920146 0.689051 0.908227 0.588959 \n", + "WSD 6.459328 0.253831 0.885353 0.293116 0.900554 0.330936 \n", + "YAHOO 1.006171 0.462352 0.783747 0.477510 0.743256 0.613063 \n", "\n", " PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", "group \n", - "CATSv2 0.608925 0.408976 0.511750 0.697208 0.337568 \n", - "Daphnet 0.760456 0.642298 0.601463 0.915932 0.291414 \n", - "Exathlon 0.999433 0.992889 0.782609 0.996357 0.227406 \n", - "IOPS 0.671215 0.547678 0.489015 0.874944 0.598639 \n", - "LTDB 0.717279 0.655744 0.562085 0.834697 0.043424 \n", - "MGAB 0.184219 0.142059 0.125153 0.674871 0.018889 \n", - "MITDB 0.639836 0.551255 0.465865 0.852770 0.249054 \n", - "MSL 0.701344 0.642017 0.527633 0.837061 0.130117 \n", - "NAB 0.879834 0.832993 0.535925 0.903258 0.036252 \n", - "NEK 0.853754 0.827973 0.832054 0.964089 0.474690 \n", - "OPPORTUNITY 0.988354 0.971928 0.916063 0.997677 0.845268 \n", - "Power 0.507786 0.292398 0.205966 0.701705 0.000000 \n", - "SED 0.079247 0.078751 0.328210 0.669538 0.000000 \n", - "SMAP 0.965823 0.963415 0.925801 0.998451 0.867659 \n", - "SMD 0.654305 0.539771 0.477002 0.835852 0.300823 \n", - "SVDB 0.832638 0.758851 0.520892 0.897550 0.336272 \n", - "SWaT 0.852628 0.442757 0.240518 0.689347 0.000000 \n", - "TODS 0.428365 0.328666 0.404606 0.782801 0.046739 \n", - "WSD 0.134934 0.096583 0.169440 0.711659 0.076157 \n", - "YAHOO 0.784897 0.647345 0.528338 0.845923 0.000000 \n", + "CATSv2 0.582641 0.448478 0.182790 0.701460 0.341284 \n", + "Daphnet 0.135329 0.122510 0.410654 0.853042 0.000000 \n", + "Exathlon 0.966922 0.833091 0.370746 0.921837 0.036335 \n", + "IOPS 0.228601 0.148071 0.324599 0.819541 0.333333 \n", + "LTDB 0.887567 0.840719 0.765324 0.931445 0.098900 \n", + "MGAB 0.230109 0.214348 0.207277 0.699945 0.155079 \n", + "MITDB 0.719607 0.641543 0.596074 0.897181 0.431292 \n", + "MSL 0.715319 0.607796 0.469435 0.873881 0.000000 \n", + "NAB 0.754372 0.401980 0.458082 0.779882 0.017828 \n", + "NEK 0.718872 0.448877 0.453006 0.755612 0.016204 \n", + "OPPORTUNITY 0.847199 0.606326 0.372790 0.849089 0.000000 \n", + "Power 0.936330 0.816233 0.534211 0.943913 0.182000 \n", + "SED 0.862369 0.801097 0.788185 0.984148 0.618184 \n", + "SMAP 1.000000 1.000000 0.870239 0.998380 0.839552 \n", + "SMD 0.369273 0.213798 0.250627 0.751706 0.062760 \n", + "SVDB 0.873215 0.823960 0.672185 0.931350 0.651180 \n", + "SWaT 0.895839 0.231329 0.097974 0.693588 0.000000 \n", + "TODS 0.662833 0.494949 0.451426 0.852065 0.051307 \n", + "WSD 0.370943 0.358937 0.381220 0.852767 0.084690 \n", + "YAHOO 0.699840 0.546452 0.448132 0.844334 0.120000 \n", "\n", " Precision \n", "group \n", - "CATSv2 0.953253 \n", - "Daphnet 0.735230 \n", - "Exathlon 0.899726 \n", - "IOPS 0.350711 \n", - "LTDB 0.566318 \n", - "MGAB 0.117214 \n", - "MITDB 0.438817 \n", - "MSL 0.333333 \n", - "NAB 0.425489 \n", - "NEK 0.864583 \n", - "OPPORTUNITY 0.933047 \n", - "Power 0.000000 \n", - "SED 0.000000 \n", - "SMAP 0.922727 \n", - "SMD 0.458520 \n", - "SVDB 0.811372 \n", + "CATSv2 0.988454 \n", + "Daphnet 0.000000 \n", + "Exathlon 0.208799 \n", + "IOPS 0.007819 \n", + "LTDB 0.825845 \n", + "MGAB 0.209933 \n", + "MITDB 0.596099 \n", + "MSL 0.000000 \n", + "NAB 0.109195 \n", + "NEK 0.116667 \n", + "OPPORTUNITY 0.000000 \n", + "Power 0.731903 \n", + "SED 0.701657 \n", + "SMAP 0.787500 \n", + "SMD 0.098762 \n", + "SVDB 0.783297 \n", "SWaT 0.000000 \n", - "TODS 0.290621 \n", - "WSD 0.126553 \n", - "YAHOO 0.000000 \n" + "TODS 0.150383 \n", + "WSD 0.040132 \n", + "YAHOO 0.321429 \n" ] } ], @@ -5825,7 +5638,7 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 303, "metadata": {}, "outputs": [ { @@ -5869,210 +5682,210 @@ " <tbody>\n", " <tr>\n", " <th>CATSv2</th>\n", - " <td>0.474705</td>\n", - " <td>0.674971</td>\n", - " <td>0.232417</td>\n", - " <td>0.591811</td>\n", - " <td>0.337568</td>\n", - " <td>0.953253</td>\n", + " <td>0.455611</td>\n", + " <td>0.742421</td>\n", + " <td>0.229268</td>\n", + " <td>0.508232</td>\n", + " <td>0.341284</td>\n", + " <td>0.988454</td>\n", " </tr>\n", " <tr>\n", " <th>Daphnet</th>\n", - " <td>0.468647</td>\n", - " <td>0.832345</td>\n", - " <td>0.441568</td>\n", - " <td>0.565157</td>\n", - " <td>0.291414</td>\n", - " <td>0.735230</td>\n", + " <td>0.036445</td>\n", + " <td>0.194622</td>\n", + " <td>0.039747</td>\n", + " <td>0.122599</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>Exathlon</th>\n", - " <td>0.958102</td>\n", - " <td>0.993371</td>\n", - " <td>0.959173</td>\n", - " <td>0.963558</td>\n", - " <td>0.227406</td>\n", - " <td>0.899726</td>\n", + " <td>0.617690</td>\n", + " <td>0.868981</td>\n", + " <td>0.618051</td>\n", + " <td>0.636368</td>\n", + " <td>0.036335</td>\n", + " <td>0.208799</td>\n", " </tr>\n", " <tr>\n", " <th>IOPS</th>\n", - " <td>0.372849</td>\n", - " <td>0.836747</td>\n", - " <td>0.260372</td>\n", - " <td>0.409802</td>\n", - " <td>0.360211</td>\n", - " <td>0.378220</td>\n", + " <td>0.068715</td>\n", + " <td>0.598993</td>\n", + " <td>0.107988</td>\n", + " <td>0.143314</td>\n", + " <td>0.101566</td>\n", + " <td>0.038180</td>\n", " </tr>\n", " <tr>\n", " <th>LTDB</th>\n", - " <td>0.489411</td>\n", - " <td>0.665304</td>\n", - " <td>0.534873</td>\n", - " <td>0.527493</td>\n", - " <td>0.043424</td>\n", - " <td>0.566318</td>\n", + " <td>0.765819</td>\n", + " <td>0.912405</td>\n", + " <td>0.835553</td>\n", + " <td>0.761091</td>\n", + " <td>0.098900</td>\n", + " <td>0.825845</td>\n", " </tr>\n", " <tr>\n", " <th>MGAB</th>\n", - " <td>0.027123</td>\n", - " <td>0.558247</td>\n", - " <td>0.005551</td>\n", - " <td>0.064117</td>\n", - " <td>0.018889</td>\n", - " <td>0.117214</td>\n", + " <td>0.085299</td>\n", + " <td>0.674334</td>\n", + " <td>0.036645</td>\n", + " <td>0.205791</td>\n", + " <td>0.155079</td>\n", + " <td>0.209933</td>\n", " </tr>\n", " <tr>\n", " <th>MITDB</th>\n", - " <td>0.377853</td>\n", - " <td>0.675760</td>\n", - " <td>0.323526</td>\n", - " <td>0.444612</td>\n", - " <td>0.249054</td>\n", - " <td>0.438817</td>\n", + " <td>0.583808</td>\n", + " <td>0.917023</td>\n", + " <td>0.590892</td>\n", + " <td>0.579253</td>\n", + " <td>0.431292</td>\n", + " <td>0.596099</td>\n", " </tr>\n", " <tr>\n", " <th>MSL</th>\n", - " <td>0.493320</td>\n", - " <td>0.753859</td>\n", - " <td>0.523310</td>\n", - " <td>0.546533</td>\n", - " <td>0.354351</td>\n", - " <td>0.427327</td>\n", + " <td>0.371438</td>\n", + " <td>0.693813</td>\n", + " <td>0.441543</td>\n", + " <td>0.438195</td>\n", + " <td>0.095500</td>\n", + " <td>0.222222</td>\n", " </tr>\n", " <tr>\n", " <th>NAB</th>\n", - " <td>0.486528</td>\n", - " <td>0.709936</td>\n", - " <td>0.511398</td>\n", - " <td>0.533422</td>\n", - " <td>0.133190</td>\n", - " <td>0.497121</td>\n", + " <td>0.401505</td>\n", + " <td>0.657167</td>\n", + " <td>0.427477</td>\n", + " <td>0.463260</td>\n", + " <td>0.060254</td>\n", + " <td>0.287304</td>\n", " </tr>\n", " <tr>\n", " <th>NEK</th>\n", - " <td>0.891733</td>\n", - " <td>0.986856</td>\n", - " <td>0.929171</td>\n", - " <td>0.879233</td>\n", - " <td>0.493302</td>\n", - " <td>0.923173</td>\n", + " <td>0.346973</td>\n", + " <td>0.738966</td>\n", + " <td>0.317927</td>\n", + " <td>0.437499</td>\n", + " <td>0.007202</td>\n", + " <td>0.051852</td>\n", " </tr>\n", " <tr>\n", " <th>OPPORTUNITY</th>\n", - " <td>0.923192</td>\n", - " <td>0.963782</td>\n", - " <td>0.924516</td>\n", - " <td>0.918166</td>\n", - " <td>0.594777</td>\n", - " <td>0.711344</td>\n", + " <td>0.365381</td>\n", + " <td>0.727247</td>\n", + " <td>0.351828</td>\n", + " <td>0.447864</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>Power</th>\n", - " <td>0.078866</td>\n", - " <td>0.482809</td>\n", - " <td>0.079616</td>\n", - " <td>0.169943</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", + " <td>0.507629</td>\n", + " <td>0.792101</td>\n", + " <td>0.524166</td>\n", + " <td>0.582336</td>\n", + " <td>0.182000</td>\n", + " <td>0.731903</td>\n", " </tr>\n", " <tr>\n", " <th>SED</th>\n", - " <td>0.020994</td>\n", - " <td>0.013643</td>\n", - " <td>0.030270</td>\n", - " <td>0.078854</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", + " <td>0.710575</td>\n", + " <td>0.988984</td>\n", + " <td>0.895291</td>\n", + " <td>0.761487</td>\n", + " <td>0.618184</td>\n", + " <td>0.701657</td>\n", " </tr>\n", " <tr>\n", " <th>SMAP</th>\n", - " <td>0.484416</td>\n", - " <td>0.799270</td>\n", - " <td>0.566842</td>\n", - " <td>0.557342</td>\n", - " <td>0.436525</td>\n", - " <td>0.502204</td>\n", + " <td>0.648913</td>\n", + " <td>0.858690</td>\n", + " <td>0.657738</td>\n", + " <td>0.656722</td>\n", + " <td>0.573402</td>\n", + " <td>0.380849</td>\n", " </tr>\n", " <tr>\n", " <th>SMD</th>\n", - " <td>0.495851</td>\n", - " <td>0.859204</td>\n", - " <td>0.467257</td>\n", - " <td>0.518748</td>\n", - " <td>0.393399</td>\n", - " <td>0.494977</td>\n", + " <td>0.260908</td>\n", + " <td>0.765814</td>\n", + " <td>0.254537</td>\n", + " <td>0.307201</td>\n", + " <td>0.243139</td>\n", + " <td>0.192253</td>\n", " </tr>\n", " <tr>\n", " <th>SVDB</th>\n", - " <td>0.558896</td>\n", - " <td>0.795919</td>\n", - " <td>0.523984</td>\n", - " <td>0.598146</td>\n", - " <td>0.360878</td>\n", - " <td>0.803476</td>\n", + " <td>0.809036</td>\n", + " <td>0.977679</td>\n", + " <td>0.811385</td>\n", + " <td>0.773835</td>\n", + " <td>0.668621</td>\n", + " <td>0.772825</td>\n", " </tr>\n", " <tr>\n", " <th>SWaT</th>\n", - " <td>0.756700</td>\n", - " <td>0.847345</td>\n", - " <td>0.375512</td>\n", - " <td>0.790788</td>\n", + " <td>0.111152</td>\n", + " <td>0.302881</td>\n", + " <td>0.111519</td>\n", + " <td>0.239297</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>Stock</th>\n", - " <td>0.148428</td>\n", - " <td>0.666535</td>\n", - " <td>0.825382</td>\n", - " <td>0.222413</td>\n", - " <td>0.004613</td>\n", - " <td>0.221866</td>\n", + " <td>0.114476</td>\n", + " <td>0.571601</td>\n", + " <td>0.738198</td>\n", + " <td>0.176520</td>\n", + " <td>0.004248</td>\n", + " <td>0.048097</td>\n", " </tr>\n", " <tr>\n", " <th>TAO</th>\n", - " <td>0.149144</td>\n", - " <td>0.650314</td>\n", - " <td>0.840276</td>\n", - " <td>0.226330</td>\n", - " <td>0.003704</td>\n", - " <td>0.209524</td>\n", + " <td>0.129147</td>\n", + " <td>0.596103</td>\n", + " <td>0.747945</td>\n", + " <td>0.197877</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>TODS</th>\n", - " <td>0.124321</td>\n", - " <td>0.553633</td>\n", - " <td>0.552877</td>\n", - " <td>0.215220</td>\n", - " <td>0.035693</td>\n", - " <td>0.192152</td>\n", + " <td>0.448703</td>\n", + " <td>0.812683</td>\n", + " <td>0.739257</td>\n", + " <td>0.472138</td>\n", + " <td>0.101172</td>\n", + " <td>0.414042</td>\n", " </tr>\n", " <tr>\n", " <th>UCR</th>\n", - " <td>0.138533</td>\n", - " <td>0.653279</td>\n", - " <td>0.152678</td>\n", - " <td>0.173614</td>\n", - " <td>0.089652</td>\n", - " <td>0.065363</td>\n", + " <td>0.487206</td>\n", + " <td>0.919678</td>\n", + " <td>0.486822</td>\n", + " <td>0.512235</td>\n", + " <td>0.597121</td>\n", + " <td>0.192280</td>\n", " </tr>\n", " <tr>\n", " <th>WSD</th>\n", - " <td>0.216542</td>\n", - " <td>0.757291</td>\n", - " <td>0.155366</td>\n", - " <td>0.246170</td>\n", - " <td>0.247455</td>\n", - " <td>0.187045</td>\n", + " <td>0.146372</td>\n", + " <td>0.771275</td>\n", + " <td>0.173060</td>\n", + " <td>0.199692</td>\n", + " <td>0.047427</td>\n", + " <td>0.022474</td>\n", " </tr>\n", " <tr>\n", " <th>YAHOO</th>\n", - " <td>0.117107</td>\n", - " <td>0.641042</td>\n", - " <td>0.163729</td>\n", - " <td>0.143722</td>\n", - " <td>0.085546</td>\n", - " <td>0.008649</td>\n", + " <td>0.699444</td>\n", + " <td>0.968785</td>\n", + " <td>0.781824</td>\n", + " <td>0.741799</td>\n", + " <td>0.578185</td>\n", + " <td>0.051171</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", @@ -6081,32 +5894,32 @@ "text/plain": [ " AUC-PR AUC-ROC VUS-PR Standard-F1 Recall Precision\n", "group \n", - "CATSv2 0.474705 0.674971 0.232417 0.591811 0.337568 0.953253\n", - "Daphnet 0.468647 0.832345 0.441568 0.565157 0.291414 0.735230\n", - "Exathlon 0.958102 0.993371 0.959173 0.963558 0.227406 0.899726\n", - "IOPS 0.372849 0.836747 0.260372 0.409802 0.360211 0.378220\n", - "LTDB 0.489411 0.665304 0.534873 0.527493 0.043424 0.566318\n", - "MGAB 0.027123 0.558247 0.005551 0.064117 0.018889 0.117214\n", - "MITDB 0.377853 0.675760 0.323526 0.444612 0.249054 0.438817\n", - "MSL 0.493320 0.753859 0.523310 0.546533 0.354351 0.427327\n", - "NAB 0.486528 0.709936 0.511398 0.533422 0.133190 0.497121\n", - "NEK 0.891733 0.986856 0.929171 0.879233 0.493302 0.923173\n", - "OPPORTUNITY 0.923192 0.963782 0.924516 0.918166 0.594777 0.711344\n", - "Power 0.078866 0.482809 0.079616 0.169943 0.000000 0.000000\n", - "SED 0.020994 0.013643 0.030270 0.078854 0.000000 0.000000\n", - "SMAP 0.484416 0.799270 0.566842 0.557342 0.436525 0.502204\n", - "SMD 0.495851 0.859204 0.467257 0.518748 0.393399 0.494977\n", - "SVDB 0.558896 0.795919 0.523984 0.598146 0.360878 0.803476\n", - "SWaT 0.756700 0.847345 0.375512 0.790788 0.000000 0.000000\n", - "Stock 0.148428 0.666535 0.825382 0.222413 0.004613 0.221866\n", - "TAO 0.149144 0.650314 0.840276 0.226330 0.003704 0.209524\n", - "TODS 0.124321 0.553633 0.552877 0.215220 0.035693 0.192152\n", - "UCR 0.138533 0.653279 0.152678 0.173614 0.089652 0.065363\n", - "WSD 0.216542 0.757291 0.155366 0.246170 0.247455 0.187045\n", - "YAHOO 0.117107 0.641042 0.163729 0.143722 0.085546 0.008649" + "CATSv2 0.455611 0.742421 0.229268 0.508232 0.341284 0.988454\n", + "Daphnet 0.036445 0.194622 0.039747 0.122599 0.000000 0.000000\n", + "Exathlon 0.617690 0.868981 0.618051 0.636368 0.036335 0.208799\n", + "IOPS 0.068715 0.598993 0.107988 0.143314 0.101566 0.038180\n", + "LTDB 0.765819 0.912405 0.835553 0.761091 0.098900 0.825845\n", + "MGAB 0.085299 0.674334 0.036645 0.205791 0.155079 0.209933\n", + "MITDB 0.583808 0.917023 0.590892 0.579253 0.431292 0.596099\n", + "MSL 0.371438 0.693813 0.441543 0.438195 0.095500 0.222222\n", + "NAB 0.401505 0.657167 0.427477 0.463260 0.060254 0.287304\n", + "NEK 0.346973 0.738966 0.317927 0.437499 0.007202 0.051852\n", + "OPPORTUNITY 0.365381 0.727247 0.351828 0.447864 0.000000 0.000000\n", + "Power 0.507629 0.792101 0.524166 0.582336 0.182000 0.731903\n", + "SED 0.710575 0.988984 0.895291 0.761487 0.618184 0.701657\n", + "SMAP 0.648913 0.858690 0.657738 0.656722 0.573402 0.380849\n", + "SMD 0.260908 0.765814 0.254537 0.307201 0.243139 0.192253\n", + "SVDB 0.809036 0.977679 0.811385 0.773835 0.668621 0.772825\n", + "SWaT 0.111152 0.302881 0.111519 0.239297 0.000000 0.000000\n", + "Stock 0.114476 0.571601 0.738198 0.176520 0.004248 0.048097\n", + "TAO 0.129147 0.596103 0.747945 0.197877 0.000000 0.000000\n", + "TODS 0.448703 0.812683 0.739257 0.472138 0.101172 0.414042\n", + "UCR 0.487206 0.919678 0.486822 0.512235 0.597121 0.192280\n", + "WSD 0.146372 0.771275 0.173060 0.199692 0.047427 0.022474\n", + "YAHOO 0.699444 0.968785 0.781824 0.741799 0.578185 0.051171" ] }, - "execution_count": 286, + "execution_count": 303, "metadata": {}, "output_type": "execute_result" } @@ -6119,40 +5932,40 @@ }, { "cell_type": "code", - "execution_count": 287, + "execution_count": 304, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "group\n", - "SED 0.020994\n", - "MGAB 0.027123\n", - "Power 0.078866\n", - "YAHOO 0.117107\n", - "TODS 0.124321\n", - "UCR 0.138533\n", - "Stock 0.148428\n", - "TAO 0.149144\n", - "WSD 0.216542\n", - "IOPS 0.372849\n", - "MITDB 0.377853\n", - "Daphnet 0.468647\n", - "CATSv2 0.474705\n", - "SMAP 0.484416\n", - "NAB 0.486528\n", - "LTDB 0.489411\n", - "MSL 0.493320\n", - "SMD 0.495851\n", - "SVDB 0.558896\n", - "SWaT 0.756700\n", - "NEK 0.891733\n", - "OPPORTUNITY 0.923192\n", - "Exathlon 0.958102\n", + "Daphnet 0.036445\n", + "IOPS 0.068715\n", + "MGAB 0.085299\n", + "SWaT 0.111152\n", + "Stock 0.114476\n", + "TAO 0.129147\n", + "WSD 0.146372\n", + "SMD 0.260908\n", + "NEK 0.346973\n", + "OPPORTUNITY 0.365381\n", + "MSL 0.371438\n", + "NAB 0.401505\n", + "TODS 0.448703\n", + "CATSv2 0.455611\n", + "UCR 0.487206\n", + "Power 0.507629\n", + "MITDB 0.583808\n", + "Exathlon 0.617690\n", + "SMAP 0.648913\n", + "YAHOO 0.699444\n", + "SED 0.710575\n", + "LTDB 0.765819\n", + "SVDB 0.809036\n", "Name: AUC-PR, dtype: float64" ] }, - "execution_count": 287, + "execution_count": 304, "metadata": {}, "output_type": "execute_result" } @@ -6164,40 +5977,40 @@ }, { "cell_type": "code", - "execution_count": 288, + "execution_count": 305, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "group\n", - "MGAB 0.005551\n", - "SED 0.030270\n", - "Power 0.079616\n", - "UCR 0.152678\n", - "WSD 0.155366\n", - "YAHOO 0.163729\n", - "CATSv2 0.232417\n", - "IOPS 0.260372\n", - "MITDB 0.323526\n", - "SWaT 0.375512\n", - "Daphnet 0.441568\n", - "SMD 0.467257\n", - "NAB 0.511398\n", - "MSL 0.523310\n", - "SVDB 0.523984\n", - "LTDB 0.534873\n", - "TODS 0.552877\n", - "SMAP 0.566842\n", - "Stock 0.825382\n", - "TAO 0.840276\n", - "OPPORTUNITY 0.924516\n", - "NEK 0.929171\n", - "Exathlon 0.959173\n", + "MGAB 0.036645\n", + "Daphnet 0.039747\n", + "IOPS 0.107988\n", + "SWaT 0.111519\n", + "WSD 0.173060\n", + "CATSv2 0.229268\n", + "SMD 0.254537\n", + "NEK 0.317927\n", + "OPPORTUNITY 0.351828\n", + "NAB 0.427477\n", + "MSL 0.441543\n", + "UCR 0.486822\n", + "Power 0.524166\n", + "MITDB 0.590892\n", + "Exathlon 0.618051\n", + "SMAP 0.657738\n", + "Stock 0.738198\n", + "TODS 0.739257\n", + "TAO 0.747945\n", + "YAHOO 0.781824\n", + "SVDB 0.811385\n", + "LTDB 0.835553\n", + "SED 0.895291\n", "Name: VUS-PR, dtype: float64" ] }, - "execution_count": 288, + "execution_count": 305, "metadata": {}, "output_type": "execute_result" }