dataset,Sampling,sampling_method,sampling_point,hyperparameters_tunning,ml_method,mean_test_accuracy,std_test_accuracy,mean_test_recall,std_test_recall,mean_test_precision,std_test_precision,mean_test_f1,std_test_f1,mean_test_roc_auc,std_test_roc_auc
d_num_tg,No sampling,No sampling,No sampling,No,SVM,0.9012755102040816,0.0342687074829932,0.4208333333333333,0.1886078382959379,0.9666666666666666,0.1,0.5669230769230769,0.1697195241677806,0.9475821476964768,0.0399467268122786
d_num_tg,No sampling,No sampling,No sampling,No,DecisionTree,0.8994047619047618,0.0501171460758501,0.6902777777777778,0.2120092372201425,0.7108730158730159,0.1601366456370562,0.6865196078431373,0.161778127950462,0.8155962059620595,0.1100745605651052
d_num_tg,No sampling,No sampling,No sampling,No,RandomForests,0.9238520408163268,0.0263594812710862,0.5791666666666666,0.1886078382959379,0.955,0.0714142842854285,0.6982634032634033,0.1428537448549408,0.947871358401084,0.0422339831549605
d_num_tg,No sampling,No sampling,No sampling,No,AdaBoost,0.9424319727891156,0.0270804964927844,0.7125,0.1940521837032503,0.9366666666666668,0.0808977406634106,0.7893799767483979,0.1228865397414043,0.967530487804878,0.0382488164104008
d_num_tg,No sampling,No sampling,No sampling,No,Bagging,0.9176020408163263,0.0413796864269714,0.5916666666666666,0.2512468905280223,0.877142857142857,0.1706171271638127,0.6747008547008547,0.2139568059046017,0.9250520833333334,0.064628431235754
d_num_tg,No sampling,No sampling,No sampling,No,XGBoost,0.9424319727891156,0.0301740174883905,0.7277777777777777,0.1842778698957998,0.9234920634920636,0.0955281297983292,0.7975091575091575,0.1183052171376444,0.9696781842818428,0.0272852837837364
d_num_tg,No sampling,No sampling,No sampling,No,MLP,0.9380527210884354,0.0348665639053303,0.7375,0.1972466729757437,0.8927272727272728,0.128668482980086,0.7874089068825911,0.128177862893776,0.9587889566395664,0.0292695634216294
d_num_tg_pca,No sampling,No sampling,No sampling,No,SVM,0.8971513605442176,0.0157306604947501,0.3944444444444445,0.0889756521002609,0.98,0.0599999999999999,0.5553246753246753,0.0927855807557239,0.9164371612466125,0.0633960020595181
d_num_tg_pca,No sampling,No sampling,No sampling,No,DecisionTree,0.8743197278911564,0.0377708989750704,0.6152777777777778,0.1552887096132018,0.6327813852813853,0.1251858768143671,0.6151423713885015,0.1223845193522097,0.7705962059620595,0.0789041956008421
d_num_tg_pca,No sampling,No sampling,No sampling,No,RandomForests,0.9156887755102042,0.0309371049337625,0.5319444444444444,0.1876850938259201,0.9425,0.0922293337284835,0.6611363636363636,0.1420711272000727,0.9149690887533876,0.0684748373028621
d_num_tg_pca,No sampling,No sampling,No sampling,No,AdaBoost,0.9157312925170068,0.0369456887706476,0.6277777777777778,0.1699673171197595,0.8230158730158731,0.1676107050593467,0.7029664942900238,0.1547874935739922,0.9260806233062328,0.0634415951390471
d_num_tg_pca,No sampling,No sampling,No sampling,No,Bagging,0.8972789115646258,0.0349629422428812,0.5319444444444444,0.1791666666666667,0.7797619047619048,0.1514527159547428,0.619935064935065,0.1589703418629529,0.885238397696477,0.0710684737867444
d_num_tg_pca,No sampling,No sampling,No sampling,No,XGBoost,0.9220238095238096,0.0372276153484529,0.6569444444444444,0.1913493750534172,0.8350396825396824,0.1113475446481356,0.7248346261581555,0.1524968432665096,0.9259756097560976,0.0857882542801001
d_num_tg_pca,No sampling,No sampling,No sampling,No,MLP,0.91156462585034,0.0258152117655225,0.5680555555555555,0.1491294180681106,0.8579761904761906,0.1042765406924084,0.6726282051282052,0.1138112277507372,0.9335789295392952,0.0525911848015085
d_num_to,No sampling,No sampling,No sampling,No,SVM,0.8931122448979592,0.0486477800783159,0.3666666666666666,0.2861380785564899,0.95,0.15,0.4781351981351981,0.2740897861429138,0.9458595867208672,0.0408216288086094
d_num_to,No sampling,No sampling,No sampling,No,DecisionTree,0.884736394557823,0.0415082064240487,0.7027777777777777,0.1288302069478359,0.6611002886002886,0.1391174428479612,0.6718575189860019,0.1077861624961088,0.8117852303523035,0.0686362289389686
d_num_to,No sampling,No sampling,No sampling,No,RandomForests,0.9217261904761904,0.0452822889408836,0.5916666666666666,0.2179449471770336,0.9016666666666666,0.1539209753953848,0.6962559009617832,0.2019555112290869,0.9518301151761518,0.0349780538212776
d_num_to,No sampling,No sampling,No sampling,No,AdaBoost,0.9281037414965988,0.0357585215599558,0.65,0.1920286436967152,0.8847619047619049,0.103253205711958,0.735582662951084,0.1445304276647634,0.9284269139566396,0.0890071337648341
d_num_to,No sampling,No sampling,No sampling,No,Bagging,0.921811224489796,0.0390117343895346,0.638888888888889,0.2349645363311947,0.8711399711399711,0.1396614446284611,0.7088762218173983,0.1773247730473504,0.9116683604336042,0.0512704529280601
d_num_to,No sampling,No sampling,No sampling,No,XGBoost,0.9300170068027211,0.0360403804001854,0.6791666666666666,0.126449924212446,0.8948809523809524,0.1420014551520727,0.763598901098901,0.1130165247131723,0.9675804539295394,0.0194017780940426
d_num_to,No sampling,No sampling,No sampling,No,MLP,0.952593537414966,0.0333362887850562,0.8152777777777779,0.1495943589251353,0.8885317460317459,0.0877552157490166,0.8463423831070889,0.1173347509970177,0.9600152439024392,0.0505606970014854
d_num_to_pca,No sampling,No sampling,No sampling,No,SVM,0.8949829931972788,0.0341578573785751,0.3805555555555555,0.2056493779875511,0.875,0.3010398644698074,0.5094627594627595,0.2515830350096091,0.9316624322493224,0.0559459866540951
d_num_to_pca,No sampling,No sampling,No sampling,No,DecisionTree,0.8767006802721088,0.0284584592439683,0.6291666666666667,0.2095381826780026,0.699862914862915,0.1713369486923183,0.6089245395127747,0.14454137094013,0.7776626016260162,0.088285285253581
d_num_to_pca,No sampling,No sampling,No sampling,No,RandomForests,0.9093537414965986,0.0296997650614208,0.5027777777777778,0.1892969448600091,0.93,0.10770329614269,0.6258644133644135,0.1766524896973877,0.9310645325203252,0.040955962736976
d_num_to_pca,No sampling,No sampling,No sampling,No,AdaBoost,0.9299319727891158,0.0281819450277107,0.701388888888889,0.1409910359640719,0.8706349206349205,0.1304970438670925,0.7627010244657302,0.1092696641795056,0.959969512195122,0.0354899820438938
d_num_to_pca,No sampling,No sampling,No sampling,No,Bagging,0.8928996598639456,0.01856727958501,0.5291666666666666,0.1687885758377424,0.7864285714285714,0.0926190476190476,0.6036163183222006,0.1412507492033509,0.9168013211382112,0.0396297297609576
d_num_to_pca,No sampling,No sampling,No sampling,No,XGBoost,0.925765306122449,0.0268478654826695,0.663888888888889,0.178924254613199,0.8708730158730159,0.0902866644849871,0.7327892695539755,0.1369434443647081,0.961440548780488,0.0184759131852448
d_num_to_pca,No sampling,No sampling,No sampling,No,MLP,0.9154761904761906,0.0274541369945177,0.5541666666666666,0.171846588560844,0.919047619047619,0.1037559931880996,0.6680097680097681,0.1683819010129305,0.9593877032520324,0.0406534126968963
d_original,No sampling,No sampling,No sampling,No,SVM,0.9485119047619048,0.0296861584690717,0.726388888888889,0.1472549753922691,0.9490476190476193,0.0788825010987344,0.8163887093298857,0.1157574359255779,0.9744817073170732,0.0218308916227718
d_original,No sampling,No sampling,No sampling,No,DecisionTree,0.8991071428571429,0.0268167741850106,0.6916666666666667,0.1136515141415488,0.7153823953823955,0.1157872522375142,0.6951594672956902,0.0802871547550753,0.8161382113821137,0.0543352560276541
d_original,No sampling,No sampling,No sampling,No,RandomForests,0.9547619047619048,0.0201058245457743,0.7513888888888889,0.1134221465734683,0.9714285714285716,0.0571428571428571,0.841516914458091,0.0817130658153008,0.97265243902439,0.0251755437118996
d_original,No sampling,No sampling,No sampling,No,AdaBoost,0.9464710884353742,0.0264211299047216,0.788888888888889,0.1384437310486345,0.8796428571428571,0.0916828217056956,0.825140235581412,0.0983757827029219,0.9720426829268292,0.0231397668979403
d_original,No sampling,No sampling,No sampling,No,Bagging,0.9506377551020408,0.0294937200211472,0.7388888888888889,0.1637240225365708,0.9532142857142858,0.0735826967792437,0.8227165481577247,0.1162723412014568,0.9494800135501352,0.0404122470380621
d_original,No sampling,No sampling,No sampling,No,XGBoost,0.9506377551020408,0.0293745750730128,0.7625,0.1419727086450068,0.9277777777777778,0.089752746785575,0.830704589528119,0.1019359579800465,0.9815472560975608,0.016430368892844
d_original,No sampling,No sampling,No sampling,No,MLP,0.9569727891156464,0.0383015701179097,0.825,0.2106537443294089,0.9329545454545456,0.1166033131803213,0.8514439507860561,0.147228858940958,0.9759231029810298,0.0326729400575627
d_perc_tg,No sampling,No sampling,No sampling,No,SVM,0.9630102040816328,0.019963987198407,0.7902777777777777,0.1369940185231133,0.9888888888888888,0.0333333333333333,0.8704821159232925,0.0779775055284218,0.984344512195122,0.0218325520847293
d_perc_tg,No sampling,No sampling,No sampling,No,DecisionTree,0.9423044217687072,0.0330480785659233,0.8291666666666666,0.0732433159635289,0.8530808080808081,0.1407560807131571,0.833576834242469,0.0805458177976025,0.8971443089430894,0.0405275442587464
d_perc_tg,No sampling,No sampling,No sampling,No,RandomForests,0.9608843537414966,0.0169982971928139,0.7875,0.1125,0.975,0.0499999999999999,0.8650366300366301,0.0645638141117911,0.9783955792682926,0.0358625661121642
d_perc_tg,No sampling,No sampling,No sampling,No,AdaBoost,0.9465561224489796,0.0261940995483712,0.8152777777777779,0.1269979221177347,0.8694444444444445,0.0984446952592741,0.8325816993464052,0.0894124813639436,0.9695833333333332,0.026603911668714
d_perc_tg,No sampling,No sampling,No sampling,No,Bagging,0.9465561224489796,0.020717652243104,0.7652777777777777,0.1038327982864759,0.9227777777777778,0.1053565375285274,0.826568287233922,0.0599019538322479,0.9580140582655828,0.031837125736244
d_perc_tg,No sampling,No sampling,No sampling,No,XGBoost,0.9630102040816324,0.0121928219924727,0.826388888888889,0.1007782218537318,0.9563888888888888,0.0699652691618412,0.8793437118437119,0.0474860193185669,0.9881224593495934,0.0170399028694842
d_perc_tg,No sampling,No sampling,No sampling,No,MLP,0.9691751700680272,0.0187944888459764,0.888888888888889,0.1178511301977579,0.9323809523809524,0.071917900618186,0.9029361488185016,0.0663216649300364,0.9719630758807588,0.0392357665799282
d_perc_tg_pca,No sampling,No sampling,No sampling,No,SVM,0.9507227891156462,0.022660766919375,0.7416666666666666,0.0999999999999999,0.9583333333333334,0.0853912563829966,0.8317032967032967,0.0784559655217047,0.9731749661246614,0.0268657010470495
d_perc_tg_pca,No sampling,No sampling,No sampling,No,DecisionTree,0.8973214285714285,0.0383244299473942,0.6333333333333333,0.15,0.7408730158730158,0.1531952654868905,0.6700585362350068,0.1196002195698054,0.7920020325203251,0.076089374673677
d_perc_tg_pca,No sampling,No sampling,No sampling,No,RandomForests,0.9135204081632652,0.0202937552786271,0.5069444444444444,0.1196783884695422,0.9633333333333332,0.0737111479583199,0.6531535131535132,0.1109337157626241,0.9645287093495936,0.023617140623126
d_perc_tg_pca,No sampling,No sampling,No sampling,No,AdaBoost,0.9300595238095236,0.0360985412655199,0.7527777777777778,0.137183980276286,0.8450396825396826,0.1479910028469918,0.7820564892623716,0.1054468441673021,0.9624983062330624,0.0267182585771849
d_perc_tg_pca,No sampling,No sampling,No sampling,No,Bagging,0.9301445578231292,0.0276785714285714,0.6930555555555555,0.1443976954263621,0.8621031746031746,0.0896915380371239,0.7616176470588235,0.1015227283094402,0.9593868563685636,0.0432601850698555
d_perc_tg_pca,No sampling,No sampling,No sampling,No,XGBoost,0.9446003401360544,0.0315778878664423,0.7527777777777778,0.1121135337256142,0.8988095238095237,0.1191666072023066,0.8174719887955183,0.1088577415497629,0.9837813346883468,0.0118633360346904
d_perc_tg_pca,No sampling,No sampling,No sampling,No,MLP,0.958971088435374,0.0202822165967907,0.8152777777777779,0.0993905036823046,0.9371031746031748,0.0844504208560646,0.8667550096961862,0.0683109564200972,0.9779369918699188,0.0205888960465929
d_perc_to,No sampling,No sampling,No sampling,No,SVM,0.9567602040816324,0.0216419917511174,0.7527777777777778,0.1481365736219264,0.9888888888888888,0.0333333333333333,0.8447678302090067,0.0909565080417432,0.9835984078590784,0.0218005021694408
d_perc_to,No sampling,No sampling,No sampling,No,DecisionTree,0.9113945578231292,0.0464122158528257,0.7513888888888889,0.126449924212446,0.7550829725829725,0.1674289229023652,0.7426320042186915,0.1232218672467026,0.847279810298103,0.0706810725743399
d_perc_to,No sampling,No sampling,No sampling,No,RandomForests,0.9568027210884352,0.0171224807364049,0.7763888888888889,0.110318352457281,0.9621031746031748,0.0583242218345663,0.8528724053724055,0.0670896401923832,0.9790629234417344,0.0138935662610409
d_perc_to,No sampling,No sampling,No sampling,No,AdaBoost,0.9526785714285714,0.0244648709257323,0.7875,0.1681703005884214,0.927849927849928,0.0738726545721265,0.8374509803921569,0.102368904171776,0.9669910230352304,0.0414592289659842
d_perc_to,No sampling,No sampling,No sampling,No,Bagging,0.9464285714285714,0.0168014816805829,0.7388888888888889,0.1320248293146238,0.9347222222222225,0.0666232497511747,0.8147588522588523,0.0749311799522476,0.9392865006775066,0.0479690420046927
d_perc_to,No sampling,No sampling,No sampling,No,XGBoost,0.958843537414966,0.0225939390586939,0.7875,0.1256234452640111,0.959047619047619,0.0643544605962901,0.8590591864276075,0.0839371334046901,0.9886204268292682,0.0108638903582369
d_perc_to,No sampling,No sampling,No sampling,No,MLP,0.9628826530612246,0.0243419054129451,0.8277777777777778,0.1379412113103904,0.945277777777778,0.0709726299183767,0.87620232708468,0.0932686608562671,0.9772713414634148,0.0375349455457279
d_perc_to_pca,No sampling,No sampling,No sampling,No,SVM,0.9629251700680272,0.0179719744829206,0.8,0.1145643923738959,0.9757142857142858,0.0495077812890384,0.8735646809331021,0.0653076432493223,0.9725652100271004,0.0256264142462907
d_perc_to_pca,No sampling,No sampling,No sampling,No,DecisionTree,0.926062925170068,0.0243347751484622,0.726388888888889,0.1242337626322964,0.8196825396825396,0.0858851911680957,0.7629390217625512,0.085206802925366,0.8459078590785907,0.0594231953962468
d_perc_to_pca,No sampling,No sampling,No sampling,No,RandomForests,0.928061224489796,0.0292285790995622,0.5805555555555555,0.1583333333333333,0.975,0.075,0.7183516483516483,0.1249294182781445,0.95599212398374,0.0317044913134357
d_perc_to_pca,No sampling,No sampling,No sampling,No,AdaBoost,0.9426020408163266,0.0268578286343532,0.8,0.1391941090707505,0.8603418803418805,0.1051385496265577,0.8195191083426379,0.0954331685084775,0.9763296070460704,0.0170459466759166
d_perc_to_pca,No sampling,No sampling,No sampling,No,Bagging,0.9342261904761904,0.0339572502955249,0.726388888888889,0.1362315227022651,0.868560606060606,0.1238358322977705,0.7841849816849817,0.1093167125929764,0.9432232384823848,0.0416326753980874
d_perc_to_pca,No sampling,No sampling,No sampling,No,XGBoost,0.9423469387755103,0.0273514915237579,0.763888888888889,0.1317615691736824,0.8807034632034633,0.0875732812828649,0.8118956043956043,0.0960053838166002,0.970306571815718,0.0285315678640267
d_perc_to_pca,No sampling,No sampling,No sampling,No,MLP,0.9485969387755102,0.0211061290842955,0.7875,0.1125,0.8990800865800868,0.0882772146713019,0.8332326007326009,0.0736175851961475,0.9797721883468836,0.0208646689841649
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6024691358024692,0.026363156177855,0.2120121951219512,0.0526682807667879,0.963131313131313,0.0589872180101994,0.3449294876965684,0.0698734790120913,0.8342682926829269,0.0436022937905261
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.965432098765432,0.0189657919700459,0.9926829268292682,0.0111770138901362,0.942868930448431,0.0335163567072684,0.9667569531367046,0.017445839811068,0.9928048780487806,0.0077982059896332
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9209876543209876,0.0254213089900913,0.9433536585365854,0.0329262082145584,0.9037912833999052,0.0312884986124785,0.9227209194318666,0.0248549195793588,0.9758536585365852,0.0119369003317461
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6807926829268292,0.0439178919281182
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8839506172839506,0.0293193631778714,0.9334756097560974,0.0365695595936793,0.8517284666789093,0.0426041158845174,0.8897540765285934,0.0268374489280012,0.9701219512195124,0.0115981957201078
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.880246913580247,0.0166094124037947,0.9235365853658536,0.040485417208468,0.8513616458261772,0.0249801962078284,0.8850715573088739,0.0162605687565518,0.9631097560975612,0.015594147112051
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.5666666666666667,0.0186824024079278,0.1382926829268292,0.0317211508283522,0.9607142857142856,0.0821428571428571,0.2407187975966884,0.0504213157785944,0.6793292682926829,0.0464964113677317
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8950617283950617,0.0266220477195652,0.9408536585365852,0.0314352776438715,0.8635511656513689,0.0369150899609832,0.8998923793678593,0.0246471930521879,0.9745731707317074,0.010337299265164
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.880246913580247,0.0135802469135802,0.9235365853658536,0.040485417208468,0.8515356708362983,0.0252664982048045,0.8850611518927888,0.0135977184908882,0.9628658536585366,0.0156778478670326
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6807317073170732,0.0438788893478238
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8419753086419753,0.045125103413573,0.755,0.0977303407964748,0.914534121623905,0.0277781206247852,0.8233691941786763,0.0609780933741876,0.9534146341463414,0.0182605408672966
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.7765432098765431,0.0359723513193418,0.6737195121951218,0.0969061292600308,0.8537829820245486,0.0463256105762718,0.7472891093138323,0.0558501149101013,0.910060975609756,0.0205954092075956
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.680060975609756,0.0435692386257998
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8864197530864197,0.0356958822093851,0.8787804878048779,0.0576210156073222,0.8952765118152494,0.0457722825607731,0.8852365441044914,0.0360267561273954,0.9557926829268292,0.0193769128893934
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.7765432098765431,0.0359723513193418,0.6737195121951218,0.0969061292600308,0.8537829820245486,0.0463256105762718,0.7472891093138323,0.0558501149101013,0.91,0.0204631093904382
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6806707317073171,0.0439862428468929
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6530864197530865,0.0304665745166742,0.3946341463414634,0.0681366903094769,0.815722575669944,0.0391452244974936,0.5287759634012852,0.0668166025782514,0.7436585365853658,0.0465872812784616
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.625925925925926,0.0247222029561738,0.3068902439024391,0.0849305320286657,0.8846275946275947,0.1062007946025507,0.4432515904417487,0.0787938704980962,0.7139634146341464,0.0541616175440788
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6807926829268292,0.0439178919281182
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6518518518518519,0.0257785345899025,0.375060975609756,0.0509994182351253,0.844650703183985,0.0630893433714095,0.5166822895885088,0.0525872856760644,0.7482317073170732,0.0512575715159784
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.625925925925926,0.0247222029561738,0.309390243902439,0.0893587939218072,0.8832539682539684,0.1087379501321493,0.4445884888374706,0.0806091163401784,0.7142073170731708,0.0542395443173823
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.683109756097561,0.0450320875089468
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7148170731707317,0.0552709848546727
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7139634146341464,0.0541616175440788
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6806707317073171,0.0439862428468929
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7253658536585366,0.0584935054891912
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7142073170731706,0.0542738076123502
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.683109756097561,0.0450320875089468
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7148170731707317,0.0552709848546727
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7140243902439024,0.0542751434426186
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6555555555555557,0.0289268506515061,0.3849999999999999,0.0787993634413542,0.8475271512113618,0.0603080026464982,0.5226276881913325,0.0762757160471241,0.6554878048780487,0.0302413821727253
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6296296296296297,0.0468485579284204,0.4123170731707317,0.1128183248412601,0.7826999562885485,0.1297292192575691,0.5204737517314904,0.05588448634448,0.6295731707317074,0.0475830546000191
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6469135802469136,0.0358662692502072,0.3849390243902438,0.1221188025382373,0.8540553630071779,0.1049939600912526,0.5116021703758238,0.0824397961349285,0.6464939024390244,0.0350806546045486
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.611111111111111,0.043561182134265,0.2698170731707317,0.1162129377763216,0.8877621136173767,0.0951122509232327,0.3944371034977068,0.1330272292486431,0.6115243902439025,0.0409068183440307
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7296296296296296,0.0479578385174198,0.6742682926829268,0.128921474469605,0.7850732473029981,0.1007132411659798,0.7101331924510335,0.0572235688285383,0.7595121951219512,0.0434946337469677
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7209876543209875,0.0602792869912775,0.621219512195122,0.1477266254255047,0.7970343660129623,0.0894306371710386,0.681477003617202,0.0911046783511728,0.7334451219512195,0.0613935448423087
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.719753086419753,0.0398327550738313,0.5800609756097561,0.1746895457331641,0.854328271761555,0.1206309168295904,0.6628069672850899,0.0789416023441226,0.7427439024390243,0.045414509706151
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7148148148148148,0.0376290139608102,0.5795731707317073,0.1446827361518734,0.8275076936263857,0.1043974807472214,0.6612823392000413,0.0734739689101696,0.7264634146341462,0.0330212062088652
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7555555555555555,0.0404968381897697,0.6517682926829268,0.1146475893778352,0.8347489297835248,0.0692181140486498,0.7227315627571856,0.0632143918945969,0.8389939024390245,0.0381415599000897
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7469135802469136,0.0383511717703927,0.6369512195121951,0.1470683674335972,0.8471984787806288,0.0946424902919738,0.7079090729774425,0.0721242597941382,0.813079268292683,0.0467362138370145
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7308641975308643,0.0594133798297084,0.6224999999999999,0.1698457960558183,0.8524139496175724,0.1422951263795834,0.688708096458053,0.0847765447346234,0.8084451219512194,0.0482044976593113
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6888888888888889,0.0626596421750593,0.6026829268292683,0.1549165018521381,0.7903594681180889,0.1541547908995403,0.6529016231742389,0.067161550859757,0.7853353658536586,0.059936954099174
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8308641975308643,0.0515127062840124,0.8789024390243902,0.0411657175307504,0.8065695683526396,0.0649108244289152,0.8397222347002247,0.044159382514274,0.8858841463414633,0.0408361470478164
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7864197530864198,0.0532584064447481,0.7853048780487806,0.1329138083799448,0.8102623994465704,0.0945096563253295,0.7831191625526166,0.0611858904233314,0.8577439024390244,0.0432736131136467
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7827160493827161,0.0282605509685422,0.8144512195121951,0.1182970988615028,0.780688224040537,0.0774406653754291,0.7864775875418747,0.0370319040660134,0.8621951219512194,0.0372101129326642
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7592592592592592,0.0485265284124285,0.827439024390244,0.1409148848031036,0.7357732007753375,0.0514548117133838,0.7694724120848244,0.064883880766125,0.8472865853658537,0.0357998626820653
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8617283950617283,0.052027919767174,0.9037804878048782,0.0522115030141427,0.8350414657421119,0.0555239189679188,0.8675208811365203,0.0498378059671318,0.9083231707317074,0.0334541809106802
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8444444444444444,0.0469135802469135,0.8439024390243903,0.0640290358361043,0.8511267312212624,0.0764530001245725,0.8444298049963752,0.046850715195042,0.9084146341463416,0.0375295342749032
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8283950617283949,0.0681700626779186,0.7900609756097561,0.0916072243409735,0.8587537802165889,0.0787163906164452,0.8204987273532168,0.0726387457529827,0.9028048780487804,0.0379138378659449
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8061728395061728,0.0478305447600259,0.7728658536585366,0.0933999264037762,0.8340206528145686,0.0604394238972349,0.7975009358923515,0.0586179547646263,0.8691158536585366,0.0423806917056194
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.825925925925926,0.0314512079082888,0.7287195121951219,0.0613036602226363,0.9064177350313628,0.0326448598737571,0.8061859675697812,0.0380280461191642,0.941219512195122,0.0199236346963147
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8209876543209876,0.0332417580687315,0.716280487804878,0.0485773590841037,0.908512594431712,0.0471473007302626,0.7997543877724639,0.0370511003757486,0.9454268292682928,0.0198508155512255
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.828395061728395,0.0314512079082888,0.7187804878048779,0.0555392417715759,0.9219698335227844,0.033853724166849,0.8064623461636421,0.0382502365243491,0.9447560975609758,0.0199292323236822
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9111111111111112,0.0219461590551002,0.8790243902439026,0.0281944784296551,0.9423740948131192,0.0488974306494402,0.9084265138099084,0.0213855438789579,0.980548780487805,0.0124080496698377
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9074074074074074,0.0208419049581902,0.8691463414634146,0.0385365853658536,0.9440633125966886,0.0441903062860601,0.9036355088743808,0.021649293275945,0.9807926829268292,0.0126654722763639
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9098765432098764,0.0265072969797331,0.8742682926829268,0.0369331035040894,0.944180691680692,0.0475962476595936,0.9066892968823442,0.0263903868726797,0.9795731707317076,0.0126184159064481
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9407407407407408,0.0365398730541944,0.93109756097561,0.041970535825194,0.9519434814570946,0.0520458503549053,0.940416493991191,0.0359864141725098,0.988719512195122,0.0098518547612499
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9333333333333332,0.0277159806427699,0.9210975609756098,0.039236466424004,0.9464752679727156,0.0449952928882765,0.9325298449824462,0.027779398683005,0.9884146341463416,0.0087813346475096
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9283950617283953,0.033945005147821,0.918658536585366,0.0396371481039641,0.938728565818753,0.0463325320695325,0.9278292988717926,0.0336766052402685,0.987560975609756,0.0095371779492766
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8135802469135804,0.0237152749534549,0.6764634146341463,0.0468260923719806,0.9343710325183286,0.0389846954306231,0.7832360948250505,0.0322357891217089,0.9476219512195122,0.0213021414747408
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8024691358024691,0.037037037037037,0.6640243902439024,0.0705848981055515,0.9193607082089452,0.044799605566837,0.7687967167250694,0.0535128685895018,0.9459146341463412,0.0224072714094477
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8135802469135802,0.0319321411268581,0.6765243902439024,0.0572873885248544,0.9330450628218164,0.0374684550137229,0.7828440369301088,0.0433397833655626,0.9461585365853658,0.0207873178115058
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9074074074074074,0.0242239714448747,0.8618902439024391,0.0456334309886442,0.9507732345929883,0.040802823357422,0.902724590058288,0.0259018185871964,0.9815853658536586,0.011481563215551
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9049382716049384,0.0199450548412389,0.8643292682926829,0.0310607745116877,0.9433347618873936,0.0416189195959842,0.9010597663778116,0.0193928161621935,0.9806097560975608,0.0158836489318682
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9049382716049384,0.0292412821785852,0.8617682926829268,0.0485689391493085,0.9459442319776082,0.0473790910649517,0.9003466235517404,0.0309791017323177,0.9798170731707316,0.0132288970827119
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9444444444444444,0.0229310810135885,0.9334146341463416,0.033170731707317,0.9565097448451182,0.0404711226729236,0.9438959277198372,0.0226073462792591,0.9907926829268292,0.0090910933002806
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9358024691358026,0.0296296296296296,0.9237195121951218,0.0349677445488556,0.9482331406639553,0.041306605164189,0.9351946013099488,0.0294373771931531,0.9882926829268296,0.0095278170656705
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9296296296296296,0.031740642301685,0.908719512195122,0.0267460599932699,0.9501641651031896,0.0480298718038079,0.9284543060758916,0.0312899424577358,0.9876829268292684,0.0116710566511839
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8197530864197532,0.0406471052670477,0.7851829268292683,0.0632150059087275,0.8464158038797516,0.0516668745517494,0.8127128540629289,0.0429403979542584,0.9094207317073172,0.0291790592210506
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8419753086419753,0.0301396434956387,0.8172560975609755,0.0611582934119621,0.8607560167490688,0.0290734353225785,0.8370324147410173,0.0356020304753548,0.9175,0.0273104031491035
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8592592592592592,0.0313298210875296,0.8296951219512195,0.0485651114236415,0.8827447047263176,0.0334003515056503,0.854632217639278,0.0337977028637015,0.935121951219512,0.0236738541060215
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8975308641975307,0.0362256808669659,0.8861585365853658,0.0683900927680039,0.9065625708646126,0.0236823362019911,0.8949304395385355,0.0426035987271905,0.9601829268292684,0.0150877366672221
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9283950617283953,0.0334929875709889,0.9307926829268294,0.0630867755968335,0.9265264773985704,0.0254095316703387,0.92749792474203,0.0382184710358862,0.9728353658536586,0.0138941794570265
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9407407407407408,0.0226300034318806,0.9604268292682926,0.037185574544357,0.9250008534421836,0.0304542208910709,0.9417288048175054,0.0231547617055273,0.9801219512195122,0.0100838616272866
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.925925925925926,0.031716623651025,0.9407926829268292,0.0429057337993582,0.9147772248864138,0.0357708657194988,0.9269698662949996,0.0310287693495993,0.9710365853658536,0.0167333338468454
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9469135802469136,0.0214189525591326,0.9727439024390244,0.0283114030793045,0.927624439004488,0.0416300339960981,0.9486281328653312,0.0195529821720794,0.9780792682926828,0.0129265775976421
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9555555555555556,0.0235540543559739,0.9826829268292684,0.0224406812749894,0.9340114164074456,0.0390422169990736,0.9570865605962048,0.0216763010592899,0.9838109756097564,0.009877719431426
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8172839506172839,0.0457956468913368,0.7951219512195122,0.0643106261278536,0.8348140731354505,0.0531935922928812,0.8127944444894704,0.0472552378627506,0.8992073170731707,0.0318133195254228
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8469135802469137,0.0271604938271605,0.8742682926829268,0.0456501712161548,0.8307603625250453,0.0340460368197621,0.8509256135790647,0.0262888837241385,0.9379573170731706,0.019237901511102
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8493827160493828,0.0189657919700459,0.8913414634146342,0.0456281754902853,0.8238183171104682,0.0261684865508111,0.8551473238765016,0.0194911771762712,0.943841463414634,0.0146663771085291
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8728395061728396,0.0497057336770306,0.8790243902439027,0.0697115242206137,0.8697990694941915,0.051968214673377,0.8730783220137674,0.0519450064613357,0.9359756097560976,0.0323762688408826
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8999999999999998,0.0230636317188511,0.9309756097560976,0.0425553843556389,0.8782191700654549,0.0305501031318316,0.9028963207377504,0.0224357816345052,0.9719817073170732,0.0131871298662995
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9037037037037038,0.0251803432770014,0.943109756097561,0.0388554364727256,0.8744514754584027,0.0224046545641259,0.9071074351346124,0.0253832000376531,0.9735975609756098,0.0114653604990938
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.917283950617284,0.0331499298323396,0.9207317073170732,0.038667383768744,0.916356498845574,0.0460180984793827,0.9177152991659708,0.0328441719477249,0.975640243902439,0.0135898000929932
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9283950617283953,0.026363156177855,0.9581097560975612,0.0330508616930869,0.9062653109164736,0.0390022925948764,0.9306706149625475,0.0246112263277551,0.9858231707317072,0.0098794131096355
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9395061728395062,0.0237152749534549,0.9729268292682928,0.029955350473842,0.9142266264214072,0.0426869994650757,0.9417186312564066,0.0223771861422619,0.986310975609756,0.0102117763520422
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.94320987654321,0.0167464937854944,0.9479878048780488,0.0326353972745043,0.9408109901164504,0.0352196066252088,0.9434282160932236,0.0165813262753068,0.9859756097560975,0.0125497226411589
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9567901234567902,0.0167919388996733,0.9826829268292684,0.0194572396831016,0.9351869800962256,0.0292185033382281,0.9579559770731088,0.0161734027105239,0.993109756097561,0.0069378347816494
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9592592592592594,0.0214189525591326,0.9851829268292682,0.016474815384074,0.9380481563876344,0.0386637298323221,0.9605135868411208,0.0205240702427422,0.9939329268292684,0.0070826917627122
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9074074074074074,0.0242239714448747,0.9039634146341464,0.0330308316843651,0.9113630885908254,0.0301883689554205,0.907147413267336,0.0239198360011808,0.9696341463414636,0.009089457255223
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.982716049382716,0.0148148148148148,0.995060975609756,0.0098789897173052,0.971697323285525,0.0249788985804433,0.9830683392601952,0.0142713817119335,0.9966463414634144,0.0058183002233976
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9777777777777776,0.0120962456433737,0.9975,0.0075,0.960114333104974,0.0229339574732988,0.9782774893459958,0.011702017955327,0.9973780487804876,0.0041360165566125
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.937037037037037,0.0309628054419369,0.9482926829268292,0.0415841141360862,0.928026114181964,0.0317737004113789,0.9376176615492416,0.0306871186374417,0.977439024390244,0.0135847035351097
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9765432098765434,0.0150698217478193,0.992560975609756,0.0113643880558261,0.9626327737303348,0.0288205294392327,0.977066655026961,0.014462793112351,0.9959756097560974,0.0064021486577593
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753088,0.0156161859761401,0.995,0.01,0.9579899165874776,0.0283197619951366,0.9758926999473836,0.0150962680011258,0.996341463414634,0.0057394861589024
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9555555555555556,0.0148148148148148,0.9753048780487804,0.0248811123173527,0.9392692862063252,0.0280566847583384,0.9564215532848832,0.0145159086860496,0.9898170731707318,0.0086406978726462
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753088,0.0146076044027151,0.992560975609756,0.0113643880558261,0.9600988636056702,0.0270002133248172,0.9758069542180016,0.0141721604701307,0.995548780487805,0.0063546415605818
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9740740740740742,0.0150698217478193,0.992560975609756,0.0113643880558261,0.957931844578186,0.0282829521894868,0.974658494834248,0.0145547189660257,0.9955487804878048,0.0060550346306479
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.954320987654321,0.0240978040690656,0.9679268292682928,0.0271778901985685,0.942799495834096,0.029673136020515,0.9549364671769698,0.0237518133495723,0.99,0.0100237671161144
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9703703703703702,0.0215254268816823,0.9876219512195124,0.016681148279179,0.9551813000763654,0.0300158422299619,0.9709614817509812,0.0210719197360587,0.9944512195121952,0.0072530225088975
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9716049382716052,0.0146596815889356,0.992560975609756,0.0113643880558261,0.9533889068957137,0.0283706971812279,0.972279254569232,0.0141244020801223,0.995548780487805,0.005694286249856
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9580246913580248,0.0228978234456684,0.9753048780487804,0.0192111881503649,0.9436854608805828,0.0340834618610825,0.9589307472425744,0.0222285691851903,0.9892682926829268,0.0106531213569565
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9716049382716048,0.0166094124037946,0.990060975609756,0.0165288896763268,0.9555806239201022,0.0290234872993168,0.9721847872813676,0.016141750449244,0.9960975609756098,0.0060620919617739
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9716049382716048,0.0183531712929858,0.990060975609756,0.0165288896763268,0.9557467368769128,0.0325637124980708,0.9722141731173946,0.0178557763784061,0.996890243902439,0.0042895810577955
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8629629629629629,0.0799043018532563,0.8771341463414632,0.1289518820882838,0.851579972067001,0.0671182385836548,0.8609634682911489,0.0942348268447971,0.9157926829268292,0.0754682241439613
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9333333333333332,0.0308394962883871,0.9458536585365854,0.0511801532864289,0.923386761651084,0.0269439562195446,0.9337640588784925,0.0313984422549017,0.975060975609756,0.0210104114300327
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8419753086419753,0.0900134623879416,0.8792073170731708,0.0540695525044449,0.8281760048982504,0.095502780129254,0.8509587457230051,0.0717906698967157,0.9082926829268294,0.0995065905882306
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9074074074074072,0.050977340301389,0.9184756097560977,0.0442886551972292,0.902429868560439,0.0665266264276595,0.9092139485160576,0.0479107087956836,0.962439024390244,0.0283889761681583
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8617283950617285,0.0467834452382627,0.8960975609756099,0.0523781552569973,0.8407261118863847,0.0554878262335614,0.8665008507177914,0.0452403972561019,0.9234146341463412,0.0297823255061126
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9407407407407408,0.0356958822093851,0.9581097560975612,0.0397531515442957,0.9270517871967257,0.0385725676862296,0.9419128785449984,0.0339674169925404,0.975,0.0222673710171779
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8567901234567901,0.0391184679450737,0.871890243902439,0.0609466089570785,0.8510110236040918,0.0541490937016568,0.8591226919002561,0.0376035628943694,0.9284146341463416,0.0321488951204515
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0367270982238111,0.9482926829268292,0.0430608702708508,0.9418465971689396,0.0389867275344987,0.9446484686712988,0.0365333744173309,0.983841463414634,0.0154046403617802
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8728395061728393,0.0420659877466687,0.9060365853658536,0.0467865738430275,0.8513237306172089,0.0475916657495488,0.8770485484396658,0.0398878780922034,0.9273780487804878,0.0286591203884491
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9148148148148147,0.0376290139608103,0.9408536585365856,0.0248837272333386,0.8973584737361279,0.0526742497233032,0.9178819542158048,0.0337328452676981,0.957439024390244,0.0277754444125399
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8753086419753086,0.0498282372113841,0.911158536585366,0.0292785170149731,0.8561986584516277,0.0729849725800472,0.8812194749741045,0.0435978021798017,0.940121951219512,0.0357431514179948
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9148148148148147,0.0319321411268581,0.9284756097560976,0.0434170748149254,0.9042193545724458,0.030036826053264,0.915780257763418,0.0318039484765527,0.9631707317073172,0.0215274129018394
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.0281524796320774,0.916280487804878,0.0427778126510137,0.9119210807176148,0.0253169699828466,0.9136185645651728,0.0285404231416672,0.967621951219512,0.0160389036625329
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0132967032274926,0.9951219512195122,0.0146341463414634,0.976121397509656,0.0209326250486971,0.9853640397180412,0.0131380850828633,0.9960365853658536,0.0073081754844394
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9148148148148147,0.0273004251697481,0.9259756097560976,0.0347659378453295,0.9069061336493494,0.0340045063774759,0.9158038290314654,0.0266311339817249,0.968658536585366,0.0146549648665879
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9814814814814816,0.0126505565011846,1.0,0.0,0.9647813521324584,0.0237789148496729,0.9819259487297493,0.0123188973685008,0.9956707317073172,0.0071757179445011
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.0276057774999973,0.9383536585365856,0.0483482757745793,0.91602234974328,0.0251847652274062,0.9263537673724362,0.0286980411051843,0.9747560975609756,0.0149712196631887
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.982716049382716,0.0125901716385007,0.992621951219512,0.0112712552857627,0.9738014207384598,0.0221145499608499,0.9829532576924738,0.0122757325931696,0.9951829268292682,0.0074452692700312
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9172839506172838,0.0259259259259259,0.9257926829268291,0.0459102611852077,0.9113975228694458,0.0288515042333136,0.9176749569670436,0.0259350422907804,0.9686585365853656,0.011883831917151
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0143974120860377,0.9926829268292684,0.0219512195121951,0.9782140623604038,0.0167268772242398,0.9852134282386998,0.0145111931645782,0.9947560975609756,0.0073180893603304
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.904938271604938,0.0326869192466017,0.9185975609756096,0.0380951191403839,0.8946141417667226,0.0332004609314981,0.906198135349207,0.0322438788948768,0.961768292682927,0.0183333896669586
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716048,0.0124072538532356,0.992560975609756,0.015942061218155,0.9528551293667572,0.0178516829732509,0.972162694640007,0.0123604974303189,0.9927439024390244,0.0084201554879588
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135804,0.0270480275311193,0.9284146341463416,0.0405881433735322,0.9028874819994984,0.0332507506604673,0.9147502741432134,0.0267500851744914,0.9639634146341464,0.0132877871942148
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9765432098765432,0.0116468902864896,0.995060975609756,0.0098789897173052,0.9599482201481636,0.0205612149981007,0.9770432842328602,0.0112590585478541,0.9930487804878048,0.0080902479466448
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8580246913580247,0.0350278048373113,0.8790853658536586,0.064092907588074,0.8440256802510376,0.0289939149135948,0.8600184713703495,0.0392047184231234,0.9232926829268294,0.0211907570795336
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.95679012345679,0.0271885377105496,0.9778658536585366,0.023161182242693,0.939742502093608,0.0391003641154144,0.9580120695086124,0.0258116966007098,0.9862195121951218,0.0117548577425374
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8716049382716047,0.0406471052670477,0.9035975609756098,0.0392452306919484,0.8510148082083889,0.0468698876049701,0.8759377245296864,0.0377915191868892,0.933719512195122,0.0288486816110548
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9358024691358026,0.0352663132273721,0.9429878048780488,0.0511354202257659,0.9295454986010856,0.0323953505387144,0.9356686103115291,0.0367359013576626,0.9816463414634148,0.0100395188790017
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.888888888888889,0.0246913580246913,0.9208536585365854,0.0310853634615199,0.8671418422024788,0.0371115330394106,0.892445347420171,0.0229522795019812,0.9392073170731708,0.0210309288966464
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9555555555555556,0.0208053080819169,0.9628658536585366,0.0320692870689581,0.949221377705794,0.0217616597062834,0.9556757176958266,0.0211842867059495,0.9881097560975608,0.0094354707497234
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8691358024691358,0.0512605913383375,0.911219512195122,0.0453964950283238,0.8425420548587084,0.0569890259975542,0.8750113421846596,0.0475959273625505,0.925060975609756,0.0352779078921479
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.937037037037037,0.0314512079082888,0.950731707317073,0.052155928982418,0.9262823109958674,0.0280277224672053,0.9375256304549062,0.0321889505154253,0.9857317073170734,0.0124641067060011
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8777777777777777,0.028395061728395,0.9083536585365856,0.0522180896013832,0.8601647884346069,0.0486992643174729,0.881476126821305,0.0260107325562663,0.9346951219512196,0.0194137187245882
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9246913580246912,0.0255707594780345,0.9359756097560976,0.0312442737168777,0.9157855304083324,0.0252601803534328,0.9255697746185166,0.0250141975379061,0.9716463414634148,0.0151613619014101
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8753086419753086,0.055610398170643,0.9159756097560976,0.0319570372659136,0.8534621762464736,0.0751376310475712,0.8820505606110002,0.0477941860256755,0.9292073170731708,0.0408740848098429
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.906172839506173,0.033674522708607,0.9233536585365856,0.0305012775110107,0.8941138746289921,0.0426041924439998,0.9080532375989696,0.0318876754315944,0.9553658536585364,0.0206396809736975
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.908641975308642,0.0254213089900913,0.9187804878048782,0.0325701092515323,0.9019618725212576,0.0336338326994813,0.9097344037057118,0.0242215873236242,0.9646951219512194,0.0203195215635966
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9827160493827162,0.0113150017159403,0.995060975609756,0.0098789897173052,0.971589282338006,0.0229149460073171,0.9829823066538376,0.011044286132113,0.9961585365853658,0.0070111345963671
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.917283950617284,0.031740642301685,0.9211585365853658,0.0435547290880903,0.9150161069041118,0.0339002104886165,0.917523371782979,0.0322001814226066,0.9690243902439024,0.0156644430771892
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0086419753086419,0.9975609756097562,0.0073170731707317,0.9807200929152148,0.014365752200007,0.9890086089615916,0.0085394759474743,0.9966463414634144,0.0064832300943951
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.919753086419753,0.0277434630299311,0.928658536585366,0.0456715050896776,0.9144161691378022,0.0365139911111095,0.9204460938053268,0.0273208486915709,0.9732317073170732,0.0158265481145789
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0107627134408411,0.9975609756097562,0.0073170731707317,0.97380142073846,0.0193823279087852,0.9854238997543924,0.0105445719717927,0.9955487804878048,0.0075227693237684
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.919753086419753,0.0308641975308641,0.9309146341463416,0.0478905482360661,0.910585915313652,0.0238306819496759,0.9201945565244916,0.0314443372708785,0.968719512195122,0.0147128220494618
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9839506172839506,0.0111111111111111,0.9975,0.0075,0.9715863787375416,0.0202919593290947,0.9842462882890446,0.0109181016325071,0.9940853658536584,0.0103120915725008
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9049382716049384,0.0345017002777336,0.9335365853658536,0.0364744252892141,0.8845929005728694,0.0415703913155118,0.9078530284335924,0.03256473049014,0.965,0.0160684326263397
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9679012345679012,0.0208053080819169,0.9827439024390244,0.0310892504438243,0.9544928412483716,0.0198759291543713,0.9681642261392972,0.0210881868117843,0.9920731707317072,0.0080570910532482
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9037037037037036,0.0361203428106858,0.9309756097560976,0.0361239191835582,0.883359107647253,0.0374411934927861,0.906373373339821,0.0347515727941234,0.9643902439024388,0.0125236243145758
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716048,0.0135802469135802,0.9901219512195124,0.0197579794346104,0.9549060043756584,0.0164470763379403,0.972047563074598,0.0136305227200178,0.9932317073170732,0.007573995477655
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7197530864197531,0.1260287645922496,0.6007926829268293,0.2631150975915422,0.7605993264990942,0.1249314477203533,0.6472732905187375,0.2249130628253125,0.773109756097561,0.172070415787526
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9518518518518516,0.0237152749534549,0.9679878048780488,0.0350355156764539,0.9386811545064524,0.0288253705551823,0.9525944372134874,0.0233973008891459,0.9864634146341466,0.0067504158551697
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.762962962962963,0.0860308710626387,0.7430487804878048,0.1892652281622662,0.771477911444298,0.057716134836772,0.7455907017392953,0.1217378847792708,0.826890243902439,0.0973853029660503
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.954320987654321,0.0445300957947442,0.9803048780487806,0.0305925639213417,0.9342565205371592,0.0548905644376808,0.9562488531035348,0.0406291416666432,0.9815853658536586,0.0244067017644181
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7938271604938272,0.0518077413786599,0.7830487804878048,0.0996766783864623,0.8041364752668775,0.0584409533462253,0.78936404427509,0.0599685075321893,0.8685365853658537,0.0353807790204342
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0371397752012131,0.9656097560975612,0.0350280333046568,0.927508624859731,0.0419581061641231,0.94590499282396,0.0354694782013221,0.9799390243902438,0.0166239910707257
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8037037037037036,0.0418480277942673,0.8818292682926829,0.0531074808395049,0.7670344252137826,0.0529302779956675,0.8184935255928527,0.0354476981811251,0.8730487804878049,0.033114640523697
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9592592592592591,0.0307652735663632,0.9656097560975612,0.0428942503867398,0.953379526032674,0.0210805134095839,0.9592788527687744,0.0310903453868375,0.9896951219512194,0.0098714597114721
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8098765432098765,0.0265934064549852,0.8839634146341464,0.0579275032053222,0.7740231534578086,0.0444725944132577,0.8229665719223472,0.0227851071451633,0.8974390243902439,0.0298080314486872
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.0455286146039154,0.9433536585365854,0.0526106451410119,0.8914248246942458,0.0476642393652705,0.9160162827381806,0.0443004589810466,0.963109756097561,0.0183277103665837
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8358024691358024,0.0565884772166214,0.9110975609756098,0.0577698772289725,0.7949811805348422,0.0586390735843686,0.8478541400248965,0.0500023008301161,0.915609756097561,0.046810209536331
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9074074074074074,0.0391379444053021,0.9307317073170732,0.0509262802512225,0.89000614278266,0.0389235100660869,0.909272261586522,0.0386734767442001,0.9652439024390244,0.0178586724933369
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8543209876543211,0.0408714700178934,0.8765243902439025,0.0382120578127422,0.8409792388555184,0.0470546088304098,0.8578800022662365,0.0379533562876411,0.936341463414634,0.0346577556081659
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9839506172839506,0.0111111111111111,1.0,0.0,0.969419562286834,0.0205983271103436,0.9843611361023332,0.0106349013439563,0.9945121951219512,0.0072660824925689
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8691358024691358,0.0512605913383375,0.8840243902439024,0.0652095875112765,0.8603313357574663,0.0550001249581618,0.8708755295137663,0.0510114755512703,0.9456707317073172,0.0322876649442945
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0116468902864896,0.9975,0.0075,0.9763455824757582,0.020933555840624,0.9866835505656644,0.0114004465028041,0.9926219512195124,0.0082866279903424
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8592592592592594,0.0308394962883871,0.8839634146341464,0.0386347256824017,0.8436034641577319,0.0372500203815181,0.8626740096374143,0.0296153438803604,0.938719512195122,0.0172038768578802
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9765432098765432,0.0116468902864896,0.9901219512195124,0.012099626102256,0.964367094901695,0.0210781216440375,0.9768959663511904,0.0113715012999312,0.9945121951219512,0.0072916224043301
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8567901234567901,0.0287948241720755,0.8666463414634148,0.0350130106691977,0.850191914343928,0.0299529786962243,0.858068330498251,0.0286070130372459,0.9383536585365851,0.0142960174666756
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0102550911887877,1.0,0.0,0.973914863733355,0.0195297939881278,0.98668609137803,0.0100047176120704,0.995,0.0082747294896036
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8765432098765432,0.0270480275311193,0.9113414634146342,0.0397046277629468,0.8536791893887807,0.033904422802698,0.8807813381160665,0.0254785580032925,0.9496951219512196,0.0184731947226234
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728397,0.0120962456433737,0.992560975609756,0.015942061218155,0.9553463977882584,0.0215283964850916,0.9733659259483392,0.0118958997874729,0.9948170731707316,0.0075138678055424
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8592592592592592,0.0350060416759452,0.8886585365853659,0.0598438877269419,0.8418666223151071,0.0438105190490902,0.8629085649471812,0.0345609715159948,0.9457317073170732,0.0212471784878423
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9765432098765432,0.0102550911887877,0.995060975609756,0.0098789897173052,0.9597923588039868,0.0181378143887592,0.9769872871276044,0.0100280074560988,0.9948170731707316,0.0074642216206475
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7617283950617284,0.0964307386922395,0.8789024390243902,0.0672753051757933,0.7296491091714669,0.0886809848802995,0.791597443200841,0.056875468215858,0.8148780487804878,0.1630776011159189
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0293453440098881,0.9656097560975612,0.0350280333046568,0.9266091348621128,0.0264478027885498,0.9455692948591372,0.0285813450756691,0.983719512195122,0.0106595760502232
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7493827160493827,0.0717856383215142,0.7722560975609756,0.0963349990112797,0.746697863859654,0.0843907119997291,0.7541224754300991,0.0713562912251197,0.8360365853658538,0.0616435670408947
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.965432098765432,0.0219461590551002,0.9803658536585368,0.0264071561155427,0.9525622524573178,0.0273944329731116,0.9659929924887316,0.0215904332693922,0.9873780487804876,0.0098322107197878
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8407407407407408,0.0603424662214811,0.8692073170731707,0.0671010197173993,0.8306353044005711,0.080472313814841,0.8459919127504124,0.0533867326378597,0.9028658536585368,0.0610767758325823
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506172,0.0441692439999958,0.955975609756098,0.0496992741045573,0.9470307490769772,0.0457023506768347,0.95104701475286,0.0433030399009031,0.9826829268292684,0.0179649503425153
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.771604938271605,0.0475749354765375,0.8129268292682926,0.1131329441750003,0.7579815455699352,0.0612293128764024,0.778288644757246,0.0550565600546871,0.8426829268292682,0.0510377145313209
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469136,0.0281795363222551,0.9607926829268292,0.0397905450790995,0.9359543423426008,0.0317250352166756,0.9476635246016214,0.0280603346193624,0.986829268292683,0.0093521558878233
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8382716049382715,0.0414822163368183,0.8815853658536585,0.0475201513346426,0.8122598095557663,0.0414194242588697,0.8449970037532595,0.0394624049295424,0.893109756097561,0.0332370772121464
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9,0.0319321411268581,0.916280487804878,0.0441465520140511,0.8879580105090599,0.0302582173502563,0.901455026352762,0.0316704487792886,0.9619512195121952,0.0159453259792011
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8135802469135804,0.0530864197530864,0.8939634146341465,0.0378583905296034,0.7756081677417118,0.0640695756662539,0.8289548722535665,0.0423898916199128,0.905060975609756,0.036797201756504
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8851851851851851,0.0481481481481481,0.9307926829268294,0.0308192351109773,0.8566924798828082,0.060800061731492,0.8912755987547163,0.0418716779266974,0.9581097560975612,0.0262096549820331
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8493827160493825,0.0493209490257732,0.8712804878048781,0.0643363191142324,0.8388694741687159,0.0637128291781222,0.8525796189678649,0.0480097385597103,0.925,0.0310233452040589
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9802469135802468,0.0200593540855209,0.99,0.0229128784747791,0.9712708023683634,0.0255078771274786,0.9803549025499436,0.0202455268279104,0.9972560975609756,0.0034303861412281
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8567901234567901,0.0362887369301211,0.8839634146341464,0.0515588714179406,0.8400518542099962,0.0408816593703734,0.8604024587406345,0.0354938399037014,0.9309146341463416,0.0312907081672589
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9802469135802468,0.0098765432098765,0.9975,0.0075,0.9645488615185156,0.01854425370435,0.980629705555996,0.0096171839552909,0.9951219512195122,0.0088109228625309
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8555555555555555,0.0382716049382715,0.8764024390243904,0.0401903283460579,0.8430034396087119,0.0482831889301365,0.8586243510680008,0.0369881711199684,0.943719512195122,0.025617086639586
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0086419753086419,0.9975609756097562,0.0073170731707317,0.9806620209059232,0.0143851060262143,0.9889788603374654,0.0085436228309933,0.9973170731707318,0.007246611959388
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8629629629629628,0.0319321411268581,0.9035365853658536,0.0362984685920726,0.8388594746213807,0.0501660499211488,0.8687022631642011,0.0291378456170059,0.9440853658536584,0.0318909434237507
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9827160493827162,0.0098765432098765,0.9975609756097562,0.0073170731707317,0.9690368149528672,0.0149031928971364,0.9830415221344792,0.0095604591005613,0.9954268292682928,0.0073790565729772
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8703703703703705,0.0176763223003411,0.901280487804878,0.0347319663768085,0.8505036604728415,0.0303761341746743,0.8742423789156237,0.0163200648655979,0.9489634146341462,0.0173219033112648
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9753086419753088,0.0146076044027151,0.9975609756097562,0.0073170731707317,0.9555268469477204,0.0239508934608025,0.9759575125747996,0.0140648469142799,0.9945121951219512,0.007352556241455
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8654320987654321,0.0261600248153297,0.896219512195122,0.0309607223682803,0.8451872442241501,0.0333920708152453,0.8694460139355218,0.0249280981391648,0.944451219512195,0.0155922396002796
d_num_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9740740740740742,0.0128892672949513,0.992560975609756,0.015942061218155,0.9576166081980036,0.0223924168952383,0.9745420590521832,0.0126730472871252,0.9942073170731708,0.0075681024633586
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6418292682926829,0.0707675476900805
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8580246913580247,0.0432098765432098,0.891280487804878,0.0530628310520871,0.8385193226342272,0.053928366901536,0.8626241055933231,0.0408854200909513,0.940548780487805,0.0222527561808477
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8444444444444444,0.0547123945831119,0.7821341463414633,0.1086054351372178,0.8952823252106856,0.0546312459059962,0.8301127815683946,0.0724837829266708,0.9409756097560976,0.0177580406334316
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6418292682926829,0.0707675476900805
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6950617283950616,0.0471889255644849,0.4765853658536585,0.1047468691809563,0.8484662185352722,0.0673573192071644,0.6041695227283472,0.0813554200853308,0.8327439024390244,0.0437650713396365
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.654320987654321,0.0532440954391304,0.3947560975609755,0.1032582659279678,0.8176831645667159,0.0818169659270496,0.5266037232272126,0.0994406306242044,0.7339634146341464,0.0571156619499083
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6418292682926829,0.0707675476900805
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6938271604938271,0.04743054990691,0.4740853658536584,0.1056460289479953,0.8477519328209866,0.0672993691612313,0.6018197959523909,0.0820622564413657,0.833780487804878,0.0434094954481443
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.654320987654321,0.0532440954391304,0.3947560975609755,0.1032582659279678,0.8176831645667159,0.0818169659270496,0.5266037232272126,0.0994406306242044,0.7339634146341464,0.0571156619499083
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6418292682926829,0.0707675476900805
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691039574148874
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691018052470394
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6418292682926829,0.0707675476900805
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6912195121951219,0.069070698936068
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691018052470394
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6418292682926829,0.0707675476900805
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691039574148874
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691018052470394
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6418292682926829,0.0707675476900805
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6912195121951219,0.069070698936068
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691018052470394
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6418292682926829,0.0707675476900805
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691039574148874
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691018052470394
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6418292682926829,0.0707675476900805
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6912195121951219,0.069070698936068
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691018052470394
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6417987804878049,0.0708175270474814
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691039574148874
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6908536585365853,0.0691018052470394
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7543209876543209,0.0411131501366585,0.8396951219512194,0.0449621841900347,0.7180115076581641,0.0367875377649837,0.7737371226906286,0.0367450978303149,0.7542987804878049,0.0414753950590035
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6814814814814815,0.100418268679816,0.6159146341463415,0.3564309383752383,0.7915735185112085,0.1400174601964458,0.5799972834477519,0.2882466783084133,0.6822256097560976,0.09998234246991
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6765432098765432,0.0812942105340954,0.6357926829268292,0.3068425791540599,0.7742489803340867,0.1563960900376282,0.6109809821036974,0.2123870833192534,0.6772256097560976,0.081111090243198
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6209876543209876,0.10490921892675,0.7270121951219511,0.213187692926278,0.643701765504413,0.1500398403072574,0.6409443134647435,0.1420094877964879,0.6220426829268293,0.1042756068251949
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8148148148148149,0.0220846219999979,0.8079878048780488,0.0728440114216673,0.8255798702202117,0.0497473913346174,0.8125674006509309,0.0266632081865853,0.8851829268292682,0.0218068593250574
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7555555555555556,0.0531868129099704,0.7733536585365852,0.1112192614727597,0.7649617474367918,0.0944388612534716,0.758329795448659,0.0537497891902747,0.7755182926829267,0.0630798577109997
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7518518518518518,0.0743718295398964,0.7537804878048779,0.1973735937621207,0.7557790200437259,0.0531550677075788,0.7356567170567772,0.1397023829660479,0.7848475609756098,0.0805988297915767
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7123456790123457,0.0728395061728395,0.7478658536585365,0.1035193649674299,0.7053336687919112,0.0874309225381328,0.721409897781342,0.0739321631820416,0.7371036585365853,0.08639041626768
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8716049382716049,0.017633156613686,0.8864024390243902,0.0355148773611816,0.8627449934628902,0.0329349722807233,0.87343134843683,0.0169742923451532,0.9111280487804878,0.0205114057227528
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7580246913580246,0.0503606865540028,0.8026219512195121,0.07335497636835,0.7460782628254023,0.0718375524995617,0.7687840700604298,0.0428992308810122,0.8088719512195123,0.0625274255710447
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7407407407407408,0.0662538659999937,0.8098170731707317,0.0982223958887912,0.736653120110758,0.1105389740384673,0.7598701020481604,0.040470496341001,0.8016463414634147,0.0607571085090814
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7654320987654321,0.0438228132081452,0.7923170731707316,0.0669845312303691,0.7635118169636846,0.0778892404838793,0.7724125054613648,0.0335433549625518,0.821859756097561,0.0545678989823286
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.888888888888889,0.0220846219999979,0.916280487804878,0.0217488127637569,0.8701780301117523,0.0326072497697772,0.8921752096276949,0.0194731202481051,0.915060975609756,0.0320270581059527
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7901234567901235,0.0700556096746227,0.7657317073170733,0.1390064173234778,0.8071362221145814,0.0683447150235802,0.7791100863530983,0.0933783499741094,0.8377439024390243,0.0679315637444495
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8098765432098766,0.0254213089900913,0.8075609756097561,0.0857405539619043,0.8181295478935988,0.0510675749371488,0.8076920292141535,0.0331717283420637,0.8763414634146341,0.0284577815396882
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8049382716049382,0.0523200496306594,0.8154878048780487,0.0786936015621935,0.8120255831403416,0.0889124803385765,0.8074569868478797,0.0478374168079658,0.8635975609756098,0.0351354458323358
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.891358024691358,0.0251803432770014,0.9284756097560978,0.020077648938871,0.8661997412154603,0.0371133960949036,0.8956968236137948,0.02161190310343,0.9106707317073172,0.0253914182854385
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8185185185185185,0.0581820823108552,0.8667682926829269,0.0568181777621544,0.796371882843119,0.0742896215929884,0.8278379123159066,0.0520598173862688,0.8692073170731707,0.045207359839966
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8333333333333334,0.0323117341439565,0.8741463414634147,0.0332786086573663,0.8105156829210998,0.0418143405058069,0.8402912851513878,0.0280896594580281,0.8799695121951219,0.0349356322577573
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8444444444444444,0.0734956842772208,0.8767073170731706,0.0763685372393067,0.8262278642922872,0.0748232775207788,0.8497383329910564,0.069354052260661,0.8931707317073171,0.0499159391533265
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8913580246913579,0.0343910821658867,0.861829268292683,0.0546833946151746,0.9162893307010954,0.0310656752192108,0.8874045440132132,0.0377276220127026,0.9590243902439026,0.0141163475128276
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8987654320987654,0.0269350916410758,0.8692682926829269,0.0360779857931885,0.9245351783317124,0.0317337558996317,0.8955967491800921,0.0282849896197118,0.9581707317073171,0.0163846353644557
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8987654320987654,0.0232937805729792,0.8668902439024391,0.0342995799364825,0.9266500059921112,0.0274378577513784,0.8953327302278001,0.0243741940909405,0.958780487804878,0.0147888167790788
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9246913580246916,0.0140219959155562,0.908658536585366,0.0191928904396011,0.939741286413302,0.026446575882452,0.9235662960550706,0.0134597175195963,0.9743292682926828,0.01322046279545
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9111111111111112,0.0257785345899026,0.8840243902439024,0.034547727980662,0.9351442535653062,0.028667708921713,0.9085325818398214,0.0270824050299696,0.9714634146341464,0.0149801574091322
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9148148148148147,0.0194811528864932,0.898719512195122,0.0260151565441733,0.9295082107598156,0.0298962350762127,0.9134313876925712,0.0197924517991698,0.9691463414634146,0.0126271051101281
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9271604938271606,0.023715274953455,0.9257926829268291,0.0272909963732694,0.9301396129559844,0.0415383953272324,0.9272225164229768,0.0229750520078565,0.97859756097561,0.0108647860196519
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9308641975308642,0.0167464937854944,0.9282317073170732,0.0236520138103994,0.9339708993129447,0.0286359326082187,0.9306675968005884,0.0166846969120381,0.9789634146341464,0.011030519826296
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9358024691358025,0.0172839506172839,0.9257926829268296,0.0271804209417348,0.945422052994522,0.0264496734486619,0.9350838275554524,0.0177093950518099,0.978109756097561,0.0119874078786953
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8925925925925926,0.035374194523196,0.8567682926829269,0.0538276506326937,0.9228720331159354,0.0297670829773088,0.8879838602718445,0.0384102984460227,0.9570731707317072,0.0182279341882444
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8962962962962961,0.0248145077064713,0.8667073170731708,0.031354984271523,0.9216411350621876,0.0299201688735621,0.893026323184551,0.0261685071024947,0.9576829268292684,0.0160452772512722
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8925925925925926,0.0247222029561737,0.8544512195121952,0.0366128453710306,0.9253586669376144,0.0253034675281286,0.8881074473679403,0.0268192017632862,0.9584146341463414,0.0146590235704992
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9111111111111112,0.0316203666046066,0.8892073170731708,0.0489334871938129,0.9304671730794968,0.0271343754036427,0.9087712906879668,0.0334677189178382,0.9720731707317072,0.0118825803946456
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9148148148148147,0.0261600248153297,0.8940243902439026,0.0341036318263578,0.9330184739395266,0.0237570410525956,0.9129286426965753,0.0271319486662908,0.9709146341463412,0.0126824870936901
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9160493827160494,0.0219461590551002,0.8964024390243903,0.0304505259891526,0.93345103669879,0.0225573248919641,0.9143058281676169,0.0226311611556824,0.9711585365853658,0.0139447633449684
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9283950617283953,0.0257785345899025,0.9233536585365856,0.0303031603772918,0.9336722711755552,0.0339198128368342,0.9280984425090116,0.0257894512985835,0.9779878048780488,0.0122482076290747
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9382716049382716,0.0206582722601006,0.9307317073170732,0.0309263580021029,0.9460308768561748,0.0306411975523925,0.9377922163636836,0.0208042983677162,0.9799390243902438,0.0102629396277912
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9308641975308642,0.0167464937854944,0.9208536585365856,0.0220083943749316,0.939993978023503,0.0221317915688039,0.930117956382527,0.017112128936765,0.9784756097560976,0.010034332794075
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8407407407407407,0.0314512079082888,0.7953048780487805,0.0430740356375335,0.8767882124284563,0.0428519606778825,0.8330819026812308,0.0326182094636723,0.9144207317073172,0.0292495652738481
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8419753086419753,0.0280439918311124,0.8053048780487805,0.0444328142832287,0.8713569843913233,0.0400599203464248,0.8358260071797213,0.0289397948595267,0.9198780487804878,0.0278481691229049
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8518518518518519,0.0227643073019577,0.8150609756097561,0.0564405276798761,0.883007392264908,0.0371641626212406,0.8455738977448706,0.0267500926686468,0.9323475609756096,0.023743110870341
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8814814814814815,0.038331295546321,0.8718292682926829,0.0552519780884709,0.8916758804283894,0.0512794938997984,0.8800849886274744,0.0394126016584733,0.9559451219512194,0.0177664396726993
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9037037037037036,0.0245675910396696,0.8939634146341463,0.0475402159196265,0.9130693084082192,0.0323947232181559,0.902287868280352,0.0263469653406396,0.9677134146341464,0.0172505215933005
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9296296296296296,0.0183531712929858,0.92859756097561,0.0428511059528237,0.9327575801118207,0.0342562857188231,0.9293832695046106,0.0190162939942922,0.9796341463414632,0.0140010410082922
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8938271604938273,0.0208053080819169,0.8913414634146342,0.0296667491036604,0.8973130586330276,0.0352705709804355,0.8935857237507099,0.0204303110823724,0.9592073170731708,0.0199002943009874
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9123456790123456,0.0202484190948848,0.9139024390243904,0.0379528966962774,0.9123467112597548,0.0259457291035826,0.912414020093576,0.0203214092701501,0.9694512195121952,0.0120546791130555
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9320987654320988,0.0242239714448747,0.92859756097561,0.0402036476424673,0.9357618814647056,0.0257434989364334,0.9316080565347312,0.0252038382989846,0.9782317073170732,0.0140721614804868
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.837037037037037,0.0426953492982483,0.783170731707317,0.0798744180891498,0.8791869867334263,0.0401078275662151,0.8259265742043974,0.0545352668629616,0.9253353658536586,0.0271199092548129
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8827160493827162,0.0293453440098881,0.8569512195121952,0.0446483050980226,0.9040154551354808,0.0270385697877567,0.8793216092126764,0.0305895135820444,0.9575914634146344,0.0174450196500014
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.891358024691358,0.0285823133402227,0.8668902439024391,0.040649334335454,0.9119448010269576,0.0267700398739982,0.8884339841528274,0.0296689792619884,0.9615548780487804,0.0183725138136035
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8691358024691358,0.0322881403225235,0.8372560975609756,0.0390524384721956,0.8965442212440626,0.0472238450894099,0.8649489178247324,0.0325315745154602,0.9460060975609756,0.0193492865872018
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9098765432098764,0.0259259259259259,0.903719512195122,0.0278845270197436,0.9161591180044326,0.0363072211362488,0.9094572576491576,0.0253649572526006,0.9684451219512196,0.0143521159313641
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9123456790123456,0.0273004251697481,0.911219512195122,0.033029649759514,0.9136102921468776,0.0285452849779677,0.9121757399970252,0.027132635569786,0.9677743902439024,0.0158407839374359
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9037037037037038,0.0245675910396696,0.8965243902439024,0.0387193201454811,0.9099927138341772,0.0219173789167285,0.902808891926418,0.0255416857634071,0.962469512195122,0.013182900036073
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9197530864197532,0.0308641975308641,0.9208536585365856,0.0379764008251331,0.9196798213445974,0.0377711871974609,0.919727869052477,0.0306109315601519,0.9730487804878049,0.0129565638231558
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9222222222222224,0.0307652735663632,0.9307317073170732,0.0328852492658067,0.915169016557275,0.0325229792032887,0.9227465663402092,0.0306501837484795,0.9730792682926828,0.0133382317060626
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.917283950617284,0.0234567901234567,0.9257317073170732,0.0371729242039511,0.910039937846234,0.0197905464303901,0.917548412876488,0.0249801791837202,0.9702134146341462,0.0137418855511495
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9308641975308642,0.0241924912867474,0.9455487804878048,0.026641596943237,0.9187617416616284,0.0277605744513142,0.93177560460162,0.023813498662352,0.9790548780487806,0.0099130383769647
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.934567901234568,0.0240978040690655,0.9505487804878048,0.0247044547254894,0.9215316353149592,0.0290431745809729,0.935624372556468,0.0235547155939264,0.980060975609756,0.0104455330746478
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.8790123456790123,0.019753086419753,0.8716463414634147,0.0262595411968059,0.8855255656635631,0.030868385903868,0.878053712471907,0.0200306245795128,0.9507926829268292,0.0158408719542601
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9555555555555556,0.0228978234456683,0.9752439024390244,0.0294799259178807,0.9392505514374636,0.0317701122094811,0.9564366103993998,0.0225077601395525,0.9895121951219512,0.009302728070509
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9506172839506174,0.0213833433033194,0.9801829268292684,0.0311002509596964,0.9265645575074288,0.0313462260836658,0.9520418001687576,0.0210787795562599,0.9918292682926828,0.0071014992007515
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9098765432098764,0.0234567901234567,0.9209146341463416,0.0266625222959388,0.902153024802068,0.0339157263765538,0.9109906013181824,0.022784031709082,0.9696036585365856,0.0154293897903963
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9493827160493828,0.0324059376503868,0.9727439024390244,0.0304390463766337,0.9307901918983574,0.0424861866599306,0.950831620253452,0.0311259924576332,0.9895121951219512,0.0098690112225293
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9493827160493828,0.028395061728395,0.975182926829268,0.0315286358418625,0.9285878472888016,0.0390246060321656,0.9507843386014544,0.0279490962621426,0.9905487804878048,0.0079139200700082
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9271604938271604,0.0128892672949512,0.9431097560975608,0.0225775318289227,0.9140239605355884,0.0145255732707215,0.9281533800708056,0.0135165798586524,0.978109756097561,0.0121200432811693
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9469135802469136,0.0234567901234567,0.9654268292682928,0.0298420016497355,0.9316224145804408,0.0290577339389295,0.9478702560377066,0.0231634253462501,0.9884146341463412,0.0106174628583799
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9456790123456792,0.0271604938271604,0.9629268292682926,0.0299821481686066,0.9319779122686098,0.0365875748852348,0.9467401383361383,0.0264187966310692,0.9884146341463416,0.0102395461120406
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9395061728395062,0.0178479411046925,0.955609756097561,0.0264802688826073,0.926009820676582,0.0187161830695689,0.940362400693236,0.0178563329859449,0.9779878048780488,0.0153809691430255
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9530864197530866,0.0245675910396696,0.9629268292682926,0.0228894999684196,0.9449902517599624,0.0324350485717119,0.95363745989248,0.0240702981927329,0.9884756097560976,0.0126396129523795
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.951851851851852,0.0273004251697481,0.9604268292682926,0.0277455105403693,0.9448680771865684,0.034369207967583,0.9523106057020224,0.0270121260057812,0.9880487804878048,0.0133568600683834
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.934567901234568,0.0175030208379726,0.953048780487805,0.0232124143691416,0.9196582468391884,0.025879087794488,0.9357089146974512,0.017224430861277,0.9778048780487806,0.0121743725919301
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9481481481481484,0.0212403093013398,0.9604268292682926,0.0277455105403693,0.9378792718908996,0.027060791374702,0.94869199119161,0.0211872737862865,0.9890853658536588,0.0099539764832288
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9481481481481484,0.0226300034318806,0.9604268292682926,0.0277455105403693,0.9378850790918288,0.0291742098300452,0.9486945851265184,0.0225621710911046,0.9877439024390242,0.0118626947892165
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6876543209876543,0.0880013994429468,0.6367073170731707,0.2423594179064383,0.7114169272354257,0.0944701655699411,0.6451486304545149,0.1673464887343191,0.7598170731707317,0.1019017012723005
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8876543209876543,0.0376290139608103,0.8938414634146342,0.0437424676952659,0.8868731456394412,0.0584987145270467,0.8886310241097588,0.0350625527535088,0.9477439024390244,0.0199121546407972
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6876543209876543,0.0984640463288415,0.6294512195121952,0.1896131762383942,0.7219968384477123,0.1451701828246039,0.6582294618321305,0.1382173296619483,0.7503048780487804,0.1528057174952123
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8901234567901234,0.0255707594780345,0.8891463414634148,0.0450227981115322,0.8941762460325403,0.0473286928317777,0.8899826772862797,0.0250953602782637,0.9457317073170732,0.0206130030636105
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6888888888888889,0.1185185185185185,0.6467682926829268,0.2452531274416875,0.7287241590048541,0.1089402076157261,0.6550144848264869,0.1623164300841993,0.7178658536585367,0.1983995020988599
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8814814814814815,0.0452600068637613,0.873780487804878,0.0744367107974063,0.8887723023373978,0.0487151724616544,0.8793043593414529,0.0501261034195427,0.9390853658536584,0.0265022335269223
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7135802469135804,0.0641024937567761,0.6448780487804877,0.1046960985507813,0.7518576026248004,0.080847903678075,0.6894833071985592,0.0784003592134879,0.8193292682926829,0.0757512690261488
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.888888888888889,0.0349188533919282,0.921158536585366,0.05786906619369,0.8700047252734823,0.0556816227200646,0.892341017748908,0.0333267795756562,0.9392073170731708,0.026428618801048
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6246913580246913,0.0981772609978817,0.6680487804878048,0.1563465525597639,0.6311238287124381,0.1131749491360802,0.6367218379584731,0.0947090623861334,0.6827439024390245,0.104598340141045
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.880246913580247,0.0521011057926153,0.8885365853658538,0.1085981601166693,0.8761915578749871,0.0505216065682637,0.8781117530971734,0.0649754951148151,0.9426219512195122,0.023356842424498
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6864197530864198,0.0724513617339319,0.6867682926829268,0.1341812731680786,0.6898063293951147,0.077798035855811,0.6821379604193611,0.0845711709749678,0.7445121951219512,0.0988978525898154
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.817283950617284,0.0893335926672866,0.8967682926829269,0.101931469816563,0.7915144408640649,0.1098586326283745,0.8330783012010181,0.0751460206651149,0.895060975609756,0.0722268645197763
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8037037037037036,0.0577614200755041,0.7578048780487804,0.1275990359672593,0.8391245740344413,0.0677605883308191,0.7892116633234776,0.0738368625206679,0.9146341463414634,0.034452028913436
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9308641975308642,0.0235540543559739,0.9432317073170732,0.0220786443826411,0.9218758218575364,0.0389236306218973,0.9318844898857976,0.022615640364766,0.9782926829268292,0.0155868734718736
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.830864197530864,0.0546705921616901,0.806890243902439,0.1030819870007433,0.8483002587578305,0.0545883787053386,0.8235345835791362,0.0678023868018507,0.9195731707317072,0.0319228718969444
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9296296296296296,0.0281795363222551,0.9407317073170732,0.0251967274533916,0.922150864041108,0.0442544767580751,0.930715637905881,0.0267621369001209,0.9771341463414636,0.0162800310523303
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8493827160493828,0.0311346178096752,0.8444512195121952,0.0543001071447469,0.8573089424375514,0.0540818413549532,0.8484913604746614,0.0312736847597346,0.9234756097560975,0.0256710213760378
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.934567901234568,0.0191656477731605,0.9481707317073172,0.0171730527810387,0.9243900181875224,0.0359018179678297,0.9356206225157206,0.0182036720856459,0.9806707317073168,0.0132866679163309
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8395061728395061,0.0589498093151275,0.8466463414634147,0.0698053563498808,0.8365201634628091,0.0666695843271668,0.8402094821413426,0.0605226904337069,0.915548780487805,0.0318445085465093
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9271604938271604,0.0194811528864932,0.9384756097560972,0.0501821859293912,0.9202777273695651,0.0361021791798144,0.9276010524148032,0.0211336745825595,0.9806707317073172,0.0128831810264815
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7296296296296296,0.0414822163368183,0.6712804878048779,0.095281858243899,0.760972816636017,0.0371238114973446,0.7095420963034025,0.0595191853873624,0.85,0.0403758001156531
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0273004251697481,0.921036585365854,0.0487623823106902,0.8904086707179235,0.0412577876174391,0.9039845741220486,0.0276503737663702,0.9517682926829268,0.0183726908855174
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7320987654320987,0.0599878054975621,0.6788414634146341,0.0764363014519604,0.7606175128620949,0.0641037325549799,0.7160386048550605,0.0651074733173942,0.8360365853658536,0.0747852616887422
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9,0.0278531214140209,0.921036585365854,0.0487623823106902,0.8862132135942191,0.0420726018401983,0.9018118902336784,0.0281483205397421,0.9513414634146342,0.0182678693493559
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6666666666666666,0.0420478675701886,0.5626829268292682,0.1017798916361351,0.7218092889898079,0.0740088229259703,0.6241694611119428,0.0616658327493581,0.7460975609756098,0.0641979065672278
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.893827160493827,0.0271604938271604,0.903658536585366,0.0520440313740747,0.8900006377779283,0.0486729871255843,0.894735323052647,0.0270685276178935,0.9423170731707315,0.0196946499981209
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6876543209876543,0.0702836806295816,0.6190853658536586,0.141818061025652,0.7400437785300263,0.0997721539942371,0.6585392606165381,0.0847304809677259,0.7720731707317072,0.1047822165683793
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.888888888888889,0.0353526446006823,0.9259146341463416,0.0365195037245894,0.8635779972622611,0.0404999774760549,0.8931548634625649,0.0327842983012401,0.9440243902439024,0.0289859347622129
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6790123456790124,0.081891970132232,0.6509146341463415,0.1312549395688161,0.6967104341736695,0.0934046769363932,0.6660789749598258,0.0918880246151884,0.7353048780487805,0.1135464910142703
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8925925925925926,0.0390599802952009,0.8962804878048782,0.0548532803184045,0.8913233338347617,0.04853694764248,0.8925549518334778,0.0397094981931679,0.9423780487804878,0.02727355254912
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.674074074074074,0.0912578696917349,0.61,0.152371253227871,0.7013541214302677,0.0892754192848335,0.6444713683046464,0.1123470658359692,0.7642073170731707,0.0983667373700121
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.891358024691358,0.0334929875709889,0.8986585365853659,0.0447918047233506,0.8861794954157702,0.0359074310100161,0.8918376509263662,0.034007372524839,0.946280487804878,0.0142465176767218
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5876543209876542,0.092419591467718,0.57,0.2867403317402697,0.6274883498550992,0.1231315148922893,0.5473298539184693,0.1585627672460704,0.6745121951219513,0.1292170284912628
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8506172839506172,0.0767917113090567,0.8991463414634147,0.0818987564360434,0.8258777338751753,0.0892962982152531,0.8583157946182618,0.0718114645344936,0.9140853658536584,0.0680917394342299
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6456790123456791,0.0740843614255678,0.6082317073170731,0.1818740538815592,0.6833514813906971,0.0884308976001679,0.6219408116053345,0.0951043015280453,0.6691463414634147,0.1941366510021841
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8666666666666666,0.0474305499069099,0.8793292682926831,0.060205163065358,0.8683726762706223,0.0800644906961647,0.8695362985326328,0.0402049970255597,0.9406097560975608,0.022020892140427
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7975308641975308,0.067890010295642,0.7504878048780488,0.1105058403413767,0.8278502584232635,0.0674431403309071,0.7841343028213563,0.082327033794067,0.9008536585365852,0.0307067746324549
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9320987654320988,0.0176763223003411,0.9481707317073172,0.0171730527810387,0.9199684424103028,0.0351053525577769,0.9333289419205824,0.0167785093162335,0.9779878048780488,0.0148746747473676
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7938271604938272,0.0509175077217315,0.750609756097561,0.0895004810571354,0.8232878445571943,0.0532670194794434,0.7823774820415905,0.0598429562351355,0.896890243902439,0.0277843446861199
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.934567901234568,0.0183531712929858,0.9457317073170732,0.0212734106618982,0.9263838525864976,0.0341172812400847,0.9354102693489852,0.0175360981612465,0.978536585365854,0.0155237723326532
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8246913580246913,0.061431384220369,0.8223170731707317,0.0716291883981456,0.8277222765116458,0.0674999258115519,0.823972101248715,0.0634491871696554,0.9095731707317072,0.0421058992533513
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9320987654320988,0.0185185185185185,0.9481097560975608,0.0257017077464258,0.9200427493083552,0.0351101461355895,0.9331982069305532,0.0180994496829006,0.98,0.0153600453598378
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.825925925925926,0.0605945244039902,0.8097560975609757,0.0895320473765458,0.8377727284564702,0.0629653834609022,0.8214965197023224,0.0654721901468112,0.9110975609756098,0.0326328338355772
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.0270480275311193,0.9333536585365854,0.0453102941318295,0.921892419175028,0.0417418343015428,0.926297761303542,0.0275580519598912,0.9790853658536586,0.0142506927099236
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7246913580246913,0.0448710662849043,0.6518902439024389,0.0816806700268678,0.764921324363713,0.0540379357320082,0.701079019983992,0.0563802504499064,0.8345731707317073,0.0479913687584789
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9012345679012344,0.0246913580246913,0.9185365853658538,0.0491345383151524,0.8909281614870723,0.0450663820661554,0.9026892723904298,0.0247679778633196,0.951341463414634,0.018767813271425
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7358024691358024,0.0391184679450737,0.6766463414634145,0.0734020986380738,0.7715444713490379,0.0575489654246602,0.7178603581775058,0.0476329481060706,0.8459756097560976,0.0423543098978657
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8987654320987654,0.026363156177855,0.9185365853658538,0.0491345383151524,0.8857651435134206,0.0394532130758993,0.9003993340502386,0.0268687605010349,0.951219512195122,0.0194319998324822
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.545679012345679,0.0870873683385106,0.5037195121951219,0.4244862039324374,0.4204015056587709,0.2923792927431946,0.4072416878696271,0.3122296039804243,0.5173170731707317,0.1384788719530687
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.882716049382716,0.0632527825059234,0.9015243902439026,0.0678849161315792,0.8786172929667053,0.0866091964499645,0.8860367615172404,0.0572859109671493,0.9461585365853658,0.046039654234653
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5493827160493827,0.0959871581107415,0.6495121951219514,0.3973894026005558,0.5091770611378454,0.2612155046661924,0.5152439724103547,0.2591026993758236,0.5830487804878048,0.1520071443106386
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0372217615597069,0.913658536585366,0.0483073086992601,0.8960128388659301,0.0489988149758491,0.9035409554311992,0.0364062122410017,0.9557926829268292,0.0312517102446941
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5580246913580247,0.0842406030085529,0.7017073170731708,0.3111516479261175,0.508482132854988,0.1865706043474641,0.5706023629503674,0.2037708195692098,0.6134146341463415,0.1127458645900304
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9037037037037038,0.033945005147821,0.913658536585366,0.0571079475034318,0.9019746270916472,0.0639035363314728,0.904812003112816,0.0323421645685416,0.9483536585365852,0.025392589685691
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5345679012345679,0.0571246187716507,0.5375609756097561,0.3923898883880938,0.6249455815464587,0.2967566014132813,0.4477867046373539,0.2332843608842821,0.5957317073170731,0.140895622510402
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9074074074074074,0.0350278048373113,0.903658536585366,0.0595604063015879,0.9105557123112428,0.0295248232446512,0.9061590938970524,0.0373171545917229,0.9683536585365854,0.0158594032743643
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5604938271604938,0.1066598077355811,0.5172560975609757,0.4037113157227497,0.4200711382113821,0.2937045152764484,0.4383042433830465,0.306458537275593,0.5411585365853658,0.1612731106247688
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8543209876543211,0.0408714700178934,0.8739634146341464,0.0516410139216671,0.845678151946349,0.0663767038726094,0.8573602543110453,0.0397452300236086,0.9245731707317072,0.0302589581919566
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6135802469135803,0.0782856240122849,0.6985365853658536,0.204253949259791,0.6037130237138504,0.0633779729919584,0.6325867546961152,0.0982247056148508,0.6603048780487804,0.1438320027079315
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8160493827160493,0.0985259442110062,0.8134756097560976,0.1759947613093309,0.8215590594784947,0.0971877072536767,0.8076298706210443,0.1270559919012549,0.8883536585365854,0.098911930764649
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6753086419753087,0.0702836806295816,0.6048780487804877,0.0954524433791787,0.7032773556967106,0.0818123984752486,0.6486425470058684,0.083888841665922,0.7830487804878048,0.0628787157715952
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9679012345679012,0.0215254268816823,0.9876219512195124,0.012379850884076,0.9517929292929292,0.0390247396586434,0.968884388697078,0.0202335118995201,0.9890853658536584,0.0129505362458136
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6802469135802468,0.0783634620867079,0.6092073170731707,0.1517862731757016,0.7283326441568724,0.1085950153657411,0.6473325936732413,0.1047389232538482,0.7987195121951218,0.0879569524868801
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9691358024691358,0.023586386635238,0.9926829268292682,0.0156173761888606,0.9495885567804112,0.0383387604029579,0.9702053951941764,0.022087710159408,0.9894512195121952,0.0117448901643748
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6925925925925925,0.0741666088685214,0.601890243902439,0.1371535031724697,0.7308343890839148,0.0745537714454425,0.6538319741029353,0.1133017813183546,0.8082926829268292,0.0555093766698459
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9753086419753088,0.0174594266959641,0.995060975609756,0.0098789897173052,0.9577918394707956,0.0286925718186398,0.9758703416064568,0.0169440308004454,0.9888414634146342,0.0124755859141941
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.682716049382716,0.1013624606178074,0.6206097560975611,0.1865524440906437,0.7068033280639123,0.10729582900237,0.6510331743243459,0.130848161319635,0.7940243902439025,0.0850384837821902
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9691358024691358,0.0242239714448747,0.9975,0.0075,0.9455453789133084,0.0411329916014929,0.9703714615754452,0.0227164067866225,0.9842073170731708,0.0144563642175013
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6790123456790124,0.0451926054758595,0.6543902439024389,0.1181120698112523,0.6909931299629254,0.0488707240526262,0.6663722285765515,0.0644640368888388,0.8135365853658538,0.0328112243385353
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9098765432098764,0.0265072969797331,0.921036585365854,0.0487623823106902,0.9030081351366924,0.0388349727019665,0.9105525694436633,0.0271696927310548,0.963170731707317,0.0143472901718973
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6938271604938271,0.0689149912935943,0.6293902439024389,0.1008016647171865,0.7244825255861801,0.0805698897709047,0.6703354188145315,0.0811561895418891,0.8009756097560976,0.0828578443337642
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9111111111111112,0.0274951326559507,0.921036585365854,0.0487623823106902,0.9043425462795854,0.0325006529021585,0.911573012983066,0.0286797535087101,0.9634146341463412,0.0142087563386963
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.591358024691358,0.1148148148148148,0.8821341463414634,0.1532461680208919,0.5801534988455785,0.1005151796981956,0.6832267793455065,0.0767636598400317,0.6102439024390244,0.1736922754290586
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8888888888888887,0.054934803608116,0.903719512195122,0.0544177511652202,0.8831721390913945,0.0732057656038712,0.8912886219664132,0.0505194723511373,0.9426219512195122,0.0277052800049858
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.562962962962963,0.0947002909173585,0.6156707317073171,0.3873649569912314,0.4799522666687928,0.2619614381596239,0.5054716616879017,0.2689020543847155,0.578109756097561,0.1557748307274375
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8703703703703702,0.0592721179464582,0.8842073170731707,0.0533328879430639,0.864874487260133,0.0717796956666681,0.873130977640986,0.0541183061325207,0.9407926829268296,0.0320205563993465
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5765432098765431,0.1122099301964395,0.5167073170731707,0.3769335635921592,0.4668224635682125,0.2624619446074837,0.4607966311129139,0.2966589159155573,0.618658536585366,0.1516695702393376
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9074074074074074,0.0350278048373113,0.9064024390243904,0.0615692142548686,0.9102164076613368,0.0424370075324746,0.9066426823322956,0.0365721095306431,0.9605487804878048,0.0168518980055379
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6012345679012345,0.1066383707325034,0.5283536585365854,0.3617318884225238,0.5193529382846489,0.3016204642817848,0.4881911454494668,0.2879381571441217,0.6165853658536585,0.1762304410485638
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0351147226008096,0.8964634146341466,0.0585605895904628,0.90733751237468,0.025187871925701,0.901090652431222,0.0379187429533907,0.9569512195121952,0.0159569803873257
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5197530864197532,0.1000609477429734,0.5414024390243902,0.3398151037392655,0.4927532248425986,0.2082392464255994,0.474377133531554,0.2122948596813809,0.5295121951219512,0.1594197259389232
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8246913580246913,0.0483849825734948,0.874390243902439,0.0701987914090301,0.805149701861229,0.0650555406987711,0.8339891377558877,0.0359395318138312,0.8896951219512197,0.063742381238644
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6074074074074074,0.1137947518202757,0.5472560975609756,0.4076296130042289,0.4447148570725056,0.2986155119603962,0.47602423680709,0.3307339989121991,0.590670731707317,0.2467376447727568
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8691358024691358,0.0438923181102004,0.8917073170731709,0.0654471418471936,0.8572853577407493,0.0574913934546262,0.8718204904998517,0.0432926280323208,0.9279878048780488,0.0226767792613513
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7074074074074074,0.084104796692598,0.6746951219512194,0.145741465639202,0.719536763513631,0.0735987915757794,0.6915139607527768,0.1017868317594787,0.7989024390243903,0.0738660056695585
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716048,0.0199450548412388,0.9975,0.0075,0.9496189728053934,0.0340324471894044,0.972636868995474,0.0184980981134186,0.987560975609756,0.0137058197255254
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6950617283950618,0.0851851851851851,0.6535365853658537,0.1704341483658976,0.7115130663110538,0.0657172439761732,0.6716404333430794,0.1133114565480836,0.8089024390243903,0.067339383012184
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9703703703703704,0.0208053080819169,0.9975,0.0075,0.947489039057265,0.0364879937833724,0.9714690523149512,0.0196114692685777,0.988780487804878,0.0117453650027653
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6728395061728396,0.0796750755568521,0.6370731707317073,0.1446512657988309,0.68400355858443,0.0660257189007461,0.6541142220430352,0.0992049469393236,0.7729878048780487,0.0865321246478657
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728397,0.0189657919700459,0.9975,0.0075,0.9518529820529252,0.0349751421826161,0.9737680699996638,0.0179824807005272,0.9893292682926828,0.0123051439454942
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6851851851851852,0.0798661431586956,0.6172560975609755,0.1362616072478088,0.7143960856009963,0.0807614182722718,0.6565016900776055,0.1002582291702406,0.8182926829268293,0.0591186759537113
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728397,0.0163783940264464,0.99,0.016583123951777,0.9581882389369628,0.0314405411128402,0.9734148888379588,0.0158142820587157,0.9889024390243902,0.0129084084120968
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6901234567901234,0.0558838039395371,0.658719512195122,0.1750972896046331,0.7057685961011083,0.0503649609238792,0.6690383003366561,0.0914146097685883,0.8219512195121952,0.0506736299837374
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9098765432098764,0.0265072969797331,0.921036585365854,0.0487623823106902,0.9030081351366924,0.0388349727019665,0.9105525694436633,0.0271696927310548,0.961158536585366,0.0173669198425788
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6962962962962964,0.0692239297228453,0.6398170731707317,0.1224960542772862,0.718553317928318,0.0607067790079648,0.6736076419851614,0.0846545757294507,0.811158536585366,0.0652604549324419
d_num_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9061728395061728,0.0287948241720755,0.91859756097561,0.0490209393883143,0.8994051650406497,0.0467990546165622,0.9072049584656188,0.0286752318805743,0.9615853658536584,0.0172357244208567
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6,0.0271604938271605,0.2050609756097561,0.0469940017309789,0.9733333333333334,0.0553774924194538,0.3365998519841497,0.0656679930757553,0.8014634146341463,0.0339751807792504
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9629629629629628,0.0227643073019577,0.9902439024390244,0.0161786575139287,0.9401882613510522,0.0336334224628293,0.9643036939915892,0.0216778409722318,0.992439024390244,0.0081223540513886
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9185185185185184,0.0282605509685422,0.9484146341463416,0.048089774514438,0.8952138974383667,0.0204823768525883,0.9205199584497948,0.0291104685416128,0.9745121951219512,0.0169503421425865
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6910365853658538,0.0324766538579033
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8962962962962964,0.0298346814162829,0.9360975609756098,0.0463838060727466,0.8677568039195946,0.029034635269734,0.9000044379818469,0.0299177660991199,0.9714024390243904,0.0168593977379989
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.882716049382716,0.0266220477195652,0.931158536585366,0.0458887142204039,0.8497451542355055,0.0277355242141014,0.8878387083553425,0.0267310301857888,0.9659146341463416,0.0185979608113756
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.5901234567901235,0.0320987654320987,0.2055487804878049,0.0614381541684514,0.9058333333333334,0.0878801266878164,0.3294755895613217,0.0827769325968527,0.6870731707317074,0.0339232696138925
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9,0.0314512079082888,0.9459756097560976,0.0496531694833094,0.8669544936582347,0.0300828766527082,0.9040384595478844,0.0317165752252169,0.977621951219512,0.01160476552914
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8851851851851851,0.0292412821785852,0.931158536585366,0.0458887142204039,0.8536845481748994,0.0311319122754856,0.8899975253705208,0.0289715769759711,0.9659756097560976,0.0186804430623089
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6910365853658538,0.0324766538579033
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8333333333333334,0.0414086662499961,0.7257926829268293,0.0873451080828705,0.9263470589586208,0.0353951031169229,0.8104264219756766,0.0549272077023096,0.9470731707317072,0.0191249686519204
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.7777777777777777,0.0398136185101163,0.6596341463414633,0.0775440041257072,0.8647491136314667,0.0370831971525625,0.7458164586058705,0.0550321921948982,0.9085975609756096,0.0224808233435399
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6903658536585365,0.0325769578023327
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8481481481481481,0.0506172839506172,0.760670731707317,0.1116400805480315,0.9246380969774932,0.036796514915466,0.8292008039436751,0.0677595737710377,0.9536585365853656,0.0184041320399836
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.7802469135802469,0.0404968381897696,0.6621341463414634,0.0807536491072719,0.8679588113036389,0.0357749761110924,0.74840808040876,0.0563871570174087,0.9084756097560976,0.0222898174227079
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6909756097560976,0.0324385659237728
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6481481481481481,0.0313541360474081,0.395060975609756,0.0529663292526796,0.8110158094511641,0.0875850971908195,0.5273651198693796,0.0494324986975776,0.7390243902439024,0.0349832117465606
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6222222222222222,0.0375276151940016,0.3198780487804878,0.131824755681886,0.8676204754765475,0.1206066932741017,0.4410170859222663,0.1261937940252137,0.7142682926829268,0.0359985458097465
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6910365853658538,0.0324766538579033
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.654320987654321,0.0302406141084342,0.395060975609756,0.0529663292526796,0.8270999541394278,0.0743683544500764,0.5316708950855085,0.0512292152666802,0.7367682926829268,0.04127832613139
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6234567901234568,0.0383511717703927,0.3223780487804878,0.1354054133581316,0.8686549582351681,0.1191108801848595,0.4430460714295127,0.128548578769002,0.7143292682926828,0.0362886852800914
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6915853658536586,0.0331079031956943
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7146951219512195,0.0381596746238795
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7142682926829268,0.0359985458097465
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6909756097560976,0.0324385659237728
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7192073170731708,0.0425216902344276
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7143292682926828,0.0362886852800914
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6915853658536586,0.0331079031956943
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7146951219512195,0.0381596746238795
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7142682926829268,0.0359985458097465
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6679012345679012,0.0603424662214811,0.6057317073170732,0.1706979931869404,0.6941590875241384,0.0534951432777216,0.6320721532396888,0.1160925979864328,0.6685670731707317,0.059148455142016
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6345679012345679,0.0535865047264461,0.4095731707317073,0.1680521544671739,0.783865206617764,0.1219288239046309,0.5076988087025132,0.1426217282723073,0.634268292682927,0.0542145184384971
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.654320987654321,0.0604812282168685,0.4706097560975609,0.1839161863270858,0.7809320521357193,0.1260472220419388,0.556291844515459,0.1294078713401276,0.6535365853658537,0.0602738890512984
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6271604938271604,0.0710922471550023,0.3205487804878048,0.1979580566111807,0.8821146437202827,0.1089258270098155,0.4266529182410937,0.2010537232863219,0.6267073170731707,0.0706079657719868
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7395061728395061,0.0755914543942796,0.8353048780487805,0.1758546416704022,0.6968192287653312,0.0459815829111527,0.7519775504435082,0.1122169506039647,0.8118597560975609,0.0945898038949882
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7222222222222221,0.043561182134265,0.5882317073170732,0.1558055218803992,0.8291192978367201,0.0799874707021006,0.6679538630688914,0.0942018162926995,0.7342682926829268,0.0473272870545155
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7148148148148148,0.0658963266423827,0.5485365853658537,0.1465476697603722,0.8452511015554494,0.1221854767155658,0.6485097023733142,0.1086557822942703,0.7290243902439025,0.0643789254649486
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.682716049382716,0.060241347648177,0.4814024390243903,0.2296648182953612,0.8576019877051533,0.087972861670353,0.5726596137634989,0.1517057434689688,0.7196646341463414,0.0699027924628955
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8135802469135802,0.0929540270818818,0.7980487804878049,0.1613174954082992,0.8166386335779621,0.08150839060318,0.8023031357546249,0.1265951146542023,0.8866463414634147,0.071375825579092
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7506172839506172,0.0426953492982483,0.7787195121951219,0.1800706802370202,0.7709255655981998,0.1088832286525052,0.7498816918871525,0.0620386011068081,0.829359756097561,0.052146455899507
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7395061728395061,0.0519252860365755,0.6487195121951219,0.1803696156371471,0.8357846606798219,0.1214398156304329,0.7027276209743619,0.0813710743306725,0.809390243902439,0.0688572050960155
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7308641975308643,0.0784315070334251,0.614390243902439,0.1650983068419243,0.8441511528189161,0.118577212755034,0.6872654835735144,0.0985235747293018,0.7958536585365853,0.0918723783755915
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8666666666666666,0.051141518956069,0.9114024390243904,0.0437846064371558,0.8404230108504743,0.0618117032304253,0.8733770732614217,0.0456629483682645,0.9204573170731708,0.0401350731933798
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8160493827160495,0.0547819944008241,0.825,0.084895481108661,0.8242562982291843,0.0877391406214199,0.8181410247857024,0.0491878675033519,0.8823475609756096,0.0562933107105587
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8061728395061728,0.0587036712492283,0.824329268292683,0.0658172042280541,0.8036308166484538,0.0793359073077998,0.810486040275514,0.0518304249090667,0.8664634146341463,0.0556037718752773
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.754320987654321,0.036393587587614,0.7778048780487806,0.1173184676150584,0.7561492352060986,0.0714775879566968,0.7563219483082895,0.0494229910839291,0.8335060975609757,0.0466944296205101
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.882716049382716,0.0497670231376453,0.91890243902439,0.0614892996209605,0.8617642076976603,0.0609560139711349,0.8873520571882081,0.0459231127224668,0.9086280487804878,0.0506200492765138
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8506172839506172,0.0513348713241772,0.8771341463414635,0.0896558170252903,0.8382411779011771,0.0551792717421708,0.853359800541812,0.0539957299817013,0.9026524390243902,0.0494139603552406
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8419753086419753,0.0447860670301655,0.849329268292683,0.0322277296992899,0.8448436032058154,0.0744004449383399,0.8445484418986773,0.0364032664611802,0.9026829268292684,0.0478392033934579
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7814814814814814,0.0584434586594796,0.8154268292682927,0.0971971302237667,0.7792894378544122,0.0915821981825917,0.7888598568723412,0.0504241545940284,0.8660975609756099,0.0557888176723206
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8432098765432098,0.0584434586594796,0.7684756097560975,0.0869363591789607,0.905933047616067,0.0649098091810841,0.828997213795834,0.068129193220019,0.9417682926829268,0.0430474417673416
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8419753086419753,0.0523200496306594,0.7683536585365853,0.0872345339890432,0.902320110961752,0.0517129506335345,0.8274042571084049,0.0624679719131416,0.9398780487804878,0.0439719977413564
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8407407407407407,0.0654320987654321,0.7610365853658536,0.106044789932099,0.9059249637484932,0.059791142746303,0.8237355102898075,0.0800556698244177,0.9395731707317072,0.0445376222062943
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9185185185185184,0.0421203015042764,0.91109756097561,0.0490729040384548,0.9262923189698722,0.0517269677856291,0.9178333320187774,0.0430585327615408,0.9760365853658536,0.0222941538982057
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9160493827160494,0.0454616114556098,0.8987195121951219,0.0573433061400542,0.9315887710207352,0.0498051544008454,0.9141187468812916,0.0476550115835619,0.9751829268292684,0.022753055112538
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9098765432098764,0.0448710662849043,0.8865243902439024,0.057742614660995,0.929924473345526,0.0435075801071331,0.907229038977298,0.0476790415188203,0.9760975609756096,0.0229106066113583
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.94320987654321,0.0371192503169701,0.9457317073170732,0.0423251556209108,0.9415330401306012,0.040657566344352,0.943278195528602,0.0374247868969983,0.9883536585365852,0.0115707545860013
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9382716049382716,0.035781177151085,0.9432926829268292,0.0363068668192016,0.9346042325041192,0.041084492841114,0.9386523691876812,0.0354860792971672,0.9875,0.0128866437042675
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9382716049382716,0.0434736218806395,0.943170731707317,0.0504211885245758,0.9347687871780328,0.0476058857385895,0.9384147738126204,0.0439245907750688,0.9870121951219512,0.0126030847569017
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8333333333333333,0.0669973508701981,0.7363414634146341,0.1141381980626551,0.9142216080432156,0.0615022514176024,0.8115263721524236,0.0840051727240784,0.9408536585365852,0.0452116774331987
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.837037037037037,0.0447860670301655,0.7312195121951219,0.0920108818539198,0.9298883440364838,0.039883608727973,0.8149902619636699,0.0570597193199171,0.9442682926829268,0.0406979193875401
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8382716049382717,0.0489019810378724,0.7241463414634145,0.0930009786749756,0.9397665756363576,0.0402974926980025,0.8145373474231887,0.0649723128592142,0.947378048780488,0.0367668769698731
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9074074074074072,0.0395254582557583,0.8841463414634146,0.0644521136611027,0.9286608389047412,0.0432590906752742,0.9043844499546256,0.0441603205230628,0.9758536585365852,0.0199999999999999
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9061728395061728,0.0478783195794205,0.8841463414634146,0.0616698285816275,0.9269006454982064,0.0588307036118448,0.9037652673694094,0.0503338672446825,0.9770731707317074,0.0205609900760878
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9148148148148147,0.0504362918909024,0.8866463414634145,0.0785821381678075,0.9391832756253642,0.0412279294417932,0.91083849713648,0.0578737299135376,0.9798780487804878,0.0190669473971531
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.945679012345679,0.031812589448704,0.9581097560975612,0.0365559332828428,0.9356251472105132,0.0377705299145492,0.9463239036177904,0.0315163030382392,0.9867682926829268,0.0136019352036741
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9469135802469136,0.0340570721583548,0.953170731707317,0.033750757366962,0.9422912047302292,0.0415722185041423,0.9473865710206348,0.0336796463585025,0.9886585365853658,0.0121621505503068
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9432098765432098,0.0332188248075894,0.9506097560975612,0.0397895639479394,0.9375198457392386,0.0398873399833387,0.9435114019914196,0.0333449765965907,0.9884756097560976,0.011389388644968
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8135802469135802,0.0814159856483829,0.8222560975609756,0.0971463177345151,0.8115630590547791,0.0832052646673147,0.8144868459918554,0.082093108078858,0.8935975609756099,0.0594529393122105
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8296296296296296,0.0526105574139815,0.844329268292683,0.0739139339446353,0.8215370842127554,0.0538614445447379,0.8312460803645886,0.0539878738203427,0.9122256097560976,0.0484795308277647
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8530864197530864,0.0550595138789574,0.8542682926829268,0.0642579942690685,0.8543168670342585,0.062785410827669,0.8531103131282844,0.0546402863346952,0.9329268292682926,0.0402408997401609
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9074074074074072,0.0332417580687314,0.9187195121951222,0.0344229324838144,0.9005864275836213,0.0474771574540515,0.9087600523383174,0.0317729535755111,0.969390243902439,0.0223108247950161
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9271604938271604,0.0237152749534549,0.9532926829268292,0.0317403673902838,0.9081157322905836,0.0424929873072316,0.9291643479332166,0.0225352361420843,0.9764634146341464,0.0198061883802982
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9333333333333332,0.0371192503169701,0.9532317073170732,0.0358452059888834,0.9184337561663144,0.0493340894241697,0.9348945086137328,0.035919529006441,0.9822560975609756,0.0201417123956044
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9246913580246912,0.0333333333333333,0.9509146341463414,0.0326811634944774,0.9073267153645648,0.0571516423064809,0.9272212570274267,0.0307486534685079,0.9755182926829268,0.0217008288810023
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9530864197530866,0.0251803432770014,0.9704268292682928,0.0213366719359881,0.938361288928504,0.0313990265546463,0.953980692417366,0.0244680338407225,0.9857621951219512,0.0147958859359815
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9604938271604938,0.0219461590551002,0.9827439024390244,0.0192784204627446,0.9417947770386796,0.0335699130273661,0.961492493004246,0.0212611942138745,0.9855487804878048,0.0128159069808972
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8111111111111111,0.0557746024596371,0.7929878048780487,0.0900976278275664,0.8230036764981685,0.0489862972881527,0.8057838218848834,0.0631503097118496,0.8918292682926829,0.0469860102333052
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8543209876543211,0.0377705149155021,0.9213414634146344,0.056367985521842,0.8135825493313107,0.0379759347178234,0.8631474607214237,0.0372500555477388,0.943932926829268,0.0329162274033999
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8567901234567901,0.0354387656652032,0.9065853658536586,0.0553165408414185,0.8261962017375059,0.0394911185520331,0.8633707409792406,0.0346046619919978,0.9503658536585368,0.0302738836447187
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8716049382716049,0.0327567880528928,0.8621951219512196,0.0521032928243598,0.8811051515897473,0.0425724240146698,0.8702166632567986,0.0330557862142536,0.9456402439024392,0.0229765814938723
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9074074074074074,0.0402893058569894,0.9507926829268292,0.0376699500112344,0.8770450288152152,0.0499191255223242,0.9116674336816984,0.0372629594881978,0.9704268292682926,0.0274091978812759
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9074074074074074,0.0410389386138139,0.9532926829268294,0.0399538698903467,0.8750665961721669,0.0496466485327355,0.911832759341468,0.0385069076972247,0.9730792682926828,0.0217029704129912
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.908641975308642,0.0303412487097395,0.9308536585365856,0.0291259240661428,0.894970589290776,0.054009417811761,0.91123749238706,0.0272048064247503,0.9614634146341464,0.0260020762910496
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.937037037037037,0.0359723513193419,0.9680487804878048,0.0362937565406372,0.9126411923656615,0.0417952263230344,0.939138820758709,0.034409735513966,0.9851219512195122,0.0155211375513
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9395061728395062,0.0328729060634428,0.9877439024390244,0.0164078783256131,0.9032817176247347,0.0493944602353641,0.9429762261964278,0.0300578906513676,0.9858841463414636,0.0157123450992758
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.939506172839506,0.036393587587614,0.9532317073170732,0.0405192446987571,0.9292088697101152,0.0449447757788086,0.9404542837699345,0.035855005986138,0.9828658536585368,0.0173431399484597
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9530864197530866,0.0239391597897102,0.9827439024390244,0.0272145970953542,0.9295833133158652,0.0381963117389021,0.95473187291692,0.0224801347759025,0.990640243902439,0.0119914780492676
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9555555555555556,0.0298346814162828,0.990060975609756,0.0228736572050073,0.9276785514111032,0.041863495536168,0.9574122848472584,0.0282879431857496,0.9926524390243904,0.0084999759421572
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9,0.0399855178782756,0.916219512195122,0.0410571923036296,0.89140660788633,0.0581750330795858,0.9021633570499498,0.0363683062961261,0.966310975609756,0.0312755695510666
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.974074074074074,0.0194811528864932,0.9851829268292682,0.0253060534549228,0.9652313711107038,0.0343471807023111,0.9744907317688648,0.0188903430019836,0.996890243902439,0.0055648387309184
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753084,0.0220846219999979,0.9901219512195124,0.0164742511761353,0.9634245523535026,0.0403069736665907,0.975992872184634,0.0208722245370151,0.9973170731707316,0.0049701667981255
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9358024691358025,0.0369546408570265,0.9579878048780488,0.0384866243752309,0.9183426032377892,0.0433634275586413,0.937264939414678,0.0359371880043318,0.9839329268292684,0.0184732198808494
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9765432098765432,0.0223930335150827,0.990060975609756,0.0228736572050073,0.9654858550502352,0.0380348349801443,0.9770180915499864,0.0215838565260751,0.9958536585365853,0.0069672472473588
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753088,0.0246913580246913,0.990060975609756,0.0228736572050073,0.9634798549456514,0.0417103703770018,0.9758928616192828,0.0234493798008647,0.9960975609756098,0.0064484410080011
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9580246913580248,0.0235540543559739,0.9753658536585366,0.0222275961841071,0.944361670790621,0.0393058710066182,0.95902752236355,0.0224044131763679,0.9904573170731708,0.0111803814562047
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.977777777777778,0.0212403093013398,0.9851829268292682,0.0253060534549228,0.9720610793428508,0.0341992620372481,0.9780526227585052,0.0208514914146247,0.9964024390243902,0.005177184767592
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9765432098765434,0.0230636317188511,0.9851829268292682,0.0253060534549228,0.969564453162014,0.0348938834304635,0.9768517139626596,0.0227644650232495,0.9966463414634148,0.0048340238964581
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9555555555555556,0.0277159806427699,0.9728658536585366,0.0322505643278471,0.9425297048265844,0.0447560070798419,0.9565679144465712,0.0269730206264255,0.9920731707317074,0.010433780310345
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753088,0.0191258436849749,0.9901219512195124,0.0197579794346104,0.9627269207757012,0.0336133006535548,0.9757707993352868,0.0185679386012497,0.9973170731707316,0.0037706402033512
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753088,0.0213833433033194,0.992560975609756,0.015942061218155,0.9604098476049696,0.0351731694176655,0.9758633919278796,0.0208093179667386,0.9974390243902438,0.0036053037802669
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.962962962962963,0.0258965147696333,0.9827439024390244,0.029319125065161,0.9467561612965938,0.0391932444393231,0.9638006898186432,0.0252304818134635,0.9927439024390244,0.0073951625747001
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9740740740740742,0.0267363059601329,0.990060975609756,0.0228736572050073,0.9602937035863864,0.0384329528808503,0.9745987126144195,0.0263045478682067,0.9970731707317072,0.003776551845659
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9740740740740742,0.0267363059601329,0.990060975609756,0.0228736572050073,0.9602937035863864,0.0384329528808503,0.9745987126144195,0.0263045478682067,0.9973170731707316,0.0036094264846216
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8530864197530864,0.0694986071359879,0.8914634146341462,0.0478765329084234,0.8343503394893688,0.0800242652814857,0.8602817838981602,0.059196766983906,0.9151829268292684,0.0533760928443528
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469136,0.0259259259259259,0.9557926829268292,0.0391815148569352,0.9409219898953568,0.0365158501769623,0.9474679998404728,0.0253762640313009,0.9815853658536586,0.0177119190418528
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8790123456790123,0.033945005147821,0.9091463414634148,0.0543531810723431,0.8588270123949309,0.0354647889838538,0.8822824116345496,0.0341802811839936,0.9413414634146342,0.0240151028228716
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9209876543209876,0.0322881403225235,0.9458536585365857,0.0323823546813002,0.9041709429850396,0.0511520933180094,0.9234416745656736,0.0297875856559646,0.9720121951219513,0.0181916927717364
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8604938271604938,0.089205540244445,0.8809146341463414,0.1573530044993902,0.8390939022633365,0.0692368042412543,0.8555761663109337,0.1163673727956045,0.9114634146341464,0.0750023794982437
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.934567901234568,0.0484636701886185,0.9432926829268292,0.0365548653349313,0.9301407456584804,0.0637710465992492,0.9359099842630884,0.0460457464802856,0.9727439024390244,0.0321949487245893
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8876543209876543,0.0324059376503868,0.9159756097560976,0.0354852903308283,0.8676073421017809,0.0378876490539774,0.890735931540846,0.0314635330159461,0.9376219512195124,0.0270748873329659
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9333333333333332,0.0375276151940016,0.9506097560975612,0.0441835512231786,0.9190278401877948,0.03865660247105,0.9342241835949234,0.0374576808409482,0.9773170731707316,0.0177370911409278
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8666666666666666,0.0430508537633646,0.8910365853658536,0.0683313533807746,0.8562103618201744,0.0717983715424709,0.8695509145415752,0.0424918021423883,0.934878048780488,0.032381206497069
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9037037037037036,0.0306411694962737,0.92859756097561,0.0399782901376727,0.8856346399966439,0.0345848416708137,0.9060558282127308,0.029890339428651,0.9646341463414632,0.0132500996146345
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0209876543209876,0.9307926829268294,0.0267935599399075,0.8818366952044725,0.0309996343677387,0.9051601498049416,0.0203041373867197,0.9534146341463414,0.0173093421423676
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9123456790123456,0.0223930335150827,0.9359756097560976,0.0291754115668516,0.8952316557520754,0.0331175551434063,0.9145770933948674,0.0211584998915678,0.9620731707317074,0.0168358947717728
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.0234242789642102,0.9385365853658536,0.0412546754331215,0.9174756827339084,0.03509131420074,0.926869583367079,0.0232510351797592,0.973719512195122,0.0109466080246662
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.982716049382716,0.0113150017159403,1.0,0.0,0.9669961915566,0.0213669453248805,0.9831013821708308,0.0110321631050645,0.9940853658536586,0.0091302704336483
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.934567901234568,0.0336065619476943,0.9507926829268292,0.0326820736146366,0.9224294395338072,0.0422753869968539,0.9359387313463337,0.0319230686697906,0.9745731707317074,0.0191836865866012
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.982716049382716,0.0137475663279753,0.995060975609756,0.0098789897173052,0.9715209587160808,0.0228244325408453,0.9830104241825156,0.0134654621924881,0.99390243902439,0.0099522954941966
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9111111111111112,0.0280439918311124,0.926219512195122,0.040525621481116,0.9000712069174917,0.0314496355117794,0.9123916275645174,0.0283234440278953,0.9730487804878049,0.012951541036843
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0123456790123456,1.0,0.0,0.9763511870999108,0.0233717758715476,0.9878916103179008,0.0120501762881914,0.9951219512195122,0.0088024792354237
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9172839506172838,0.0322172551869133,0.9260975609756098,0.0408962282760891,0.913621546412244,0.0529377669770137,0.918396446894359,0.0309766918977397,0.9689634146341464,0.0162072436636925
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0102550911887877,1.0,0.0,0.9739675336952706,0.0194044511945298,0.9867144147631952,0.0099385305237387,0.9932317073170732,0.0102484383105367
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.904938271604938,0.0259259259259259,0.9384756097560976,0.0364483715604835,0.8804915987665254,0.030763180907164,0.9080186702524962,0.0252491053202695,0.965,0.0187309292267257
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9703703703703704,0.0215254268816823,0.9902439024390244,0.0223540277802723,0.9534985582262951,0.0324811472804274,0.9711608199294915,0.0209786177967859,0.9921951219512196,0.0095900503665061
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9061728395061728,0.0322881403225235,0.9235975609756096,0.0333955459988895,0.8934806086961504,0.0376012555246975,0.907956423376026,0.0312716825520445,0.9606707317073172,0.0165899608053814
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9691358024691358,0.0200973093779008,0.9876829268292684,0.0166359522658903,0.9535429041242992,0.0336945382600434,0.9699495184826714,0.0193902453852594,0.991219512195122,0.0103952238151834
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8876543209876543,0.0324059376503868,0.9309146341463416,0.0306034999922999,0.857815771465923,0.037963102858712,0.8925032925928058,0.0301460125137117,0.9432317073170732,0.0201412509070891
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9320987654320988,0.0395254582557583,0.9433536585365854,0.0449878114896622,0.9241579607319824,0.0464019372591468,0.9329904432408476,0.0390718606030868,0.9701219512195122,0.0220475528473257
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8654320987654321,0.0432803657850817,0.8941463414634147,0.0702237860761898,0.8465845483351828,0.0404529816220135,0.8683311125283109,0.0448273844371925,0.9322560975609756,0.0264319949479868
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9246913580246916,0.0513348713241772,0.9360365853658535,0.053988350308803,0.9162965895892724,0.0538270600961604,0.9256337247298656,0.0503711327157683,0.9715853658536586,0.0237933048636694
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8567901234567902,0.0579589856508913,0.8589024390243901,0.1285828583344832,0.8590058805289734,0.0476518551742581,0.8517496940572039,0.0787875460545623,0.9127439024390244,0.0412426421610107
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9481481481481484,0.0301396434956387,0.963048780487805,0.0441433094228952,0.9354577430659616,0.0267760787496302,0.9485991621712364,0.030518138223639,0.9829268292682926,0.0128164871881085
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.893827160493827,0.0254213089900913,0.9110365853658536,0.0417212660313939,0.8832928534631229,0.041577406944552,0.8956485160212155,0.0242736449029921,0.94,0.0269277571420195
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9283950617283953,0.0377705149155021,0.9335365853658536,0.0476461089221291,0.9258508041242316,0.0470983006912865,0.9287853949686912,0.0380707978797924,0.9753048780487804,0.0197644705232005
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8728395061728393,0.0398327550738313,0.8836585365853658,0.0701875620939695,0.8658030638484415,0.04237294170174,0.8730662683184608,0.0443333311321463,0.9340853658536586,0.0249649516368849
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9037037037037036,0.0232937805729792,0.921158536585366,0.0405834255076742,0.8909868289412792,0.0241646748344863,0.905213454339254,0.0236414205685955,0.9584146341463414,0.0181903642507906
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8962962962962964,0.0303412487097395,0.9282926829268292,0.0489077607955232,0.8745035353986618,0.0441748670953756,0.8992613325049092,0.0303459367235552,0.9452439024390245,0.0254813855844378
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.882716049382716,0.0383511717703927,0.921219512195122,0.0390974925063685,0.8582417772854829,0.0519486215947236,0.8876005071093903,0.0355454218997865,0.9460975609756096,0.020304420268772
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9160493827160494,0.0306411694962737,0.9360975609756098,0.0378361397102519,0.9020083981059592,0.0422229459654824,0.9179640415093048,0.0299420884210298,0.969390243902439,0.014960288500051
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0107627134408411,1.0,0.0,0.9808943089430894,0.0207707106341381,0.9902435396509252,0.0106317521921638,0.9966463414634144,0.0070015826374407
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9209876543209876,0.0277159806427699,0.9385365853658536,0.0412546754331215,0.907532415432302,0.0291096228882168,0.922240154223216,0.0275458307444479,0.9710365853658536,0.0198526884463662
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0110423109999989,1.0,0.0,0.9762431461523916,0.0211753370534756,0.9878625872699728,0.0108441333375817,0.995,0.008125100100056
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.0270480275311193,0.9235975609756096,0.031468436449305,0.9062250530713378,0.0315918977982849,0.9145172889325572,0.0267715931888335,0.9710365853658536,0.0135696421245535
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0086419753086419,1.0,0.0,0.973804121762148,0.016512682470372,0.9866574052047652,0.0084659405164361,0.9947560975609756,0.0093322568144922
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9185185185185184,0.0367063425859716,0.9310365853658537,0.041978020721282,0.9093920685100492,0.0420756092054091,0.9195933327420592,0.036266218150135,0.972560975609756,0.0158887978302382
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0092386602142566,1.0,0.0,0.9808889068957136,0.0176921221089861,0.9902715002479916,0.0090429346303359,0.996219512195122,0.0099552837229066
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9037037037037036,0.0311346178096752,0.9285365853658536,0.0444928123519019,0.8857934549349389,0.0374458632599462,0.9059064602137548,0.0309143983556502,0.9644512195121951,0.0167855786733129
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728394,0.0181443684650605,0.9926829268292682,0.0156173761888606,0.9560817149699736,0.0325024069242366,0.9736535267348252,0.0173445404696995,0.991341463414634,0.0100777760688434
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.0281524796320774,0.9384146341463416,0.0366341138644265,0.8944636626372304,0.0291534082817373,0.9155807815230008,0.0278429792034374,0.9628048780487805,0.0250282410387615
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728394,0.0172839506172839,0.9951219512195122,0.0097560975609756,0.953983019564415,0.0334134063328694,0.9737416842429064,0.0164108104826277,0.9925609756097564,0.009740078311827
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7987654320987654,0.0420659877466686,0.7953048780487804,0.0509247105554041,0.802414745848294,0.0472043648343742,0.7980276014218393,0.0417410411640301,0.8789024390243902,0.0543950287734525
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9370370370370368,0.0522179900803866,0.9409146341463414,0.0550184180399336,0.934006968641115,0.0515385660291921,0.9373012639904752,0.051857273970256,0.9742682926829268,0.0289294409218766
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.745679012345679,0.1285611461426648,0.7734146341463415,0.0946604659150671,0.773508011917272,0.1598667182490971,0.7604134639382256,0.0984085648864214,0.8055487804878048,0.1632975212857215
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0432098765432098,0.9705487804878048,0.0342094908226334,0.9244379803165902,0.0523396120557275,0.9464785313546212,0.0403917327298474,0.9834756097560976,0.0205216220616317
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7962962962962964,0.0681253316608464,0.8127439024390244,0.1325950911964661,0.8069630520512874,0.0835158749040052,0.7978562914470759,0.0644497380898001,0.8596341463414634,0.0741563696684467
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.037951669503554,0.9533536585365856,0.0454849031311433,0.9374390026687248,0.0394177517965972,0.9449397151328418,0.0379794492533742,0.9821951219512196,0.0180240436944803
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7901234567901235,0.0935343058018558,0.7729268292682926,0.1477128829057358,0.7960338309446968,0.0800705414751544,0.7807713381933972,0.1095348664828803,0.8852439024390243,0.0596501051018978
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0410389386138139,0.9483536585365856,0.0648260209963202,0.9412840203722224,0.0322070334335282,0.9438950985978634,0.0430048391806165,0.985060975609756,0.0131861077816581
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8444444444444444,0.0391184679450737,0.8842073170731707,0.0698070607369548,0.8188922120212322,0.0277594007709629,0.8492433245941395,0.0430053206649684,0.9054268292682928,0.0354566223743366
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.0420478675701886,0.9434146341463416,0.0436900349652494,0.8916016732841747,0.0472543668681718,0.916258349839014,0.0404546057756364,0.9644512195121951,0.0235748614588061
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8320987654320987,0.0518518518518518,0.8890243902439025,0.0415619346047609,0.7999370207230876,0.0549515818990886,0.8417237613395905,0.0465270245620308,0.8963414634146343,0.062925529387217
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9049382716049384,0.0331499298323396,0.9235975609756096,0.0384475758873317,0.890541015044702,0.0325335875762332,0.9065770631888764,0.0329055198933698,0.9696341463414632,0.0173835036368177
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8814814814814815,0.0431922362581133,0.8918292682926829,0.085064450492883,0.8747799090921056,0.0321738832476721,0.8808451864176151,0.0504245677452379,0.9444512195121952,0.028238291388386
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0143974120860377,0.9975609756097562,0.0073170731707317,0.9742370221950484,0.0279548192662954,0.9855095954860869,0.0138997813216983,0.9940243902439024,0.0088395708655707
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8765432098765432,0.0543770754210993,0.8845731707317075,0.089584792285986,0.8699832487936426,0.0358862175874758,0.8757271877665316,0.0597026976656827,0.9410975609756096,0.0257201453622233
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0163783940264464,0.9951219512195122,0.0146341463414634,0.9760662291008292,0.0236029738141231,0.9853647652942392,0.0161127184281417,0.9957317073170732,0.0076207316097404
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8790123456790123,0.0334929875709889,0.921341463414634,0.0456340420538235,0.8514414433399929,0.0434724419600337,0.8839489749751468,0.0323836472495924,0.9553048780487804,0.0238773044802904
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9790123456790124,0.0191656477731605,1.0,0.0,0.9608082485989462,0.0348868682289202,0.9796860901280876,0.0183462515105446,0.9965853658536586,0.0068942897683427
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8716049382716049,0.0254213089900913,0.8770731707317074,0.0539461526752302,0.869920553756715,0.0357313180246284,0.8719271347877722,0.0263749007013141,0.9479878048780488,0.0243460728076228
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9814814814814812,0.0138028887499986,0.9975609756097562,0.0073170731707317,0.967235412221232,0.0247260280900901,0.981977193452704,0.0130734644573775,0.9934756097560976,0.0087518588150529
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8938271604938273,0.0228978234456683,0.9210365853658538,0.0323254130978286,0.8736934964260545,0.0227466450531404,0.8964719351029504,0.0230726914201067,0.950060975609756,0.0225567728451959
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728394,0.0172839506172839,1.0,0.0,0.9494298302693084,0.0310239028195147,0.9737990565894352,0.01633485422733,0.9907926829268292,0.0097920450540968
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8851851851851851,0.0366440051349526,0.9089634146341464,0.0500230836066286,0.8687955040060518,0.0359809713990128,0.8877727684736948,0.0358063616320908,0.9545731707317072,0.0222560975609756
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9765432098765434,0.0160493827160493,1.0,0.0,0.955952196791675,0.029536950678737,0.9772473779185272,0.0154138844464972,0.993780487804878,0.0079399516149551
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8061728395061728,0.0529714517356171,0.7830487804878048,0.1020064910276728,0.8269808129841667,0.0629713847696988,0.7993582936430803,0.0615946349471415,0.8701829268292685,0.0618729400296443
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9567901234567902,0.0288212778516759,0.9656707317073172,0.0364561233431203,0.9494976147883124,0.0311677243248428,0.957172700957857,0.0287572651292974,0.9890243902439024,0.0092151880425914
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7925925925925925,0.0803513091124591,0.763719512195122,0.1397188607652509,0.8080541648398791,0.0683490934584105,0.7809083948763926,0.1008022239259442,0.8740243902439024,0.043906842597581
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.948148148148148,0.0334929875709889,0.9603048780487804,0.0420974214309645,0.9375963745283384,0.0353266578181933,0.948437262696394,0.0342997309766232,0.9823170731707316,0.0132613190066655
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7962962962962964,0.0978740640764374,0.8127439024390244,0.1334782281439907,0.7883928494454809,0.0949939125240753,0.7971168291507021,0.1025786648171137,0.8568292682926828,0.081581993440817
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0424985542668111,0.9532317073170732,0.0493812472986554,0.9369551928601992,0.0406808789808052,0.944736103114848,0.0422521444608188,0.9795121951219512,0.0165269775672213
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.762962962962963,0.0898439772773345,0.7729878048780486,0.1617222268997328,0.7588670070933078,0.0936271746971259,0.7580567373088798,0.1122230313023019,0.8317682926829268,0.0869198494706747
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9580246913580248,0.0308394962883871,0.9706097560975612,0.0342179127974886,0.9476837777461714,0.035841378955704,0.958674882780574,0.0302632795591997,0.9855487804878048,0.0129235212058065
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8308641975308643,0.0455453499893746,0.8567073170731708,0.057183939829466,0.8166740460057238,0.0524451331222217,0.8349644414039827,0.0441255197618475,0.9020731707317072,0.0393131466295679
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.893827160493827,0.0282605509685422,0.916219512195122,0.0382858856791476,0.8790064442450445,0.0402421642331407,0.8962774866481829,0.0266775610770397,0.9516463414634148,0.0175161394090632
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8604938271604938,0.0370576074563052,0.9115853658536588,0.0661718824349521,0.8277805933340462,0.0302668960980734,0.8664812502145782,0.0395547431052614,0.9276829268292685,0.0226730899205142
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.902469135802469,0.0342356163552149,0.92859756097561,0.0468310546534285,0.8840696987357509,0.0400349263917139,0.904903801115713,0.0334387522582623,0.9645731707317072,0.0178054000925806
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8654320987654321,0.0314512079082888,0.8770731707317074,0.0632380280021745,0.858219014162606,0.0262258484598104,0.8661894802609984,0.034135076883728,0.9383536585365856,0.0288955559366001
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0116468902864896,1.0,0.0,0.9738594927477514,0.0221199841440008,0.9866287190315008,0.0114168142139062,0.995060975609756,0.0076180477809515
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.874074074074074,0.0348314468633725,0.8939634146341463,0.0529361363627537,0.8607820576969338,0.0395043865021163,0.876095646552175,0.0361075659198352,0.9321951219512196,0.0338046932737004
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0128892672949513,1.0,0.0,0.9787902114901548,0.024416443856116,0.9891261782191354,0.0125832535586177,0.996280487804878,0.0074701965838781
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8901234567901234,0.0255707594780345,0.908841463414634,0.034575106411163,0.878781572143288,0.044830005459758,0.8923977817856036,0.0237168687195834,0.958780487804878,0.0144608643332109
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0123456790123456,1.0,0.0,0.9762985171379954,0.0234812931568038,0.9878632869327356,0.0121075769016223,0.9954268292682928,0.0076170716087562
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8777777777777779,0.0351147226008096,0.8989634146341464,0.0561459560602144,0.8622957807302674,0.026728494731175,0.8796431215201647,0.0367494440739213,0.9457317073170732,0.023905238760869
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0120962456433737,0.9975609756097562,0.0073170731707317,0.97402830672825,0.0244590755635588,0.9854525859276568,0.011818671365255,0.9964024390243904,0.0077439024390243
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8864197530864197,0.0274951326559507,0.9189024390243904,0.0437429351821093,0.8636635923202792,0.0261137454651814,0.8898594646392954,0.0266796521670629,0.9445731707317074,0.023760858064613
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9753086419753088,0.0174594266959641,1.0,0.0,0.953881489720968,0.0317957678984571,0.9761256268925356,0.0166448079906356,0.993658536585366,0.0077378985752269
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8666666666666666,0.0205101823775754,0.9040243902439024,0.0380081083431093,0.8417448243813259,0.0184222565779416,0.8712955646491005,0.0206017297171882,0.9481707317073168,0.0184101916786398
d_num_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728397,0.0163783940264464,1.0,0.0,0.9492856979158738,0.0297090723162839,0.9737453741743456,0.0156012979063153,0.993780487804878,0.0078741211987111
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6442682926829268,0.0813338753911259
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8641975308641975,0.0622202625597736,0.883719512195122,0.0926151268379779,0.8500813552347447,0.0538417269961125,0.8649999443525671,0.0658174471160986,0.93859756097561,0.0312847665024058
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8456790123456791,0.0615429312622939,0.7853658536585366,0.1264176011284598,0.8945671688301202,0.0382101862059757,0.8305203577928321,0.0797518496570747,0.9383536585365856,0.0260822413435629
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6442682926829268,0.0813338753911259
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6950617283950618,0.0493981457376359,0.4865853658536586,0.101442232193194,0.8393086811857231,0.0659459303038399,0.6089379213202918,0.0880947410727345,0.8104878048780488,0.0753658536585366
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6567901234567901,0.0629024158165777,0.3853658536585366,0.1074683661935092,0.8469676700111484,0.1056669754805132,0.5214505767900678,0.1162380771778648,0.7398780487804879,0.0790095213352794
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6442682926829268,0.0813338753911259
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6950617283950618,0.0493981457376359,0.4865853658536586,0.101442232193194,0.8393086811857231,0.0659459303038399,0.6089379213202918,0.0880947410727345,0.8110365853658538,0.0750864314585072
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6567901234567901,0.0629024158165777,0.3853658536585366,0.1074683661935092,0.8469676700111484,0.1056669754805132,0.5214505767900678,0.1162380771778648,0.7398780487804879,0.0790095213352794
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6442682926829268,0.0813338753911259
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6442682926829268,0.0813338753911259
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7012804878048781,0.0922044976843229
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6442682926829268,0.0813338753911259
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6442682926829268,0.0813338753911259
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7012804878048781,0.0922044976843229
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6442682926829268,0.0813338753911259
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6442682926829268,0.0813338753911259
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7012804878048781,0.0922044976843229
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.6441158536585365,0.0812729684279162
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7009146341463415,0.0925340789675608
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7518518518518519,0.0355461235775011,0.9159756097560976,0.0429891454556581,0.6931627397028051,0.0435962564971734,0.7873890814217479,0.0241497615393821,0.7518292682926828,0.0351766384877864
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7024691358024692,0.0836322940959997,0.8596951219512196,0.0852304893665879,0.6623716044811843,0.0723711712006024,0.74429402004068,0.0609925973983719,0.703201219512195,0.0823458903940134
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6506172839506172,0.1102919046073527,0.8829268292682928,0.1119961119406717,0.6108888590038901,0.0857319062315891,0.7181189633160796,0.081293347131818,0.6497865853658535,0.1107994153759405
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6469135802469135,0.0975543025438933,0.701829268292683,0.2326044890035027,0.6678220602740046,0.1367395178874926,0.6391000839767443,0.1759683625266321,0.6460670731707318,0.0968651299399057
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8345679012345679,0.038331295546321,0.7775609756097561,0.0671378845240898,0.8787432175860117,0.0451676776602684,0.8233434377216566,0.0468159628416547,0.8742682926829268,0.025884200206787
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6950617283950618,0.0643990190407159,0.7721341463414635,0.1645654892974156,0.6897875332675436,0.0884361741628739,0.7087998161597594,0.0857346388408863,0.7205792682926829,0.0700997114785458
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7,0.0987731478467635,0.8097560975609757,0.1041287755792259,0.675606398145296,0.1028700548183951,0.731155301439238,0.0825082463967783,0.721890243902439,0.0944312005426754
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6987654320987654,0.0909232229112196,0.7434756097560976,0.1384774892205261,0.6907915865061173,0.0934202834794838,0.7087809526093183,0.0923662112387545,0.7276829268292683,0.1022977212141878
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8407407407407407,0.0186824024079278,0.9108536585365854,0.0576545591051029,0.8007190712649557,0.0284015086845129,0.8505798259405853,0.0208347128278422,0.9039024390243904,0.0299364163585129
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.745679012345679,0.0790894685335652,0.8273780487804878,0.1157157234072556,0.7345144688415866,0.1102720859205093,0.765466176108313,0.0630459123144211,0.7800914634146342,0.0877109348819086
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7395061728395063,0.0952219269050551,0.825121951219512,0.1332742718188768,0.707407999224724,0.0808329119188847,0.7576778828825584,0.0946620571358998,0.7770121951219512,0.0855690308595157
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7320987654320988,0.0900557838263549,0.6585975609756096,0.2333436205275987,0.7896236178918903,0.072138734275071,0.6851336384377585,0.1650435118325331,0.7829268292682927,0.0830426468849932
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8617283950617283,0.0172839506172839,0.9132926829268292,0.0597870750965626,0.8314237872820242,0.0383141541002568,0.8680816340761528,0.0179591360110325,0.9209451219512196,0.0202123109730703
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8049382716049382,0.0557062428280418,0.834390243902439,0.0825818685960843,0.7948564436342783,0.0745755287500615,0.8104245712456237,0.0550160269988477,0.8528353658536586,0.0516433267902361
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7901234567901235,0.06343324730205,0.8373780487804879,0.1038277134531249,0.7685679503899917,0.0645340370124506,0.7977780505552359,0.0681033905786465,0.8394207317073171,0.0589368066808599
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7530864197530864,0.074074074074074,0.7726219512195122,0.1770271075778244,0.7491499956818004,0.0714212375756457,0.7473048476214114,0.1142120964571154,0.8228658536585366,0.0622939793015973
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8814814814814815,0.0287948241720755,0.9083536585365856,0.0673906289988378,0.8638144830049009,0.0323015964906205,0.8836809505439718,0.0322683732238093,0.9182621951219512,0.0349618030075958
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8592592592592592,0.0271604938271604,0.8764024390243902,0.0418605887860618,0.8495848877305425,0.0408755908668756,0.8616587292030694,0.0264940370743481,0.9123170731707316,0.0182286480833293
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8444444444444444,0.0428379051182653,0.844329268292683,0.080291265027637,0.85109629254259,0.0636621495186661,0.8435665023464944,0.0435388384428016,0.899908536585366,0.0368829487848361
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8271604938271604,0.0281524796320774,0.8495731707317074,0.0851155083521587,0.8184321909321909,0.0447927119779339,0.8295285176533864,0.0319418060240748,0.8794817073170732,0.0265716742826272
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8901234567901234,0.0399855178782756,0.9010975609756098,0.070582685741422,0.8839945272532681,0.0468330435570059,0.8905079285734183,0.0429006329971151,0.9627439024390244,0.017322761861917
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8950617283950617,0.0371397752012131,0.8985365853658538,0.0650505454871341,0.8943595999969863,0.0453151676580814,0.8947114169338362,0.0395668135019593,0.9632926829268292,0.0186465767504177
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8950617283950617,0.0271885377105496,0.8986585365853659,0.0566934155528084,0.8936897187447983,0.0314723071633693,0.8948076809138726,0.0298627232329967,0.9633536585365852,0.0167886794030251
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.904938271604938,0.0362256808669659,0.9134756097560977,0.0596741910039923,0.8997252742254697,0.0420260149518053,0.905204732328498,0.0379325982256047,0.976158536585366,0.0122664075068106
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.906172839506173,0.0313298210875297,0.9135365853658536,0.0541989142709511,0.901567930133921,0.035884123440771,0.9064034986006472,0.0333025134201464,0.9765243902439024,0.01059379932678
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9061728395061728,0.031812589448704,0.9134756097560977,0.0575413683533939,0.9016115871073032,0.0356352763046963,0.9062710751067948,0.0339399727442508,0.9757926829268292,0.0119892686995508
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9296296296296296,0.0281795363222551,0.9359146341463416,0.0426179383295326,0.9245005963029218,0.0229138772500129,0.9298090974580632,0.0289116248030567,0.9842073170731708,0.0095303532128504
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9271604938271606,0.0359723513193418,0.9307926829268294,0.0579609976250158,0.9248713646082066,0.0353698462573412,0.9268316419577596,0.0373064529576468,0.9835365853658536,0.0102938676927647
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.917283950617284,0.031740642301685,0.9283536585365854,0.0485958778054143,0.909494549495536,0.0370843254866274,0.9179365470699258,0.0326241991349487,0.984878048780488,0.0082747294896035
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8851851851851851,0.0374666442110951,0.9035975609756096,0.0668424245996011,0.8733518014597079,0.0408163972424747,0.8865360114659306,0.0400787192029804,0.9609756097560976,0.0167965394016596
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8802469135802469,0.0374666442110951,0.873780487804878,0.0751916053385275,0.8861726917540871,0.0352649006837169,0.8780119617138038,0.0441818400684815,0.9609146341463416,0.0197045586393585
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.8839506172839506,0.0277159806427699,0.891219512195122,0.0555475422206768,0.8808114193948461,0.039844292511276,0.8843554303323324,0.0298705318696189,0.9616463414634148,0.0165297894158414
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9061728395061728,0.0303412487097395,0.9133536585365852,0.0523179615024928,0.9021058122181356,0.0409811821457068,0.9064222346060128,0.0319552830030424,0.9735975609756098,0.0125320825642343
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9074074074074074,0.0313541360474081,0.9184756097560977,0.0514903192301231,0.9002693135427411,0.0405710206569779,0.9081100364399356,0.0325390444763799,0.9758536585365856,0.0125710355169284
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9061728395061728,0.033674522708607,0.9109756097560976,0.0586057771961216,0.9032034020650912,0.0346518099112266,0.9059784537938896,0.0360363195984006,0.9758536585365852,0.0128025549576785
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.919753086419753,0.0266220477195652,0.9309146341463416,0.0434555935176525,0.9119172373527404,0.0333271513978978,0.9205138519473172,0.0275040265693519,0.9846341463414634,0.0082522327662034
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9209876543209876,0.026013959883587,0.9357317073170732,0.0369063157894647,0.9107815339362356,0.0404235259470739,0.9221951245049168,0.0258551702559391,0.9831097560975608,0.0096528453915045
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9222222222222222,0.0265072969797332,0.9332926829268292,0.0364419955036482,0.9142132922223676,0.0358194750326597,0.9230162599836648,0.0267098864895658,0.9833536585365854,0.0088909464742964
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8432098765432098,0.0287153169126247,0.9259756097560976,0.0422549976980008,0.7970446396290523,0.0394793628581177,0.8553840885430327,0.0242687538763634,0.9209451219512196,0.0244496418504465
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8506172839506172,0.0267363059601329,0.9059146341463414,0.0519825924393564,0.8179417127162539,0.0379994033786128,0.8581815262909129,0.0262518005692105,0.9308841463414635,0.0203835772521481
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8753086419753087,0.0309628054419369,0.9257926829268291,0.0484324858038711,0.8431984335453784,0.0406707228861787,0.8812926168115055,0.0296573401413202,0.9441463414634148,0.0140480976714146
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9,0.021701723248453,0.9109756097560976,0.0462378495060945,0.8926179210633205,0.0294449372876495,0.900657310264101,0.0239735993723188,0.9568902439024388,0.0121777315029036
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9111111111111112,0.029110681784078,0.9157926829268292,0.0621971843273555,0.910488588109242,0.0444947066952014,0.9108415885952348,0.0313482829732363,0.9635365853658536,0.0103202007598677
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9246913580246912,0.0202484190948848,0.9208536585365854,0.0468210104507706,0.9301742615543104,0.0369983417054787,0.9240356216214358,0.0214049000771752,0.9685060975609756,0.0111153452380952
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8950617283950617,0.0341464609529366,0.8888414634146342,0.0608920463992928,0.9014542617724992,0.0383997342517084,0.8936943886493852,0.0374437181589722,0.965060975609756,0.0136564948386838
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9160493827160494,0.029110681784078,0.9160975609756096,0.0598028687045568,0.918138055289218,0.037699738027855,0.9154422096274184,0.0317494220932111,0.968841463414634,0.0134649831182507
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9296296296296296,0.0247222029561738,0.9306707317073172,0.0520869134204822,0.9298413220778834,0.028134726187765,0.9290792733318156,0.0274181733604665,0.9736585365853656,0.0126788220374366
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8641975308641975,0.0405720412966789,0.8099390243902439,0.0734663995846792,0.9107050518438904,0.045424252412743,0.8550674317156653,0.046767631105347,0.9389329268292682,0.0277947971937383
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8802469135802469,0.0340570721583548,0.8839634146341464,0.0593402967715861,0.8807672498023809,0.0482998222601498,0.8803940400590102,0.0351872545077631,0.9557317073170732,0.0173249080524079
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8802469135802469,0.0394482600214085,0.883719512195122,0.0720973351014647,0.8802125444338094,0.0456020145131904,0.8797758158788571,0.0422798288836556,0.9578353658536588,0.0148071895672081
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8728395061728396,0.0506172839506172,0.8416463414634145,0.0801605737181448,0.899431216024773,0.0547174796708925,0.8674587847897474,0.0556976774312029,0.946829268292683,0.0247110006162734
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.902469135802469,0.0324059376503868,0.9185975609756096,0.0491436557397249,0.8926248902069395,0.0449136929311803,0.9041042534891216,0.032323112876005,0.9671951219512196,0.0115509759161855
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9012345679012348,0.031716623651025,0.9060365853658536,0.0642084751939655,0.8984973709783816,0.0299128871535728,0.900789490571332,0.0348210540894724,0.9695121951219512,0.0121623034016305
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8901234567901234,0.0299621261716335,0.8815853658536585,0.0764167204840795,0.8992967425051915,0.0281216391766918,0.8878144629952873,0.035450609529889,0.9559146341463414,0.0177239851336667
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9123456790123458,0.0299621261716335,0.9184756097560974,0.0467051279497179,0.9084776165336528,0.0341916746314373,0.9126522104861828,0.0303688191303967,0.9732621951219512,0.0133695542433646
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9160493827160494,0.0251803432770014,0.9282926829268292,0.0445065148397027,0.9073274184932107,0.0311294064563117,0.916826433251762,0.0256668888474679,0.9747865853658536,0.0128440530245079
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9098765432098764,0.0302658041287191,0.9260365853658536,0.036104615741077,0.8997870986045611,0.0436714952830971,0.9117775075027548,0.0283442824960859,0.97125,0.017799265110925
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9296296296296296,0.0234567901234567,0.9506097560975608,0.0364305668181439,0.9142980520121332,0.0360340710917329,0.9312299658925656,0.0227376579064035,0.9827439024390244,0.010263301898203
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9320987654320988,0.0215608014772505,0.9554878048780489,0.0326398970469967,0.9144527030028912,0.0333999998228132,0.9337972306997478,0.0204495442623633,0.9828963414634148,0.0112932113478011
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.8901234567901234,0.0403648956154859,0.8886585365853659,0.0786269552785252,0.8931234322513554,0.0417411066129429,0.8885458104113966,0.0453940614812563,0.9606707317073172,0.0188176698765702
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9469135802469136,0.0183531712929858,0.9504878048780488,0.0370045095890036,0.944914313635244,0.0290191976250813,0.9469103014420728,0.0191120913367167,0.9903658536585368,0.0066112859358194
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9555555555555556,0.0137475663279753,0.9628048780487806,0.0338510753214195,0.9501632298143926,0.0254841120533673,0.9557135954883672,0.0142552087500371,0.992621951219512,0.0054840773248286
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9012345679012344,0.0321935921244575,0.9183536585365852,0.0402590972792711,0.8903437162925041,0.0464458376317471,0.9030759717339568,0.0311058793074234,0.9709756097560976,0.0156041577232172
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9555555555555556,0.0167464937854944,0.9704268292682926,0.0213366719359881,0.94332340093259,0.0275336172718654,0.9563167138322856,0.0161894039472225,0.992439024390244,0.0055698474373996
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9617283950617284,0.0194811528864932,0.9752439024390244,0.0222275961841071,0.949908907976123,0.0246558134978015,0.9622271697039216,0.0194385083892252,0.993109756097561,0.0047705378034313
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9259259259259258,0.0234242789642102,0.9479878048780488,0.0421773630329028,0.908240229930855,0.0226802182213879,0.9271207662163352,0.0241851000249207,0.9800914634146342,0.0143065790787853
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9506172839506172,0.0191258436849749,0.9654268292682924,0.0294355611558399,0.9386096869349848,0.0272409899115454,0.951365444951982,0.0189125818188163,0.9917682926829268,0.0059007884206877
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9456790123456792,0.0208053080819169,0.9579268292682928,0.0312906487561952,0.935775669940446,0.0275541503241983,0.94627691648622,0.0208944230423248,0.9917073170731706,0.005596484831992
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9148148148148147,0.0150698217478193,0.943109756097561,0.0271229080590999,0.8931572772221872,0.0194636297785972,0.9170938459358527,0.0146362507417606,0.978689024390244,0.0130525196944795
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9506172839506172,0.0165634664999984,0.9679268292682928,0.0268433998259856,0.9361299091971242,0.0223108931652893,0.951405009245492,0.0165735065230392,0.9901829268292685,0.0065129829613875
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9469135802469136,0.0166094124037947,0.9629878048780488,0.0293989082461886,0.933771841853237,0.0235538746283485,0.9476934740442388,0.0165938736997607,0.9910975609756096,0.0054755961757667
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.919753086419753,0.0254512692939361,0.9379878048780488,0.044874113361383,0.9060554025796694,0.0317782683791097,0.9208754898820068,0.0257836741579704,0.9810060975609756,0.0134617037287774
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9444444444444444,0.0158583118255125,0.955487804878049,0.0326398970469967,0.93577556945978,0.0241068207909439,0.9449409059178226,0.0161335395423796,0.9909756097560976,0.0053976331649587
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9456790123456792,0.0148148148148148,0.9554878048780489,0.0345016358922087,0.9382044457044456,0.0240524364170674,0.946075604552521,0.0151699011988258,0.9910365853658536,0.0048784298631633
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6407407407407406,0.0929540270818818,0.7174390243902439,0.1925924455663632,0.6484725562189994,0.1187133443814552,0.6605903422370669,0.0880942240682025,0.6827439024390245,0.100589447322033
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8777777777777777,0.0485893053188998,0.8690853658536586,0.1139020636385938,0.8877941458357848,0.0396061330340043,0.8732718204953078,0.0573521713995392,0.9350609756097562,0.023442326738761
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6913580246913579,0.0702728368926306,0.6576219512195122,0.1945846737815499,0.7110995773279997,0.0562978320397282,0.6608845208325438,0.1508130882673715,0.7760975609756097,0.0725788049421404
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8876543209876543,0.0545030618633188,0.8935365853658537,0.096547787713205,0.8860758530318675,0.0543286773679283,0.8864367030906871,0.0592246117473043,0.9383536585365856,0.0298810974054414
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6283950617283949,0.1350653395143224,0.6305487804878049,0.2587024102922453,0.6212112987711483,0.1734615079801471,0.6075919667275091,0.1945072195823546,0.6790853658536584,0.2122601263622246
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.882716049382716,0.052450977249995,0.9180487804878048,0.0682072636527157,0.8635783984829531,0.071796318297448,0.886933641923157,0.0501683390528856,0.9422560975609756,0.0276469762264805
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7283950617283951,0.1105610527271017,0.6623170731707317,0.1608764476543259,0.7709587803203298,0.1221309653643669,0.7035209077549147,0.1272665328084236,0.8082317073170732,0.1238889498370662
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8839506172839504,0.0398901096824778,0.8811585365853659,0.0831982868666006,0.8875029043489778,0.0373205972821936,0.8817706391686636,0.0450624495214685,0.9453048780487804,0.0214510253877154
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6296296296296295,0.0772961769999927,0.5646951219512195,0.2561144666313219,0.6171246529990163,0.2293532895015984,0.5678408423978587,0.1998277200002896,0.6568902439024391,0.14276057143169
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8395061728395061,0.0506022260047387,0.8689634146341463,0.0831629752838405,0.8323598893993631,0.0722906585923258,0.844567338618116,0.0407820950684287,0.924878048780488,0.0215474380853694
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6,0.0964544443685166,0.6635365853658537,0.243380661395813,0.6503905635804887,0.1667896048554433,0.6100544823682161,0.0940842688186036,0.6364024390243903,0.1220128045718009
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8333333333333334,0.0857558270953691,0.844451219512195,0.0836012968157091,0.8334825042859475,0.0930325719941684,0.8364770004343788,0.0780433384024774,0.9045121951219512,0.0677604478049996
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8074074074074075,0.0494444059123476,0.7506707317073171,0.0846952975467459,0.8483173727650055,0.0532454494106719,0.7938737212556332,0.0593684955453544,0.9142682926829268,0.029909391226197
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9296296296296296,0.0331499298323396,0.9406707317073172,0.0556283732743187,0.9215213207328918,0.0352099465140441,0.9298342061623364,0.0342758628634598,0.975609756097561,0.0152804440074898
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8148148148148147,0.0805786117139788,0.7775609756097561,0.0914901586916221,0.842899649800654,0.0894471381434332,0.8072026025906116,0.082410023173854,0.908658536585366,0.0492808182580768
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9271604938271604,0.0342356163552149,0.9306707317073172,0.0575146115982128,0.925318153703176,0.0373899196654976,0.9267035893148522,0.0360504847623271,0.9753658536585366,0.0167015300641658
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8382716049382715,0.0628175517689311,0.8147560975609757,0.0819035684635732,0.8574245665670919,0.0693207730439304,0.8335593329689914,0.0642149093441098,0.9207926829268294,0.041334492901097
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.0340346882767659,0.9332317073170732,0.0588724169816489,0.9213003011643364,0.0385524502345914,0.9257875223079512,0.0358116888389263,0.978658536585366,0.0148109241481598
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8222222222222222,0.0656065691633897,0.7803658536585366,0.1170861273318208,0.8563838526494585,0.0657557449110303,0.8109207878177165,0.0776292939096852,0.9233536585365852,0.0332784410706869
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9308641975308642,0.0322881403225235,0.9407317073170732,0.0511547209251773,0.9246672430067212,0.0434251045314027,0.9312733232570172,0.032836268101818,0.9771341463414634,0.0151392750885968
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7456790123456789,0.0566288639070602,0.688719512195122,0.0983875994239341,0.7814548037461855,0.0675896571609418,0.7276388433613217,0.0698366151680504,0.8392682926829268,0.0614537352037592
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9012345679012344,0.0405720412966789,0.9157317073170732,0.0796817547152625,0.8916777839415946,0.0394630956009812,0.9011508219282116,0.044420968655847,0.9493902439024392,0.0261271771775957
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7481481481481481,0.0590014970140667,0.6792682926829268,0.0917073981577223,0.7916840031313714,0.0680915681633332,0.7276306625313245,0.068678677154275,0.8477439024390243,0.0665361260355363
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9037037037037036,0.0385691342020081,0.9207926829268293,0.0718433720469683,0.8924976904392858,0.0424466244261533,0.9042949437469078,0.0409452263570082,0.9497560975609756,0.025265102444809
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7135802469135802,0.0447860670301655,0.6553048780487803,0.1723095751221116,0.7593592661119885,0.0684130436637216,0.6836006144953514,0.0970770388920266,0.788170731707317,0.0837229539377455
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.891358024691358,0.0404968381897696,0.8835975609756099,0.091033726451115,0.9005650986419884,0.0421906226294914,0.8883576966037328,0.0468098913346707,0.9501829268292684,0.0183577096250316
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6987654320987654,0.1021339154565255,0.6423780487804879,0.1351688442228553,0.718679118049087,0.1084211691526795,0.676375110848795,0.1244259989493253,0.7704268292682926,0.1350125167705257
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8790123456790123,0.0537568914989561,0.8910365853658536,0.0845197837370081,0.8780824148021958,0.0717550615589541,0.8802173114952534,0.0525946194206197,0.9364634146341464,0.0333562780440119
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7061728395061728,0.1050181250278357,0.6521341463414634,0.1964248137730927,0.7229048617054478,0.1029483486435317,0.6752405456240866,0.1513559712940556,0.776219512195122,0.139772005649755
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8913580246913579,0.0451251034135729,0.9034146341463414,0.0789162916176937,0.885343674611691,0.054977941024217,0.8916040784992685,0.0483474392451537,0.947317073170732,0.0261686972136711
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6604938271604939,0.1192173328137528,0.686829268292683,0.2014199297545306,0.6847647285395336,0.1392340098502464,0.6628617839662209,0.1226362534709575,0.7582926829268293,0.1393612734762198
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.893827160493827,0.0313298210875296,0.9057926829268292,0.0713045818779384,0.8883115996158905,0.046359279212167,0.8942028230509305,0.035173715670182,0.9446341463414634,0.0189413446979062
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5814814814814815,0.0845386089667653,0.6105487804878049,0.2917291433326492,0.5506674838229412,0.2137844522824497,0.5491737580406,0.2089623172658853,0.6427439024390245,0.1219498323091834
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8814814814814815,0.0402703862476545,0.8960975609756096,0.0806475687115481,0.8755463616505587,0.0557377213381902,0.882049717627854,0.0432968761712223,0.9332317073170732,0.0305721394554973
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6185185185185185,0.1370815187511151,0.5652439024390243,0.2556677578020662,0.6126988762011982,0.24340916060186,0.5718312758227866,0.220753128382785,0.6189024390243902,0.2002144151070465
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8691358024691358,0.0690034005554672,0.9010365853658536,0.0697993906673774,0.8574023846035927,0.0835242100684612,0.8747197126243023,0.0574028115900635,0.919451219512195,0.0644702535523115
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8012345679012345,0.0703703703703703,0.7529878048780488,0.0978241306092048,0.8348494728776326,0.0746793010432539,0.7893380205520258,0.0779012923533156,0.9079878048780488,0.0444038524436583
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9234567901234568,0.0343910821658867,0.938109756097561,0.0500470109157998,0.9132834172923298,0.0441485323094789,0.9243038623966376,0.0345479952939022,0.9740853658536583,0.0172341064734132
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8037037037037036,0.0658963266423827,0.7681707317073171,0.1055867293096332,0.8305904357294033,0.0675983336648428,0.7940322400316407,0.0729346851159773,0.9006707317073172,0.0410746208683233
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.034479605046343,0.940609756097561,0.0512486850718561,0.9158793482195292,0.0450818936835114,0.926731983307492,0.0346519448567123,0.9741463414634148,0.0154575275398189
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8444444444444444,0.0538701832821516,0.8270121951219511,0.1015100334095494,0.8603780151805747,0.0532310822900514,0.8393053527129608,0.0609031217636498,0.9256707317073172,0.026029444385443
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9209876543209876,0.031812589448704,0.928109756097561,0.065512582177452,0.9163554224309178,0.0318307641862176,0.920506227857907,0.0352154782083154,0.9759756097560977,0.0156059446566306
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.819753086419753,0.0391184679450737,0.7758536585365854,0.0825359330828172,0.8565550417664742,0.0516840717794405,0.8099285112396742,0.0463683028594155,0.9185975609756096,0.0262906720123355
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9308641975308642,0.0322881403225235,0.9356097560975608,0.0568102920269766,0.92848716182664,0.0393020356305971,0.9305928042412092,0.0335912827691992,0.9776219512195125,0.014153830019598
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7469135802469136,0.0672244611854912,0.703719512195122,0.0917525713784134,0.7758298512077907,0.0791979686807211,0.7342149694486372,0.0723722876393974,0.8509756097560975,0.0538875379469551
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8987654320987654,0.041242698983926,0.9107926829268292,0.0714305520461357,0.8907876898765764,0.0413945212579912,0.8988706280295741,0.0435264806419268,0.9489634146341462,0.0264018757333028
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7395061728395063,0.0688375400466698,0.6793902439024391,0.1249178195053938,0.777436072467833,0.0808494606033619,0.718345315776291,0.0856865987448973,0.8470121951219513,0.0591340507722721
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9012345679012344,0.0401946187558017,0.9157926829268292,0.0696017021081195,0.8917452189155377,0.0436095869281508,0.9016983753389805,0.0421448679771626,0.9501219512195124,0.0250026768346804
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5765432098765432,0.108901205876545,0.489390243902439,0.4167935341259898,0.3736371375412853,0.3216545743363013,0.4135791427637293,0.3433339511565402,0.5928658536585365,0.171325415879009
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0399855178782756,0.9035365853658536,0.0798518854936732,0.9037571866637536,0.0404330939962287,0.9010623257098764,0.0457834052811446,0.9557317073170732,0.0188318903772679
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.537037037037037,0.0622814728673058,0.6919512195121952,0.385807172433343,0.4392490934334906,0.2305084997052448,0.5203360144326181,0.2635725524656853,0.5821341463414633,0.155055124910003
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8901234567901234,0.0333333333333333,0.8912195121951221,0.0744133310835539,0.8911867507177338,0.0361444186758811,0.888905715269493,0.0374531152801436,0.9521951219512196,0.0219329192009588
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5493827160493828,0.0773454573218621,0.5437195121951219,0.38120399001684,0.4651921135484354,0.2527354119751835,0.4633222109345754,0.2619687627822046,0.6080487804878049,0.1286425836832591
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9049382716049384,0.0405908203031446,0.9182317073170732,0.0601075095206359,0.9005432349120058,0.0635269576909883,0.9064411582224086,0.0384200002668986,0.9645121951219512,0.019675006717955
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5444444444444445,0.0439790447668071,0.3343292682926829,0.2858103232884964,0.4413742071881606,0.3008669491561322,0.3437783513201303,0.252840704878728,0.549939024390244,0.085932115793152
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9148148148148147,0.0501331864302393,0.9406707317073172,0.0674711309362425,0.9010323711962094,0.0649438497528543,0.9174722034838878,0.0462801369229155,0.9545121951219512,0.0292710872649584
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5135802469135802,0.0882003511086012,0.4495121951219512,0.403649123020439,0.4941175815716157,0.3011930459196348,0.3684790026503926,0.2855596009792611,0.5641463414634147,0.1657304958766901
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8419753086419753,0.0404968381897696,0.8491463414634147,0.0625273289447209,0.8412308697517042,0.0544780794792888,0.8429374198610573,0.0406993910746207,0.906280487804878,0.0477326872165328
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5716049382716049,0.0790605562794339,0.5831097560975609,0.3621073485253207,0.5993253215511221,0.2484838790596107,0.5129056578455227,0.213262430396511,0.6806097560975608,0.1279150870009121
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8444444444444443,0.0683375432251755,0.859390243902439,0.0816117934520376,0.8388399946080828,0.0779971145984601,0.8468044724163724,0.0668085097486944,0.9092682926829267,0.0552028329545738
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6765432098765432,0.0675749737452049,0.5832926829268292,0.1018340878076652,0.730433978933979,0.1026358420637887,0.6405482368034717,0.0839266068864622,0.8074390243902438,0.0930423870194249
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716048,0.0166094124037947,0.9851219512195122,0.0299603148182644,0.9597455174454608,0.0204213438528507,0.9718743442982724,0.0171182829086178,0.9884146341463416,0.010380190945691
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6876543209876542,0.0744946905755337,0.6650609756097561,0.1631030999325718,0.703897274630678,0.0780056056145512,0.6728878129972774,0.0919888932305308,0.7784146341463414,0.1000792369002511
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9654320987654323,0.0232937805729792,0.9851829268292682,0.0253060534549228,0.9490761926863924,0.0348533191342299,0.966318921972666,0.0226008448091043,0.9861585365853658,0.0147909535916353
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6987654320987653,0.0438923181102004,0.5856707317073171,0.1137564512032741,0.7757699616143259,0.0776631964720576,0.6548909648767588,0.0682144341459332,0.8395731707317073,0.0406249971399806
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9703703703703702,0.019284567101004,0.9851829268292682,0.0228346128046726,0.95801002058249,0.0313353566596857,0.97096974804424,0.018839816207577,0.9885975609756098,0.0153533873162274
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6864197530864198,0.0882003511086012,0.6300609756097562,0.1645770113144075,0.7130067834049182,0.0940513541504261,0.658924088044425,0.1164395288004017,0.8052439024390244,0.0686397972954051
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9703703703703702,0.0158101833023033,0.9851829268292682,0.0228346128046726,0.957859377124983,0.0281780779695118,0.9708843891872092,0.0156018373499725,0.9884146341463416,0.0129320054063958
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7222222222222223,0.0783245527188241,0.7166463414634147,0.1434342969140624,0.7327885621054225,0.087673883610636,0.715994964840969,0.0888617749877288,0.8483536585365854,0.0646755792188464
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9123456790123458,0.0399855178782756,0.928170731707317,0.0681361446357941,0.9017124708921488,0.0439937451745172,0.9128791271374376,0.0417810426477934,0.9601219512195124,0.018345857672884
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6765432098765433,0.0708775313304065,0.598048780487805,0.1517319699991061,0.717420489337384,0.0817584904132607,0.6406000793182457,0.0974879739695428,0.8165853658536586,0.0791837259973269
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9148148148148147,0.0396025060057912,0.928109756097561,0.0683147013720868,0.906279815994094,0.0447538050604711,0.9150887936540496,0.0414463745097091,0.9597560975609756,0.0188018567058139
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5283950617283949,0.0543209876543209,0.4642073170731707,0.3493682206909959,0.3857148844865373,0.2578172130971773,0.4052188249320797,0.2721398978595557,0.4934756097560976,0.1497747788657858
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0533727563486846,0.8989024390243902,0.0955485275573722,0.9073231309899432,0.0469218474802486,0.9001523831610342,0.0582782786547182,0.9557317073170732,0.0271778901985685
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5493827160493827,0.0880360320296645,0.6603658536585366,0.3145239928181929,0.4988453372870296,0.1914949009394183,0.5486415303260603,0.2095377734933494,0.5715243902439024,0.1884320084340728
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9037037037037036,0.0348314468633725,0.9011585365853658,0.0629948878033097,0.912340104076048,0.0610243865556004,0.903467840425237,0.0343850902384182,0.9563414634146342,0.0205627982874093
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5802469135802468,0.1237034572827195,0.7006097560975609,0.3826739105717068,0.5029930603481327,0.2949756533636781,0.5546163632560605,0.2809140201656354,0.5740853658536584,0.2003783694115186
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.0281524796320774,0.9356097560975608,0.0512494105536248,0.9193999476366704,0.0349447781963758,0.92620065397381,0.0289329012726883,0.9709146341463416,0.0152342652463671
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5938271604938272,0.121270769782825,0.4910975609756097,0.3846725200091738,0.5509776750230811,0.3116501652531482,0.4507639532258135,0.3097203457944846,0.586280487804878,0.1861846585972273
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8814814814814815,0.0506624309350202,0.896219512195122,0.0893290809953917,0.8735355390138067,0.0546071931508064,0.8816934452736165,0.0538932898570102,0.9457317073170732,0.0238772266232808
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5716049382716049,0.0908980747367899,0.6807926829268293,0.3727904616359357,0.4641421920872385,0.2444573400020792,0.5390039109701896,0.2741914780095317,0.6698780487804878,0.139501001597687
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8246913580246915,0.0853192718181283,0.8257926829268293,0.1600572124993177,0.835440022846494,0.0875864524952797,0.8191118909803704,0.1021867146934379,0.8848780487804879,0.073546696712113
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.5679012345679012,0.091890341066313,0.6859146341463415,0.3019656565463893,0.6050018038856033,0.1467995624262895,0.5721042049355358,0.1987795861566479,0.608048780487805,0.1240645544961651
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8209876543209876,0.0653854947005696,0.8292073170731709,0.1031329754185312,0.8194731094746448,0.0724057518468233,0.820599967157787,0.0713333878246888,0.8981097560975609,0.0474830897605286
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6987654320987655,0.0724513617339319,0.6226219512195122,0.1132018230262498,0.748156022019442,0.1042375272071699,0.670879916530926,0.0822162792303987,0.8171951219512195,0.0723859335709715
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9679012345679012,0.0208053080819169,0.9802439024390244,0.0266571530223612,0.9580217495732316,0.035015018589319,0.968414353513214,0.0204894285618573,0.9859756097560975,0.0128483582351862
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6518518518518518,0.0706621630679219,0.6372560975609756,0.2129780290048399,0.6763833059630251,0.0911087339342505,0.6302892181555138,0.1186116878706527,0.7739024390243904,0.0716274235532595
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9617283950617284,0.0160493827160493,0.9826829268292684,0.0296409206349206,0.9441688366106972,0.0267776565379731,0.9624670415811448,0.0163215007235575,0.9851219512195122,0.0135695051259607
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.682716049382716,0.0984640463288415,0.6155487804878049,0.1572232774838012,0.7110695305037049,0.0937175466459087,0.6523768547789477,0.1218502516744346,0.7847560975609755,0.1071787495474306
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716048,0.0183531712929858,0.987560975609756,0.030079213287268,0.9577446113747872,0.0242982275109604,0.9719880765381564,0.0186355990039248,0.9878658536585364,0.0100912331415772
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7,0.0728395061728395,0.6170731707317073,0.0746735907245353,0.7484538175707628,0.1040178315226445,0.6733802495192784,0.0731946675860078,0.7991463414634146,0.0959377927788822
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9691358024691358,0.0208419049581903,0.9851219512195122,0.03188412243631,0.9553713937434868,0.0279372566365137,0.96952415299462,0.0210412271142048,0.9859756097560975,0.0118393218530168
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6851851851851851,0.0709742338360731,0.6321341463414634,0.1594462760974132,0.7067564780520718,0.0775450513879719,0.6577262067520065,0.1084972028413275,0.8030487804878049,0.0847837294841815
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9123456790123456,0.0384305738673416,0.9257317073170732,0.0677025899804832,0.9041790225693012,0.0455617085860642,0.9127396537243578,0.0401035264209672,0.958780487804878,0.0192188312371628
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7209876543209877,0.0899118096594228,0.7588414634146341,0.1944516401650529,0.7052669533214526,0.0682078545775754,0.7195161898988398,0.1205990031217198,0.8317073170731708,0.0793868719077084
d_num_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9123456790123458,0.0403648956154859,0.925670731707317,0.0704601863776022,0.9038154695067752,0.0443320492175634,0.912584907934374,0.042316006186528,0.9585975609756098,0.019379215302039
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9,0.0443242544963364,0.8323780487804878,0.0651991241369183,0.9622043347043346,0.0365924307110013,0.8918635667528918,0.0500435695067222,0.9795731707317076,0.0213471246846548
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9925925925925928,0.0081891970132232,0.9975609756097562,0.0073170731707317,0.9880898360478622,0.0158160453216542,0.9927105246382354,0.0079870847836703,0.998780487804878,0.0030971768534634
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9716049382716052,0.0234567901234567,0.9804268292682928,0.0262810536977158,0.963992450638792,0.026596791489118,0.9719622294421648,0.02290274719827,0.9890243902439024,0.0113879195413939
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9567073170731708,0.0267404294120307
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9802469135802468,0.0148148148148148,0.9951219512195122,0.0097560975609756,0.9668827485617048,0.0237195503642836,0.9806623577805867,0.0143594771936981,0.9960365853658536,0.007508917957966
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9641975308641976,0.0202484190948848,0.9679878048780488,0.0190927672082091,0.9615363890222084,0.0301614058554938,0.9644904432200576,0.0196912268314683,0.9914634146341464,0.009621788925646
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8802469135802469,0.0455453499893746,0.9435365853658536,0.0632409676404648,0.844085380180758,0.0687518751818887,0.887932426024934,0.041156483671995,0.9673780487804878,0.0225184998966776
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9851851851851852,0.0154197481441935,0.9926829268292682,0.0156173761888606,0.9783391405342624,0.0199484748141431,0.9853654908704376,0.0152317896126353,0.998841463414634,0.0030905672920668
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9629629629629628,0.0234242789642102,0.9655487804878048,0.0248766289647454,0.9613041009850428,0.0306034653232211,0.963168080598841,0.0230785245610381,0.991219512195122,0.0095176657189489
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9567073170731708,0.0267404294120307
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.945679012345679,0.033674522708607,0.9457926829268294,0.0448205573558548,0.9456646541306364,0.0295119757124144,0.945443458245444,0.0344140742113628,0.9857926829268292,0.0121096087235892
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9320987654320988,0.0456122301281757,0.9310365853658537,0.0596561196985656,0.933009651937765,0.0399069703116888,0.9315723729464832,0.046637256934241,0.9814024390243904,0.014046244901603
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.5111111111111111,0.0158101833023033,1.0,0.0,0.5057282688400832,0.0107460062103529,0.6716716419666362,0.0094510311063576,0.9553658536585368,0.0279675387596275
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.945679012345679,0.0350060416759452,0.9409146341463416,0.0465842883925966,0.9502978835456372,0.032015429657094,0.9452265703170712,0.0357318129630223,0.9890853658536584,0.009882752568709
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9320987654320988,0.0456122301281757,0.9310365853658537,0.0596561196985656,0.933009651937765,0.0399069703116888,0.9315723729464832,0.046637256934241,0.981219512195122,0.0140371098204665
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9570121951219512,0.0266348973583028
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9037037037037036,0.041242698983926,0.9778658536585366,0.020431925101545,0.8543549927049001,0.0530177956657148,0.911275399040426,0.0355054581162393,0.9753658536585366,0.0224588989396717
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8753086419753086,0.0384305738673416,0.9852439024390244,0.016253860567362,0.8102038798812098,0.0447790084873266,0.8885440070429812,0.0299482267033532,0.9695731707317076,0.0276057940146028
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9567073170731708,0.0267404294120307
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8975308641975308,0.0452094652434581,0.9754268292682926,0.0245150010528463,0.8470017554212083,0.0559922636040897,0.9059570410558306,0.0385876935313886,0.9773170731707316,0.0233351037542559
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8753086419753086,0.0376290139608102,0.9852439024390244,0.016253860567362,0.8100492026256922,0.0437271197540002,0.8884809483551844,0.0293505785209503,0.9694512195121952,0.0275316188353144
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9576219512195122,0.0261132987651384
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.5185185185185185,0.0227643073019577,0.5390243902439025,0.4618007842208154,0.7494301994301994,0.2506241076819621,0.4039892391234037,0.2659754048912229,0.9485975609756098,0.0349896411117333
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.948780487804878,0.0349502493355043
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9570121951219512,0.0266348973583028
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9503658536585368,0.0360315810977939
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.948719512195122,0.0349187997480971
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9576219512195122,0.0261132987651384
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9485975609756098,0.0349896411117333
d_original,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.948780487804878,0.0349502493355043
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8777777777777779,0.0267363059601329,0.8767682926829268,0.0576330483571598,0.8807675904627125,0.0355951647080749,0.8770136249524102,0.0291841741086933,0.8779878048780487,0.0265292257997628
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8148148148148147,0.0468485579284204,0.7884146341463414,0.1473923144149722,0.843591155974585,0.0565578553062993,0.8024897190267506,0.0776474330830271,0.815518292682927,0.0461185770424842
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7790123456790123,0.0623303978338979,0.7771951219512194,0.1172398457846958,0.7983555518849637,0.0933447142080673,0.7769510373534547,0.067040186927206,0.7782926829268293,0.0632812269344704
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7753086419753086,0.1067455126973693,0.8051829268292682,0.1008427641799249,0.78314159823351,0.1178617974094256,0.785210694630632,0.0796442605966737,0.7759451219512195,0.1057878899947529
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9012345679012344,0.034479605046343,0.8891463414634145,0.0717254622802937,0.9183575584924404,0.0605295386294136,0.8998189909691717,0.0354474777116653,0.9601219512195124,0.0212820601837156
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8580246913580247,0.043561182134265,0.8245121951219512,0.0558350165929034,0.890428607340372,0.0705838962258341,0.8535777618962154,0.0407880780506317,0.8989329268292684,0.0323372722195063
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8703703703703705,0.0410389386138139,0.8364024390243902,0.0990211048656006,0.9080834803687298,0.0725152974404934,0.8639376957774274,0.0487355901620651,0.9104268292682928,0.0396678562085329
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8271604938271604,0.0455286146039154,0.7951829268292683,0.111869374009002,0.8571347554360278,0.0584405365082009,0.8180996387432515,0.0589472057797243,0.8607926829268292,0.0556362260493866
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9506172839506172,0.0156161859761401,0.9704268292682926,0.0214773548133817,0.9347975174800126,0.0296659949934784,0.9517750107927,0.0145200075919831,0.9735060975609756,0.0162047486907657
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8765432098765432,0.0609831557295233,0.8617682926829268,0.0815729920617626,0.8957941148487368,0.0824505963218349,0.8747323332808049,0.0594442040502053,0.9140853658536588,0.0689996077203067
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8753086419753086,0.0422106691290833,0.8643902439024391,0.0682241598737709,0.8877189956801598,0.0572393597353913,0.8733903022078756,0.044397705991738,0.9271036585365854,0.0369185665313447
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8679012345679011,0.0490886304989408,0.8715853658536586,0.0684760169829126,0.8766951670170572,0.0849345812563959,0.8692962417832983,0.0438363256420903,0.925091463414634,0.0322560543362705
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9358024691358026,0.0181443684650605,0.9506097560975612,0.0334566675271552,0.9259651205653832,0.0392192645176234,0.9369433062647664,0.0167342674709785,0.9457317073170732,0.0245459965949638
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9012345679012348,0.0461933010712832,0.8815853658536585,0.0765052206093662,0.9179776851292024,0.0364612216805492,0.8979715626217551,0.0511797729818068,0.9401829268292684,0.0214317775426518
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9209876543209876,0.0375276151940016,0.9335365853658536,0.0451466642936896,0.914024276756835,0.0540187577964306,0.9223244746936712,0.0360822110118694,0.945640243902439,0.0173893042283668
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8691358024691358,0.0395061728395061,0.8574390243902439,0.0607831107761165,0.8803384142517368,0.0437966889916132,0.8673152476563425,0.0405405377506493,0.9297560975609755,0.0296093567900105
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9580246913580248,0.0184773204285132,0.9629878048780488,0.0316439916416944,0.954230579502992,0.0214140173514729,0.9581769743069528,0.018171127706574,0.9581707317073171,0.0207911629513817
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9209876543209876,0.026013959883587,0.9355487804878048,0.0449527562830356,0.9121438671147974,0.042907284891671,0.9222545105641506,0.0255160133958844,0.9529573170731708,0.0123066923775412
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.908641975308642,0.0530145939594663,0.9209756097560976,0.0478992038547893,0.9029008024852055,0.0641467253412532,0.9106795241669692,0.0479238940244005,0.943140243902439,0.0372678342656329
d_original,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9074074074074074,0.0478942339290637,0.911219512195122,0.0890328261956938,0.9065481259277298,0.0461210924610869,0.9060857152847612,0.0538435475827787,0.9463109756097564,0.0456188546585392
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9395061728395062,0.0482746044346102,0.918658536585366,0.0568926946378257,0.9594719081817928,0.0481193429558621,0.9381201014581186,0.0482999810266776,0.9895121951219512,0.0146056633381267
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9407407407407408,0.0480689440343994,0.916219512195122,0.0610439860526368,0.9636565122091438,0.0433682960298374,0.9388608493384158,0.0490999097981566,0.9895731707317073,0.0136466902023923
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9333333333333332,0.0402703862476545,0.913719512195122,0.0515352131799363,0.9517312722800528,0.0394799612178432,0.9318255767073454,0.0406865048902019,0.9898780487804878,0.0125236243145758
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9592592592592591,0.0390599802952009,0.9508536585365854,0.0435650996327143,0.967914297939972,0.0408964538129747,0.9590012137363754,0.0386162100491605,0.9944512195121952,0.0104211223863171
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9641975308641976,0.0337874868726024,0.9581707317073171,0.0378591270880186,0.9703566961493792,0.0341855921730389,0.9640355655215248,0.0334334594896332,0.9948170731707316,0.0081727791391804
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9555555555555556,0.033674522708607,0.9409146341463416,0.0410139284389636,0.969961438889552,0.0342325453011085,0.9548867502018236,0.03363219049392,0.9940853658536584,0.0103408953479504
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.974074074074074,0.0314512079082888,0.9704878048780488,0.0358982218493516,0.9777409988385598,0.0304992296496604,0.9739788317506816,0.0314842615336723,0.996158536585366,0.0086363938786191
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9691358024691358,0.0371397752012131,0.9705487804878048,0.0358223793373922,0.9685772357723575,0.0399004505713973,0.9694302761914984,0.0362005953393475,0.996280487804878,0.008428982111786
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9703703703703702,0.0341241357063833,0.970487804878049,0.0358982218493516,0.9706068524970968,0.0342185244511431,0.970456549305635,0.0337357721942466,0.9958536585365853,0.008579162115591
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.937037037037037,0.0414822163368183,0.913719512195122,0.0536261335089707,0.958967820565128,0.0400436306928287,0.935287472128467,0.0423510628608893,0.9898780487804878,0.0129670336595315
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.937037037037037,0.0504362918909024,0.916219512195122,0.0556899293696313,0.9567609729451836,0.0514311833949118,0.9357045457757168,0.0506114532784276,0.989268292682927,0.0147434939119096
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.937037037037037,0.0460114695150227,0.918658536585366,0.0511055643071562,0.9549850681869968,0.0499700464372535,0.9359724959004574,0.0457266435137739,0.9898780487804878,0.0134566968040328
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.95679012345679,0.0410389386138139,0.9507926829268292,0.0407799207131768,0.9636310212402102,0.0456404683117474,0.9568437825694764,0.039942549368049,0.9945121951219512,0.0088614156705292
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9592592592592594,0.0366440051349526,0.9482926829268292,0.0414390172124198,0.9697951609793714,0.0350690777989062,0.9587893204322212,0.0367797512747547,0.9944512195121952,0.0092290971597602
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9604938271604936,0.0361203428106859,0.9557317073170732,0.0389969415661914,0.9659667507811373,0.0393656071108476,0.960496811643932,0.0352680488145026,0.9945731707317071,0.0084422047440177
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.974074074074074,0.028395061728395,0.9753658536585366,0.0245152285466812,0.9736130918618155,0.0338227649288596,0.9743624296342794,0.0275356259343149,0.9967073170731704,0.007122410609975
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9814814814814816,0.0215608014772505,0.9876829268292684,0.0164539268053882,0.9761796720957244,0.0277170285949836,0.9818043855229336,0.0208825943912109,0.9967073170731708,0.0073939055566946
d_original,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9716049382716048,0.0336065619476943,0.9803658536585368,0.0239235844745441,0.9649293457220288,0.0422480630968422,0.972351315459982,0.0315869114868245,0.9966463414634148,0.0074890858521353
d_original,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.937037037037037,0.0443242544963363,0.926219512195122,0.0554623366907283,0.9477388839230944,0.0440724472241195,0.9362720112035616,0.0450619745778621,0.9859146341463416,0.0135968773753571
d_original,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.945679012345679,0.0354387656652032,0.9457317073170732,0.0341528739396016,0.946968776837198,0.0427480608224704,0.9459656049895806,0.0341861309507274,0.9896341463414632,0.010870944032249
d_original,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9518518518518516,0.0337874868726024,0.953170731707317,0.03175043971928,0.9517453859243424,0.040439957272159,0.9521907209149943,0.0328866589965284,0.9920426829268292,0.0086903079924801
d_original,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9617283950617284,0.0255707594780345,0.9753658536585365,0.0154286367397715,0.9511704563203368,0.0402414094205908,0.9627107075773635,0.0241869854673391,0.9913109756097562,0.00789775389948
d_original,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9666666666666666,0.0206951291533829,0.9827439024390244,0.0157053333469356,0.953303233289053,0.0328855840490731,0.967478696624816,0.019638828476727,0.9935365853658537,0.0064137530694169
d_original,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9728395061728397,0.0232937805729792,0.9827439024390244,0.0157053333469356,0.9647656800563776,0.0348042537507481,0.9734252989703208,0.0225872480288852,0.9954878048780488,0.0051610009681704
d_original,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9777777777777776,0.0120962456433737,0.9852439024390244,0.016253860567362,0.9711879777435648,0.0177717474311143,0.9780139236366738,0.0119603767445899,0.9981097560975608,0.0020121951219512
d_original,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.977777777777778,0.0143974120860377,0.9901829268292685,0.0120245695825937,0.9670360930428996,0.0253934943064136,0.9782494249398608,0.0138620283799863,0.9974390243902438,0.0034793518579724
d_original,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9790123456790124,0.0156649105437648,0.9901829268292685,0.0120245695825937,0.9692637009426572,0.0256507307920264,0.9794259208318036,0.0151495244468572,0.9967682926829268,0.0050873541179551
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9209876543209876,0.0398901096824778,0.9088414634146342,0.052766455068422,0.934138271156885,0.0482100605335412,0.92013523503048,0.0395637769611375,0.9710365853658536,0.0217371848507339
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9283950617283948,0.0348314468633725,0.911219512195122,0.0527896671608469,0.9444524207938844,0.0334143102464841,0.9267380671021296,0.0355106852140488,0.9825609756097562,0.0183311587230833
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9320987654320988,0.0414086662499961,0.911280487804878,0.0536974983271224,0.9514515225490834,0.0395352960242616,0.9304044180707396,0.0420411558341599,0.9844817073170732,0.0165537550712864
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9444444444444444,0.0383511717703927,0.931158536585366,0.0471672650503078,0.9577255874207092,0.0418808830557067,0.9437100277315568,0.0383899297532777,0.9807012195121952,0.0205981394956951
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9432098765432098,0.0362887369301211,0.9335365853658536,0.0475195254023814,0.9527564532144794,0.0358133555681397,0.9425233498146668,0.0362419633816706,0.99,0.0124983639619416
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9444444444444444,0.0358875107499966,0.92859756097561,0.0516628965317352,0.9597073741801628,0.033187351983757,0.9432536268308626,0.0365498026550733,0.9906402439024392,0.0118283646247741
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9469135802469136,0.0398327550738312,0.9335365853658536,0.0547362667115301,0.95930894700792,0.0328320867301749,0.9458020195843068,0.0407585158555203,0.990670731707317,0.0116207738763315
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9592592592592591,0.031740642301685,0.9509146341463416,0.0510757637308544,0.967370985968547,0.0225716160112959,0.9584976568074814,0.0327104432436973,0.994969512195122,0.0053249026322395
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9617283950617284,0.0278531214140209,0.9582317073170732,0.0408329488826815,0.9652690998734677,0.022987831598656,0.961412969746303,0.0282500736232746,0.9940243902439024,0.0080145242929989
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9617283950617284,0.0178479411046925,0.9557926829268292,0.0303683635949658,0.9677159361819182,0.0150141353287967,0.9614403797711744,0.0180723798029455,0.9954878048780488,0.0040853658536585
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.977777777777778,0.0154197481441935,0.9853048780487804,0.0223813714553263,0.9712373181743572,0.0203438744855385,0.9779812442029758,0.0152124648968273,0.9972256097560974,0.0031520615898976
d_original,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9790123456790124,0.0156649105437648,0.9853048780487804,0.0223813714553263,0.9735601985460182,0.0193606049520168,0.9791857006919852,0.0154519519371535,0.9970426829268292,0.0037884701330272
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9641975308641976,0.0186824024079278,0.9631707317073172,0.03317678388116,0.9657017778969,0.0193465393561888,0.964035983416677,0.0189421225566668,0.9953353658536588,0.0042421893444617
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9888888888888888,0.0150698217478193,0.9975609756097562,0.0073170731707317,0.9810023498906084,0.0229839595422266,0.9891251157682736,0.0145938930818067,0.999390243902439,0.0012790351806953
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9901234567901234,0.0120962456433737,0.9975609756097562,0.0073170731707317,0.9832171893147504,0.0186418386072783,0.9902725626988532,0.0118535847075341,0.9994512195121952,0.0011059973870254
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.977777777777778,0.0120962456433737,0.9753048780487804,0.0156227318401335,0.9805400696864112,0.0180886655953013,0.9777697978437676,0.0120135238479921,0.9967682926829268,0.0048324853783108
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9876543209876544,0.0123456790123456,0.992621951219512,0.0112712552857627,0.983040069686411,0.0153874193763116,0.9877725626988532,0.0121704676949143,0.998841463414634,0.0025207349522676
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9876543209876544,0.0123456790123456,0.992621951219512,0.0112712552857627,0.983040069686411,0.0153874193763116,0.9877725626988532,0.0121704676949143,0.998841463414634,0.0025207349522676
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.982716049382716,0.0125901716385007,0.9827439024390244,0.0192784204627446,0.982979094076655,0.0154179205177246,0.9827103012843535,0.0126280577823311,0.9976219512195122,0.0026219512195121
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9876543209876544,0.0110423109999989,0.9901219512195124,0.012099626102256,0.985479094076655,0.0159394731000619,0.9877122847673496,0.0109779880569164,0.999329268292683,0.0012629460473907
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9876543209876544,0.0110423109999989,0.9901219512195124,0.012099626102256,0.985479094076655,0.0159394731000619,0.9877122847673496,0.0109779880569164,0.999329268292683,0.0012629460473907
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9777777777777776,0.0132967032274926,0.9803048780487806,0.0184667530892931,0.9757057567125637,0.0149027408431995,0.977890801047866,0.0132896940172388,0.9971341463414634,0.003049390182939
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9888888888888888,0.0116468902864896,0.9951219512195122,0.0097560975609756,0.9831010452961672,0.0153566155445832,0.9890379947976186,0.0114108075015303,0.998841463414634,0.0023210812573993
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9888888888888888,0.0116468902864896,0.9951219512195122,0.0097560975609756,0.9831010452961672,0.0153566155445832,0.9890379947976186,0.0114108075015303,0.998841463414634,0.0023210812573993
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9790123456790124,0.0135802469135802,0.9803048780487806,0.0184667530892931,0.9781447811028072,0.0165880363136349,0.9790952575368752,0.0135712036014809,0.9970731707317072,0.0031542724771652
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9901234567901234,0.0092386602142566,0.9951219512195122,0.0097560975609756,0.985423925667828,0.0119024954642654,0.9902134282387,0.0091345741374572,0.998841463414634,0.0023210812573993
d_original,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9901234567901234,0.0092386602142566,0.9951219512195122,0.0097560975609756,0.985423925667828,0.0119024954642654,0.9902134282387,0.0091345741374572,0.998841463414634,0.0023210812573993
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.893827160493827,0.0431922362581133,0.9210975609756098,0.0359933813070945,0.8754663547752157,0.0522788150592428,0.8971757479705499,0.0398229396908822,0.9584146341463416,0.0344884862112296
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716048,0.0191656477731605,0.9876829268292684,0.0198930064926615,0.9571266510007292,0.0231323616399696,0.97205049388417,0.0189332716332749,0.995060975609756,0.0063276702715013
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9074074074074072,0.043561182134265,0.9409756097560976,0.0426304555526981,0.8828690354592166,0.0446234279868716,0.910739883962185,0.0411804138356735,0.9706707317073172,0.0294183778914344
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9802469135802468,0.0200593540855209,0.9925,0.0224999999999999,0.96922477692472,0.0277502265378449,0.9804724718074872,0.0201465213551305,0.9948780487804878,0.0065910093253032
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9049382716049384,0.0468648219656847,0.9263414634146342,0.0697182440359585,0.8882079444473092,0.0348402356040925,0.9061091992677156,0.0494305395306063,0.9646341463414634,0.0306762468978177
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716048,0.0214189525591326,0.9827439024390244,0.0246903036552116,0.9614814439672636,0.0218482918596632,0.9718987668314244,0.0211712973206601,0.9948170731707318,0.0068783623004137
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9012345679012344,0.0401946187558017,0.9382926829268292,0.0351018319745771,0.8769971667834338,0.0578876253708221,0.9055669116118183,0.0373164008357012,0.9679878048780488,0.0285418616135396
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9814814814814812,0.0176763223003411,0.9926829268292682,0.0219512195121951,0.971874939832966,0.0261458855574094,0.9818549053585284,0.0172703644615137,0.9951219512195122,0.0075865029341442
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8987654320987655,0.0528994698410581,0.9309756097560976,0.0344377806726298,0.8789897678367365,0.0666672681320048,0.9032447604891451,0.0466999795488983,0.961890243902439,0.0357134411814823
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506174,0.0191258436849749,0.9679268292682924,0.0295919603371804,0.9365228919727084,0.0271997533007052,0.9514700254095424,0.0187373370576982,0.9881707317073172,0.0100681792392928
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8987654320987655,0.0426953492982483,0.918719512195122,0.0572697326552666,0.8838356156287613,0.0385630268398248,0.9003747347850733,0.0426928477117454,0.961158536585366,0.0261770075215647
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9296296296296298,0.0866047402829411,0.9581707317073171,0.0636932201562512,0.9118923034330012,0.095442686253147,0.933620234444342,0.0784919915085708,0.9757926829268292,0.0420343139762916
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9530864197530864,0.0280439918311124,0.9704268292682928,0.0242131528260962,0.9388119097137816,0.0359276700123,0.9541400678809075,0.0273364136364661,0.99,0.0095527590378371
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0146076044027151,1.0,0.0,0.976709252806814,0.0265852855150941,0.9880310384623724,0.013859309520808,0.9981097560975613,0.003802551665285
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.945679012345679,0.0215254268816823,0.9532926829268292,0.0276310354953646,0.9404145825813436,0.0349994103493548,0.9462335979678986,0.0209501756062334,0.9905487804878048,0.0088750413694773
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0092386602142566,1.0,0.0,0.980946978905005,0.0176756440944946,0.9903012488721176,0.0090347615679713,0.9981707317073172,0.0038176770347557
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.954320987654321,0.0214189525591326,0.9604878048780486,0.0228390900281404,0.949962111059672,0.0335287931638424,0.9547991592657288,0.021219768491819,0.9919512195121952,0.0067504158551697
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0116468902864896,1.0,0.0,0.9786821705426356,0.0223348326953572,0.9890971551712072,0.0114367133055769,0.9978048780487804,0.004110316962525
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9419753086419752,0.0276333694883943,0.9582317073170732,0.030878292007673,0.928788768897958,0.0306836048804468,0.9430373422973092,0.0269385076955321,0.9885975609756096,0.010760251672794
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.982716049382716,0.0184773204285132,1.0,0.0,0.9677871576964032,0.0337367869445411,0.9833275684978584,0.0176367731338471,0.996280487804878,0.0072118965270554
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9358024691358025,0.0189657919700459,0.9604878048780486,0.0164810203966108,0.916514420488576,0.0311234330657545,0.937616656293948,0.017443333275625,0.9862195121951218,0.0109796740442413
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0116468902864896,1.0,0.0,0.9787799598775208,0.0217646223078666,0.989152789488364,0.0112209110945485,0.9966463414634148,0.0075237577312518
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.937037037037037,0.0309628054419369,0.9557317073170732,0.0342031322165175,0.9218199436222692,0.030516052844682,0.9382999213877822,0.0297738274640034,0.9857317073170732,0.0107745817615178
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0107627134408411,1.0,0.0,0.9810050509142964,0.0206208036623682,0.9903016116602168,0.0105529559589238,0.9968292682926828,0.0072033850856694
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8962962962962964,0.0518518518518518,0.9164024390243902,0.0636921986038966,0.8849031876296423,0.0668318338977333,0.8986157605748744,0.0514064852352138,0.9672560975609756,0.0311585365853658
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.965432098765432,0.0325701381685751,0.9825609756097562,0.0296710098931351,0.9505604399067248,0.039571102707798,0.9660761897735146,0.0320775736039218,0.9932926829268294,0.0080478565619006
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8753086419753087,0.0261600248153297,0.908841463414634,0.0524803084795456,0.8541335707358808,0.0385150595035847,0.8791125194502609,0.0257957095940915,0.961158536585366,0.0171471611017363
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728397,0.0280439918311124,0.9875,0.0230488611432322,0.9599235385210996,0.0360348893169468,0.9733355537230536,0.027565651628746,0.995,0.0074569954859563
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.882716049382716,0.0432098765432098,0.8962195121951219,0.0874547558730036,0.8748673431511481,0.039893335800469,0.8824787334815717,0.0479407547245478,0.948719512195122,0.0249649516368849
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.962962962962963,0.0135240137655596,0.9803658536585363,0.0304839021892363,0.9485651384602036,0.0241845881661562,0.9635907140196854,0.0133250729954648,0.993841463414634,0.0059584746859398
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8814814814814815,0.0530145939594663,0.913719512195122,0.0466256131212149,0.8620649016846951,0.066589950760005,0.8860575121206231,0.0491398051831831,0.9543902439024392,0.0300131341465173
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9691358024691358,0.0200973093779008,0.9878048780487804,0.019664043288533,0.9532716538204344,0.0283228765090411,0.9699822238298051,0.0192244970073972,0.9946951219512192,0.0052314798972686
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8962962962962961,0.0424806186026796,0.9309756097560976,0.0409134982213002,0.872715902119111,0.0527906424703429,0.900149454716901,0.0403278395491284,0.9648170731707316,0.0206851162267342
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.965432098765432,0.0296296296296296,0.9876829268292684,0.0198930064926615,0.9467965204266962,0.040566682542181,0.9665461571381336,0.028526245798627,0.991890243902439,0.0090566742900971
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0522179900803866,0.9285975609756096,0.0634031708682235,0.8825309471835279,0.0479494481027196,0.9045830248331732,0.0521870927857941,0.9668292682926828,0.0281073090305692
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9530864197530864,0.0269350916410758,0.9704878048780488,0.0239754360711273,0.9386197523406826,0.0328140495353632,0.9541145802799302,0.0258621993009356,0.9906707317073172,0.0083652225460588
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9481481481481484,0.0205101823775755,0.9482926829268292,0.0229657168904065,0.9486201197176806,0.0245810951934193,0.948284451195977,0.0200817412012202,0.990121951219512,0.0064576596560359
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9925925925925926,0.0081891970132232,1.0,0.0,0.985656213704994,0.0158293901117714,0.992711949877196,0.0080722976228516,0.9981097560975613,0.003802551665285
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9382716049382716,0.0206582722601006,0.9508536585365852,0.0286549037655962,0.9284525382967036,0.0269391018739782,0.9391234119454084,0.0200092552321353,0.9896951219512196,0.0091196765782743
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0128892672949513,1.0,0.0,0.9788380318868124,0.0242227087673732,0.9891531522764632,0.0124758824123767,0.9981707317073172,0.0037488844265705
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9456790123456792,0.0235540543559739,0.9606707317073172,0.0222911518127129,0.9341120180002768,0.0335105538324709,0.9468381706089004,0.0219330499612954,0.990060975609756,0.0101228694852354
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0140219959155562,1.0,0.0,0.9743283004258616,0.0254340223738752,0.986826219185264,0.0132779476815124,0.9976219512195122,0.0071341463414634
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506172,0.0227643073019577,0.963170731707317,0.0315240953894782,0.9404541969658248,0.027712384232585,0.9512893843301612,0.0226044877515147,0.9903048780487804,0.008464196561897
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0143974120860377,1.0,0.0,0.971972029671973,0.0269318913476257,0.9855967664544296,0.0139173491629213,0.996951219512195,0.0069201272971273
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9395061728395062,0.0294490381280902,0.9484146341463416,0.0316840909303781,0.933825223058214,0.0397466574209144,0.9404638092097553,0.0276753445479267,0.9876219512195122,0.0108360023558193
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0128892672949513,1.0,0.0,0.978896103896104,0.0242155946928852,0.9891829009005896,0.0124726272475332,0.9968292682926828,0.0072033850856694
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9333333333333332,0.0235540543559739,0.9507317073170732,0.0243975598783779,0.9193412203225024,0.0275876603862235,0.9346042007752264,0.0228582732003205,0.9886585365853658,0.0084850359935604
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0102550911887877,1.0,0.0,0.978624098533344,0.0196414310410889,0.9890967923831084,0.0100528391227606,0.9967073170731708,0.0074139922700344
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8777777777777777,0.0553356415580616,0.916219512195122,0.0429046505898458,0.8536972229312854,0.0616141932684467,0.883283083010044,0.0500358944926232,0.9573780487804878,0.0262669027193005
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9691358024691358,0.0452768415330672,0.9755487804878048,0.0577181414193099,0.9629054307635224,0.0369656107469898,0.9689348516645074,0.0463879546365027,0.9896341463414636,0.0202012480398523
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8765432098765432,0.0321935921244575,0.908719512195122,0.0443322876148253,0.8555836583228661,0.0415779870078747,0.8804073875299624,0.0310157748659565,0.9503048780487806,0.0221035534059737
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728397,0.019753086419753,0.992621951219512,0.0112712552857627,0.955830834886422,0.0310946035423077,0.9736580808137624,0.0189324764451387,0.9939024390243902,0.0079829160239283
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8777777777777777,0.0436311038199315,0.8821951219512195,0.0721662763731655,0.8784692577258169,0.0517947462373274,0.8779035740495879,0.042380179752975,0.9546951219512196,0.023702263463176
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9728395061728397,0.0154197481441935,0.9853048780487804,0.0162164172730326,0.9622464188927604,0.0251348771160211,0.973394688183207,0.0148219499764014,0.992621951219512,0.0095381525129919
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0498282372113841,0.9237195121951218,0.055004224866124,0.8875143469992975,0.0518424022304893,0.9045860906828906,0.0481423984066311,0.9659146341463414,0.0242901145914333
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9666666666666668,0.0191656477731605,0.9828658536585364,0.024530768961,0.9538673524474656,0.0364829610875735,0.9674457044007064,0.0182873220408475,0.9940243902439024,0.0067062083340817
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.874074074074074,0.0444444444444444,0.913841463414634,0.0380919958616111,0.8484028352279112,0.0513558879012519,0.8794279119525493,0.0411370426927046,0.9482317073170732,0.0337503718004505
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.948148148148148,0.0373648048158556,0.9679878048780488,0.0310715457897291,0.9320465656483808,0.0422346213966623,0.9495461279825056,0.0357470213613576,0.9878048780487806,0.0115145460600781
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8962962962962964,0.0421203015042764,0.9259756097560976,0.0516965301679897,0.8760738153328906,0.047268131637979,0.8994113979321599,0.0398111412908136,0.9635365853658536,0.0323869470111701
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9567901234567902,0.0308641975308641,0.9729878048780488,0.0369796336860578,0.9430993991827796,0.0327847540950693,0.95748594158008,0.0305242498445202,0.9915243902439024,0.0100358148060897
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9407407407407408,0.0269350916410758,0.9532926829268292,0.0253869518261253,0.9315276574437096,0.0375781417070109,0.9418443981482684,0.0250129959053455,0.9835365853658538,0.013740498853564
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0186824024079278,1.0,0.0,0.9796012232114232,0.033176412377785,0.9894027853797968,0.0174690058548188,0.9967073170731708,0.0074139922700344
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9333333333333332,0.0322881403225234,0.926219512195122,0.0358524141147903,0.9408293129634596,0.038537960495373,0.933097389235892,0.0320264903073642,0.984817073170732,0.0129935290260064
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0150698217478193,1.0,0.0,0.9790902051877662,0.0274832212311918,0.9892358577394808,0.0143162092459265,0.9946341463414636,0.0086137626275172
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9419753086419752,0.0366440051349526,0.9482926829268292,0.0414390172124198,0.9370809136662795,0.0372749217035939,0.9424088750118222,0.0362607789275116,0.9885975609756098,0.0112699357370374
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0102550911887877,1.0,0.0,0.9739019110970332,0.0190224983149069,0.986683653685895,0.0098350851838458,0.996219512195122,0.0079493114574303
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.930864197530864,0.0371192503169701,0.93109756097561,0.0388783471543466,0.9319910932376974,0.0437204892427147,0.931141179294326,0.0363058415602498,0.9801829268292682,0.0172448899223931
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0146076044027151,1.0,0.0,0.9767673248161052,0.0265834545756794,0.9880607870864984,0.0138587882430673,0.9956707317073172,0.0087450589431458
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9320987654320988,0.0215608014772506,0.9458536585365854,0.0283661787201138,0.9213153494265236,0.0264698296339357,0.933094583399908,0.0212560890645293,0.9841463414634146,0.0124694749239111
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0150698217478193,1.0,0.0,0.9743283004258616,0.0275729610111435,0.986796833349237,0.0143521913285767,0.9963414634146344,0.0073221527084283
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9382716049382716,0.03074049283454,0.9433536585365854,0.0308725118335478,0.9350042593065848,0.0376002834069133,0.938844132170488,0.0297623943069597,0.9862195121951216,0.0105090539135661
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0146076044027151,1.0,0.0,0.9766511807975222,0.0265869894862959,0.9880012898382462,0.0138597669265995,0.9967682926829268,0.007286776709397
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8728395061728396,0.0394482600214085,0.9113414634146342,0.0455020248485522,0.8493891293051815,0.0529039689474561,0.8779848668039797,0.0364788050380755,0.9504878048780488,0.0291598601162421
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9641975308641976,0.059066043031633,0.9778658536585366,0.0370037560194622,0.9556447811028072,0.0705189910475809,0.966077727575164,0.0535389465522105,0.9866463414634148,0.0296738291968336
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.888888888888889,0.0594646645866286,0.9016463414634148,0.0805561655372685,0.8791125024845956,0.0515142348373584,0.8894147162703219,0.0613884340999306,0.9591463414634148,0.0326079865254951
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9641975308641976,0.0443242544963364,0.975609756097561,0.0449733875965506,0.9546457607433216,0.0456827439152867,0.9648222247617388,0.0431806900487621,0.99,0.017533430293879
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8790123456790123,0.0381719131697291,0.8840853658536586,0.0681059347793665,0.8781098117861177,0.0459189731204346,0.878987696623995,0.0403387581648399,0.9451829268292682,0.0381021455815536
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9839506172839506,0.0156649105437648,0.9975,0.0075,0.9721807451387712,0.0301564365931887,0.9843879532280492,0.0150100069234676,0.9952439024390244,0.0078409987344773
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8716049382716049,0.0497517078508885,0.91109756097561,0.0600953535388069,0.8483446812368658,0.0591708823102618,0.8767433724403908,0.0459546329436625,0.9555487804878048,0.0261050393889591
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9703703703703702,0.0271604938271604,0.9779878048780488,0.0317125347489326,0.963908609824662,0.0284928118221571,0.9706925223153552,0.0268774317620225,0.9928048780487804,0.0088521802165656
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8901234567901234,0.049828237211384,0.913658536585366,0.0591162860523312,0.8748642653271679,0.0571050222363287,0.8926928844523634,0.0488569759341164,0.9629268292682926,0.0290269521312476
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9530864197530864,0.041242698983926,0.9778048780487804,0.0338183287216456,0.9334629391436586,0.0504693617669804,0.9546737478210124,0.0391126892423024,0.9879268292682928,0.0166023944145849
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9123456790123456,0.0380319056808626,0.936158536585366,0.0394376460986667,0.8953942814104108,0.0454087707754879,0.9147382466571856,0.0358203754190403,0.9714024390243902,0.0207790886108586
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9555555555555556,0.0228978234456684,0.9753048780487804,0.0332719604050754,0.9390822565241168,0.0291340073160824,0.9563541127187392,0.0226336372555881,0.9902439024390244,0.0112532631264649
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9320987654320988,0.0399092095685052,0.9384146341463416,0.0399006052414216,0.9293483880510328,0.0524740238805879,0.9330423110116348,0.0375934074349956,0.9830487804878048,0.0166180631782214
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0120962456433737,1.0,0.0,0.9811609122584732,0.0226359960608571,0.9903576087654724,0.0116652997411508,0.9959146341463414,0.008244344410147
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9320987654320988,0.0428556912536043,0.9261585365853658,0.0585921040072197,0.9382627871327603,0.0428780342865526,0.9313301689128308,0.0437809845235225,0.9846341463414636,0.0195574931514756
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0146076044027151,1.0,0.0,0.976709252806814,0.0265852855150941,0.9880310384623724,0.013859309520808,0.997378048780488,0.0072765646986202
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9419753086419752,0.0227977596452091,0.9532317073170732,0.027799863154945,0.9326003430300084,0.0228487397657214,0.942654752446358,0.0224972412216828,0.983780487804878,0.0142092796718336
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0143974120860377,1.0,0.0,0.981413085559427,0.0260730629205452,0.9904403142284902,0.0136083133779826,0.997439024390244,0.0072803958812679
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9296296296296296,0.0445300957947442,0.9383536585365851,0.0471656884962638,0.9231050231674168,0.0479038555283197,0.9303552014424774,0.04412099733633,0.9822560975609756,0.0163738530484607
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0140219959155562,1.0,0.0,0.97427022841657,0.0254303669804929,0.9867964705611378,0.0132757255947634,0.9965243902439024,0.0072969744286256
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9407407407407408,0.0269350916410758,0.9507926829268292,0.029020867279531,0.9330190730048926,0.0316154281031867,0.9415528200941192,0.0258196997098724,0.9858536585365852,0.0110424792239901
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0150698217478193,1.0,0.0,0.9790902051877662,0.0274832212311918,0.9892358577394808,0.0143162092459265,0.9967682926829268,0.0073274824332939
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9333333333333332,0.0298346814162828,0.9482317073170732,0.0319077273344966,0.9215582758138062,0.0336322308773127,0.9344415883265398,0.0286683058389613,0.9847560975609756,0.0134865037082431
d_original,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0150698217478193,1.0,0.0,0.9790902051877662,0.0274832212311918,0.9892358577394808,0.0143162092459265,0.9967682926829268,0.007286776709397
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6592592592592592,0.0371192503169701,1.0,0.0,0.5958886371982991,0.0272351416710892,0.7464184779283054,0.0211706901292902,0.98,0.0136312881510424
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9851851851851852,0.0120962456433737,0.990121951219512,0.012099626102256,0.9806591173054588,0.0180557002032044,0.985274041060357,0.0120859634666731,0.9956707317073172,0.0078203448121146
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.965432098765432,0.0143974120860377,0.9803048780487804,0.0183029442764001,0.9522535991140644,0.0181435402179492,0.9659378240799048,0.0141092892993616,0.9948170731707318,0.0072622437589246
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.975609756097561,0.0157996264987969
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9679012345679012,0.0137475663279753,0.9655487804878048,0.0248766289647454,0.97076853719665,0.0207522025221467,0.9677979565146076,0.0139406129200198,0.9945121951219514,0.0076450868383695
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.962962962962963,0.0165634664999984,0.9605487804878048,0.0223457931953122,0.9654726168140804,0.019510875796328,0.9628334818238798,0.0167538391510569,0.9933536585365854,0.0076763909481794
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.5246913580246912,0.0138028887499987,1.0,0.0,0.5127398072703979,0.0090000576762768,0.6778486011908472,0.0078948076780121,0.9754878048780486,0.0160443503411735
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9679012345679012,0.0148148148148148,0.9654878048780487,0.0196398264772657,0.9705976949879388,0.0211084974588369,0.9678330911378352,0.0148692913799403,0.995,0.0071930546844188
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.962962962962963,0.0165634664999984,0.9605487804878048,0.0223457931953122,0.9654726168140804,0.019510875796328,0.9628334818238798,0.0167538391510569,0.9933536585365854,0.0076763909481794
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9754878048780486,0.0158695979908951
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9506172839506174,0.0213833433033194,0.9555487804878048,0.0288066360133513,0.9469761923292837,0.0269827372875978,0.9508856441328256,0.0211616669665121,0.9884756097560976,0.0086596100330814
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9444444444444444,0.023586386635238,0.9629268292682926,0.0298815328979016,0.929646822305941,0.0308698508539161,0.945555241482834,0.022851643623139,0.986280487804878,0.0090039732785428
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.975609756097561,0.0157996264987969
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9481481481481484,0.0226300034318806,0.9555487804878048,0.0288066360133513,0.9427025589858828,0.0308451092050745,0.9486464351962388,0.0221227842649998,0.9885365853658536,0.0087720148821241
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9444444444444444,0.023586386635238,0.9629268292682926,0.0298815328979016,0.929646822305941,0.0308698508539161,0.945555241482834,0.022851643623139,0.986280487804878,0.0090039732785428
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9754878048780488,0.0158672549577083
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8925925925925926,0.0276333694883943,0.9851219512195122,0.0165112223656977,0.8328667224972486,0.0377151830825467,0.9021156917784828,0.0235839495365572,0.9809756097560977,0.0111630338797992
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8629629629629629,0.0194811528864932,0.990121951219512,0.012099626102256,0.7902055832815307,0.0254476929966344,0.8786369660831477,0.0154857840945585,0.9782926829268292,0.0125621595463824
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.975609756097561,0.0157996264987969
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.891358024691358,0.0274951326559507,0.9851219512195122,0.0165112223656977,0.8310628372058517,0.0373865095885832,0.9010731897736712,0.0235764428159221,0.9807317073170732,0.0108468051807611
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8629629629629629,0.0194811528864932,0.990121951219512,0.012099626102256,0.7902055832815307,0.0254476929966344,0.8786369660831477,0.0154857840945585,0.9782926829268292,0.0125621595463824
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9754878048780488,0.0158672549577083
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9771951219512196,0.0133289949317025
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9771341463414636,0.0134236388846029
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9754878048780488,0.0158672549577083
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9782926829268296,0.0126300492462194
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9771341463414636,0.0134236388846029
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9754878048780488,0.0158672549577083
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9772560975609756,0.013420314761755
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9771341463414636,0.0134236388846029
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.891358024691358,0.0348314468633725,0.9110975609756098,0.0428644224859097,0.8774543918426142,0.0368103678324984,0.8934687011596039,0.0336650632782259,0.891219512195122,0.034912144344405
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8086419753086419,0.0759535230383803,0.8492073170731708,0.0672304420031972,0.7945360771485893,0.091541729283046,0.8177947987032237,0.0660970672954808,0.8087195121951218,0.0762624513195134
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8382716049382717,0.0649645536638166,0.9042682926829266,0.1086078143911264,0.8026732567356121,0.0674494790228231,0.8465948053162095,0.0679959763984348,0.8387499999999999,0.0647269022078375
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8518518518518519,0.0609831557295232,0.9042073170731706,0.0688276358469185,0.8260226184032554,0.0769024771952274,0.8603078731142955,0.0538680327028573,0.8521036585365854,0.0613760403566666
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.948148148148148,0.0257785345899025,0.9556097560975608,0.0343090634991914,0.9421737873269354,0.0277915111104776,0.9485162174565426,0.0256803936455859,0.953871951219512,0.0271786597062204
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.893827160493827,0.031812589448704,0.8712804878048781,0.0499609082757772,0.9151198237303896,0.0470820949606557,0.8911532415284082,0.0326632520849248,0.9246341463414632,0.0300300389962748
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8716049382716049,0.0500571232906501,0.8619512195121952,0.0717038948909625,0.8851524549370943,0.0701879777467782,0.8702258814962385,0.0509734926114879,0.907530487804878,0.0299402196621965
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8604938271604938,0.0521011057926153,0.8695121951219514,0.0748352344427325,0.8543230966722621,0.0456252023862963,0.8608418818581856,0.0554565408066468,0.9010365853658536,0.0475557376727962
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.954320987654321,0.0227977596452091,0.9605487804878048,0.0314211405358851,0.9495487091530768,0.0279773772010798,0.9546280813529596,0.0227264869048556,0.9569817073170732,0.020227205316595
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9246913580246916,0.0351147226008096,0.9334756097560974,0.0547997069537143,0.9193332590957752,0.0408825149566858,0.9252063516585072,0.0358036226747766,0.9634146341463417,0.0177217823735016
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9,0.0453441177091529,0.906219512195122,0.0608338596268309,0.8949364917657601,0.0399320672577534,0.9000057872499289,0.0467771878455826,0.9422560975609756,0.0320131242606159
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9012345679012348,0.0474947754609168,0.9065243902439024,0.064299091292082,0.8996044578376882,0.0534318634853446,0.901580479073339,0.0479214486079602,0.936341463414634,0.0355388431075487
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9604938271604938,0.0226300034318806,0.9654268292682928,0.0274499300820786,0.9565638426614036,0.0272724012184284,0.9607174366973734,0.0225341294372389,0.963079268292683,0.0222458421076106
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9209876543209876,0.0293193631778714,0.9408536585365852,0.0353584937673977,0.9061320711178908,0.0376249617674853,0.9225818317075264,0.0284961169276073,0.9558231707317072,0.0278577301763269
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9197530864197532,0.0341464609529366,0.9356097560975608,0.0558612466887204,0.908381742674697,0.0376696906988147,0.920576127472307,0.0348890797835484,0.9540548780487804,0.0265338678049406
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9160493827160496,0.0499351812744609,0.9262195121951218,0.0722750052445884,0.9094875479800412,0.0511854612633605,0.9163118352520406,0.0525439146390886,0.9578353658536584,0.0343304190120356
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9555555555555556,0.0241924912867474,0.9676829268292682,0.03712207942031,0.9453279706952424,0.0291159070542351,0.955840570148472,0.0247011734802343,0.9590853658536584,0.0168213130720575
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9333333333333332,0.0303412487097395,0.9456097560975608,0.0413204133760843,0.9235522556525184,0.0321784358845156,0.933993324396116,0.030706221894275,0.9490548780487804,0.0310854382157632
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9333333333333332,0.0277159806427699,0.9407926829268292,0.0317500298612889,0.92893422157916,0.0404893956163547,0.9341292831006924,0.0261530472269463,0.9464939024390244,0.0260070983137445
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9246913580246916,0.0324059376503868,0.9457317073170732,0.0286624283813123,0.9099615361807736,0.0458854422525888,0.9267853100221056,0.0295541546209938,0.9496341463414634,0.0261007662722764
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.951851851851852,0.0223930335150827,0.9504878048780488,0.0368413806604862,0.9532969864549556,0.0217127180685114,0.9514746150353228,0.023305158670119,0.9920121951219512,0.0050902766252293
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.951851851851852,0.0230636317188511,0.9528048780487804,0.0410245787530833,0.9516608585213236,0.0267468407231466,0.9515270865289708,0.0241135945203176,0.991280487804878,0.0050800404941075
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9530864197530866,0.0205101823775754,0.9554268292682926,0.0312102811238327,0.9517125858007875,0.0268091960093063,0.9530948524416828,0.0206842986396995,0.9919512195121952,0.0052580636920268
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.962962962962963,0.0199068092550581,0.9702439024390244,0.0289910651069958,0.9565983323828056,0.0223673441981874,0.9630884480422518,0.0202276331531766,0.9958536585365854,0.0032700213848273
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9641975308641976,0.0255707594780345,0.9678048780487803,0.0314137441170693,0.9617720279929582,0.033061996935502,0.964344904650864,0.0253343110789968,0.995,0.0034255053427288
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9691358024691358,0.0208419049581902,0.9727439024390244,0.0303399463388278,0.9667424426584948,0.0296941082616934,0.9692224171169312,0.020799919273831,0.9957926829268292,0.0032431917431639
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9728395061728397,0.019753086419753,0.9801219512195122,0.0217678656786704,0.9666182117232957,0.0276496182764095,0.9730609976760431,0.0195607620369829,0.9968292682926828,0.0024511891758831
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9679012345679012,0.0200593540855208,0.977621951219512,0.0283848504012651,0.9596181641785724,0.0269675120491202,0.9681372355846724,0.0201505149807198,0.9965853658536584,0.002823374854339
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9716049382716052,0.0234567901234568,0.977621951219512,0.0283848504012651,0.967526678747609,0.0373014168997095,0.9719207003977032,0.0230480580392499,0.996341463414634,0.0033062052955429
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.951851851851852,0.0186824024079278,0.9479878048780488,0.0260388700659784,0.9556846587591132,0.0229935830924398,0.9515467324540664,0.0187571947746186,0.9922560975609758,0.0043034268264863
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9493827160493828,0.0186824024079278,0.9479268292682926,0.0324917048856651,0.9511795439702416,0.0229266384564334,0.949086021592198,0.0192685343054366,0.9915853658536584,0.0046899718348852
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9530864197530866,0.0219461590551002,0.9479268292682926,0.0306061119198937,0.9583831090809328,0.0274647718237166,0.952725255115525,0.0221664232421884,0.992560975609756,0.0045039476372242
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9641975308641976,0.0209876543209876,0.9678048780487803,0.0295612875295464,0.9613807516572688,0.0256641021956791,0.96422823892806,0.0210692358698803,0.9949390243902438,0.0038665460640213
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9666666666666666,0.0191656477731605,0.9628048780487805,0.0278732578090959,0.9711707379404488,0.0291776336380323,0.9664795310445898,0.019047666551086,0.9953658536585368,0.0030875582685785
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9679012345679012,0.0215254268816823,0.9701829268292682,0.0290840875108961,0.96655809463949,0.0298747643301161,0.9679281458971104,0.0215630417550903,0.9956707317073172,0.0031383193249897
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.977777777777778,0.0120962456433737,0.9826219512195122,0.0224606371260273,0.9738511870999108,0.0220055866290678,0.977849793706896,0.0121206028924927,0.9971341463414634,0.0024850833990627
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9703703703703702,0.0228978234456684,0.9751829268292684,0.0294797367364225,0.9670459579180508,0.0333442632869775,0.9705751501294032,0.0226598090401638,0.9967073170731708,0.002729637717756
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9753086419753084,0.0206582722601006,0.977621951219512,0.0283848504012651,0.9740227021040976,0.0303786191018468,0.9753370548913078,0.0206916250051951,0.9966463414634144,0.0026473528470844
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9493827160493828,0.0223930335150827,0.9481097560975608,0.0255842643163093,0.9514460474345688,0.0297543434096528,0.9494712864314148,0.0218802493855918,0.9891768292682924,0.0074807034132764
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.948148148148148,0.0232937805729792,0.9481097560975608,0.0279205046624659,0.9492704182851808,0.0315892766571653,0.9482878186935448,0.0226077971330421,0.991219512195122,0.0066135350551006
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9592592592592594,0.0214189525591326,0.9678658536585364,0.027161263512106,0.9522802326292192,0.0275721283182796,0.959683765188712,0.0209108580488972,0.992439024390244,0.0064886758997185
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9580246913580248,0.0228978234456683,0.9728048780487804,0.0232335477153363,0.9456023975394366,0.0301001462696277,0.9587480110810708,0.0221771117581482,0.9929268292682928,0.0071847796691001
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9641975308641976,0.0194811528864932,0.9752439024390244,0.0246377683886329,0.955240176336196,0.0301321331641295,0.9647014369548196,0.01891866027925,0.9939024390243902,0.0068063640304272
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9691358024691358,0.0185185185185185,0.9776829268292682,0.0206007340622231,0.962455665044878,0.0314289409385368,0.9695800716514608,0.0177209499663318,0.9948780487804878,0.0063496663643633
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.969135802469136,0.0167919388996733,0.9776829268292682,0.0234390751503219,0.9617610709074124,0.0227386516370212,0.9693829823200416,0.0165888283608532,0.993658536585366,0.0060251801595295
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9740740740740742,0.0186824024079278,0.982621951219512,0.0194802520545058,0.9670903932205692,0.0305624159076278,0.9744385135169676,0.0181864703395768,0.9956707317073172,0.0055514600873756
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9777777777777776,0.019753086419753,0.9825609756097562,0.0251071469521832,0.9737474877223958,0.0262047112809252,0.97784398560051,0.0197387134016653,0.9967682926829268,0.0040174552219582
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9135802469135802,0.0264785315920089,0.8938414634146342,0.0491264030850151,0.9316027313486128,0.0276422206885871,0.9113792008910458,0.0282681748417021,0.976219512195122,0.0123706874662592
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9395061728395062,0.0249675906372304,0.9233536585365856,0.0388994283566267,0.955386787776778,0.0321868978282587,0.938417087474238,0.025338694441873,0.9889024390243902,0.0068352543451664
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9444444444444444,0.0254512692939361,0.935731707317073,0.0296672504047715,0.9534263511702536,0.0344287938604139,0.9440604935325436,0.0249942498938206,0.9890243902439024,0.0064975513623308
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9419753086419752,0.0240978040690656,0.911219512195122,0.0410590034079814,0.9724462273146484,0.0335577060910853,0.9399195977107316,0.0255763360522075,0.9904573170731708,0.0061688666081404
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.954320987654321,0.0227977596452091,0.9456097560975608,0.0264830768811817,0.963335607481949,0.0322031290045963,0.9540123398016176,0.0225506961081776,0.9921341463414632,0.0062389104472899
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.954320987654321,0.0270761879005695,0.9479878048780488,0.0358462432185743,0.9607156171804496,0.030385215994493,0.9539056838696632,0.02726343118199,0.9928048780487804,0.0058647633487991
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9530864197530864,0.0269350916410758,0.9430487804878048,0.0417584553129653,0.963608413550274,0.0334013828264347,0.9524476722423604,0.0273437008789718,0.9885670731707318,0.0132600923480166
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.969135802469136,0.0215608014772505,0.9678048780487803,0.0247350625520273,0.970769635922784,0.0260796036527003,0.969093218257988,0.0214023904343271,0.9959146341463416,0.0039024390243902
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9703703703703704,0.0222222222222222,0.9752439024390244,0.022091691461901,0.9667061258524672,0.0312198116990709,0.9706800871975346,0.0217952644634538,0.9958536585365853,0.0052509878394172
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9666666666666666,0.0191656477731605,0.9653048780487806,0.0227847341579493,0.9682542009939984,0.023950444148994,0.9665878873659391,0.0191477189680507,0.9960060975609756,0.0037992502547887
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9716049382716048,0.0191656477731605,0.977621951219512,0.0235732842918037,0.9665554927255228,0.0259442733679454,0.9717931531097403,0.01915114223823,0.9960060975609756,0.0041455567765388
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.974074074074074,0.0223930335150827,0.980060975609756,0.0244831310523655,0.9686649099624144,0.0263714626216029,0.9741797280878924,0.0224929197696531,0.9959146341463414,0.0044645640263379
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9567901234567902,0.0215608014772505,0.9556097560975608,0.030645688752961,0.958248373015964,0.0214201469271482,0.9566814594043948,0.0214997245369342,0.9932926829268292,0.0059728091993887
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9851851851851852,0.0143974120860377,0.992560975609756,0.0113643880558261,0.9785604218999,0.0221182851832792,0.9853890416075896,0.0139843521943166,0.9979268292682926,0.0027969134002877
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9839506172839506,0.0146596815889356,0.992560975609756,0.0113643880558261,0.9760604218999,0.0209349145913798,0.9841548643924,0.0142986298571139,0.9976219512195122,0.0030420657764064
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9728395061728394,0.0154197481441935,0.9777439024390244,0.0172944071863887,0.9686153669548452,0.0209301645667357,0.9730102114550124,0.0152040896737929,0.9948780487804878,0.0048489988663587
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9814814814814812,0.0158583118255125,0.990060975609756,0.0121739144868108,0.974014396456257,0.0263869303382833,0.9817720429638992,0.015406826947261,0.9972560975609756,0.0029147361957846
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9814814814814812,0.0158583118255125,0.990060975609756,0.0121739144868108,0.974014396456257,0.0263869303382833,0.9817720429638992,0.015406826947261,0.9971341463414634,0.0030615585879593
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.974074074074074,0.0160493827160493,0.9826829268292684,0.0159243265504593,0.9665776471590424,0.0236092316806422,0.9743924341125804,0.0157054976139811,0.9952439024390244,0.0039685707549446
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9814814814814812,0.0158583118255125,0.990060975609756,0.0121739144868108,0.974014396456257,0.0263869303382833,0.9817720429638992,0.015406826947261,0.9970731707317072,0.0035742319243299
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9814814814814812,0.0158583118255125,0.990060975609756,0.0121739144868108,0.974014396456257,0.0263869303382833,0.9817720429638992,0.015406826947261,0.9971341463414636,0.0035975609756097
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753084,0.0156161859761401,0.9826219512195122,0.0194802520545058,0.9694303108185696,0.0285717962901734,0.9755847583366404,0.015122800444198,0.995,0.0047607856819373
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9790123456790124,0.0156649105437648,0.99,0.016583123951777,0.9696716268227896,0.0290046688235357,0.9793824751190702,0.0153008413063949,0.9972560975609756,0.0031595722946418
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9790123456790124,0.0156649105437648,0.99,0.016583123951777,0.9696716268227896,0.0290046688235357,0.9793824751190702,0.0153008413063949,0.9973170731707318,0.003170731707317
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.974074074074074,0.0178479411046925,0.9801829268292682,0.018661425728813,0.9692282906165494,0.0289875519097164,0.9743535681861614,0.0172264698114092,0.9949390243902436,0.004886045275016
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.977777777777778,0.0172839506172839,0.987560975609756,0.0167259998798566,0.9695130644549248,0.0292147455153565,0.9781499821218712,0.0168512519176103,0.9971951219512196,0.0032971965450233
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.977777777777778,0.0172839506172839,0.987560975609756,0.0167259998798566,0.9695130644549248,0.0292147455153565,0.9781499821218712,0.0168512519176103,0.9971951219512196,0.003451456511728
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0429267621005276,0.9432926829268292,0.0730395164938878,0.8748194662480377,0.0485750330228161,0.9055846684863902,0.0442183425220952,0.969939024390244,0.021589241074216
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9604938271604938,0.026363156177855,0.9579268292682924,0.0384591302499625,0.9645658793843708,0.0403580706860676,0.9602841157058024,0.0264340295531154,0.992560975609756,0.0074220117340014
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9283950617283948,0.0296296296296296,0.9556097560975608,0.0360012310583352,0.907200567863606,0.0331822034575605,0.9303578990854112,0.0284877497418306,0.9806097560975612,0.0111796747671861
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9629629629629628,0.0253011130023693,0.9703048780487804,0.0382108901974909,0.9566769530652116,0.0250173960780332,0.9630093194398036,0.0256261241142669,0.9915853658536584,0.0102133691298586
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8950617283950617,0.0176763223003411,0.9157926829268292,0.068829256408704,0.881821263883165,0.0272826659824874,0.8959840673881289,0.0242686663646898,0.9722560975609756,0.0108811996421073
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9641975308641976,0.0169725025739105,0.9752439024390244,0.0332719045317805,0.9550423841887256,0.0251746961981684,0.9644270932961668,0.0173412286513742,0.993048780487805,0.0066303791312527
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.908641975308642,0.0350060416759452,0.9407317073170732,0.0335983909418976,0.8853820213534387,0.0425958695884355,0.9117233369794138,0.0330044627685957,0.9729268292682928,0.0162204290956679
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716052,0.0265072969797331,0.9753048780487804,0.0329992992011828,0.9685747373254464,0.0287539246585669,0.971650525776542,0.0262773646955357,0.9935365853658537,0.0105549467385852
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9,0.0337874868726024,0.9481097560975612,0.0420417432994276,0.8705758571303454,0.0591685724828808,0.9055144844649824,0.0284662593856175,0.9706707317073172,0.0189543935879764
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506172,0.0270480275311193,0.9679268292682924,0.0221051513373116,0.9373405495682862,0.0399772980856341,0.9519421145462572,0.0252663810548656,0.987560975609756,0.0121069986790154
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9098765432098764,0.0312567627189436,0.9481707317073172,0.0434024715766844,0.8820888495812662,0.0377011866213398,0.9131336968121666,0.0300361189489181,0.9729268292682928,0.0224439946775316
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9530864197530864,0.0232937805729792,0.9679878048780488,0.0247897914405681,0.9410615160033764,0.030364108495644,0.9540387134236908,0.0222512100395185,0.9889024390243902,0.008910787932747
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9555555555555556,0.0148148148148148,0.9628658536585366,0.0298562015695136,0.9497732824264304,0.0232006777950344,0.9557566655686932,0.0151082486755478,0.9907926829268292,0.0050756472613797
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0049382716049382,0.995060975609756,0.0098789897173052,0.97595818815331,0.0106517426464204,0.9853331476225644,0.004865350017265,0.9957926829268292,0.0079195557624227
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506174,0.0213833433033194,0.9580487804878048,0.0313580671592922,0.945080405189594,0.0283708835848678,0.9510272610586524,0.0207909852966424,0.9902439024390244,0.0072044173110936
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0116468902864896,0.995060975609756,0.0098789897173052,0.9786213975096562,0.0221092244070447,0.9865974641479252,0.0114143912875416,0.9969512195121952,0.0068281793556924
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9567901234567902,0.0193240442499981,0.9629268292682926,0.0356076678305161,0.9524116089998108,0.0276559748105258,0.9569471614681724,0.0194077755850275,0.9907317073170732,0.0055403983861466
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.00780809298807,0.9975,0.0075,0.978507954514761,0.0165235101483926,0.987800858186073,0.0076248463123803,0.9970731707317072,0.0066449427930855
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9432098765432098,0.0167464937854944,0.9432926829268292,0.0313903007561029,0.944222696322959,0.0248290639765414,0.9431877792355904,0.0168967281873279,0.9894512195121952,0.0055554770633624
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.982716049382716,0.0125901716385007,0.995060975609756,0.0098789897173052,0.9716841680724266,0.0247944106851694,0.9830085830329128,0.0121955446533986,0.996890243902439,0.0070449922304053
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506174,0.0220846219999979,0.9653658536585364,0.0226789925777723,0.9386800934037254,0.0303016916793092,0.9515348029424278,0.0210257372832793,0.9898170731707318,0.0077803062139524
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9839506172839506,0.009642283550502,0.995060975609756,0.0098789897173052,0.9737931150906192,0.0192516444718604,0.9841566796285672,0.0094244205167346,0.9967073170731708,0.0072312034538407
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9493827160493828,0.0169725025739105,0.9678658536585364,0.022220653366856,0.9339269829244304,0.0217470017353771,0.950370073113549,0.0165098397286433,0.990121951219512,0.0056533302373166
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0086419753086419,0.995060975609756,0.0098789897173052,0.978446978905005,0.0165352135964512,0.9865666809708832,0.0085428454814683,0.9967682926829268,0.0071891769569445
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9098765432098764,0.0287153169126247,0.9308536585365854,0.0363899251277478,0.8936140216372774,0.0268592631931194,0.9116181450280354,0.0282250352418576,0.976219512195122,0.0114270310001194
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9567901234567902,0.0271885377105496,0.9679878048780488,0.0218514841307186,0.9476386975663776,0.0338157042860525,0.9575556542857454,0.0260772615795263,0.9908536585365854,0.0083427470129205
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9049382716049384,0.0156649105437648,0.9331097560975612,0.0387020317752648,0.8858299712604204,0.0374350660326751,0.9075472302972326,0.0151945220052437,0.9726219512195122,0.0110345638897943
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716048,0.0146596815889357,0.9801219512195122,0.0291348584380401,0.963726273879422,0.0116350069631998,0.971581420650869,0.0154587063170005,0.9945121951219512,0.0057653398310111
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9074074074074074,0.0282875042898508,0.9355487804878048,0.06512015275675,0.8883182651781117,0.0381996477550856,0.9091300501803776,0.029804327036893,0.9658536585365852,0.031715524266146
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9641975308641976,0.023715274953455,0.9604268292682926,0.0402581737444971,0.9684983267869048,0.0282516352041765,0.9637560583562436,0.0243822464710183,0.993109756097561,0.0093436044798454
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9283950617283953,0.035266313227372,0.9556707317073168,0.034518927637729,0.9075333703647596,0.0408291595954419,0.9306162026661556,0.0334618487238916,0.9801219512195124,0.0117643428225464
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9481481481481484,0.0320987654320987,0.9528658536585366,0.0360376170872903,0.9445369653622632,0.0381732898607923,0.9482961982021636,0.0319657287727802,0.9878658536585364,0.009863923957321
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.908641975308642,0.0241924912867474,0.9480487804878048,0.0360600497254051,0.8803827621906791,0.0346195661916158,0.912179377080046,0.0232895215898107,0.9709146341463416,0.0177145428044242
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9407407407407408,0.0280439918311124,0.9554878048780486,0.0267293037908243,0.9284054506658024,0.0315242154478267,0.9416485065309632,0.0276136727078467,0.9855487804878048,0.0092355406546568
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9074074074074074,0.0391379444053021,0.9382317073170732,0.0354645909322813,0.8881093618221669,0.0584505528306268,0.9110861324966626,0.0348065915721984,0.9685365853658536,0.0286081549881549
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.948148148148148,0.0306411694962737,0.9679268292682924,0.0247717120047333,0.9342813521324584,0.049131547926517,0.9499241548710312,0.0281368494451402,0.9880487804878048,0.0079371415098892
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9530864197530866,0.0219461590551002,0.9654268292682928,0.0335033649210806,0.9429075980525364,0.0272024920446419,0.9535609757961104,0.0219646865678136,0.9890243902439024,0.0065332171882823
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0102550911887877,0.992621951219512,0.0112712552857627,0.9808862058720256,0.020397436355105,0.9865376041115738,0.0100200117310479,0.9968292682926828,0.0069885603814119
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.948148148148148,0.0239391597897102,0.953170731707317,0.0279675387596274,0.9449725668188516,0.0319999432786592,0.9486447308630158,0.0229915889917537,0.9890853658536588,0.0062745650500667
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0092386602142566,0.995060975609756,0.0098789897173052,0.98570888366691,0.0189164297939223,0.9902104967402898,0.0090604182244533,0.997012195121951,0.0069920176293718
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469136,0.0287153169126247,0.9581707317073168,0.039703691330838,0.9374874234392252,0.0256792333725724,0.9473962328773252,0.0284632157720592,0.9909146341463416,0.006057490287093
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9839506172839506,0.009642283550502,0.995060975609756,0.0098789897173052,0.9736270021338086,0.0164914346715004,0.9841280193687382,0.0095254304622267,0.996280487804878,0.0069493472018475
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9456790123456792,0.0254213089900913,0.9606097560975608,0.02252006838514,0.933966700250024,0.0340575076668655,0.9468081912804618,0.023947180986929,0.9898780487804878,0.0059444183448556
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0120962456433737,0.995060975609756,0.0098789897173052,0.9765651204533792,0.0251949902242471,0.985476965361238,0.0116220305107197,0.9970121951219512,0.0067153499569729
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.945679012345679,0.0200593540855208,0.9554878048780489,0.0364336284247172,0.9377054967469034,0.0205964595077479,0.9460144029394482,0.0203790400093088,0.9884756097560976,0.007593605829535
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9827160493827162,0.0081891970132231,0.992621951219512,0.0112712552857627,0.9736270021338086,0.0164914346715004,0.9828934514675036,0.0080784386475853,0.9969512195121952,0.0072198829832271
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.945679012345679,0.0184773204285133,0.9578658536585368,0.0315444338789713,0.9364000469814424,0.0307492282698013,0.9463404462815934,0.0181322215208977,0.9895121951219512,0.0061630628138991
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9814814814814812,0.009953404627529,0.995060975609756,0.0098789897173052,0.9690312103287144,0.018031030681429,0.9817477666505484,0.0097560300170815,0.9964634146341464,0.0072137006932537
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8839506172839506,0.0455955192904182,0.8839634146341464,0.0761570719849798,0.887331476020476,0.0520299514512177,0.8831500018823186,0.0463186695809041,0.9482926829268292,0.0331180086737229
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9679012345679012,0.0235540543559739,0.9677439024390244,0.044631022481647,0.968571833724982,0.0216768961415674,0.9674363176268356,0.0247321742031404,0.9920731707317072,0.010631460837904
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8901234567901234,0.0519252860365755,0.9064634146341464,0.0617350270377777,0.8789106697296398,0.0497980949913472,0.8918515291686294,0.050776480205529,0.9510975609756098,0.0321160336790557
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469136,0.0378712633337727,0.9581097560975608,0.0349768874991967,0.9394274996132624,0.0510459073748082,0.947995864469991,0.0362079142201009,0.9860365853658536,0.010885299180594
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9148148148148147,0.0450067311939708,0.9237195121951218,0.0821300721462218,0.9082922744550652,0.032826454588682,0.9140911058541524,0.0479820390185042,0.9715853658536584,0.0218394852776375
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.954320987654321,0.0331499298323396,0.9629268292682926,0.040309259567755,0.94710700451625,0.0352018334749582,0.954626715272076,0.0335354573532452,0.9855487804878048,0.020433744734014
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9098765432098764,0.0336065619476943,0.9257926829268291,0.0543381641179977,0.9004489166613736,0.0499435552257243,0.911162090006373,0.0332603783175894,0.974451219512195,0.0141285895766892
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9666666666666668,0.0431392721226077,0.968170731707317,0.0524090952594408,0.9654024836951668,0.0379996692684136,0.9665668204051002,0.0435584684316398,0.9891463414634144,0.0159653662933372
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8987654320987654,0.0523200496306594,0.9331097560975612,0.0536551065976903,0.8742815109224533,0.0560199779242949,0.902234943038426,0.0507137102115533,0.9614634146341462,0.0271047387916086
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9543209876543208,0.0270761879005695,0.9630487804878048,0.0296283744253483,0.9479893804752,0.0366173525799937,0.9550032216892568,0.026111151750085,0.99,0.0089913700444715
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.0297323322933143,0.9407926829268292,0.0470733681911693,0.8935655953153303,0.0331651109998498,0.9157339682496928,0.0291150510908846,0.972560975609756,0.0202655629050176
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9382716049382716,0.0234242789642102,0.9654268292682924,0.0251897173860071,0.9182148806050424,0.0420295225631257,0.9404040534030472,0.0212697253149959,0.986280487804878,0.0075039648453175
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0229310810135885,0.9431097560975608,0.0470272191361424,0.9466706058169472,0.0257681200047591,0.9439338114543472,0.0239178740712312,0.9884756097560976,0.0081280739391775
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0107627134408411,0.9975,0.0075,0.9737931150906194,0.0192516444718604,0.9853912475298016,0.0105438737997472,0.997378048780488,0.0072663383360397
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9432098765432098,0.017633156613686,0.9504878048780488,0.029382146440428,0.9380967520900948,0.0298640165512086,0.943639469301063,0.0170347409308328,0.9875,0.0073234220423562
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0123456790123456,0.9975,0.0075,0.9786130918618156,0.0219965690426399,0.9878306347081448,0.0121135460498319,0.996219512195122,0.0074119860483037
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0158583118255125,0.953109756097561,0.025933565538406,0.9382326410233388,0.0290771833281386,0.945027673219468,0.0151024921172749,0.9866463414634148,0.0080822014923974
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0107627134408411,1.0,0.0,0.9809442778813172,0.0203831531663839,0.990272199910754,0.0105247083788844,0.997378048780488,0.0072663383360397
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9407407407407408,0.0269350916410758,0.9432317073170732,0.0496930270394892,0.9400777587845086,0.0317226991436743,0.9405750143922804,0.0277056621526619,0.9860365853658536,0.0092853261321361
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0116468902864896,1.0,0.0,0.97402830672825,0.0220197114562526,0.9867165396649183,0.0113648467468166,0.9973170731707318,0.007246611959388
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9395061728395062,0.0209876543209876,0.9457317073170732,0.0286624283813123,0.9354529401041028,0.0312782871820282,0.9400282012525102,0.02023150622976,0.9851829268292682,0.0081582084588942
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0110423109999989,0.9975,0.0075,0.9785023498906084,0.0193944698531436,0.98780194853488,0.010880323403673,0.9972560975609756,0.0072519972017806
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9358024691358026,0.0226300034318806,0.9455487804878048,0.0366169071353904,0.928989236798369,0.0327963409722369,0.9364336945594604,0.0223840439024768,0.9860975609756096,0.0071150986077145
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0120962456433737,1.0,0.0,0.9811130918618156,0.0228480544103551,0.9903306347081446,0.0117828190328408,0.9971951219512196,0.0072517408523504
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8753086419753086,0.0504362918909024,0.8894512195121951,0.0976055728860683,0.8654656159573942,0.0300517828654552,0.8747059351455704,0.0588128113739101,0.9526219512195124,0.0331530732229833
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9567901234567902,0.0277434630299311,0.9604878048780486,0.0386979486718595,0.95438566853201,0.0318425404499014,0.95689299256093,0.0277747846288908,0.9907926829268292,0.0082099984747491
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8950617283950617,0.0271885377105496,0.9260365853658536,0.0439837069639057,0.8768566224550686,0.0556277140396549,0.8986956005798554,0.0243719211016186,0.9604268292682928,0.017942688355908
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.94320987654321,0.0303412487097395,0.9581097560975608,0.0348906786786322,0.931993428211643,0.0404042661414196,0.944202838608622,0.0293401229351587,0.9857926829268292,0.0091749552417589
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9012345679012344,0.034479605046343,0.9110365853658536,0.0485761344570194,0.897316324170867,0.0546498628621271,0.9023984009090542,0.033435850294277,0.9590853658536584,0.0220078030886234
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9555555555555556,0.0327567880528928,0.9654878048780487,0.0294559532629549,0.9477992058990358,0.0412418044009033,0.9562626236891748,0.0319033544583943,0.986768292682927,0.013577311839522
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.0206582722601006,0.9310365853658537,0.0439239869206761,0.9008827944171408,0.0272681601160284,0.9147844855032636,0.0215920984606237,0.9735365853658536,0.0096148308997204
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9691358024691358,0.0148661661466571,0.975060975609756,0.0295809645249249,0.9638141714233605,0.0150042071816066,0.969071873370333,0.0155131223001784,0.9934146341463416,0.0067117501979595
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9160493827160494,0.019753086419753,0.9504268292682928,0.0295351780092094,0.8903833951845591,0.0302163291649283,0.9188194007500862,0.018799435947257,0.975670731707317,0.0105663888002668
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.951851851851852,0.0160493827160493,0.9679268292682924,0.0192265679756257,0.9391932734814188,0.0319799215528605,0.9528404165993004,0.0150506372799567,0.989939024390244,0.0083527683342664
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9111111111111112,0.0311346178096752,0.9332317073170732,0.0546262856387735,0.8936656232884254,0.0240664946921838,0.9123234755940286,0.0335063255727721,0.969329268292683,0.0150649249290261
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9493827160493826,0.0309628054419369,0.9630487804878048,0.0351393080418626,0.9385572541203642,0.0353725474813962,0.950274108342576,0.0298025790050939,0.9864634146341464,0.0140026342384461
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9432098765432098,0.0248145077064713,0.9554878048780489,0.0469298335836636,0.9344117748315398,0.0341337282795731,0.9436674832688516,0.0252068260910486,0.987378048780488,0.006707594229307
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0116468902864896,0.995,0.01,0.9788482834994464,0.0244095000139908,0.9866242812736412,0.0113573271998314,0.9973780487804876,0.0072663383360397
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9407407407407408,0.0226300034318806,0.9505487804878048,0.03869569077088,0.9339292197686978,0.0333156204641431,0.9412681587109984,0.0225023368157593,0.9866463414634148,0.0068794432940241
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0123456790123456,0.995060975609756,0.0098789897173052,0.9808833022715608,0.0203999251632494,0.9878023113229792,0.0121705058926178,0.996951219512195,0.0071992547039733
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9395061728395062,0.021701723248453,0.9458536585365854,0.0285777272737573,0.9343428928794782,0.0182325600174171,0.9399402419116968,0.0212626322816265,0.9865243902439024,0.0074152458829803
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0146076044027151,0.9975,0.0075,0.9788850972245754,0.0261622676842667,0.9879167432256258,0.0141937629911795,0.9973170731707316,0.007246611959388
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9382716049382716,0.0227643073019577,0.9407317073170732,0.0487116892892115,0.937845011537233,0.0317372053717835,0.9380253645702468,0.0243312462768146,0.9881097560975608,0.0077716996778956
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0107627134408411,0.9975609756097562,0.0073170731707317,0.9833833022715608,0.0210473379625161,0.990272199910754,0.0105247083788844,0.997378048780488,0.0072663383360397
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9432098765432098,0.0228978234456684,0.9580487804878048,0.0273015526466627,0.9325160935994742,0.0388417878781994,0.9443691409711968,0.0211482150309065,0.986829268292683,0.0084234665557703
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0116468902864896,0.9975,0.0075,0.9809413742808524,0.0203856519897136,0.9890365164361148,0.0114775583653953,0.9971341463414636,0.0072304321666054
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9419753086419752,0.0281795363222551,0.9456097560975608,0.0440375630586295,0.939730933023616,0.0306444824692642,0.9419517956281334,0.0285857867022911,0.9866463414634148,0.0087832397449015
d_perc_tg,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0102550911887877,1.0,0.0,0.9786213975096562,0.019376251419555,0.9890971292577716,0.0100158475126876,0.9971951219512196,0.0072517408523504
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557926829268292,0.0151736184611333
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9234567901234568,0.0239391597897102,0.9555487804878048,0.0288066360133513,0.8982557264104282,0.0261682655045524,0.9257940356318236,0.0234686664252012,0.981951219512195,0.0069640446513508
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9111111111111112,0.0296296296296296,0.9604878048780487,0.0273410173806658,0.8754722294357038,0.0387990891867438,0.915551590252693,0.0276269681777907,0.9773170731707316,0.0078220086394266
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557926829268292,0.0151736184611333
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8839506172839506,0.0350060416759452,0.9876219512195122,0.012379850884076,0.8197991760379761,0.0446929493643433,0.8954175315820964,0.0300087450949085,0.9689634146341464,0.0110983985210615
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8765432098765432,0.0362046377743584,0.990121951219512,0.012099626102256,0.8090792570788228,0.0473101991479768,0.88983787635386,0.0305415714614452,0.9671951219512196,0.0118198353136228
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557926829268292,0.0151736184611333
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8839506172839506,0.0350060416759452,0.9876219512195122,0.012379850884076,0.8197991760379761,0.0446929493643433,0.8954175315820964,0.0300087450949085,0.9689634146341464,0.0110983985210615
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8765432098765432,0.0362046377743584,0.990121951219512,0.012099626102256,0.8090792570788228,0.0473101991479768,0.88983787635386,0.0305415714614452,0.9671951219512196,0.0118198353136228
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557926829268292,0.0151736184611333
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8074074074074075,0.0724513617339318,0.9902439024390244,0.0223540277802723,0.7345960282474956,0.0820758738669674,0.8401857970354701,0.0504054258196209,0.9580487804878048,0.0168292682926829
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9579878048780488,0.0168483675645306
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557926829268292,0.0151736184611333
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8061728395061729,0.0740843614255678,0.9902439024390244,0.0223540277802723,0.7336039647554322,0.0833251187717737,0.8394389710459258,0.0513863194840694,0.9580487804878048,0.0168292682926829
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9579878048780488,0.0168483675645306
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557926829268292,0.0151736184611333
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9580487804878048,0.0168292682926829
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9579878048780488,0.0168483675645306
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557926829268292,0.0151736184611333
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9580487804878048,0.0168292682926829
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9579878048780488,0.0168483675645306
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557926829268292,0.0151736184611333
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9580487804878048,0.0168292682926829
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9579878048780488,0.0168483675645306
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557926829268292,0.0151736184611333
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9580487804878048,0.0168292682926829
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9579878048780488,0.0168483675645306
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9557317073170732,0.0152034829989847
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9580487804878048,0.0168292682926829
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9579878048780488,0.0168483675645306
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8148148148148147,0.0353526446006823,0.9653658536585364,0.0388370120357726,0.743028160893122,0.0358583785584155,0.8391547072882538,0.0303918201256021,0.8148475609756097,0.0350028813507608
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.634567901234568,0.0956610895200519,0.8545121951219512,0.0914236498925024,0.5995959082665329,0.0713783672605659,0.7018194041183026,0.068643490908234,0.6347865853658536,0.0948621030631357
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6037037037037036,0.0797133257153477,0.8365853658536585,0.1150979847934351,0.580007039109483,0.0679187746503936,0.6782819407728358,0.0568049198016984,0.6030487804878049,0.080256735944626
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6135802469135803,0.0648706402736772,0.7773170731707317,0.1311836926357973,0.5961484520718586,0.0676310142567405,0.6658236015811738,0.0547643605014851,0.6130487804878049,0.0653958510982809
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8320987654320987,0.0282605509685422,1.0,0.0,0.7499160130142957,0.0332725373154767,0.856680060269636,0.0214588818241472,0.9207012195121952,0.0242949548660883
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.717283950617284,0.0585476824759475,0.7940853658536586,0.1263982033104861,0.6978348745217475,0.0680433481479121,0.7343872283722217,0.0625577969160984,0.7571646341463415,0.0719637817165072
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.697530864197531,0.1063807897507042,0.8496951219512197,0.1050803671075499,0.6703991518264758,0.1219495650012961,0.7411363232126271,0.0836880010001741,0.718140243902439,0.1113474781654852
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6592592592592593,0.0607828820992156,0.6942682926829268,0.1198015412262729,0.6625087459412133,0.0784573509812856,0.6683725325930168,0.0584250637247053,0.6719817073170732,0.0629849493485375
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9,0.0466692794356439,0.9604268292682926,0.0403329115452631,0.8576824675992112,0.0485000973370346,0.9059415344471244,0.0434676407726389,0.9459756097560976,0.0284736511573771
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7481481481481481,0.0674395075740625,0.8188414634146343,0.1020063634564227,0.7209214974012543,0.0709298329297967,0.7632135468598504,0.0655389705252519,0.7880792682926829,0.0654236539701829
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.774074074074074,0.055500658748121,0.7928048780487804,0.0772625221114481,0.7759780442775294,0.0811591663183994,0.7787100244852454,0.0463945164070604,0.8394512195121951,0.0660632392215413
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7148148148148149,0.0904610622307277,0.7534756097560974,0.1355884376338487,0.709987360022997,0.0904449476256068,0.7229918331291657,0.0862880690866016,0.7622560975609757,0.1058599455815309
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9259259259259258,0.0335838777993467,0.985,0.0299999999999999,0.8823284904015708,0.0420484616849807,0.9302907823584592,0.0309519082884185,0.9584451219512194,0.0160766736717335
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7987654320987654,0.0394482600214085,0.8741463414634147,0.0614258983451397,0.7670689137379789,0.0647108174148515,0.8132464092218145,0.0313966392098607,0.8583536585365854,0.0470062632681714
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7777777777777777,0.0801994161427738,0.8542073170731708,0.1089303114851956,0.7409990972211654,0.0726976026599434,0.79172348471131,0.0834214780136052,0.8221341463414635,0.0732446527011759
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.728395061728395,0.0565750085797017,0.7899390243902439,0.0914261102786838,0.7155696107279695,0.0750906515911593,0.7445179323460829,0.0431034767212924,0.7810975609756097,0.0606046643589278
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9234567901234568,0.0296296296296296,0.9480487804878048,0.0404124335182545,0.9062124449067356,0.0447456747769866,0.925491275984688,0.0280037908082008,0.955091463414634,0.0206053583488112
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8148148148148149,0.0662538659999937,0.9208536585365854,0.0454002623247406,0.7664801126559776,0.0736307418896168,0.8344319517015562,0.0512347557100233,0.8525609756097561,0.0654142408274674
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8469135802469137,0.0590014970140667,0.9037804878048782,0.0748301666241749,0.8130050022139479,0.0586075164401192,0.8547724070879035,0.0577023106864256,0.8915548780487803,0.0447714322935208
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7975308641975307,0.0547123945831119,0.8740853658536585,0.0704458320894468,0.7708273450626738,0.0912505166961733,0.8130498692143784,0.0434618564679433,0.8435060975609756,0.0648483636584995
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.925925925925926,0.0220846219999979,0.9828048780487804,0.0192547806899225,0.8835869546203163,0.0334664669710726,0.9301291422370326,0.0202485978290699,0.984329268292683,0.0086921795726264
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9234567901234568,0.0181443684650605,0.9828048780487804,0.0156763063065574,0.8797130065966445,0.0297937641301169,0.9280071418589432,0.0160779487463322,0.9847560975609756,0.0098960991359357
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9185185185185188,0.0228978234456684,0.9802439024390244,0.0149214680313097,0.873339596076941,0.0308336634821068,0.9234791099954238,0.0209961474573276,0.9845731707317076,0.0095599567028009
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9481481481481484,0.0163783940264464,0.992621951219512,0.0112712552857627,0.9119509043927648,0.0243309419594208,0.9504178527673328,0.0154797097665862,0.992560975609756,0.0066000288427974
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9395061728395062,0.028395061728395,0.990121951219512,0.012099626102256,0.9005620846535806,0.0412753946193742,0.9428293685785888,0.0261163074202004,0.9914634146341464,0.0073777968108556
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9382716049382716,0.0183116012027053,0.9901829268292685,0.0120245695825937,0.8982720642949428,0.0336722449801653,0.9415451002795264,0.0167811290852893,0.992621951219512,0.0059957971597779
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9530864197530866,0.0219461590551002,0.9876829268292684,0.0164539268053882,0.924881917461418,0.034172499102774,0.9548813154947016,0.0205689920930957,0.9941463414634146,0.0054278568498214
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9444444444444444,0.0185185185185185,0.9877439024390244,0.0164078783256131,0.9101957666276432,0.0319303477962943,0.946955252409776,0.0170531233036767,0.9947560975609756,0.0053101319651407
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9592592592592594,0.0221191023051468,0.9975609756097562,0.0073170731707317,0.9281693013148914,0.0393400457679709,0.9611039681458564,0.0203370237079346,0.995060975609756,0.0051048640648661
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.925925925925926,0.0286887655274623,0.9827439024390244,0.0192784204627446,0.8838154124772888,0.0401332593474132,0.9302117712095364,0.0262810016593726,0.981280487804878,0.014268944116878
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9185185185185184,0.0208053080819169,0.9901829268292685,0.0120245695825937,0.8671802396205672,0.0321779970170061,0.9242487956389632,0.0185713827549174,0.9831097560975608,0.0112368966587723
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9222222222222222,0.0240978040690655,0.9926829268292682,0.0111770138901362,0.8716977902424194,0.0372682791609677,0.92776593447529,0.0210510800211233,0.983170731707317,0.0111376921129921
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9333333333333332,0.0200593540855209,0.992621951219512,0.0112712552857627,0.8887437887278538,0.0348766786399285,0.9373158404237488,0.0177606272336648,0.99,0.0095371779492766
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9419753086419752,0.0206951291533829,0.9926829268292682,0.0111770138901362,0.9031114920067108,0.0401309627411081,0.945124063521522,0.0186881398984115,0.991951219512195,0.0070468391283871
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9382716049382716,0.0199068092550581,0.9926829268292682,0.0111770138901362,0.8969510337283232,0.0380948514618685,0.941781195180025,0.0177577171128993,0.9905487804878048,0.0077764822627654
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9530864197530866,0.0239391597897102,0.9975609756097562,0.0073170731707317,0.9175052925522992,0.0392031970467554,0.9554169857815688,0.0220318346150674,0.9941463414634146,0.0064368991319008
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9493827160493828,0.0230636317188511,0.990121951219512,0.012099626102256,0.9171112504949652,0.0392121996711072,0.9517055478692094,0.021123054190018,0.9944512195121952,0.0053258626166603
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9530864197530866,0.019753086419753,0.9951219512195122,0.0097560975609756,0.9193587818525968,0.035575037977804,0.9552718473800368,0.0178990192246016,0.9942073170731708,0.005669420252233
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8481481481481481,0.0390599802952009,0.9629878048780488,0.0296030776612775,0.7844749033273974,0.0417059988484351,0.864190771803378,0.033527918959676,0.9559146341463414,0.019237394182157
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8641975308641975,0.0434736218806395,0.9530487804878048,0.0373596919074155,0.8117998253881258,0.0517384901076505,0.8758465513460576,0.038025213352805,0.9602439024390244,0.014741854646065
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9,0.0359723513193419,0.9678658536585364,0.0312360022189499,0.8533841691981532,0.0420934105169203,0.9066115057441998,0.0330503256573461,0.9682317073170732,0.0107235625966849
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9419753086419752,0.0276333694883943,0.9727439024390244,0.0260102968902482,0.9170328484337462,0.0356664537139536,0.9437572242309024,0.0266949822741358,0.9803048780487804,0.0129973914007492
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.945679012345679,0.0208053080819169,0.9826219512195122,0.0250894443961415,0.9153896397485634,0.0259593881545225,0.9475649552773404,0.0205165731032417,0.9842682926829268,0.0114296336720585
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9567901234567902,0.0167919388996733,0.9827439024390244,0.0158959333168668,0.9345865469376532,0.022316457168351,0.9579391721425564,0.0163179852589499,0.986158536585366,0.0097486633260593
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.94320987654321,0.0293193631778714,0.9727439024390244,0.0233562056816374,0.9190759265943612,0.037099003468139,0.9449131852651816,0.0281020808184348,0.9842073170731708,0.0090593423338404
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9493827160493828,0.0261600248153297,0.9826219512195122,0.0159524361809436,0.9219968790899024,0.0356582397063207,0.951139610707639,0.0250414065503386,0.9878658536585366,0.0080268085169188
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9580246913580248,0.0271604938271604,0.9826829268292684,0.0159243265504593,0.9376453580452444,0.0401642937366742,0.9593153575793462,0.0260993947009344,0.9881097560975608,0.0076317010811501
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8641975308641975,0.0321935921244575,0.876219512195122,0.0725138194792343,0.8584572531654404,0.0423216181125944,0.864687943286816,0.0364049683602844,0.948719512195122,0.0262697335248114
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.891358024691358,0.0280439918311124,0.9604268292682926,0.0355498263662403,0.8461420982346961,0.0436962202635605,0.8985880517637961,0.0260204638249465,0.9685975609756096,0.015085148962299
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.893827160493827,0.0271604938271604,0.9703048780487804,0.0291053007309068,0.8425217346490639,0.0338218644563135,0.9014564861505332,0.0252128472899979,0.9722560975609756,0.0176992145340394
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9024691358024692,0.0460114695150227,0.9257926829268291,0.0601647611401042,0.8849832260319703,0.0455356536346885,0.9042071691379394,0.0473171212520369,0.9634451219512196,0.0222136456138443
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9160493827160494,0.0232937805729792,0.9752439024390244,0.0223626749875689,0.8731389829056564,0.0334467004121248,0.9209306059513884,0.0215691700223325,0.9798780487804878,0.0133340149538244
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9135802469135802,0.0286887655274623,0.9802439024390244,0.0186453803449916,0.8669038292374512,0.0432395219599701,0.9194346381017432,0.0256143733899679,0.9829268292682928,0.0109136121609012
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9209876543209876,0.033674522708607,0.9505487804878048,0.0332308122501971,0.8995114826780218,0.0480136685637179,0.9234839364140917,0.0317761843278273,0.9797865853658536,0.0177291500571504
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9419753086419752,0.0234567901234567,0.995060975609756,0.0098789897173052,0.900676925005927,0.0356526730271921,0.945183975862699,0.0215507781105884,0.9919817073170732,0.0076754827467461
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9395061728395062,0.0186824024079278,0.992621951219512,0.0112712552857627,0.8982547252530901,0.0301320535028743,0.942774091299411,0.0170682597110031,0.9914329268292684,0.0069328088455542
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9444444444444444,0.0288212778516759,0.9827439024390244,0.0157053333469357,0.9142100384323348,0.0411327045468966,0.9468456843435408,0.026683254403702,0.9839634146341464,0.009232520826353
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9567901234567902,0.0176763223003411,0.9925,0.0160078105935821,0.9267370331379308,0.0233133679423864,0.9583578343185396,0.0169906382188287,0.9935670731707316,0.0063374312931658
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.954320987654321,0.0227977596452091,0.9925,0.0160078105935821,0.9231013442350472,0.0337754540837542,0.956222221452704,0.0214242809593416,0.9945121951219512,0.0055417403743911
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.925925925925926,0.0258965147696333,0.9703658536585366,0.0347081397842261,0.8917863639514566,0.0296308892349211,0.9290101855149072,0.0253399845560831,0.9796951219512195,0.0124053525608677
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9716049382716048,0.0156649105437648,0.9975609756097562,0.0073170731707317,0.9490809766901656,0.0281099934158515,0.9724868224844604,0.0150417827210362,0.9964634146341464,0.0037369642551328
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753084,0.014607604402715,0.9975,0.0075,0.955466258075447,0.0237035212583156,0.9759000902305828,0.0142111892356035,0.9962804878048782,0.0038895557155651
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9493827160493828,0.0169725025739105,0.99,0.02,0.9155513607839189,0.0176204745210629,0.9512473624101692,0.0168383601940672,0.9900304878048782,0.0094542186429509
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9790123456790124,0.0124072538532356,0.995060975609756,0.0098789897173052,0.9644383221240852,0.0213306561455015,0.9793686295057632,0.0121860395985363,0.9982926829268292,0.0020731707317072
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9790123456790124,0.0124072538532356,0.995060975609756,0.0098789897173052,0.9644383221240852,0.0213306561455015,0.9793686295057632,0.0121860395985363,0.997560975609756,0.0032609126724685
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.965432098765432,0.0285823133402227,0.995,0.015,0.940641024984042,0.0420067436732347,0.9667152603636212,0.0272716018390265,0.9917682926829268,0.0094747935737889
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9790123456790124,0.0206951291533829,0.995,0.015,0.964446425195149,0.0283754893954415,0.9793697178700608,0.020399088246108,0.9964634146341466,0.0045039476372242
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9777777777777776,0.0181443684650605,0.995,0.015,0.9621632621490818,0.0261109999404623,0.9781610356618567,0.0179599501358227,0.9958536585365854,0.0046180722509174
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9691358024691358,0.0308641975308641,0.995,0.015,0.947562398184485,0.046501348164367,0.9702723458484174,0.0294791103710659,0.9902439024390242,0.0109789967673666
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9765432098765432,0.0169725025739105,0.992621951219512,0.0112712552857627,0.9622288847473192,0.0278161490997179,0.9769898279399698,0.01655164429942,0.9960365853658536,0.0048570431880555
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9790123456790124,0.0156649105437648,0.995060975609756,0.0098789897173052,0.9647184305579086,0.028048761972027,0.9794260777634156,0.015292275943367,0.9958536585365854,0.0053700094771473
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9666666666666666,0.0214189525591326,0.995,0.015,0.9423040877947286,0.0323811865839102,0.967692495136734,0.0208448881344021,0.9935975609756096,0.0057926829268292
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753084,0.0165634664999984,0.992621951219512,0.0112712552857627,0.9598506333900548,0.0257012902985895,0.9758129951733636,0.0161474128280849,0.9967073170731708,0.0044239895481017
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9753086419753084,0.0146076044027151,0.995060975609756,0.0098789897173052,0.9577841047211436,0.0246259180383721,0.9758966659987098,0.0141681595062941,0.9958536585365854,0.0051219512195121
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8271604938271604,0.0599751002542771,0.9504878048780488,0.0483031523512412,0.7661778251128313,0.0640313816078619,0.8472035984414511,0.0505703215172444,0.9392682926829268,0.0331958298162909
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9320987654320988,0.0266220477195652,0.9506097560975608,0.0401662221468076,0.9177621956855856,0.0350492871626994,0.9331448428108198,0.0268618368172822,0.984878048780488,0.0061630628138991
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8543209876543209,0.0401187081710417,0.9158536585365856,0.083192276016564,0.818635947526112,0.0435403309958428,0.8615071846442417,0.0423009959100355,0.9441463414634146,0.0210046594077413
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.0281524796320774,0.9432317073170732,0.0314239802980961,0.9131578064690448,0.0388479184056385,0.9273550456951248,0.0272220087809804,0.9796341463414636,0.0078096403154074
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8432098765432098,0.0438401997643572,0.9430487804878048,0.0400087364046554,0.788805557573947,0.0514390922546896,0.857959119219862,0.0373614636778869,0.9365243902439024,0.0402286094372107
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.919753086419753,0.0391379444053021,0.940548780487805,0.0525857632117662,0.9031769660707488,0.038284939034933,0.92094665442797,0.0397724471500214,0.9784146341463412,0.0093601036719447
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8419753086419753,0.0499351812744609,0.9678658536585364,0.0290631146669853,0.7757299021429457,0.0540412594283951,0.8604994028635025,0.0413527667175884,0.9355487804878048,0.0275121653909197
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9246913580246912,0.0351147226008096,0.9456097560975608,0.0365841463211375,0.9098707827954542,0.0493503732201888,0.9265140003148478,0.0335992386138902,0.9772560975609756,0.0103012693926785
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8555555555555555,0.0475108182836885,0.9503048780487806,0.0559311223927415,0.8048588894667275,0.0638535308965894,0.8687175424718043,0.0389464770468935,0.9442073170731706,0.0267324333397935
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9160493827160494,0.0257785345899026,0.9555487804878048,0.0310945120456572,0.8877789525545691,0.0406617664149272,0.9194637624673326,0.0233324301643028,0.981280487804878,0.0079223721052437
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8481481481481481,0.0490886304989408,0.9851219512195122,0.0228608937710124,0.7771182606130465,0.0579095574766307,0.8677014946868515,0.0387133042258387,0.9421951219512196,0.0258234406931493
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9111111111111112,0.0320987654320987,0.9457317073170732,0.0307658057055858,0.8875457162301009,0.0516115129224352,0.9145805180650805,0.0297069024647451,0.9777439024390244,0.0117138256806282
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8839506172839506,0.0332188248075894,0.938109756097561,0.0318865128629331,0.8474771022788501,0.0407735304351238,0.8900337768642252,0.0312246724870413,0.97,0.0128275061388338
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506172,0.0264785315920089,0.9751829268292684,0.0248808134523126,0.9298037706290684,0.0309360560940344,0.951820255447332,0.0259069878551125,0.9853048780487804,0.0082551608071805
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8925925925925926,0.0345017002777336,0.9355487804878048,0.0434016577620047,0.8613161283000531,0.0308729013555328,0.8966666038978867,0.0341095847997897,0.9701829268292682,0.0123870566766784
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506172,0.0240661588760715,0.9752439024390244,0.029274897628718,0.9302389461549984,0.0317059485033772,0.9518067297505756,0.0235939940340109,0.9853658536585366,0.0081214384954987
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.891358024691358,0.0381719131697291,0.9381097560975612,0.0405185106162356,0.8586385975100811,0.0418359452667999,0.8962325643255505,0.0370228577606308,0.9707926829268294,0.0158594032743642
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9493827160493828,0.0237152749534549,0.9703048780487804,0.0266471786439898,0.931987494764012,0.0311485803793105,0.9504327837025568,0.0232526763207036,0.985609756097561,0.0086542414630293
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.891358024691358,0.0426953492982483,0.9306707317073172,0.0444420178505052,0.8642375974780157,0.0502115106597525,0.8955562047858787,0.0413452041975974,0.9685365853658536,0.0144608643332109
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.951851851851852,0.0261600248153297,0.9702439024390244,0.0244234530014488,0.9360227548968332,0.0316509371847289,0.9526828161636548,0.0258960136659709,0.986341463414634,0.0088622547800117
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8765432098765432,0.0420478675701886,0.9751829268292684,0.0193669326049503,0.8175996100720931,0.0547438774550584,0.8885557801388639,0.0354508868730535,0.9634146341463417,0.0167433295338365
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9407407407407408,0.0219461590551002,0.9529878048780488,0.0324679519835841,0.9307151467463586,0.0278072446187635,0.9412755778478642,0.0223261665741731,0.9840853658536586,0.0075148573838169
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8753086419753087,0.0359723513193418,0.9678658536585368,0.027161263512106,0.8181577524626871,0.0424600784950942,0.886251268408825,0.0317397505367616,0.9566463414634148,0.0242579491377817
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9407407407407408,0.0232937805729792,0.9529878048780488,0.0324679519835841,0.9306129129997686,0.0280083786461532,0.9412787911138848,0.0236024766635139,0.9842682926829268,0.0071671635389829
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8567901234567902,0.0402703862476545,0.9653658536585364,0.0297205905706253,0.7962633985737185,0.0516839066086475,0.8715793447052936,0.0332947169916611,0.9421951219512196,0.0331236214960155
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9271604938271604,0.023715274953455,0.9554268292682928,0.0384721308001594,0.9054408600328484,0.0301121724295905,0.9290692788185252,0.0236677225659096,0.9828658536585368,0.0075690849510251
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8543209876543211,0.0581165545478509,0.9704268292682928,0.0288141210052291,0.7921160593068085,0.0654546107233584,0.8711370763671145,0.0470363802519584,0.9342682926829268,0.0328248193992004
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9271604938271604,0.0230636317188511,0.9554268292682928,0.0349006940812466,0.9051291268487748,0.0281809813158669,0.9290694055114826,0.0227653736332328,0.9845121951219512,0.0057148168360292
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8320987654320987,0.0485108214923172,0.953109756097561,0.0484795979338104,0.771175025176837,0.0567886079020924,0.8509430427137928,0.0410417462155614,0.93640243902439,0.0357069859540824
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9283950617283953,0.0404968381897696,0.9481707317073168,0.0375215583480821,0.9142967034587942,0.0502407351912527,0.9302482496747436,0.0376016715071394,0.98140243902439,0.0091514213535388
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8481481481481481,0.0336065619476943,0.9382926829268292,0.0583424116898217,0.7981965828443257,0.0462781045589462,0.860465666068164,0.0304384837286671,0.9404878048780488,0.0196208862964975
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.034479605046343,0.9307926829268294,0.0348983503084804,0.901235983187352,0.0450641129153579,0.915227454749654,0.0336337706225269,0.9802439024390246,0.0088117667802439
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8308641975308643,0.0493981457376359,0.990060975609756,0.0165288896763268,0.7550601015374188,0.0564014264175347,0.8554879390808035,0.0368646970714694,0.9283536585365854,0.0413558953872813
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9,0.0355461235775011,0.9456707317073172,0.0288092172647073,0.8694815568047778,0.0508167333343232,0.9050042129515028,0.0316394104119942,0.9769512195121952,0.0118072462853264
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.830864197530864,0.0221191023051468,0.9701829268292684,0.0589142100544636,0.760496255105816,0.0265114460366328,0.8510493929347005,0.0224870982031674,0.9440243902439024,0.0246175384731273
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.908641975308642,0.0379315839400919,0.9555487804878048,0.0243283513489411,0.8771047333678595,0.0554285583350534,0.9136085062610292,0.0334011469642035,0.977560975609756,0.0098501563445408
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8950617283950617,0.0345899400644985,0.9232926829268292,0.0376558826311127,0.8747955034079229,0.0408725948226041,0.8979308904896115,0.0335655589887827,0.9725,0.0126572500403593
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.023586386635238,0.9678048780487803,0.0272552108766124,0.9253209958882108,0.0316393160215503,0.9457245613557416,0.0231753023888362,0.9845121951219512,0.0083614437641082
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8975308641975308,0.0276333694883943,0.9456707317073172,0.0377472515161776,0.8633453576105957,0.0300158961761735,0.9021472559562096,0.0264417297949644,0.9710975609756096,0.0085678868635367
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9456790123456792,0.0208053080819169,0.9678048780487803,0.0271444896701467,0.9275362056799948,0.0292877945190553,0.9468401713600978,0.0203959523879872,0.985609756097561,0.0082675371983796
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8851851851851851,0.0366440051349526,0.9406707317073172,0.0370760288532425,0.8473973035752917,0.0397312378258784,0.8912781408937039,0.0348909222460417,0.9701219512195122,0.0140588124750776
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469136,0.0227977596452091,0.9728048780487804,0.0205139206373798,0.92563091207022,0.0315261590972907,0.9483776471268436,0.021991864461828,0.9851829268292684,0.0091709019833698
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8987654320987654,0.0343910821658867,0.943109756097561,0.0399071740437063,0.8683417840757575,0.0465807680861503,0.9032303867034068,0.0323700964305654,0.971768292682927,0.0138323274888815
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0222564893547159,0.9653048780487806,0.0227847341579493,0.927422818248116,0.0325810074692692,0.9456392815346896,0.021759113732647,0.9849999999999998,0.0089748143868166
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.874074074074074,0.0306411694962737,0.9752439024390244,0.0270558613090014,0.8124233190038274,0.0379317168669768,0.88589806045049,0.0271065085155314,0.961890243902439,0.0146296995276351
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.94320987654321,0.0248145077064713,0.9579878048780488,0.0353452946971423,0.9310234394394916,0.0295160227820839,0.9438661778001134,0.0252618484045713,0.9841463414634146,0.0073677109595088
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8777777777777777,0.0355461235775011,0.9726829268292684,0.0261197762752866,0.8187063683012521,0.0408872304863702,0.8886878962728828,0.0315044644371589,0.9629878048780488,0.0143960560813027
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9419753086419752,0.0259259259259259,0.9579878048780488,0.0353452946971423,0.928930551234862,0.0322475050322188,0.9427518534229816,0.0262324758194172,0.984329268292683,0.0069792438938727
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6518518518518519,0.1593310202953252,0.8410365853658537,0.291062083372528,0.5857994987468672,0.2417915078391403,0.6761826780464494,0.2405209933292599,0.6832926829268292,0.2171706413121894
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9407407407407408,0.0285823133402227,0.9628048780487806,0.0279810954283107,0.9227324578742616,0.0368338265960304,0.9420266193626576,0.0280412525113063,0.9884146341463412,0.0111936339943205
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7098765432098765,0.1357182679481255,0.9628658536585364,0.029956901919847,0.6627768929252145,0.1148145657336016,0.7778945499408392,0.077146506418371,0.8353658536585366,0.1451795847844715
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9617283950617284,0.0160493827160493,0.9778048780487804,0.0204394755174615,0.9479004513165036,0.0220706491779002,0.9624002464581136,0.0155601402119443,0.991951219512195,0.0061811345841337
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7345679012345678,0.1598515162259965,0.8405487804878049,0.291769694417715,0.6628521696348708,0.2613485180386389,0.7271981976632909,0.2546696843444793,0.7704878048780488,0.2812645924563931
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444446,0.0229310810135885,0.9703048780487804,0.0309850307355779,0.9228198114358068,0.0245460112383373,0.9456962456028096,0.0229361295960765,0.9874390243902438,0.0105302600706941
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7160493827160493,0.1713338297217833,0.8750609756097563,0.2937043216981597,0.6298242743286604,0.236860804172562,0.7260926617313392,0.2535295191093795,0.7344512195121952,0.3237245886705774
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9296296296296298,0.0431392721226077,0.9529878048780488,0.0378043371322435,0.9113759546686376,0.0502264149065443,0.931424673133258,0.0417785216329058,0.9764024390243902,0.0293774007967497
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8037037037037036,0.1118562122715872,0.963109756097561,0.0425802336051916,0.750954720872956,0.1072754819989508,0.8375949502601678,0.0678261799251693,0.8878048780487806,0.1358754963400369
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.891358024691358,0.0311346178096752,0.9553658536585364,0.0471982730403273,0.8523896644499495,0.0591303981946072,0.8984334128333984,0.0280041307747607,0.978841463414634,0.0126648851508176
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6950617283950618,0.1601182690460539,0.7302439024390244,0.3722686770012542,0.7297990693084386,0.1733675616253021,0.6422158203818039,0.2930119867254679,0.7870731707317072,0.2185486644636519
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9049382716049384,0.0503152688205304,0.9704878048780488,0.0263400519043681,0.8666797183866871,0.08127514592681,0.9128708082586636,0.0416139034345996,0.9826829268292684,0.0105267286778348
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8703703703703705,0.0354602632502347,0.9505487804878048,0.0578641830697707,0.8249952021427527,0.0560161432695619,0.8803535996894449,0.029258471666625,0.9576829268292684,0.0178632521205859
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0092386602142566,0.9975,0.0075,0.9739121627096672,0.0192624172792818,0.9854206054678832,0.0089481364902289,0.996890243902439,0.0071237155348884
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8629629629629629,0.0396025060057912,0.9504878048780488,0.0485519034536324,0.8121696298912935,0.050810004043802,0.8742993175811101,0.0353238724432042,0.9560365853658536,0.0191863997600521
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0102550911887877,1.0,0.0,0.9785633255003648,0.0193843185918165,0.9890673806336456,0.0100196461879762,0.9957317073170732,0.0073727556098496
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8666666666666666,0.043403446496906,0.9603658536585368,0.025475840347355,0.8129666491465004,0.0575853726237329,0.879180750301542,0.0352112675824405,0.9541463414634146,0.0265237594542319
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0102550911887877,0.9975,0.0075,0.9760633255003648,0.0180227199603963,0.9865673806336456,0.0100985252834488,0.9962195121951218,0.0072291465050141
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8703703703703705,0.0387465551270992,0.9653658536585368,0.0275374926939027,0.8141932283284978,0.0510588989958957,0.8823442694799161,0.0325186837459724,0.9595731707317072,0.0165401329024495
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9839506172839506,0.0111111111111111,1.0,0.0,0.9693061192919392,0.0204336228009517,0.9843034009677052,0.0106461874789619,0.997012195121951,0.0071757179445011
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8728395061728393,0.0322172551869133,0.9876219512195122,0.016681148279179,0.8048311718537681,0.0405441917626162,0.8863907812183717,0.0272025727341825,0.9580487804878048,0.0210605201413882
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9641975308641976,0.0150698217478193,0.9802439024390244,0.0149214680313097,0.950344712009488,0.0255953357727786,0.964815796934026,0.0146987856107226,0.990670731707317,0.0065788698764965
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8629629629629629,0.0443242544963364,0.9828048780487804,0.0219931848186023,0.796545278238125,0.0567194172705566,0.878716463009664,0.0357857988998389,0.9538414634146342,0.0216803237209423
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.962962962962963,0.0156161859761401,0.9801829268292684,0.0217542825722202,0.9480521888774868,0.024095104175457,0.9635437425660928,0.0156353870173609,0.9903658536585368,0.0070626498710098
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6481481481481481,0.1858629572185553,0.7925609756097561,0.3965835845818455,0.5241583231583231,0.3012857214527684,0.6210456238476171,0.3274559695450837,0.6502439024390243,0.3003850889536216
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9234567901234568,0.0285823133402227,0.9554878048780489,0.0289733615782182,0.8991417641868307,0.0380913269582131,0.9259977155277552,0.0275258425534964,0.981890243902439,0.0070587005054541
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7493827160493828,0.1358080806921419,0.8060365853658537,0.2944394004365699,0.6801921997755331,0.2570606861977426,0.7242918435376956,0.251863084101124,0.7567682926829269,0.3271062088859383
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.948148148148148,0.0296296296296296,0.9629878048780488,0.022790607899908,0.9367441468533356,0.0435554093954305,0.9492043181178234,0.028366978425389,0.9866463414634146,0.0107062127882135
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7271604938271605,0.1542419550711185,0.760609756097561,0.3828312953689403,0.5895870681790188,0.3096837793215843,0.658368707440098,0.3339853374727737,0.8269512195121951,0.2181730493816825
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469136,0.0276333694883943,0.9678048780487803,0.0369028903942862,0.930158309131676,0.0361133425650236,0.9479915810430845,0.0272817654183891,0.9893292682926832,0.0060439718297557
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6938271604938272,0.1649707959357043,0.8079268292682926,0.2810162042998936,0.6405767871317347,0.2650391423531582,0.6974260489154982,0.2467034808317856,0.7251829268292683,0.2246280635944536
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469136,0.0206951291533829,0.9580487804878048,0.0192451234581257,0.9380429732868756,0.0315196945767343,0.9476154621141454,0.0200911073089793,0.9864024390243902,0.00578497561716
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7037037037037037,0.1402199591555623,0.8478658536585366,0.3029035145283442,0.6068215673806406,0.2242569216466214,0.7009418441100126,0.2488867405662729,0.7385365853658536,0.2685163701657607
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.893827160493827,0.0332188248075894,0.9554878048780489,0.0414059860544604,0.8535318964434258,0.0480743938874373,0.9003095933967105,0.0298046723468869,0.9714634146341464,0.0194182188135712
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7629629629629628,0.1160493827160493,0.9779268292682928,0.0297830745365866,0.7012298466669262,0.0992400939979241,0.8116918590337245,0.0685945373261082,0.8439024390243903,0.2292337480461975
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.874074074074074,0.033945005147821,0.9335975609756098,0.0478885296605748,0.8397413322300225,0.0595818743985392,0.8817220523658478,0.029014938019868,0.9625,0.0237558502766716
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8641975308641975,0.0427666866066389,0.9627439024390244,0.027953776007891,0.8089462241484663,0.0601761574785825,0.8775502195236292,0.034704515055802,0.9663414634146342,0.019980656916205
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9827160493827162,0.0081891970132231,0.9975,0.0075,0.9692609999189694,0.017973953404918,0.9830396530869308,0.0078526343708883,0.9951829268292685,0.0073598849181443
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8567901234567901,0.0354387656652032,0.9654268292682924,0.0275594241954891,0.7964342856618917,0.0500187668704966,0.8715589109251882,0.0285533885612123,0.95,0.0216046489587994
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0107627134408411,0.9975,0.0075,0.9737931150906194,0.0192516444718604,0.9853912475298016,0.0105438737997472,0.9944512195121952,0.0079148596307464
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8703703703703702,0.0318365356993274,0.953109756097561,0.0278110952612652,0.8187166249478516,0.0349022730171878,0.8805396091863648,0.0284055653403731,0.9510365853658536,0.0207353834617345
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0102550911887877,1.0,0.0,0.9739121627096672,0.0192624172792818,0.9866864282526931,0.0099676288892974,0.9964024390243902,0.0073598849181443
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8679012345679012,0.0420659877466687,0.9679268292682928,0.0330993672782083,0.8089672298162647,0.050613585836166,0.8805168286453634,0.0366370512903113,0.952439024390244,0.0232204216874553
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.982716049382716,0.0081891970132231,0.9975,0.0075,0.9690312103287144,0.0145512673890414,0.9829816089755848,0.0079996925059947,0.9951829268292682,0.0070185549102332
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8765432098765432,0.0362046377743584,0.9852439024390244,0.016253860567362,0.8118707149008545,0.0490483724606041,0.889414897918791,0.0307865663468931,0.9628048780487806,0.0142113728116655
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9592592592592594,0.0156649105437648,0.9728658536585366,0.0206674938107265,0.9476667405198318,0.0241634659173265,0.9598141531693584,0.0155587885127609,0.9896951219512196,0.0068142801556189
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8641975308641975,0.0335838777993467,0.9801829268292684,0.0243356859314895,0.7976155454504218,0.0425837580068049,0.8787961653080952,0.0280189150816204,0.963780487804878,0.0147611360073821
d_perc_tg_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9580246913580248,0.0167464937854944,0.9753048780487804,0.019367316557144,0.9434039112711828,0.0268379733460534,0.9587829508624652,0.0164579853081052,0.9895121951219512,0.0067888612974228
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.6456790123456789,0.0331499298323396,1.0,0.0,0.5861005794074963,0.0237212907707394,0.7387626524932315,0.0189415132434617,0.9799390243902438,0.0120739406012237
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9901234567901234,0.0092386602142566,0.995,0.015,0.9857088836669098,0.0156349810150551,0.990176170698259,0.0092435322096736,0.9960975609756098,0.0073989323473744
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9666666666666666,0.0124072538532356,0.9826829268292684,0.0157340705352987,0.95261297645444,0.0224771945956035,0.967167156933626,0.0121860532353598,0.9954878048780488,0.007790573782285
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9770731707317072,0.0137842645375071
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9679012345679012,0.0098765432098765,0.9728048780487806,0.0206602066880421,0.9640370175296438,0.0217336882693436,0.9680349795809194,0.0098762936533254,0.9946951219512196,0.0084448467860428
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9666666666666668,0.0156649105437648,0.9678658536585368,0.0248748353974447,0.9661792461650658,0.0242502445622697,0.9666482394406748,0.015691482465386,0.9931707317073172,0.0091251787690392
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.5160493827160494,0.0154197481441935,1.0,0.0,0.5082611165206102,0.0103015994310496,0.6739080241228046,0.0090244210689863,0.9768902439024392,0.0137335971060226
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9703703703703702,0.0137475663279753,0.9752439024390244,0.0222275961841071,0.9664760419198876,0.0241318285430877,0.9704740039711632,0.0137124347021974,0.9957926829268292,0.0086381157335689
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9666666666666668,0.0156649105437648,0.9678658536585368,0.0248748353974447,0.9661792461650658,0.0242502445622697,0.9666482394406748,0.015691482465386,0.9932317073170732,0.009144105417729
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9770731707317072,0.0137842645375071
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9493827160493828,0.0150698217478193,0.9432317073170732,0.0312317168407905,0.9554918071381486,0.0205051936892024,0.9488336076750712,0.0159865617941476,0.9880487804878048,0.0122018274247942
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9444444444444444,0.0148661661466571,0.950670731707317,0.0218926216522336,0.9397275626673036,0.0258195727914691,0.9447904007704184,0.0147671202341156,0.9865243902439024,0.0122147707562687
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9771951219512196,0.0137545622737783
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9469135802469136,0.0175030208379726,0.9431707317073172,0.0332043409359361,0.9505412420560044,0.0183433367176772,0.9464252878220356,0.0184602373181513,0.9882926829268291,0.0124599298264075
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9432098765432098,0.017633156613686,0.950670731707317,0.0218926216522336,0.9374714651063278,0.0279090265219224,0.9436762785180848,0.0172853437735109,0.9865243902439024,0.0122147707562687
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9771341463414632,0.0130358096006834
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8950617283950617,0.0332417580687315,0.9827439024390244,0.0192784204627446,0.8383106408133217,0.0463588102756131,0.904022544940596,0.0286312267384067,0.981219512195122,0.0127577530054848
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8629629629629628,0.0309628054419369,0.9876829268292684,0.0164539268053882,0.7919988373600031,0.0390062363905835,0.8785500306576818,0.0257686198090862,0.9795121951219512,0.0134345749794345
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9770731707317072,0.0137842645375071
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8987654320987655,0.0316203666046066,0.9827439024390244,0.0192784204627446,0.8436850369485874,0.0455605315139171,0.9071002344256632,0.0270740242392296,0.9821341463414632,0.0123256731628463
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8629629629629628,0.0309628054419369,0.9876829268292684,0.0164539268053882,0.7919988373600031,0.0390062363905835,0.8785500306576818,0.0257686198090862,0.9795121951219512,0.0134345749794345
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9771341463414632,0.0130358096006834
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9784756097560976,0.0145910187674956
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9784756097560976,0.0145910187674956
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9771341463414632,0.0130358096006834
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9795121951219512,0.0128228677347267
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9784146341463412,0.014535234836593
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9771341463414632,0.0130358096006834
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9784146341463412,0.014535234836593
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9784146341463412,0.014535234836593
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8925925925925926,0.0253312154675101,0.9135975609756098,0.0388755258997196,0.8802597261023039,0.0465024320513841,0.8951347387607325,0.0231552449922961,0.8925914634146341,0.025221007792847
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7876543209876544,0.0715197449775814,0.8640853658536585,0.0796134371533587,0.7589490231581336,0.0746867551367792,0.8036906772981857,0.0552868740851111,0.7880487804878049,0.0702695689050299
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8358024691358026,0.0366440051349526,0.9090243902439026,0.0825690812751927,0.7986715351221301,0.0543938207674286,0.8462544578126545,0.0368170162114034,0.8363414634146341,0.035812414057068
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8160493827160493,0.0720822744542962,0.8891463414634148,0.0781272471419832,0.785732964404017,0.0854443074732505,0.8300271433202318,0.0603423438589443,0.8163719512195122,0.0726564817765104
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9567901234567902,0.0193240442499981,0.953109756097561,0.0280268339379064,0.9603933026750742,0.0193062413044892,0.9565297309739728,0.0195606110760858,0.9589634146341464,0.0212695653009275
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8777777777777779,0.0485893053188998,0.846829268292683,0.066289097876823,0.9066835341835342,0.0666010108715132,0.873500173257802,0.0497978801594372,0.9122560975609756,0.0428717079581402
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8950617283950617,0.043561182134265,0.8540243902439025,0.0889739248877701,0.9348682921299416,0.053446588312493,0.8885252458868754,0.0496331114964811,0.9278048780487804,0.0362812051579009
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8716049382716049,0.0362887369301211,0.8741463414634147,0.0682214349598668,0.8729636379352772,0.048278558014046,0.8712128587287673,0.0375971019048276,0.9139634146341462,0.027347340048595
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9617283950617284,0.0186824024079278,0.9556097560975608,0.0308416056666182,0.9678887967770556,0.0218074936252007,0.9613447567483998,0.0191208862228236,0.9735060975609756,0.0195438244025678
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9111111111111112,0.0401187081710417,0.9081707317073172,0.0573282293242508,0.9146815163769666,0.0486574200654795,0.9102265384674684,0.0418025007433926,0.957439024390244,0.0281404916354077
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.919753086419753,0.0318365356993274,0.9283536585365856,0.0539420517174311,0.9138901955823784,0.0402330131009977,0.9198992659826466,0.0340117591237442,0.9490853658536584,0.0312743064305616
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8666666666666666,0.0490109462747634,0.8615243902439025,0.0691332471362902,0.874237675482925,0.0649356377503097,0.8654969697594648,0.0504750865877284,0.9072865853658536,0.0445878179030322
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9580246913580248,0.0167464937854944,0.9679878048780488,0.0331129001786183,0.95008299147125,0.0247297743048309,0.9583541385110838,0.0170055147381029,0.9672560975609756,0.0163524944566688
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9271604938271604,0.021701723248453,0.92359756097561,0.0333052442130071,0.9310819068306306,0.0288319733098948,0.926787781424699,0.0224746583804214,0.9557317073170732,0.0259342823649441
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9037037037037038,0.0269350916410758,0.9234146341463416,0.0403289935603938,0.8917121189405772,0.0503870703525416,0.905642710454504,0.0253348631663757,0.9603658536585366,0.015229871591619
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9271604938271606,0.0278531214140209,0.9332317073170732,0.0293092320385382,0.923362288474612,0.0406680474602259,0.9276832385674986,0.0272144925920526,0.9633536585365856,0.0138964203916892
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9604938271604938,0.0143974120860377,0.9679878048780488,0.0331129001786183,0.9546349764812612,0.0238372883550822,0.9606192670702702,0.0148369801869329,0.9610670731707318,0.0175584612444556
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9271604938271604,0.0351147226008096,0.9334146341463414,0.0348317533444269,0.9236008642619682,0.0481698722395342,0.9278408242878182,0.0344087439915916,0.9509146341463414,0.0325060626752675
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9234567901234568,0.0274951326559507,0.9531097560975612,0.0376367721923505,0.903533865035743,0.0506604722229146,0.9261208341003536,0.0251122987735906,0.9515243902439025,0.0270751619790675
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9320987654320988,0.0266220477195652,0.9506097560975612,0.0381865080776857,0.9179826122226344,0.0348760380546585,0.9333157254032434,0.0260871087766223,0.9556707317073172,0.0136135474219133
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.951851851851852,0.0194811528864932,0.9432926829268292,0.0314860950585254,0.9603171390013492,0.0250736617923872,0.9513094684274404,0.0199385490720801,0.9940853658536586,0.0051527096191031
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.954320987654321,0.0191656477731605,0.9531097560975612,0.0258171768607431,0.9558833022715608,0.0263187679152268,0.954186787678606,0.0194224736430323,0.9928658536585366,0.0056549741729812
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9518518518518516,0.0223930335150827,0.9482317073170732,0.0257132779917362,0.955658893951577,0.0285946535613944,0.951688522583123,0.022386584121131,0.993780487804878,0.0052933010766367
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9691358024691358,0.0185185185185185,0.9728048780487806,0.0301458875962361,0.9660847485847486,0.0215885834202399,0.969088298393044,0.0187976285098618,0.995548780487805,0.0044645640263379
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9641975308641976,0.0237152749534549,0.9654268292682928,0.0275594241954891,0.9635662291008292,0.0292054737924091,0.9642443028215388,0.0236357289902204,0.9954268292682926,0.0043991271915677
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9666666666666668,0.0175030208379726,0.9654878048780487,0.0273619513760494,0.9682550971433556,0.0213597131376082,0.9665602339869088,0.0175048636079403,0.9958536585365854,0.0041606639290809
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.974074074074074,0.0194811528864932,0.9801829268292684,0.021615402141901,0.968342044134727,0.0219828906543895,0.9741313129664094,0.0195270953683099,0.9965853658536586,0.003962945563237
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.974074074074074,0.0160493827160493,0.9777439024390244,0.0233039335617982,0.9711577853041268,0.0230138570195383,0.9741508367469788,0.0160099480999874,0.997378048780488,0.0030002230732054
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9753086419753084,0.0165634664999984,0.9728048780487806,0.0301458875962361,0.9779634357939878,0.0169400763983224,0.9750497557519407,0.0169299719215004,0.9971341463414634,0.0038761500183689
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.95679012345679,0.0208419049581902,0.9531097560975612,0.0322726915682422,0.9606138904681312,0.0246904541507997,0.956462281689656,0.0213379152162548,0.9939024390243902,0.0049311138095501
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9530864197530864,0.0245675910396696,0.9507317073170732,0.0347590927250298,0.9560385097085398,0.029847880807409,0.952911536425227,0.0243985489102113,0.9934756097560976,0.0056220041265168
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9580246913580248,0.0228978234456684,0.9531097560975612,0.0321792389683625,0.962951151330484,0.0248384801353108,0.9576976331178072,0.0230011546526351,0.9934146341463416,0.0057122138676245
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.965432098765432,0.0226300034318806,0.9653658536585368,0.0317539525707705,0.9655793564586888,0.0224175006052623,0.9652327383771004,0.0228600908560686,0.9948170731707318,0.0047642987452725
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.965432098765432,0.019753086419753,0.9678658536585368,0.0293723379317013,0.9634261862168838,0.0220916481804279,0.9653558053958452,0.0199588028104837,0.9956097560975607,0.0044874071934083
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9703703703703704,0.019284567101004,0.9728658536585366,0.0280013517350269,0.9681499597963013,0.0192017160127722,0.9703014734661608,0.0195365546382099,0.9957926829268292,0.0046713048110475
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9765432098765432,0.0209876543209876,0.9801829268292684,0.0267810681220166,0.9730835821391692,0.0204559092181759,0.976503361933697,0.0212924494517839,0.9966463414634148,0.0044662292871292
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9753086419753088,0.0183116012027053,0.9778048780487806,0.0300952780096329,0.9730885139678463,0.0170906538815101,0.9751774529149884,0.0186156673032933,0.9967682926829268,0.0038761500183689
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9765432098765432,0.0178479411046925,0.9801829268292684,0.0243356859314895,0.9730309121772536,0.017269372704603,0.9764750385485316,0.0181413882053797,0.9967682926829268,0.0042425179967802
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9432098765432098,0.0208053080819169,0.9383536585365856,0.0295583317058019,0.948160574163276,0.0272277111055536,0.9428542982217296,0.0212603502403566,0.9891768292682924,0.0071672283834668
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9481481481481484,0.0212403093013398,0.9407926829268296,0.0314641827283821,0.9550140007617542,0.021513891242836,0.9475793635086628,0.0219513006360978,0.9910975609756096,0.0053398065143735
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9493827160493828,0.0223930335150827,0.9456707317073172,0.0266644744909968,0.9530157241132852,0.0279381537760712,0.949095733327235,0.0228051970603877,0.9921341463414636,0.0051915280137154
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9666666666666668,0.0175030208379726,0.9728048780487806,0.0281033403609038,0.9617187020818688,0.0257127658683044,0.9667967563729676,0.0176754751503223,0.9939939024390244,0.0051524390243902
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9703703703703702,0.0137475663279753,0.9728048780487806,0.0234913631020556,0.9688825941550064,0.0255730266345085,0.9704124267157506,0.0139173174617351,0.9960975609756098,0.0034406673121136
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9753086419753084,0.014607604402715,0.9777439024390244,0.0234328086222845,0.9735424885242032,0.0221125813218474,0.9753239901134072,0.0147691948072835,0.9968902439024392,0.0030542633625288
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9679012345679012,0.0200593540855208,0.9727439024390244,0.0322411095244416,0.9637607044218084,0.0215189984727307,0.9678756023575186,0.0202517521125685,0.9956097560975607,0.0044457868618434
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.974074074074074,0.0194811528864932,0.977621951219512,0.032398711885294,0.9710404434496892,0.020568222875919,0.973954111330201,0.0198711512608366,0.996280487804878,0.0039464929573864
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9753086419753088,0.0183116012027053,0.9826219512195122,0.0249691213227692,0.9686696392143148,0.0211991010875966,0.975383878047704,0.0183060325536379,0.9959756097560974,0.0039535524579139
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.930864197530864,0.0222222222222222,0.9015243902439024,0.0431957434090618,0.9591972245277764,0.030201837663001,0.9284772651544804,0.0238007659353429,0.9802743902439024,0.0136004658933567
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9444444444444444,0.023586386635238,0.9383536585365851,0.0272520049309094,0.95040223683035,0.0289285271635736,0.9440971787923008,0.0236032966646125,0.99015243902439,0.0071083675379185
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9444444444444444,0.0208419049581902,0.9358536585365854,0.0248131026967051,0.95258797791853,0.0255472177490171,0.9439402910788454,0.0210231382382648,0.9905182926829268,0.0069622425437037
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9481481481481484,0.0154197481441935,0.9285365853658538,0.0276721801424643,0.967210812323136,0.0221870488534189,0.947070536701853,0.0158597912227343,0.9908841463414636,0.0057805553407601
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9506172839506172,0.0227643073019577,0.9483536585365856,0.0371701735602419,0.9531709080393292,0.0229767176682484,0.9503237946574709,0.0233129273481864,0.9926524390243902,0.0063242172852668
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9567901234567902,0.0248451997499976,0.953170731707317,0.0356389789881732,0.960506072874494,0.0249339742301257,0.9564957655652142,0.0251143293343481,0.993628048780488,0.0057853772930006
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9567901234567902,0.0271885377105496,0.9507926829268294,0.0380675864250471,0.963364987253246,0.032742490877306,0.956483752501882,0.0274248429417543,0.991280487804878,0.0106106321477401
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9716049382716052,0.0183531712929858,0.9704878048780488,0.0239754360711273,0.9729819976771196,0.0204013558046425,0.971570672246807,0.0183305169053279,0.9957621951219512,0.0039433120589234
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9728395061728394,0.0239391597897102,0.9680487804878048,0.0290056816112754,0.9776829268292684,0.0235672112134284,0.9727145152253212,0.0239589567485509,0.9955182926829268,0.0048971614901207
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.962962962962963,0.0220846219999979,0.9506097560975608,0.0331855239614335,0.9750457875457876,0.024905335740889,0.9622966456568852,0.0225573857431699,0.9929268292682928,0.0066107235364363
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9765432098765432,0.0202484190948848,0.9778048780487806,0.0300952780096329,0.9754699365674976,0.019245096006847,0.9764144250380364,0.0205636422088088,0.9960670731707316,0.0046944289954263
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.974074074074074,0.0202484190948848,0.9728658536585366,0.030150882225711,0.97535088894845,0.0192439526677883,0.9738826929309145,0.0205463388557491,0.9960975609756098,0.0044323858159478
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9641975308641976,0.0267363059601329,0.9629268292682926,0.0335385808718951,0.9652313711107038,0.0228913578386389,0.9639733592140782,0.0269555722837813,0.9936280487804876,0.0082265679530132
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9851851851851852,0.0154197481441935,0.990121951219512,0.0197579794346104,0.9804788707227732,0.0146447674776949,0.9852111406071612,0.0154339697689426,0.998170731707317,0.0027809156709734
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9864197530864196,0.0160493827160493,0.990121951219512,0.0197579794346104,0.9828598231037255,0.0156546701113356,0.9864159598842696,0.016058510024255,0.9979878048780488,0.003340328274342
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9728395061728397,0.0143974120860377,0.9751829268292684,0.0222273452766807,0.9705889841865452,0.014620656068694,0.9727389643878476,0.0146281413024193,0.9944512195121952,0.0084068981760395
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9839506172839506,0.0175030208379726,0.9876219512195122,0.0254408629459782,0.9804113943395072,0.0146743343624718,0.9838804038333864,0.0177722712036357,0.9971341463414636,0.0044058833901219
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.982716049382716,0.0167464937854944,0.9851219512195122,0.0253297703016354,0.9804113943395072,0.0146743343624718,0.9826145810485764,0.0170136793615962,0.9973780487804876,0.0042073170731707
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9691358024691358,0.0208419049581902,0.9677439024390244,0.0314948911374096,0.9701581110374434,0.0150915182155467,0.968785438537742,0.0213400088165625,0.9941768292682926,0.0086881685500635
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9802469135802468,0.0167464937854944,0.9851219512195122,0.0253297703016354,0.9757656335961856,0.0186086803781061,0.9802056680705578,0.0169822301972298,0.9966463414634148,0.0053869457959889
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9802469135802468,0.0167464937854944,0.9851219512195122,0.0253297703016354,0.9757656335961856,0.0186086803781061,0.9802056680705578,0.0169822301972298,0.9966463414634148,0.0055299869351271
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.974074074074074,0.0169725025739105,0.977621951219512,0.0234451814202043,0.9705338157777182,0.0147885107983394,0.973974285074388,0.0171754055179955,0.994298780487805,0.0074530680115008
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9814814814814812,0.0167919388996733,0.9851219512195122,0.0253297703016354,0.9780885139678466,0.0169176035660821,0.9814101245595672,0.0170405818380527,0.9964634146341464,0.004815143176195
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9814814814814812,0.0167919388996733,0.9851219512195122,0.0253297703016354,0.9780885139678466,0.0169176035660821,0.9814101245595672,0.0170405818380527,0.9964634146341464,0.0046581534767766
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.974074074074074,0.0169725025739105,0.977621951219512,0.0234451814202043,0.9705338157777182,0.0147885107983394,0.973974285074388,0.0171754055179955,0.994359756097561,0.0074918779142306
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9802469135802468,0.0167464937854944,0.9851219512195122,0.0253297703016354,0.9758183035581012,0.018471813619683,0.9802339914557232,0.016954151467899,0.996341463414634,0.0048474651010614
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9802469135802468,0.0167464937854944,0.9851219512195122,0.0253297703016354,0.9758183035581012,0.018471813619683,0.9802339914557232,0.016954151467899,0.996341463414634,0.0046915570882125
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9098765432098764,0.0398327550738313,0.9135975609756098,0.0591545443142617,0.9076592627501664,0.0408571388244235,0.9096113509483515,0.0418862267636759,0.9712195121951218,0.014997521111847
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9580246913580248,0.0293193631778714,0.9728658536585366,0.0231100778663486,0.9457157467225532,0.037541147028145,0.9589073213414204,0.0283387354402664,0.9908536585365854,0.0101776311627835
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9160493827160494,0.0325701381685751,0.9331707317073172,0.041724607740951,0.9029640553813584,0.0364068555355236,0.9172569144407908,0.0323476807471512,0.973719512195122,0.0162439070167722
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9555555555555556,0.033674522708607,0.9576829268292684,0.0388163279699815,0.9532809438623392,0.0338468505645019,0.9553152843105056,0.0342545302641122,0.9885365853658536,0.0136476437400368
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9037037037037036,0.0296296296296296,0.9309146341463416,0.0438694405118972,0.8864355219789333,0.0518050006082427,0.9063985997659912,0.0281043088480287,0.9728658536585366,0.0145404776668202
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.954320987654321,0.0214189525591326,0.9678658536585364,0.0249956123454873,0.9435406246240052,0.036499661289229,0.954993808781888,0.021173251965209,0.9921951219512196,0.0077838894620648
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9209876543209876,0.038331295546321,0.9257926829268296,0.0469322498897555,0.9178748608484852,0.045146465717154,0.921111885264608,0.0384159368459664,0.9745121951219512,0.0186963589236456
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.954320987654321,0.0405908203031446,0.9628658536585366,0.0298562015695136,0.9499825368430018,0.0560406394518654,0.9555287867271816,0.0366686509351078,0.9896341463414634,0.0210573421809674
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9160493827160494,0.0377705149155021,0.9504878048780488,0.0475013697789282,0.8888505016128384,0.0343839328259697,0.9184173866105034,0.0383266743791015,0.974329268292683,0.0195568277641114
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.95679012345679,0.0323117341439565,0.9726829268292684,0.0261197762752866,0.945227429904725,0.0478987816773917,0.9579791532675344,0.0296096740528095,0.9896951219512194,0.0104851457207445
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9123456790123458,0.0273004251697481,0.9507317073170732,0.0243975598783779,0.8848841825330458,0.0418517875135549,0.9159436954680692,0.024938960651599,0.9742073170731708,0.0147355480779119
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9382716049382716,0.0264785315920089,0.9604268292682926,0.0166083278996307,0.9209004519036826,0.04149056068309,0.939796068252036,0.0253100814035725,0.9868292682926828,0.0093402215311544
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9530864197530864,0.0132967032274925,0.955548780487805,0.0242042450591134,0.951539109878588,0.0225991688378397,0.9531549320395876,0.0134588481924492,0.9926829268292682,0.0056874262518834
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0128892672949513,0.995,0.015,0.9784990203594855,0.0196641976999454,0.9865338919299124,0.0129448647814988,0.996890243902439,0.0066373848802657
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9567901234567902,0.0167919388996733,0.9629878048780488,0.0200108722679262,0.9520972712294324,0.0296914906542228,0.9571376141659872,0.0167731405660775,0.9909146341463414,0.0081782364515502
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0128892672949513,0.995,0.015,0.9784990203594855,0.0196641976999454,0.9865338919299124,0.0129448647814988,0.997012195121951,0.0072170500910452
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9543209876543208,0.0234567901234567,0.9604268292682928,0.0276367536926795,0.9493009594867224,0.0302275496471392,0.9545152537930072,0.0233314803789828,0.991219512195122,0.0077378985752269
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0143974120860377,0.995,0.015,0.976384671293917,0.0230696070098683,0.9854137559313244,0.0142109757984683,0.996951219512195,0.0068607722824562
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9432098765432098,0.0215254268816823,0.9479268292682926,0.0285964558525872,0.9391604906721186,0.0243766009782501,0.9432934342852558,0.0221110937689509,0.9885365853658536,0.0070889227460164
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.982716049382716,0.0098765432098765,0.9925,0.0224999999999999,0.973914863733355,0.0163717490944449,0.982819373317953,0.0101744901515375,0.9964634146341464,0.0074069681166147
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.945679012345679,0.0222222222222222,0.9604878048780487,0.0225738262676421,0.9336245036868972,0.0326218157928229,0.9465017298590184,0.0216745316650187,0.9894512195121952,0.0095521752056808
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0102550911887877,0.995,0.015,0.9833860032952488,0.0184372644590796,0.9889717142092496,0.0102261548547346,0.996890243902439,0.0073598849181443
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469136,0.0234567901234567,0.9654268292682928,0.0227056174208678,0.9317797205630444,0.0327278356049234,0.9479984363898531,0.0227063742614111,0.9890243902439024,0.0114237768263385
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0128892672949513,0.995,0.015,0.9832028531120988,0.0185167583786832,0.9889431676960304,0.0129572116803375,0.9970121951219512,0.0074001885115143
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9024691358024692,0.0384305738673416,0.9284146341463416,0.0434206285256051,0.885425251231187,0.0557058354882293,0.9051181559328528,0.0369272131975272,0.9679878048780488,0.0206926640965404
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9641975308641976,0.0249675906372304,0.9653048780487804,0.0300027883891535,0.9630309121772538,0.0255587824913223,0.9640338102205858,0.0254119595760159,0.9929268292682928,0.0074987605559234
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9074074074074074,0.0395254582557583,0.9430487804878048,0.0418305126743724,0.8820621593392015,0.0489954215620554,0.9106965128197676,0.0376054124452803,0.9729268292682928,0.0152224238928335
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.969135802469136,0.0176763223003411,0.9678658536585368,0.0274918867486715,0.9705089764749586,0.0182970754399374,0.9689645972191404,0.0183485901347148,0.9936585365853656,0.0068238218700184
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9111111111111112,0.0369546408570265,0.9334146341463416,0.0350042489135077,0.8952499100815337,0.048227325011847,0.9133204959960258,0.0352995443382317,0.973719512195122,0.0171480284012122
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9703703703703704,0.031812589448704,0.9801829268292684,0.0288128306281122,0.962123867912446,0.0383750042137916,0.970821607497839,0.0306346421471696,0.9938414634146342,0.0092331248710281
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.0234242789642102,0.9382926829268292,0.0314350410918667,0.9170116726871064,0.0344627268995802,0.926896989372264,0.022711895943062,0.9778048780487804,0.0164683822677022
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9555555555555556,0.0500571232906501,0.9678048780487803,0.0249773841785828,0.9486690980332094,0.0678761377273908,0.9572453162285292,0.0454145149024209,0.9876219512195122,0.0238196207097321
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9098765432098764,0.0420659877466686,0.9360365853658538,0.0452301356347948,0.8917115563394271,0.0542984931117774,0.9124076150434096,0.0406781617769836,0.9684146341463415,0.0250502172623302
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.034479605046343,0.9504268292682928,0.0251867651949889,0.9076215805471124,0.0495497014409445,0.927960122303763,0.0330763813488548,0.983719512195122,0.0118677084755916
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.0362046377743584,0.9406707317073172,0.0252324853408911,0.8935114126435739,0.0463608159031872,0.9161855672711722,0.0343496211443126,0.9774390243902438,0.0165355241043731
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.954320987654321,0.0287153169126247,0.9651829268292684,0.0255682736044116,0.9452895781711796,0.0386756765346461,0.9548105795627592,0.0281611257954878,0.9904878048780488,0.0080256504311087
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9530864197530864,0.0189657919700459,0.9579878048780488,0.0223447948575913,0.9497157449596474,0.0327559451044887,0.953364411827066,0.0186772111424727,0.9897560975609756,0.0077599698877722
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0120962456433737,0.995,0.015,0.9761707379404488,0.0181714955241671,0.9853573960379696,0.0121219743295744,0.9967682926829268,0.0074182536897087
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506174,0.0213833433033194,0.953048780487805,0.0232124143691416,0.9485799160189404,0.0255326424160795,0.9506707296408026,0.0215296841504848,0.989878048780488,0.0098592111860525
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0120962456433737,0.995,0.015,0.9761707379404488,0.0181714955241671,0.9853573960379696,0.0121219743295744,0.9966463414634148,0.0070227915694346
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.962962962962963,0.0110423109999989,0.955487804878049,0.0185870622105292,0.9702682245012156,0.0175273595453197,0.9626095872015086,0.0113166129846915,0.9914634146341464,0.0064530519782063
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9839506172839504,0.0199450548412389,0.995,0.015,0.9739648326715824,0.0289217904059986,0.9842162299993624,0.0197781545710359,0.9964024390243904,0.0076180477809515
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9592592592592594,0.0124072538532356,0.9604878048780487,0.0162972645814442,0.9583998927901366,0.0189600431082345,0.9592815051729222,0.0124865415537202,0.9933536585365854,0.0057811181090957
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0102550911887877,0.995,0.015,0.9786767684952598,0.0195040922846692,0.9865610132041712,0.010149186717334,0.9968292682926828,0.0073767888462617
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9395061728395062,0.0267363059601329,0.9430487804878048,0.0276014164772869,0.937315669452652,0.0380492964424966,0.9397388124823336,0.0265426920137481,0.9884146341463416,0.0105964312176723
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0123456790123456,0.995,0.015,0.9808219007311464,0.0177173456044038,0.9877383484189218,0.01242218461207,0.996890243902439,0.0073750245767343
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9555555555555556,0.0158101833023033,0.9704268292682928,0.0147410980003458,0.9429406720146936,0.025562381664549,0.9562677863343942,0.0153035730209838,0.9903658536585364,0.0094376377629004
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0123456790123456,0.995,0.015,0.9808219007311464,0.0177173456044038,0.9877383484189218,0.01242218461207,0.996890243902439,0.0073851004398614
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8790123456790123,0.0474305499069099,0.8664024390243903,0.071512953153737,0.891436481283667,0.0570278695658927,0.8766292995350519,0.0492420282535624,0.9554878048780489,0.0343904601273257
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9716049382716048,0.0191656477731605,0.9801219512195122,0.024471207085157,0.9636790435882892,0.019604013594055,0.9717142520333796,0.0193996248774195,0.9929268292682928,0.0076606335485558
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9012345679012344,0.0353526446006823,0.9380487804878048,0.0490436498996443,0.8754813074757463,0.0434717568156001,0.9045497236548165,0.0343778861559802,0.9645731707317072,0.0247510658108805
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9604938271604938,0.0325701381685751,0.9578048780487805,0.046151568569011,0.962963502772814,0.0323465782479809,0.9599054856180922,0.0338639758253112,0.9888414634146344,0.0163229099262126
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9135802469135802,0.0434736218806395,0.9232926829268294,0.0617335816080345,0.9065326348977868,0.0470346674296726,0.9137835076341092,0.04540020693802,0.9655487804878048,0.0273103350792622
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.951851851851852,0.0346779553214521,0.9554268292682928,0.0380787190688584,0.9485651746627356,0.0366817039482311,0.951783738386246,0.0348766425588501,0.9864634146341464,0.012725655042167
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9,0.0359723513193418,0.8839024390243904,0.059246332376439,0.9158188147795426,0.049593135426277,0.8978138998972908,0.0375553746082067,0.9620731707317074,0.0221733342538593
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.95679012345679,0.0527407638599847,0.9533536585365854,0.0744128564192768,0.9592547934877844,0.03907651971858,0.9556629422825916,0.0553890814506555,0.9874999999999998,0.0254353088744206
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9074074074074074,0.0354602632502347,0.9210365853658538,0.0343799175813014,0.901655592064518,0.0604607842167908,0.9094906220048716,0.0313922537919603,0.9723780487804878,0.0225577618014197
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.951851851851852,0.0178479411046925,0.9580487804878048,0.0273015526466627,0.9470605549777564,0.0260269726799815,0.9520961718226852,0.0178895353553094,0.9894512195121952,0.0100860736472665
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9148148148148147,0.0388251486259663,0.9235975609756096,0.0442735416494367,0.9105183528850812,0.0562600954095112,0.9157422112117108,0.0382300187742886,0.9702439024390244,0.0221145683757061
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0229310810135885,0.9653048780487804,0.0253799942996136,0.9268661570987152,0.02797016096298,0.9454739170150368,0.022611065130462,0.9882926829268291,0.0089897158507229
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9333333333333332,0.0277159806427699,0.9259146341463412,0.0411901414338247,0.9401800278098154,0.0285957415565402,0.9324946537592244,0.0286207821851871,0.9854878048780488,0.0111630338797992
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0074074074074074,0.9975,0.0075,0.983269859276666,0.0151089188404246,0.990239882576317,0.0072255830489721,0.9973170731707316,0.0074490136849148
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.939506172839506,0.0230636317188511,0.9531707317073173,0.0203274795473313,0.929051064269442,0.0364165349294575,0.9405331318068404,0.0221355921227581,0.9846341463414636,0.0146666306130467
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9888888888888888,0.0128892672949513,0.995,0.015,0.9831447811028072,0.0185395560279743,0.9889134190719042,0.0129597948507927,0.9972560975609756,0.0074392742860865
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9432098765432098,0.026013959883587,0.9429878048780488,0.029915668203221,0.94391902161486,0.0342650069697749,0.9431088009124268,0.0265118107376821,0.9894512195121952,0.0081399584310955
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864196,0.0116468902864896,0.995,0.015,0.9786821705426356,0.0223348326953572,0.986533052607105,0.0115783411637443,0.9967682926829268,0.0074781557754107
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9419753086419752,0.0206951291533829,0.9382317073170732,0.0321221109502112,0.9453599135934868,0.0215797646097866,0.9414930035537938,0.0217573348001431,0.986219512195122,0.0096186970910785
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0095629218424874,0.9975,0.0075,0.978624098533344,0.0196414310410889,0.9878309695982984,0.0093742884035564,0.9972560975609756,0.0074292718959682
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.945679012345679,0.0241924912867474,0.9506097560975608,0.022098085924955,0.942219257019463,0.0345970304049494,0.9460814029518116,0.0236171855363975,0.9878658536585366,0.010643519308568
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0092386602142566,0.9975,0.0075,0.9832752613240416,0.018618940357046,0.9902119219792505,0.0091360150091103,0.9971951219512194,0.0074240152464509
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9432098765432098,0.0298346814162828,0.9480487804878048,0.0358086244467861,0.9395911295320198,0.0357662649557452,0.9433862476252476,0.029848066713166,0.9886585365853658,0.0133373605855303
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0120962456433737,0.995,0.015,0.9760599959692416,0.0183122200580289,0.985299324028678,0.0121670578111697,0.9970121951219512,0.0073750245767343
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8864197530864197,0.0361203428106859,0.8864024390243903,0.0622316069456181,0.8889284992202604,0.0482403999399827,0.8856911538378023,0.0376772786771465,0.963170731707317,0.0187725672242866
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9617283950617284,0.021701723248453,0.960487804878049,0.0336834919858628,0.9635281146981448,0.0261151008593095,0.9615442766312098,0.0217672847420439,0.992378048780488,0.0110439942791148
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9185185185185184,0.0322881403225235,0.9232317073170732,0.0426231724588639,0.918082013428665,0.0533454689440538,0.9190389344308616,0.0310095355384662,0.9696951219512197,0.0198579316130268
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9580246913580244,0.0293193631778714,0.9578048780487805,0.0400733637155218,0.9577554698190128,0.0250614364871249,0.9575473815829,0.0301186822125405,0.9882317073170732,0.0112567317423017
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8962962962962961,0.0200593540855208,0.9208536585365856,0.0381346747800867,0.8807916915111764,0.0436538540416458,0.8988701006349054,0.0184815432543522,0.9704878048780488,0.0114374381343349
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.974074074074074,0.0178479411046925,0.987621951219512,0.016681148279179,0.9620498191541866,0.026249117145476,0.9744867437076158,0.017700268275742,0.9931707317073172,0.0099028595369081
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9185185185185184,0.0222222222222222,0.916158536585366,0.0331005467136483,0.921979018003289,0.0351532881261273,0.9183097553856971,0.0220850222438023,0.9768292682926828,0.010206814394476
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9617283950617284,0.0249675906372304,0.9653048780487806,0.0275154085867647,0.9588949229065508,0.0315501648362587,0.961806147636558,0.0248279461226237,0.9918292682926828,0.0097872976718211
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9209876543209876,0.0303412487097395,0.9481707317073172,0.0321382535441571,0.9004301866801558,0.0402303358842044,0.92314558932754,0.029350840141477,0.9732317073170732,0.015139766256721
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.937037037037037,0.0337874868726024,0.9554268292682928,0.0267966126096707,0.9226071692535108,0.0463732311194677,0.938300830110998,0.0329561889001995,0.9851829268292684,0.0129206439412758
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9098765432098764,0.0312567627189436,0.9233536585365856,0.0235653968734601,0.9001534508851583,0.0411963919119938,0.911298061965485,0.0298193172948616,0.9696951219512197,0.0137973402242437
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9543209876543208,0.0281795363222551,0.9728048780487806,0.0281033403609038,0.93866017703227,0.0344711912497229,0.9551712429039584,0.0275377847578513,0.9895121951219512,0.0148880414263725
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9419753086419752,0.0247222029561737,0.9506097560975608,0.031341700672918,0.9347374498355928,0.0259455858425787,0.9423757669031448,0.0246975023645358,0.9862195121951218,0.0120361590850455
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0132967032274926,0.995,0.015,0.9761180679785332,0.0211824018188986,0.9852996868167768,0.0133333749643086,0.9971341463414634,0.0074132400005109
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9395061728395062,0.0169725025739105,0.9381707317073172,0.0279880041440379,0.9412783287173532,0.0262455054818316,0.9392548824117848,0.0175257644287602,0.9845731707317074,0.0138161905300068
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9876543209876544,0.0183116012027053,0.9925,0.0224999999999999,0.9829089609577414,0.0192485250606196,0.987587655230254,0.0187155629504578,0.996951219512195,0.0074280206501663
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9493827160493828,0.0243494850905135,0.9529878048780488,0.023540771143026,0.9465363890222088,0.0319179522039598,0.9495511357665316,0.0244238840277199,0.9880487804878048,0.0127967453848614
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0120962456433737,0.9975,0.0075,0.9739092591092025,0.0220109164140005,0.9854213589420272,0.0118767583982404,0.9970121951219512,0.0074052110372123
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9395061728395062,0.0294490381280902,0.9381707317073172,0.0319575026404578,0.9409909976630132,0.0345834986141187,0.9393334655514032,0.0296576052995817,0.9869512195121952,0.0120762499152947
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9851851851851852,0.0120962456433737,0.995,0.015,0.9761126659311572,0.0181722675615762,0.9853276474138436,0.0121159343901286,0.9967682926829268,0.0073578639433226
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9382716049382716,0.0276057774999973,0.943170731707317,0.0334753320882348,0.9347060727283582,0.0323360419875889,0.938556560878431,0.0273009651737337,0.9864024390243902,0.014750679311634
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9839506172839506,0.0111111111111111,0.995,0.015,0.9736790435882892,0.0165032661137986,0.9840945047515696,0.0112106327029846,0.9972560975609756,0.0074542527058543
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469134,0.0247222029561738,0.9580487804878048,0.0246643138150382,0.9379160450062324,0.0330864633287945,0.9475872582973928,0.0242561401054227,0.9878048780487806,0.0123043885420775
d_perc_to,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9901234567901234,0.0092386602142566,0.995,0.015,0.9855981416957028,0.0158650348669268,0.9901180986889676,0.009332609158132,0.9970121951219512,0.0073851004398614
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9605487804878048,0.0261130140025513
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.9222222222222222,0.0322172551869133,0.960670731707317,0.019440129876452,0.8940562748677005,0.0440030263596689,0.925763874069173,0.0295096127913469,0.9794512195121952,0.0149161098526069
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.908641975308642,0.0298346814162829,0.9557317073170732,0.0304282344853671,0.8747817362141953,0.0359062974452389,0.9130635378741422,0.027622320828417,0.9771341463414634,0.0168479262073879
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9605487804878048,0.0261130140025513
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8765432098765432,0.0297323322933142,0.9902439024390244,0.0161786575139287,0.808244235148897,0.0341528565020208,0.889696986259187,0.0240515791444995,0.968780487804878,0.0209454547848728
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8629629629629629,0.0359723513193418,0.9902439024390244,0.0161786575139287,0.7915408620348927,0.0414001498024848,0.8792617648219565,0.0281646038897305,0.9660975609756096,0.0214495520643128
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9605487804878048,0.0261130140025513
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8765432098765432,0.0297323322933142,0.9902439024390244,0.0161786575139287,0.808244235148897,0.0341528565020208,0.889696986259187,0.0240515791444995,0.968780487804878,0.0209454547848728
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.8629629629629629,0.0359723513193418,0.9902439024390244,0.0161786575139287,0.7915408620348927,0.0414001498024848,0.8792617648219565,0.0281646038897305,0.9660975609756096,0.0214495520643128
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9605487804878048,0.0261130140025513
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.7925925925925925,0.0697940445684077,0.9707317073170731,0.0341463414634146,0.726881177880448,0.0841827875524505,0.827072532913558,0.0467606390884355,0.9620731707317072,0.0242354846258655
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9620731707317072,0.0242354846258655
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9605487804878048,0.0261130140025513
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.7901234567901234,0.0709205265004694,0.9707317073170731,0.0341463414634146,0.7246193746336969,0.085591340240361,0.8254558814524934,0.0475144797535239,0.9620731707317072,0.0242354846258655
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9620731707317072,0.0242354846258655
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9605487804878048,0.0261130140025513
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9620121951219512,0.0241759642142168
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9619512195121952,0.0241038058462979
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9605487804878048,0.0261130140025513
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9620121951219512,0.0241759642142168
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9619512195121952,0.0241038058462979
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9605487804878048,0.0261130140025513
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9619512195121952,0.0241038058462979
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9619512195121952,0.0241038058462979
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9605487804878048,0.0261130140025513
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9620121951219512,0.0241759642142168
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9619512195121952,0.0241038058462979
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9606097560975608,0.0261164309486715
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9619512195121952,0.0241038058462979
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.9619512195121952,0.0241038058462979
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8432098765432098,0.0390599802952009,0.9853048780487804,0.0162164172730326,0.7705868498460064,0.0496353317439551,0.8638622188019133,0.0302736873518719,0.8430487804878048,0.0397228837767145
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6222222222222221,0.0983323839592092,0.9009146341463412,0.1359756781143873,0.6061591935912652,0.1118438146476602,0.7067057417128095,0.0520189542006493,0.6217987804878048,0.0984102941664026
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6888888888888889,0.1159179713017827,0.8314634146341463,0.1761214175448999,0.6766172088430586,0.1165265400265587,0.7272034832493791,0.0922951508209784,0.688048780487805,0.1161888443912564
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6024691358024692,0.1019247774841989,0.881341463414634,0.1351765320775363,0.5856738888585717,0.0974567188065646,0.6904453334576677,0.0630626758216833,0.6027134146341464,0.1015774279172511
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8592592592592594,0.0167464937854944,0.7704878048780488,0.0338512949902416,0.9384615803733448,0.0311407049736204,0.8453425932509475,0.0194193788376628,0.9353963414634148,0.0184683888730696
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6851851851851851,0.0582344514324481,0.7357317073170732,0.1280851284067623,0.6957507871575521,0.0964688935159812,0.6997372248288916,0.0348510589853976,0.7193292682926831,0.0853854724842715
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6617283950617283,0.0811816406062893,0.7059756097560975,0.1261316413821815,0.682183338443408,0.1379147537317445,0.6759103074455558,0.0603269921114963,0.6809451219512195,0.0939900258688109
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.6691358024691357,0.0788192083926536,0.8179878048780488,0.127946605576872,0.6452884989370411,0.0861981700875201,0.7114209793191006,0.0632399605269988,0.681829268292683,0.0907792705780703
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8962962962962964,0.0282605509685422,0.913780487804878,0.0452816882514143,0.8837168026922398,0.0272006846952119,0.8978641975983775,0.0285941974081079,0.938689024390244,0.0287987779057336
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.75679012345679,0.0915663290903143,0.8074999999999999,0.1143129419237174,0.7433649414254389,0.1022584351254468,0.7685671732204574,0.0856946960847282,0.8079573170731708,0.1068629918441246
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.754320987654321,0.1074074074074074,0.8125,0.126374139408517,0.7527627847796337,0.1195196674835964,0.7694988779052546,0.0879894864681737,0.798201219512195,0.1124431783595935
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7234567901234568,0.0887172554233169,0.8521341463414634,0.0904156449179291,0.697001654568107,0.1045126836902755,0.7579998511488568,0.0621764505674929,0.7464329268292682,0.1020492958426221
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8962962962962964,0.0228978234456683,0.9184756097560977,0.0312978366761471,0.8806676732435074,0.0319687337356077,0.8986177700530315,0.0221252735775085,0.9392682926829268,0.0223289818953006
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7975308641975308,0.0900811671454553,0.874329268292683,0.1025353242188809,0.7703086452069015,0.0842222829312426,0.8130075562310551,0.0733101672298055,0.8558841463414634,0.0716694371181692
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7975308641975308,0.055815578051641,0.8501219512195121,0.1266989832701488,0.7821741817014197,0.0794396947948679,0.8043842375139395,0.0609553207021381,0.8391158536585367,0.0589680254584833
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7851851851851852,0.0794739601947213,0.852439024390244,0.1311962192582172,0.7708364667834305,0.095723659655919,0.7972546827025757,0.074474986361335,0.8475914634146342,0.0848338661024835
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.9172839506172838,0.0326869192466017,0.9435365853658536,0.0436409897972291,0.8987850732405469,0.0414165033307054,0.9196610376346264,0.0312278264345681,0.9374085365853656,0.0327343203720515
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8222222222222222,0.0658384771653006,0.859939024390244,0.0931774555420829,0.8042979571565677,0.0680803882226572,0.8280600382138485,0.0643290108735354,0.8627134146341463,0.0639501674882307
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.8185185185185185,0.0702836806295816,0.8988414634146343,0.1088674902269565,0.7842568011698446,0.0746398424978318,0.8315688931727804,0.0646787774238551,0.862439024390244,0.062053701005237
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,DecisionTree,0.7925925925925925,0.0621712509235267,0.8625,0.1026925036087931,0.7720674149256023,0.0851300855497667,0.8062622072430926,0.0535295755987117,0.8503048780487805,0.0543312870884948
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9148148148148147,0.0328729060634428,0.9853048780487804,0.0195435152594717,0.8654972529196131,0.0422248831580194,0.9211132687987612,0.0290245855337477,0.9872560975609757,0.0094873424553434
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9074074074074074,0.0260432384070728,0.9828048780487804,0.0156763063065574,0.8559191228648357,0.0387737038413135,0.9144369619509958,0.0223444581794437,0.9870121951219512,0.0071476836332229
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9135802469135804,0.0213833433033194,0.9877439024390244,0.0122573109458817,0.8615613286833333,0.0330565676446515,0.9199494702700596,0.0185651497497047,0.988780487804878,0.0074039557252002
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9308641975308642,0.019284567101004,0.9852439024390244,0.0164381015880531,0.890003932142456,0.0318306352870753,0.9347640891841856,0.0169888765718738,0.9897560975609756,0.0072085447346983
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9382716049382716,0.0165634664999984,0.9901829268292685,0.0120245695825937,0.8977355053449539,0.0238223946215772,0.9415125966276652,0.0147943509355922,0.9926829268292682,0.0060424337277256
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9395061728395062,0.0243494850905136,0.9853048780487804,0.0162164172730326,0.9040029902474236,0.034060151936768,0.9425638306474664,0.0217394903689542,0.992378048780488,0.0063499591308694
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9419753086419752,0.0253312154675101,0.9828658536585364,0.0219722967915025,0.9099468977610986,0.0338951036101871,0.9446772815427102,0.0233962748186219,0.9942682926829268,0.0053796939024665
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9555555555555556,0.0215254268816823,0.9902439024390244,0.0119487304526008,0.927056092895571,0.0300120398686036,0.9574369185708768,0.0198862317417618,0.9953048780487804,0.0044728841305105
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9469135802469136,0.0191656477731605,0.9852439024390244,0.0164381015880531,0.916535276317885,0.0327978110497086,0.9492140098107212,0.0173234505049825,0.9948780487804878,0.0041997988677372
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9012345679012348,0.0240661588760715,0.9876219512195122,0.016681148279179,0.8438509088909882,0.035243697910564,0.909569047710576,0.0201032462964849,0.9868902439024392,0.0091025373821575
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9111111111111112,0.0320987654320987,0.9926829268292682,0.0111770138901362,0.8553692517850354,0.041376144465222,0.918504109235562,0.0271561796964737,0.9852439024390244,0.0111530374294377
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9024691358024692,0.0202484190948848,0.992621951219512,0.0112712552857627,0.8420902274513932,0.0284753190020159,0.9108805055974514,0.0168247230921184,0.9878658536585366,0.0094637996527159
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9296296296296296,0.0247222029561738,0.992621951219512,0.0112712552857627,0.8830638744135729,0.0369208690262471,0.9342328568945768,0.0219056891968824,0.9901219512195124,0.0083463115279359
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.925925925925926,0.0174594266959641,0.9901829268292685,0.0120245695825937,0.8782845552792361,0.0245997090497119,0.930684114974918,0.0151232406861304,0.99109756097561,0.0075333879080392
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9283950617283953,0.0226300034318806,0.9901829268292685,0.0120245695825937,0.882336487646386,0.0303905228351309,0.9329277018305626,0.0198417429129197,0.991280487804878,0.0082398333874794
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.951851851851852,0.0116468902864896,0.9901829268292685,0.0120245695825937,0.9202871522694452,0.0213489734244133,0.953741434717265,0.0106778916239156,0.9942682926829268,0.0052183153403255
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9407407407407408,0.0181443684650605,0.9901829268292685,0.0120245695825937,0.901706506054332,0.0244176512827174,0.9437319710093046,0.0164171763598807,0.9941463414634146,0.0061835401629693
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,RandomForests,0.9395061728395062,0.0140219959155562,0.9901219512195124,0.0164742511761353,0.9003528561067876,0.0282029623072002,0.9426748239962054,0.0122155221284524,0.9946951219512196,0.0063311947817662
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8716049382716049,0.0350060416759452,0.9557317073170732,0.0263428748492682,0.8207028761118028,0.0445825172278082,0.8823509003085206,0.0292645867941292,0.9560975609756096,0.0253034087143204
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.8987654320987654,0.0263631561778551,0.965609756097561,0.0249004561930071,0.8527821695212999,0.0296871792914457,0.9054304977692874,0.0234252288046085,0.9655487804878048,0.0246367120132157
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9135802469135802,0.0213833433033194,0.9704268292682926,0.0213366719359881,0.8724142139099067,0.0270152715246166,0.9185150678456596,0.0187191404001774,0.969359756097561,0.0255247755264408
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9333333333333332,0.0293193631778714,0.965609756097561,0.0331049832610777,0.9083564101935832,0.0338580901825873,0.9357186687390886,0.027971494006508,0.9764634146341464,0.0281984342724803
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9358024691358026,0.0274951326559507,0.9679878048780488,0.0268600848516742,0.9110518718231584,0.0354458821003236,0.9382295629071632,0.0251467497329059,0.9798170731707316,0.0262669027193005
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9444444444444444,0.0208419049581902,0.9704268292682926,0.0213366719359881,0.923403723647626,0.0265931038391369,0.9460932667010208,0.0193571680235031,0.9803048780487806,0.0258540180600864
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9382716049382716,0.0264785315920089,0.9703048780487804,0.0217282887185467,0.9143959363855484,0.0440845033832831,0.9407870038559676,0.0244181663381482,0.9771036585365854,0.0288931915071177
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.94320987654321,0.0254213089900913,0.9704878048780488,0.0238494933766905,0.9217232596964526,0.035658800153332,0.9450939129713734,0.0241670124734409,0.9790243902439024,0.0252901073552811
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,AdaBoost,0.9469135802469136,0.0221191023051468,0.9728658536585366,0.01720819862567,0.925961943430315,0.0321781654149058,0.948568318906588,0.0209940373197848,0.9795731707317076,0.0248332481596395
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8876543209876544,0.0388251486259664,0.8967682926829269,0.0626828378570119,0.8843864310352142,0.0483352268991816,0.8885880761346978,0.0376826188292457,0.9578048780487805,0.0199158887182678
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9061728395061728,0.0277159806427699,0.965670731707317,0.0293115153410454,0.8637581177174146,0.0293041564758582,0.9116328222620972,0.0253433560663318,0.9726829268292684,0.0134410770421253
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.8901234567901234,0.0333333333333333,0.9532926829268292,0.0298072830453582,0.8475111257683651,0.0363712962006825,0.8970221440542072,0.0300328826663325,0.9741158536585364,0.0115157165061842
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9,0.0314512079082888,0.9139024390243902,0.0587962988552168,0.8902337276797805,0.026919544810707,0.9007697041394992,0.0333697414019603,0.9640548780487804,0.0140405858235223
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9222222222222222,0.0240978040690656,0.9654878048780487,0.0294559532629549,0.8891670242344867,0.0270314335679566,0.9254635083775856,0.0229390600158006,0.9792378048780488,0.0084230803315922
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9148148148148147,0.0267363059601329,0.9680487804878048,0.0268766211829275,0.8756769119675989,0.0300630202688959,0.9192936933423044,0.0244159698527518,0.980030487804878,0.0081980454461669
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9358024691358026,0.0306411694962737,0.9581707317073171,0.0290594684521618,0.9178184506928126,0.0347698115425093,0.937398968697088,0.0296112366650895,0.9774390243902438,0.0107902711925734
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9419753086419752,0.0183531712929858,0.9779878048780488,0.0230168994894162,0.9129197124801208,0.0238180383223417,0.9440825239881436,0.0175305809470626,0.9825609756097562,0.0087216439488626
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9444444444444444,0.0193240442499981,0.9853658536585366,0.0223540277802723,0.9113606963758633,0.0221955952874951,0.946740611201824,0.0181452625611913,0.984359756097561,0.0080686769049104
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.94320987654321,0.0184773204285132,0.9506097560975608,0.0314376430660235,0.9380631409304124,0.0299211133389494,0.9436287983186846,0.01835298210714,0.982469512195122,0.0116360013477424
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9506172839506174,0.0206582722601006,0.9779878048780488,0.0254706588377682,0.9281055081239428,0.0263702097439986,0.9520776874222716,0.01944645723283,0.9891158536585364,0.0086706052098761
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,Bagging,0.9555555555555556,0.0158101833023033,0.9829268292682926,0.0245118917588314,0.9333338203360892,0.0309313580770283,0.9568954094978702,0.0147075197548111,0.990060975609756,0.0075116407777729
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.919753086419753,0.0439096771451326,0.943780487804878,0.0587247990427007,0.9010846645567666,0.0356408599412124,0.9214598255094671,0.0437528968704933,0.9788414634146342,0.0103741000197372
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9617283950617284,0.0249675906372304,0.9852439024390244,0.0197278479146421,0.9419978367255736,0.0311769250733869,0.9629723132714356,0.0234977839790234,0.9941463414634146,0.005124853997427
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9666666666666666,0.0166094124037947,0.9851829268292682,0.0197584498750133,0.9509973271075272,0.0263086948279425,0.9674719540252592,0.0159232885120294,0.9951829268292682,0.0040118985730721
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9308641975308642,0.0282605509685422,0.9607926829268292,0.031246713093053,0.9071047358767156,0.0267613720717785,0.9330668093795784,0.0269887538675586,0.9828048780487804,0.0089076580091298
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9617283950617284,0.0194811528864932,0.9853048780487804,0.0195435152594717,0.9416028058725164,0.0228858748490311,0.9628402289290464,0.0185368647798452,0.9954878048780488,0.0035575493038572
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9666666666666666,0.0135802469135802,0.9876829268292684,0.0164539268053882,0.9484026330070006,0.0190171910817638,0.9674835019825456,0.0128983951433974,0.9959146341463414,0.0035350080586916
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9469135802469136,0.0183531712929858,0.9705487804878048,0.0305341720584602,0.9276180447509222,0.0228896944073331,0.9481621417700076,0.0176684429568684,0.9872560975609754,0.007626583957929
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.962962962962963,0.0156161859761401,0.9828048780487804,0.0219931848186023,0.9462290125265168,0.0241242168083441,0.9638331761454813,0.014842723314872,0.9953658536585366,0.0036707114495835
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.965432098765432,0.0132967032274926,0.9828048780487804,0.0156763063065574,0.9504635570517588,0.0209374349162698,0.9661648745544298,0.0125505485506065,0.9959146341463414,0.0036994661736871
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.94320987654321,0.0167464937854944,0.9779268292682928,0.020276201092796,0.9153327767943418,0.0243076792564021,0.9452980547493284,0.0152863838394343,0.99015243902439,0.008208016949103
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9592592592592591,0.0175030208379726,0.9828048780487804,0.0156763063065574,0.9395502058916692,0.0255064959770446,0.9604772093811362,0.0162547219174895,0.9951829268292685,0.0040303909438196
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9617283950617284,0.0209876543209876,0.9852439024390244,0.0120503603190591,0.9424349119126424,0.0332243303937073,0.9630507046496362,0.0191964838398653,0.9954878048780488,0.0037210112932664
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9469135802469136,0.0199450548412389,0.9754268292682926,0.0219546914598444,0.9243790862547184,0.03518191142451,0.9486505920069448,0.0184821007783013,0.99015243902439,0.0062482150931357
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9592592592592594,0.0166094124037947,0.9852439024390244,0.016253860567362,0.937538942249231,0.026581234979273,0.9605027029169372,0.0150881513675225,0.9948170731707316,0.0040835452805495
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,XGBoost,0.9567901234567902,0.0158583118255125,0.9852439024390244,0.016253860567362,0.9334453485044744,0.0285914262565411,0.9582581884117792,0.0141635139735736,0.9952439024390244,0.0037568101953047
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.837037037037037,0.0377705149155021,0.9407926829268292,0.0483205835269555,0.7832921539087047,0.0508779608905581,0.8530293218764111,0.0307221978294564,0.942439024390244,0.0332215804663972
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9246913580246912,0.0249675906372304,0.9384756097560972,0.0291989142146534,0.9154311595258612,0.0382906978001127,0.9261096481262332,0.0232832213711845,0.9811585365853658,0.0120924027653769
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8493827160493828,0.0471081087119479,0.9581097560975612,0.0441507628159224,0.7906764729374615,0.0543538225501322,0.8650682834817618,0.0390456843500843,0.9491463414634144,0.0362835108394161
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9296296296296296,0.0287153169126247,0.948231707317073,0.0170937376122431,0.915838875852008,0.0394563083391428,0.931447911247135,0.0263332540581714,0.981890243902439,0.0137487493347172
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8296296296296296,0.0490109462747634,0.9606097560975608,0.0352006232706704,0.7664248365176322,0.0600385417333654,0.8508889482597997,0.0378667864694795,0.9253658536585366,0.0402043412349268
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9222222222222222,0.0221191023051468,0.9333536585365853,0.0222323628871941,0.9140983812935032,0.0305964842260478,0.9233057892971122,0.0208843095361985,0.9793292682926832,0.0113271940131604
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8506172839506172,0.0396025060057912,0.9630487804878048,0.0197455557541552,0.7899364762221905,0.0523594636155258,0.8668668776239568,0.0309749025973273,0.9408536585365852,0.0246992619233811
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9234567901234568,0.035695882209385,0.9459146341463416,0.0357506921179513,0.9070604263591762,0.043276840937208,0.925622997835566,0.0342623854302782,0.98109756097561,0.0131203870678963
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8358024691358026,0.0448710662849043,0.9628048780487805,0.0436799920028407,0.7753855457230172,0.0671865758398965,0.855960715637389,0.0333377202261011,0.9453658536585364,0.0326856569664216
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8950617283950617,0.0395254582557583,0.9753048780487804,0.0156227318401335,0.8446261832735995,0.0551951932659361,0.9042501463307396,0.032457894435695,0.962439024390244,0.0384641570059976
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8395061728395061,0.0340346882767659,0.9730487804878049,0.0352529737671719,0.7697678734441166,0.0368328977629012,0.8588757226252941,0.028091037945127,0.9481097560975608,0.0297151482529204
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.893827160493827,0.0332188248075894,0.9728658536585366,0.0277854152036078,0.8419710214311774,0.0417848680727776,0.9021051916666426,0.0290527920425422,0.9765243902439024,0.0218054952987333
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8876543209876543,0.0342356163552149,0.9359756097560974,0.0348447734838865,0.8557103242117119,0.0441241602413207,0.8933157358504872,0.0309500342231295,0.9697560975609754,0.0204830859838495
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9419753086419752,0.0287153169126246,0.9653658536585364,0.0299225651443615,0.9234459588275016,0.0371021188473282,0.9435553703323236,0.0280833955863763,0.9822560975609756,0.0175911199611397
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.888888888888889,0.0312323719522802,0.9360975609756098,0.0365607640860149,0.8577684397711842,0.0415647209425366,0.89432925760863,0.0276098594153181,0.968780487804878,0.0217552225570514
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.948148148148148,0.0219461590551002,0.9753658536585365,0.0190536828893479,0.9261842774194786,0.0313612660738478,0.9498549104659342,0.0208358497835021,0.981280487804878,0.0176071758463686
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8962962962962961,0.0406471052670477,0.9410365853658536,0.0453816275356782,0.8659340964634167,0.0468358558816557,0.9011002980613932,0.0374502443128581,0.9683536585365852,0.0228482859343282
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9444444444444444,0.0298602138825872,0.963048780487805,0.0228234566294494,0.92995241696603,0.0397999894238905,0.9459220887186124,0.0285158466788179,0.9832926829268293,0.0180021645866181
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8950617283950617,0.0367270982238111,0.9384756097560972,0.033205068759373,0.8658829109645231,0.046803033232126,0.900012738404814,0.0329839460224788,0.971219512195122,0.0180095982076951
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.94320987654321,0.0265934064549852,0.9654878048780487,0.0197925739744232,0.9255422182279812,0.0355511065282749,0.9448653754124337,0.0253105725846011,0.982012195121951,0.016894205751776
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8654320987654321,0.0333333333333333,0.9704268292682926,0.0185013504981609,0.8038596515529288,0.040332500007784,0.8788594748374923,0.0277401999035992,0.9652439024390244,0.0186728782758656
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.934567901234568,0.0276333694883942,0.9507317073170732,0.0290730275000563,0.9226769991653352,0.0380206475067001,0.935962843591484,0.0261942103411195,0.9820731707317072,0.0140143123917799
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8641975308641975,0.0335838777993467,0.9681097560975608,0.029020867279531,0.803869733270887,0.0415139314076452,0.8775677433880686,0.0274661561122802,0.9632926829268292,0.0223869358308657
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9358024691358025,0.026363156177855,0.9507317073170732,0.0290730275000563,0.9247810966182698,0.0363521655588241,0.9370529181755346,0.02507605068488,0.9822560975609758,0.0143116134102941
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8518518518518519,0.0520864768141456,0.9354878048780486,0.0846106841732421,0.8035422441703954,0.0500529605986925,0.862113507506766,0.0536055317821055,0.9407926829268292,0.0373591445451067
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9098765432098764,0.0512159716362754,0.9237195121951218,0.060119261058896,0.9007064868212102,0.055142370491679,0.9112449333788823,0.0514265727717863,0.976341463414634,0.0192470552921272
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.845679012345679,0.0452768415330672,0.9579268292682924,0.0534238214618121,0.7883092930489453,0.0585123953439217,0.8622543383220469,0.034824735633237,0.9404268292682928,0.0223041579315404
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9222222222222224,0.0427845023485517,0.9507926829268292,0.0267807904598829,0.9038141460154124,0.0631269011445732,0.9256131739449396,0.0389888902983481,0.9804268292682928,0.0145563225396201
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8432098765432098,0.045878775743363,0.9532317073170732,0.0651247201841211,0.7840114133950843,0.0463434164207657,0.8588113982753081,0.0417245591972455,0.937378048780488,0.0371761747023107
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.925925925925926,0.0281524796320774,0.9481707317073168,0.0234720459759316,0.908361288928504,0.032590007047702,0.9277461392807632,0.0271857856335507,0.9813414634146342,0.0118273822987359
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8333333333333334,0.0587555754779792,0.9011585365853656,0.0834766787153848,0.8022416257158189,0.0744528301523951,0.8444180204837461,0.0537763898641932,0.9367073170731708,0.0308017977333303
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9209876543209876,0.0367063425859716,0.9704878048780486,0.0286146524410974,0.885432502941826,0.0479923562781215,0.9254376365898124,0.0336736747889801,0.9768292682926828,0.016474702544032
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8320987654320987,0.0421203015042764,0.9801219512195122,0.0291348584380401,0.761995938063438,0.0615003089268474,0.8551985838848294,0.0307034954549511,0.9470121951219512,0.0220044240049182
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8790123456790123,0.0562507938266396,0.9434756097560976,0.0699940774667994,0.8402437818117743,0.0647695973484902,0.8867648865466418,0.0526639992704321,0.9585365853658536,0.05379071856674
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8358024691358026,0.0424267661171347,0.9779268292682928,0.0277138003407649,0.7635720413618883,0.0440656443740232,0.8570309271201895,0.0339716750288645,0.9467073170731708,0.0415969871466523
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8987654320987654,0.0325701381685751,0.9579878048780486,0.024985793107841,0.8583569660185711,0.0435690981622398,0.9048671971872732,0.0292055191439863,0.9747560975609756,0.0193230158387991
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8950617283950617,0.0282875042898508,0.9459146341463416,0.0341344164717132,0.8598117295298792,0.0320648889626815,0.9003534648769358,0.0260866754487599,0.9721951219512196,0.014517318218493
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.945679012345679,0.0260139598835869,0.9654878048780487,0.0227320475217921,0.9296748660049852,0.0335964728968865,0.94702350303469,0.025147547515672,0.9827439024390244,0.0140589447055738
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8851851851851851,0.0448710662849043,0.9434756097560976,0.046698759007086,0.8461945644513895,0.0430509401439141,0.8918312640039966,0.0415138752668437,0.9651219512195124,0.0232120940189547
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9469135802469134,0.0259259259259259,0.9753048780487804,0.0220917756115893,0.9242792965680996,0.036452252102347,0.9487614050085847,0.0247910344918349,0.9816463414634148,0.0174744863730974
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8851851851851851,0.0340570721583548,0.9383536585365851,0.0351660144497269,0.8511351554390878,0.0486721801031429,0.891535690853542,0.0302807490494441,0.9646341463414634,0.0194415642371724
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.945679012345679,0.0287948241720755,0.9679878048780488,0.0270834000670328,0.9279679782148073,0.037445864775924,0.9472159428078224,0.0277958300271497,0.9814024390243904,0.0168964063777788
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8814814814814815,0.0313298210875296,0.9235975609756096,0.0420758659440716,0.8528446065225641,0.0314304757202832,0.8862758724044213,0.0297037476183229,0.9648170731707316,0.0209370213681785
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.945679012345679,0.0260139598835869,0.9679268292682928,0.0271778901985685,0.928536557395128,0.0396728326645079,0.9472274570531908,0.0249315650132311,0.9806707317073172,0.0171818189329343
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8666666666666666,0.0365398730541944,0.9828658536585364,0.0156469878010333,0.7997194213564678,0.0432086783187136,0.8813981160913272,0.0297856093056639,0.9619512195121952,0.0249541518912016
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.934567901234568,0.0307652735663632,0.9507317073170732,0.0290730275000563,0.9232819983004328,0.0438507720467557,0.9361450968355352,0.0288257361172046,0.9828658536585364,0.0137633446141292
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.874074074074074,0.033945005147821,0.9803048780487804,0.014697651841737,0.8112210338680926,0.0443733644809309,0.8870651922520869,0.0269241552995646,0.965609756097561,0.0190126605490676
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.934567901234568,0.0307652735663632,0.9507317073170732,0.0290730275000563,0.9232819983004328,0.0438507720467557,0.9361450968355352,0.0288257361172046,0.9822560975609756,0.014502584438082
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.762962962962963,0.1347659659160018,0.7340243902439024,0.3727809418103847,0.6291750664399537,0.3195976610248371,0.6740119775047958,0.3384393475941484,0.859939024390244,0.152369264525886
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.930864197530864,0.0215254268816823,0.9630487804878048,0.0225580090337011,0.9066129724204436,0.0360338252741488,0.9333301880913656,0.019359114714008,0.9842073170731708,0.0141048856404158
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6456790123456789,0.179844807693864,0.5603048780487805,0.4581387293497032,0.5311456876456877,0.3650826075619752,0.4873360054462526,0.3929103149206664,0.6153048780487804,0.3637758527704849
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9037037037037036,0.0496290154129426,0.9409146341463414,0.031117222383302,0.8838849091288115,0.0759143590617092,0.9091329524408668,0.0414436573909611,0.974451219512195,0.0161428824310477
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6666666666666666,0.1617236829018549,0.8800609756097562,0.2955699897284541,0.5810509926801869,0.2282436827022294,0.6917741551033059,0.2457711888793438,0.6227439024390243,0.326504895685506
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9432098765432098,0.0327567880528928,0.9582317073170732,0.0349505152857414,0.9310593844612564,0.0354704976834773,0.944239542640665,0.0323306456203642,0.9839024390243905,0.01147638083514
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7493827160493828,0.1704463956335952,0.840731707317073,0.2903304595262662,0.6827448281729038,0.273144369474243,0.7396262664613706,0.2615458717838054,0.8129268292682928,0.2195670324458143
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.945679012345679,0.0222222222222222,0.9802439024390244,0.0147182542352512,0.9184687844222604,0.039449441838884,0.9477908047297046,0.0206312397698905,0.988170731707317,0.0092321181079464
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7419753086419754,0.132674412073167,0.9804268292682928,0.0239106040061335,0.6837204304535724,0.1066825911404001,0.7998383290045739,0.0764118049648197,0.7937804878048781,0.26504882088758
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9049382716049384,0.0253312154675101,0.9606097560975608,0.0294975775127309,0.867593502678052,0.0467103689631082,0.9104597849136812,0.021489124292617,0.9773170731707316,0.0148905385400625
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7308641975308643,0.162457127403417,0.7679268292682927,0.3872960498379852,0.5931433155449719,0.3142124073732884,0.6632574264528623,0.3384278102711417,0.7757317073170732,0.2791016650627671
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8975308641975308,0.0345017002777336,0.9751829268292684,0.0222273452766807,0.8469954516078099,0.0495765755765657,0.9056969116533452,0.0298626243708576,0.9796951219512195,0.0164770720226326
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8728395061728396,0.0434911480340951,0.9336585365853658,0.0536771032179929,0.8350093779436166,0.0488010974854407,0.8803824704607317,0.0401857182660024,0.9552439024390244,0.0290197782767444
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9864197530864198,0.0102550911887877,0.9975609756097562,0.0073170731707317,0.9763511870999108,0.0208053171709204,0.9866864282526931,0.0099676288892974,0.995,0.0079866411366014
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8728395061728396,0.0307652735663632,0.9509146341463414,0.0326811634944774,0.8251318361324438,0.0432826393158845,0.8825974338006961,0.0261831008847974,0.9492073170731709,0.0291882161688101
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.982716049382716,0.0137475663279753,0.9975609756097562,0.0073170731707317,0.969527787395059,0.024947960440802,0.9831583917292605,0.013247627444331,0.9954268292682926,0.0074890858521353
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8617283950617283,0.0389623057729864,0.9483536585365852,0.0278332787131921,0.8099750755374615,0.0407512690707885,0.8734273574572295,0.0330875637146329,0.9545731707317074,0.0228447056675606
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9790123456790124,0.0146596815889356,0.9975609756097562,0.0073170731707317,0.9627547249498468,0.0268387801027044,0.979626905060519,0.0139668982581295,0.9934146341463416,0.0079586602921998
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8654320987654321,0.0384305738673416,0.965609756097561,0.0348556554412671,0.8083844105453997,0.0516635362830609,0.8785994403482693,0.0310874417147967,0.9561585365853658,0.0243100052110462
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9814814814814812,0.0167919388996733,0.9975609756097562,0.0073170731707317,0.9674188403768664,0.0291298303506803,0.982039318181534,0.0161576669660813,0.9946341463414636,0.0079773250933786
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8555555555555555,0.0434911480340951,0.963170731707317,0.0333578385038512,0.7949727123015744,0.0473150587310092,0.8703485530568426,0.0364397139237016,0.9571951219512196,0.0235571122419588
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9506172839506174,0.0183116012027053,0.9729878048780488,0.01704930823706,0.9322252608738713,0.0267548501395346,0.9519361547966436,0.0172266239512223,0.9892073170731708,0.0098887701527464
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8604938271604938,0.0390599802952009,0.9876829268292684,0.0123188841943164,0.7908142459414377,0.0486105448006074,0.8774135068723368,0.0293009262555785,0.9614634146341464,0.0271129678928653
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.951851851851852,0.0186824024079278,0.9753658536585366,0.0190536828893479,0.9328899653787116,0.0305000660870238,0.9532638969227248,0.0173802684561508,0.9892682926829268,0.0095799649651184
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6765432098765432,0.1774345108466338,0.6478658536585367,0.4283734480282476,0.5153996301525503,0.3625851589769527,0.562970771974898,0.3766122857970772,0.6894512195121951,0.2942215717512223
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9419753086419752,0.0276333694883943,0.9581707317073168,0.0313288861543784,0.9287791250156536,0.030875961647148,0.9430038616811534,0.0271531982679159,0.9889634146341464,0.0059397255057686
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7222222222222223,0.1540244063661326,0.9142073170731708,0.100130064880239,0.7068443977070948,0.1494562561928585,0.77887021786847,0.0852851092447128,0.856280487804878,0.1717181974968769
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9271604938271604,0.0337874868726024,0.9507926829268292,0.0267807904598829,0.910094342460338,0.0446639813639253,0.929497561336411,0.0312222337560657,0.983719512195122,0.011217026500892
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.6814814814814814,0.1610436924357562,0.7700609756097562,0.3879433379531409,0.5553669074423793,0.3097826230191135,0.6338419217295892,0.3259394979110045,0.8031097560975609,0.1844516629706421
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9382716049382716,0.0292152088054301,0.9509756097560976,0.0377085712724872,0.9287088483458308,0.0329634835063766,0.9392261403342264,0.0284949793530084,0.9857926829268292,0.01020335325315
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7061728395061728,0.1696172295861293,0.8581707317073171,0.2927302045149015,0.6280829085303703,0.2501666786944791,0.7136489504854188,0.2536328801591999,0.7285365853658536,0.3233256416575124
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9395061728395062,0.0319321411268581,0.963170731707317,0.0293725278048896,0.9209446298328884,0.0397635290996346,0.941237155891296,0.0306460229703569,0.9871951219512196,0.0099036104077085
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7444444444444445,0.1046182484068167,0.9110975609756096,0.1078333617596514,0.7186209034873674,0.1353076519636801,0.7865869135020281,0.0607948322177607,0.8504268292682926,0.1389719761058759
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.888888888888889,0.0321935921244575,0.9752439024390244,0.0222275961841071,0.83312723825094,0.0367911000998085,0.8982199594067529,0.0269970675488115,0.9698170731707318,0.0229470104483947
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.7098765432098764,0.1988574282924204,0.6656707317073172,0.4370073966801056,0.5451738840869276,0.3648720206966666,0.596991385887516,0.3932680525187307,0.7534756097560976,0.3373025068279705
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8962962962962964,0.0287948241720755,0.9727439024390244,0.0343883518766858,0.8469730531803036,0.0466820320277653,0.9040909467350624,0.0240703862968718,0.9785975609756096,0.0127333951315602
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8679012345679012,0.0417020882816161,0.9385365853658536,0.0383408117613585,0.8246437602251477,0.0475492348482473,0.8772212775623833,0.0364922619194804,0.9472560975609756,0.0332663726110676
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9753086419753088,0.0165634664999984,0.9951219512195122,0.0097560975609756,0.9583160181345092,0.029735050672293,0.9760979531724452,0.0158121092086671,0.9947560975609756,0.0076168275461596
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8728395061728393,0.035374194523196,0.9530487804878048,0.0467106602637177,0.8229207643531721,0.0374974507385254,0.8823668890603702,0.0326443430365285,0.9553048780487804,0.0255633289970431
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9753086419753088,0.0191258436849748,0.9975609756097562,0.0073170731707317,0.9567312497800302,0.0366376799731081,0.9762933784221726,0.0180686107894932,0.9945121951219514,0.0081351610147111
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8654320987654321,0.0399855178782756,0.9654268292682924,0.0369655550554728,0.8084662310939924,0.0498422418792912,0.8786562022807745,0.0318735925956146,0.955609756097561,0.027388571501622
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9790123456790124,0.0156649105437648,0.9975609756097562,0.0073170731707317,0.9630396829489284,0.0308123607571313,0.9796853398579096,0.0149794424511906,0.9934756097560976,0.0087857792321592
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8716049382716049,0.0398901096824778,0.9559756097560974,0.0446554660531446,0.82127853043966,0.048886097650299,0.8821655283820066,0.0341347258964314,0.9585975609756098,0.0216123057737168
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.9814814814814812,0.0148661661466571,0.9975609756097562,0.0073170731707317,0.9673607683675748,0.0270957544579144,0.9820099323455072,0.0142609606787345,0.9944512195121952,0.0086424188700984
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8629629629629629,0.0407407407407407,0.975609756097561,0.0288589257712176,0.798897193845006,0.0470084383546072,0.8777108786051044,0.033538848861561,0.962378048780488,0.019435921807673
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.951851851851852,0.0169725025739105,0.9729268292682928,0.0172167309299511,0.9344367707668898,0.0254484125575438,0.9530483249964304,0.0158708331034778,0.9890243902439024,0.0098055150866952
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.8679012345679012,0.0322172551869133,0.9803048780487804,0.0184667530892931,0.802351552688554,0.0399907708975715,0.8819018710762281,0.0263648557029988,0.9625,0.0240049599524775
d_perc_to_pca,SMOTE - Before split,SMOTE,Before,Yes,MLP,0.948148148148148,0.026363156177855,0.9729268292682928,0.0172167309299511,0.928939287220626,0.0393029924781154,0.94997111851587,0.02387466568875,0.9890243902439024,0.0103837721743453
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5853858024691359,0.0267058299025688,0.1788414634146341,0.0434658594067559,0.945436507936508,0.0681064412473607,0.2987864642955828,0.0641797733443367,0.8334756097560977,0.0444213992115507
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9714969135802468,0.0125450814105131,0.995,0.015,0.9506321868715516,0.0186835582396933,0.9721616062757096,0.0122728926183977,0.9953292682926828,0.0058318166245838
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9566358024691356,0.0209991117963434,0.985060975609756,0.0228869821083895,0.9330204399859892,0.0317225691937753,0.9579162375107356,0.0199324346005046,0.9916143292682926,0.0069792187558173
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7128292682926829,0.0401587352925912
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9343672839506172,0.0215654456067066,0.9775,0.0394493345951487,0.90127941394011,0.032397027563367,0.9368788566202164,0.0208079579208594,0.9840533536585364,0.0084202284834447
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9232716049382717,0.0269348971248744,0.972560975609756,0.0305219321189476,0.8862828163014983,0.0345935037421993,0.9269025738418376,0.0251294122688751,0.9754618902439024,0.0115316228796341
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5408333333333333,0.0187464369423588,0.081890243902439,0.0371361487705527,0.98,0.0599999999999999,0.1488005358774058,0.0633392848482604,0.7172774390243902,0.041201551145263
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9381018518518518,0.0207163439056301,0.9775,0.0361420807370024,0.907834602387084,0.0359180191416555,0.94036398249482,0.0194319918591098,0.985032012195122,0.0075115308011715
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9232716049382717,0.0269348971248744,0.972560975609756,0.0305219321189476,0.8862828163014983,0.0345935037421993,0.9269025738418376,0.0251294122688751,0.9754009146341464,0.011638197993331
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7122774390243902,0.0398480906014777
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.837793209876543,0.0373314207298393,0.8135975609756099,0.0870299689574122,0.8561243835394938,0.0316481973657237,0.8313024821836581,0.0476008099692792,0.931780487804878,0.0158668109139243
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.7796296296296296,0.0331155005100081,0.7194512195121952,0.0605788616849624,0.8177140261629798,0.0354403756731336,0.7640919346169982,0.0410287948064917,0.893,0.0267708767295456
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7128292682926829,0.0401587352925912
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8118209876543208,0.0347884279655897,0.7664634146341464,0.0757586064321575,0.8439060466000396,0.0347002876681384,0.8008418017634762,0.0438698501819177,0.9183338414634143,0.0215353756276573
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.7808641975308641,0.0313663623843155,0.7219512195121951,0.0570420229785447,0.8183769049508587,0.0348085110786345,0.7658803668848826,0.0382495591538123,0.8931859756097561,0.0268532874744527
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7117256097560976,0.0394505726423764
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6385648148148148,0.046918679161665,0.3991463414634146,0.0758861980241805,0.7617337274345284,0.0842562705023135,0.5212240529934206,0.0784934240594412,0.7657134146341462,0.0460965612389978
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5915586419753087,0.0380780931380622,0.2086585365853658,0.0573979709329684,0.869520202020202,0.0994417415282311,0.3347896916540757,0.0820423346987459,0.7414298780487807,0.0485168072561719
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7128292682926829,0.0401587352925912
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6335956790123457,0.0481729740721459,0.4091463414634146,0.0809369397821343,0.7353169934640523,0.0683466463196373,0.5234750754710137,0.0816303392238898,0.755842987804878,0.0467032661438641
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5915586419753087,0.0380780931380622,0.2086585365853658,0.0573979709329684,0.869520202020202,0.0994417415282311,0.3347896916540757,0.0820423346987459,0.7419786585365853,0.0487911825166615
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7117256097560976,0.0394505726423764
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7420426829268293,0.0489329595965242
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7413689024390244,0.0488843263131123
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7117256097560976,0.0394505726423764
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7438856707317073,0.0496914821959399
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7415548780487806,0.0485785090573677
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7117256097560976,0.0394505726423764
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7423490853658536,0.0492224823483573
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.7413658536585366,0.0487629652217329
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7265123456790124,0.0642284173088635,0.7937195121951219,0.0630577728644127,0.7020394806533734,0.0650075621087658,0.7438541972318305,0.0566955010153916,0.7263109756097561,0.0642496111252371
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6398302469135803,0.085508434873182,0.6895121951219513,0.2010338759369712,0.6627641941062548,0.1018188120430041,0.6462479033114865,0.090678988450584,0.6397865853658538,0.0864911942800152
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6225308641975309,0.0543806227789004,0.7012804878048781,0.2015083754383487,0.6304749179829712,0.0909334574952691,0.6385260536218992,0.0740734685384377,0.6221036585365853,0.0539112414868695
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6027932098765432,0.0578135296985212,0.8214024390243901,0.1444214622027999,0.5741045293825205,0.0527140350494778,0.6696062596979645,0.0621153173519392,0.6032317073170732,0.0568639980762515
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7699382716049383,0.0553878556010898,0.903170731707317,0.1385539215363868,0.720724849327076,0.0567786306123269,0.7932681726207809,0.0619252881765731,0.854579268292683,0.0454616514103805
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6781944444444445,0.0795460864870176,0.7329878048780487,0.2337716848222388,0.6797929431508407,0.0797846501875566,0.6770297054578396,0.1201846770610045,0.7046532012195122,0.0788335036775328
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6758950617283951,0.0637030158351224,0.8074999999999999,0.2038184070192317,0.6520336793199925,0.0833865859635219,0.7019538164944155,0.0940280885720735,0.7037317073170731,0.0622083830314952
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6237654320987656,0.0506135669366937,0.6220731707317073,0.2430631596593387,0.6548193510420426,0.0876414258725982,0.5964662497905217,0.1373542860970182,0.6647362804878049,0.0544283824983444
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8799228395061727,0.0447117971516103,0.8734756097560975,0.0706887222202906,0.8866533998228343,0.0507481712206512,0.8782111003807372,0.0470880020422454,0.9196501524390244,0.0284149147443913
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7858179012345679,0.0410115653564805,0.8607926829268292,0.1200061500753986,0.7625188404915519,0.0727698057885921,0.7984660577556977,0.0435964091149973,0.8330647865853658,0.0393216025288855
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7239814814814814,0.0567770466023107,0.8411585365853659,0.0973436031140305,0.6939948436626387,0.0897462362430204,0.7525891634394284,0.0441891597051128,0.7991509146341464,0.0585386372226768
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7526851851851851,0.0757321878314548,0.839268292682927,0.1555084156593093,0.7217305178883796,0.069418878048908,0.7660750850542515,0.0883622411051533,0.7783346036585366,0.0760399932590074
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8935493827160492,0.0328033426611133,0.9603048780487804,0.0164982693376071,0.8494444444444443,0.0466846119132511,0.9008311329560504,0.0282286164007874,0.934029725609756,0.0230166052043582
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7772067901234567,0.0485518475707166,0.868780487804878,0.0878323127871624,0.7429015486625741,0.0693205645114094,0.7952515579476559,0.0410609379033171,0.8420091463414634,0.032643383801671
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7747222222222222,0.042855791279738,0.858780487804878,0.1044884994625179,0.7485460138296998,0.0783469525745196,0.7908060125634703,0.0382267908804005,0.8345922256097561,0.032168861568006
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7426697530864197,0.0542247696708977,0.8807926829268293,0.0819686619431448,0.6952376718501003,0.0587008722695835,0.7735254244261525,0.045252232253569,0.791358993902439,0.0668402990483646
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9046913580246913,0.0221832004786984,0.9453658536585364,0.0367144065757327,0.8754381514167117,0.0329314279042075,0.9082245974492464,0.0219144460698454,0.9328681402439024,0.0242312764567493
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8392438271604938,0.0345279234491992,0.9032926829268292,0.0498430015815931,0.8076169978760296,0.0648675648679492,0.8494705809121876,0.0269544942954228,0.903142530487805,0.036221668163139
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8317129629629629,0.0680767670116025,0.9107926829268292,0.0593634749608621,0.7901892823153399,0.069182382345657,0.8449534995231642,0.0575813095036134,0.8704900914634146,0.0500820937604523
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8354783950617284,0.0333037741880926,0.9027439024390244,0.0755291909483105,0.796923479083941,0.0334566025633709,0.8443889577100598,0.036660927084056,0.8694070121951218,0.030154836645408
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8960493827160494,0.0282759848890344,0.99,0.016583123951777,0.8345951894993788,0.0357300269568974,0.9052567576345728,0.0235582298900558,0.973658536585366,0.0112994978251485
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9022376543209876,0.0319026871169613,0.995,0.015,0.8415020837517482,0.0439866105521268,0.9111577704030572,0.0264847276018876,0.9760884146341464,0.0109270079063141
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8960493827160494,0.0323016498941818,0.985,0.0254950975679639,0.8373407988286751,0.0388448782791706,0.9047529664478666,0.0285302589825443,0.972361280487805,0.0144850837687729
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9406172839506172,0.0311456916379384,0.9975609756097562,0.0073170731707317,0.8983216691410485,0.0511935019573075,0.944555689540468,0.0281854358838025,0.987966463414634,0.0087932009082568
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9319598765432098,0.0287663965887688,0.9925,0.0160078105935821,0.886856405671623,0.0408782165674545,0.9362668006038324,0.0259858268628727,0.9888018292682929,0.006364814681357
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9393364197530863,0.0244073607676106,1.0,0.0,0.8934331288188659,0.0400279594827532,0.9432522741951472,0.0220200309036589,0.9892759146341464,0.0066905807339094
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9529783950617284,0.0204964822856127,0.9975,0.0075,0.9169111271037332,0.0334169864828994,0.9552232739408216,0.0192439785131556,0.993564024390244,0.004504158135723
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9541820987654324,0.0208046727868969,1.0,0.0,0.9173357713257876,0.035296339632007,0.9565347433415876,0.0190777207975649,0.9950472560975612,0.0052002957265157
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9517283950617286,0.0237875478306178,1.0,0.0,0.9136173652514664,0.0402924617844111,0.9543993737124432,0.0218304807441457,0.993751524390244,0.0051463579445031
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8973148148148148,0.0325952960205031,0.9851219512195122,0.03188412243631,0.8396752474578563,0.041686034486778,0.9058475949217176,0.0288507451748576,0.973032012195122,0.0174676717228473
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9108950617283952,0.0219435762360591,0.9975,0.0075,0.8516159544298756,0.0353430018622258,0.9182978526979484,0.018123327168269,0.9788368902439024,0.0124247400684337
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.901003086419753,0.03264954004185,0.995,0.015,0.8395182630139033,0.0439428299652507,0.9100313160779084,0.0274282649752692,0.9779329268292684,0.0133927138671127
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.931929012345679,0.0215679191223681,0.9975,0.0075,0.8825455094694117,0.0309882934535843,0.9362791581036212,0.0194211865289944,0.9871417682926829,0.0085872712653555
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9282253086419752,0.0301493173818525,0.995,0.01,0.8798235646632909,0.0439013756178154,0.9332998608954328,0.0260524755719507,0.9872591463414636,0.0073970533558436
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.934398148148148,0.0354120400969597,0.9975,0.0075,0.8888372095875974,0.0552228898808756,0.9391825994008692,0.0316588989597772,0.9882850609756098,0.0087555945030519
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9480092592592592,0.0239982235361563,1.0,0.0,0.907442154304511,0.0404644601678867,0.9510084718867348,0.0220151607320384,0.993498475609756,0.0061661585365853
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9554166666666668,0.0177712460673288,1.0,0.0,0.9189404645625516,0.0303171228219529,0.9574986087267826,0.0164323266888347,0.9922713414634146,0.0070873655137603
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9541975308641976,0.0156960148891978,1.0,0.0,0.9167670111201393,0.0269572504173438,0.9563727710814568,0.0144776322317539,0.9943033536585366,0.0055511505341126
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.793395061728395,0.0703227313298176,0.8704268292682926,0.0874502705629593,0.7543596432934749,0.0671428985333255,0.8070915899217166,0.0695899217360251,0.8864161585365855,0.0409307882444101
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8268055555555556,0.0501805747999964,0.8954268292682925,0.0434540534251061,0.7901835453245475,0.0602809690701874,0.8383206103414956,0.0443026336208686,0.91553506097561,0.0306004642575097
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8478240740740741,0.0506325467240293,0.9076829268292684,0.0634903394263718,0.8138616295419665,0.0613946699968776,0.8562411309470852,0.0476063999483347,0.9300693597560976,0.029946426246871
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9084413580246916,0.0336363152164629,0.9228658536585366,0.0394792941159101,0.898451976624217,0.0463670540886835,0.9096687698295784,0.033091313648666,0.9654131097560976,0.0213792397043686
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9244753086419752,0.0285365503359366,0.950060975609756,0.0433368462478832,0.9050430042102964,0.0374690108957556,0.926110630911929,0.0285212594360745,0.9747256097560976,0.0177705997820032
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9455092592592592,0.023658212721751,0.9875,0.0230488611432322,0.9122741175242142,0.0365466684777899,0.9478814498615435,0.0224011050592564,0.9803597560975612,0.0117832431415202
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9158796296296297,0.0306323428779708,0.9303048780487806,0.0443440274688647,0.9054279662757972,0.041146353118704,0.91677490643038,0.0309402685548542,0.9712256097560974,0.0167939596381535
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9529938271604936,0.0172541906490868,0.9727439024390244,0.0232269055917279,0.936795609539512,0.0287710571545659,0.9539761727084736,0.0163053555022619,0.983408536585366,0.0123072724228959
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9566975308641976,0.0200697040176681,0.9851219512195122,0.0199404228643606,0.9333848186580684,0.0334152566831521,0.9580832299972186,0.0186927106392069,0.9856189024390244,0.0104213368967539
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8317129629629629,0.0476182282920728,0.8390853658536586,0.0937849478783377,0.8356773653337202,0.0710359483702844,0.8316229935167107,0.0500349643749832,0.8957957317073172,0.0447488327793781
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8799537037037035,0.0332055198447997,0.9676829268292684,0.0335864374485863,0.8250652224337636,0.0429209203598866,0.8898416011767486,0.0287530295606075,0.955200457317073,0.0207001609571886
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8886265432098766,0.0270818208574898,0.990060975609756,0.0165288896763268,0.8242969341519212,0.0353195061743995,0.8991595147003716,0.0225751702779031,0.9656295731707316,0.0167704018213459
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8762808641975308,0.0348522291791104,0.9254878048780488,0.0335507730521575,0.8452633362144419,0.0489993370016027,0.8824602014079437,0.0303440672703576,0.9457362804878048,0.0199746596070262
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9146141975308644,0.0324044715013454,0.995,0.015,0.8593216768721528,0.0437797511050329,0.9215792295631472,0.0271558051640684,0.981670731707317,0.0112697526374459
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.922037037037037,0.028171236064129,0.9925,0.0160078105935821,0.8716518744295858,0.0404658283085457,0.9276280915233948,0.0245732061193734,0.9836814024390244,0.0114598488916227
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.908472222222222,0.0350281073859494,0.9328658536585368,0.0475746149923635,0.8896968974467869,0.0352090893832636,0.9102215696648776,0.0354151209559023,0.9709420731707316,0.0150907994433884
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9455401234567902,0.0208200060252544,0.9975,0.0075,0.9044677363699104,0.0316226834960386,0.9484564349548894,0.0189595757889893,0.9909153963414636,0.0077784202028184
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9529629629629628,0.0173033400942686,1.0,0.0,0.914870618890722,0.0292512303173002,0.9553017157000566,0.0157981558748049,0.9906493902439024,0.007800041970669
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9567283950617284,0.0228982602640784,0.9801219512195122,0.0217678656786704,0.9366096525583196,0.0290053341148938,0.9577005268430472,0.0224554483468197,0.9910373475609756,0.0090983614815393
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.959182098765432,0.0199122218793058,0.992621951219512,0.0112712552857627,0.931623360253536,0.0342240338449456,0.9607989026660506,0.0185857227098525,0.9938018292682926,0.006435166787226
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9665895061728396,0.0166044291192764,0.9975,0.0075,0.9407110247352916,0.0333091037414698,0.967883924602872,0.0155623030757429,0.9955472560975612,0.0044465627265397
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9233487654320988,0.0284871736312989,0.9651829268292684,0.0277977231915519,0.8919093985222883,0.0400722790526745,0.926562769513857,0.0271778859095409,0.9749199695121952,0.0174459344953021
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9789506172839506,0.0111667417368781,0.9975609756097562,0.0073170731707317,0.9622740041202886,0.020884835494926,0.979454401148581,0.0106755877965492,0.9979222560975608,0.0048487882420221
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9789506172839506,0.0124570975380829,0.9975609756097562,0.0073170731707317,0.9624298654644656,0.0230040435553758,0.9795103982538368,0.0118278205160225,0.9985914634146342,0.003075788906022
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9369135802469136,0.0255663631944951,0.957621951219512,0.0419592395198326,0.9207265307998372,0.0355270434113777,0.9378572476930216,0.0257466468590926,0.9825182926829268,0.0111452710865951
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9789814814814812,0.0135889772723123,1.0,0.0,0.9603091894555308,0.0243939684902711,0.9795938292930526,0.0127747663562545,0.997295731707317,0.0052708829802447
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9765123456790124,0.0160520237618054,1.0,0.0,0.956023642960682,0.0286661090911342,0.9772966448259794,0.0150693216705247,0.9978536585365854,0.0046129811921231
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9604320987654322,0.0245462751457934,0.990060975609756,0.0121739144868108,0.9357419057277252,0.0371304149233746,0.9618640608802076,0.0234793552406015,0.9927057926829268,0.0085444792824582
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9764969135802468,0.0178836719403428,0.9975,0.0075,0.9586680761099364,0.035180999935474,0.9773035808802704,0.0171686749858752,0.9974801829268292,0.0043493183193575
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9814506172839506,0.0158705912561278,1.0,0.0,0.9650959600052056,0.0293096560972964,0.982010295133606,0.0152682342902914,0.9981006097560976,0.0036878412232852
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9641512345679012,0.0194845815904033,0.9851219512195122,0.0165112223656977,0.9461397706094246,0.0291342490524646,0.9650156623853708,0.0189698614955227,0.9936143292682929,0.0049380572016712
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9777469135802468,0.0154249674880967,0.995060975609756,0.0098789897173052,0.962123544823488,0.023981468331497,0.9781946472170784,0.0151390195590508,0.9971128048780488,0.0030040638373651
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9764969135802468,0.0116358536364595,0.9975609756097562,0.0073170731707317,0.9575804229803097,0.0201492900296826,0.9770475371611624,0.0113115982270926,0.998157012195122,0.0022216014900063
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9653858024691356,0.0181511988806457,0.9851219512195122,0.0165112223656977,0.9484250245878152,0.028949105420538,0.966164297133428,0.0177377673402395,0.994594512195122,0.0045806453143779
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9777469135802468,0.013302755575387,0.992560975609756,0.0113643880558261,0.964446425195149,0.0240501773136146,0.9781042578733498,0.0130425541502967,0.9976631097560976,0.0027920908314975
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9814506172839506,0.0126659461807461,0.995060975609756,0.0098789897173052,0.9690341139291792,0.0210727823894343,0.9817488822239532,0.0124651177373203,0.998157012195122,0.0021188086704993
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8339814814814815,0.0586415204660723,0.8731707317073172,0.0588754167172916,0.8148919544215711,0.0711042840389179,0.8408439244821466,0.0514829343461219,0.8911158536585365,0.0619731140492499
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9727777777777776,0.0181363865473351,0.9876829268292684,0.0225540529919847,0.959277813791427,0.0187077406978475,0.9731656772916936,0.0179464313169541,0.9942560975609755,0.0052139218480978
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8601851851851853,0.0274744238217056,0.8856097560975609,0.0474578306193089,0.8439540859614466,0.0357849583826803,0.8631387034270921,0.0273695435233958,0.9297621951219512,0.0232877093719622
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9528858024691358,0.0235865936210275,0.977621951219512,0.0361344673726097,0.9322424858726616,0.0262407319442087,0.9538930497600412,0.0234880602003825,0.9895625,0.0074676517406797
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8378086419753087,0.068580496938127,0.8858536585365855,0.0648040794171302,0.8140763490304309,0.0795982885576441,0.8463046784633411,0.0603846838541952,0.902625,0.0680488821820422
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9603395061728396,0.0299522685874971,0.9851219512195122,0.0253297703016354,0.9397543214332778,0.0395534091991142,0.9615783462821266,0.028689721602914,0.9859009146341462,0.0211119545593493
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8660802469135802,0.0691447855715968,0.8903658536585366,0.1109919580560823,0.8466952398205635,0.0479331313945694,0.8660762382061232,0.0761936818172261,0.9244009146341464,0.0379217558280735
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9653395061728396,0.0172981643495588,0.990060975609756,0.0121739144868108,0.9441446533236096,0.0289619587482738,0.9663108431082624,0.0166077128564556,0.9928551829268294,0.005662801176637
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8304475308641976,0.0406896219935995,0.8634146341463416,0.0654368016858411,0.8118718189408571,0.0453987561077009,0.8350359530223624,0.0417071198875457,0.9137865853658538,0.028115858948114
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9170524691358024,0.0235626722125368,0.9502439024390243,0.0317216196634874,0.891872512029989,0.0313274120258412,0.9195894028258969,0.022500840659847,0.9728643292682928,0.0107883768495698
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8762037037037038,0.0223011501286004,0.9254268292682928,0.0335499419078871,0.8440781912728322,0.0330737051326508,0.8820143798618142,0.0192256015534807,0.9395396341463416,0.0182675192776466
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9095987654320988,0.0453500941506816,0.9376829268292683,0.0423680019675203,0.8904885654294556,0.0576981585851919,0.912493095448786,0.0423755705016717,0.9646036585365853,0.0270365477201955
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9145524691358023,0.0321251709113179,0.9429268292682929,0.0387031365409609,0.8928433686491839,0.034671820794986,0.9167716701242052,0.0308285715632168,0.9718307926829268,0.0111885268755278
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9863734567901234,0.01409991434693,0.9925,0.0114564392373896,0.9807200929152148,0.0210790994902579,0.9864781068633216,0.0140017888605047,0.9973673780487806,0.0040861510098262
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.922037037037037,0.0297500926981145,0.9378658536585366,0.0358425090512126,0.9106315966647456,0.0405370426855363,0.9232975429570384,0.0284974353369091,0.9736722560975608,0.009757837235328
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.983858024691358,0.0148187044790917,0.99,0.0229128784747791,0.978373471966928,0.0196868229343255,0.9839075837472016,0.0150155155290064,0.9964527439024392,0.0048091458486023
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9219753086419752,0.0294351416574758,0.9453658536585364,0.0399743373954867,0.9045013296959707,0.0359685122826301,0.9237331926696768,0.028197844298398,0.9731097560975612,0.0117558085716175
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.978966049382716,0.013579203453178,0.995,0.01,0.9644278679346744,0.0212237743904691,0.9793640397027978,0.0132512863474563,0.9965731707317071,0.0032345592570164
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9182870370370372,0.0304325722110268,0.9525609756097564,0.0453765067481388,0.8925222863540195,0.0364655641148416,0.9207430513465518,0.0302706112415133,0.9772637195121952,0.0131840585276352
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9863734567901234,0.0086799348200556,0.995,0.01,0.9783889068957136,0.016544053892497,0.9865056774631814,0.0085349110511541,0.9973719512195124,0.004388757370282
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.904614197530864,0.033037124837258,0.9403658536585364,0.043399730245312,0.878860569226311,0.0379325274101308,0.9078070611812016,0.0313374787759789,0.9628963414634146,0.0146838839733407
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9715123456790122,0.0097266793624027,0.995,0.01,0.950640492519392,0.0186677717293671,0.9721641470880752,0.0093419139630732,0.9964557926829268,0.0044766607662244
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8935339506172839,0.0178749341173538,0.9352439024390244,0.0437444651041213,0.8642494468377393,0.0260953201438187,0.8972946657478372,0.0187945674394702,0.9648597560975608,0.011295206695939
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.975216049382716,0.0136376801796648,0.995,0.01,0.9578811205810638,0.0262362377210211,0.9758348616925246,0.0129980461795617,0.9959588414634148,0.0040079721571837
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8575462962962963,0.0461890965677689,0.9104268292682928,0.0645244409512502,0.8244678236250513,0.0467903701236436,0.8641204079099447,0.0454945262916729,0.9074115853658536,0.0385591701147795
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9554629629629632,0.0247875441331902,0.9827439024390244,0.0290093345866263,0.932091396502911,0.0262831260063566,0.9565616433989927,0.024156437316547,0.9919207317073172,0.0065882199382074
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8266820987654322,0.04887774464968,0.8435975609756099,0.0808740961183648,0.8178174225086154,0.0521860099082627,0.8281885346353498,0.0513381003615505,0.9088490853658536,0.0408179934250013
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9468055555555556,0.0220762146561331,0.9726829268292684,0.0322362080779254,0.9246953538869492,0.0193936179747357,0.9478714205346892,0.0222079970992094,0.988060975609756,0.0073813418623496
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8292746913580247,0.0637237701223085,0.8334146341463414,0.1261696614175724,0.8247215934921186,0.0460912617018549,0.824830796872029,0.0815843631563513,0.9040243902439024,0.0402098895439002
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.964074074074074,0.017095227382764,0.977560975609756,0.0305119416651265,0.952085414266356,0.017602823573163,0.9643174941074716,0.0174316394624145,0.9946631097560974,0.0046522654544389
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8613888888888889,0.0334748368256362,0.8856707317073171,0.0739663301458232,0.8477879731655102,0.0454033722125007,0.8635610620460297,0.0349484963415751,0.9298612804878048,0.0329016703580161
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9554166666666668,0.0283469172163101,0.9725,0.0505593710403917,0.9404945700581132,0.0228809060286634,0.9555356256409496,0.0300028820324553,0.9871722560975608,0.0196507623246092
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8044598765432098,0.1230511942750387,0.8429878048780488,0.1485574722989311,0.7803714347155265,0.1159859844492635,0.808748644981813,0.1255384190184578,0.8714054878048779,0.1316147487269788
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9232253086419752,0.0340827430431072,0.9601219512195124,0.0390988238312244,0.8959010489726943,0.0449323007338177,0.9260588593246044,0.032461434759304,0.9768460365853656,0.0141795900308205
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8724382716049381,0.0240973296981747,0.9130487804878048,0.0406522154069072,0.8453081435309949,0.0316428267962735,0.877049432879262,0.0239109008454302,0.9275182926829268,0.0216226487049264
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9219753086419752,0.0404306968939893,0.9551219512195124,0.0458795982674243,0.8978501655000459,0.0495823722670866,0.9246614364683768,0.0387438198257575,0.9705426829268294,0.0215510346040384
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9170216049382716,0.027851928636014,0.9329268292682928,0.0355315713689956,0.9041586400931269,0.0286849374366074,0.9180241756546068,0.0276800868416612,0.975814024390244,0.0077459882921579
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9826543209876542,0.0137813394219417,0.995,0.01,0.9717950942043398,0.0266343232932468,0.9830080892266372,0.013304379809414,0.9987073170731708,0.0013590313063399
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9281944444444444,0.0246763119666527,0.9503658536585368,0.0294837092921301,0.9112242767836618,0.0348541809117644,0.92981668221685,0.0231217678224764,0.976047256097561,0.0118554957588634
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.985138888888889,0.0092680128375514,0.995,0.01,0.9763012181616834,0.0211743166616155,0.9853606903244788,0.0090511375072246,0.9976219512195122,0.0038414634146341
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9219753086419754,0.0223576122559801,0.9403048780487804,0.034049787269342,0.9078815293588324,0.0294309134365717,0.9232082859669066,0.0216996554475132,0.9771829268292682,0.0072904935177056
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9838888888888888,0.011159701709025,0.995,0.01,0.97395707950586,0.021806516204843,0.9841825102145448,0.0107771857422254,0.9962560975609754,0.0037951880304141
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9206635802469136,0.039175558267487,0.9502439024390243,0.0512958200448628,0.8976195295924552,0.0372254800065974,0.922620615803693,0.0388590919869413,0.9775853658536586,0.0102747503012831
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9814351851851852,0.0099634606213768,0.9925,0.0114564392373896,0.9710689301245172,0.0141912931725647,0.981597545168414,0.0099607508477229,0.9977393292682926,0.0040894480992239
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.894753086419753,0.0211233810274921,0.9179878048780488,0.0355558918544889,0.8784981545140356,0.0305129553046453,0.897006911656204,0.019765902852929,0.9624283536585366,0.0116622808855239
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9752006172839506,0.0147519967700288,0.995,0.01,0.9577732822103212,0.0263638818531672,0.975807291092665,0.0141462614630141,0.9961478658536588,0.0047614301816083
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9033950617283952,0.0284021059432014,0.9378048780487804,0.0478765329084234,0.8774014381594165,0.0235196576098179,0.9060080636672244,0.0293301146727584,0.9605152439024388,0.0119664727357428
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9802006172839504,0.0113188001070535,0.995,0.01,0.9668558856533898,0.0207263360572363,0.9805666550422044,0.0109309471838152,0.9963262195121952,0.0038158566303412
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.75875,0.0775146210106927,0.7790853658536585,0.101740888329718,0.7547815082197233,0.0826810451020299,0.7627398941741924,0.0750421793632511,0.838111280487805,0.0756086596504144
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9615895061728394,0.0188176015502898,0.99,0.0229128784747791,0.937982032247638,0.0327752639960559,0.9627638650663276,0.0181300139571353,0.992657012195122,0.0056714612778126
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7459413580246914,0.1240847465236744,0.7135365853658536,0.1743526737629927,0.7644110173791936,0.1332855213107569,0.7299506274058519,0.1408271893071791,0.819810975609756,0.1263918296540038
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9627623456790124,0.0306820279773307,0.9825,0.0525,0.9449759731665572,0.0192438615384468,0.9627992550498584,0.0326688443829662,0.992560975609756,0.0061346774305806
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7551234567901234,0.0928630002122123,0.7199390243902439,0.1399623499344276,0.7750064594272692,0.0898454444083165,0.7411082130780648,0.1062314524745443,0.8359923780487805,0.0842501912105264
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9752623456790124,0.0123306331928554,0.990060975609756,0.0165288896763268,0.9619957656259416,0.021167493271465,0.9755990666413462,0.0120401069498304,0.991189024390244,0.0076115172485194
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7710493827160494,0.0619971080273058,0.7365853658536585,0.1320022668491023,0.78955298839669,0.0476681381271604,0.7567202716560164,0.0824508672391712,0.8692713414634147,0.0372762770436504
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9665586419753084,0.0184176845829088,0.9851219512195122,0.0253297703016354,0.950448140539044,0.0234590086522298,0.9671822505132216,0.017933938543914,0.9927835365853656,0.0105345319144306
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.830324074074074,0.0614955969002593,0.8357317073170731,0.0804878972652832,0.8265567208095661,0.0618707536743586,0.8298660906492478,0.0642475334905558,0.911501524390244,0.0425808924424263
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9158641975308642,0.0274450060476907,0.9432317073170732,0.0440372675579204,0.8957324832559866,0.0360578279535291,0.917919504596068,0.0266407049888697,0.977185975609756,0.0115240095433312
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8514351851851851,0.0355826886836596,0.8584756097560977,0.0670728658529656,0.8471589066186024,0.0340793490930499,0.8513179624926612,0.0378810054767316,0.9182073170731708,0.0293850220857054
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9009567901234568,0.0473216596081423,0.9502439024390246,0.0402394676048669,0.8666082071827412,0.0541459341503562,0.9059385355579176,0.0435202370075716,0.9609451219512196,0.024025706638752
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8699845679012345,0.0269920818618027,0.8835975609756097,0.0625470970675413,0.8636227048145653,0.0431416862190719,0.8709784383963042,0.0285835565332231,0.9451036585365854,0.0217315233971577
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9826851851851852,0.0113355672372741,0.995060975609756,0.0098789897173052,0.9712460497528564,0.0176289763279144,0.9829228373035308,0.0110862278252384,0.9955137195121952,0.0082451393629799
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8849228395061728,0.0275479215898429,0.9030487804878048,0.0517933878672729,0.8744696113383608,0.0432275864251677,0.8867141329305213,0.0264052041233461,0.9501402439024392,0.0198240299702745
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851543209876542,0.0133199306780973,0.9975,0.0075,0.9737433487291683,0.022235204325828,0.985364039718041,0.0131380850828633,0.998719512195122,0.0034541485459191
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8762037037037036,0.0371665559429231,0.9080487804878048,0.0420729939904382,0.8561469945077513,0.0507696542558118,0.8801699917894702,0.035020386420344,0.9437743902439024,0.0212407107806584
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.977685185185185,0.0145199894799476,0.99,0.0299999999999999,0.9669354185236204,0.0236321328894054,0.977779426690604,0.0148646868279491,0.9962789634146342,0.0073390056519733
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8601388888888888,0.0336657556964765,0.8734756097560975,0.0571925541573468,0.8528817627654837,0.0409170407894551,0.861447127409925,0.0328464154947844,0.94303506097561,0.019572211968863
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9789197530864197,0.013690489680687,0.995,0.015,0.9646508719112236,0.0236148430102242,0.9793616230375928,0.0134202216427752,0.995560975609756,0.0073722033889368
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8910648148148148,0.0264692165977323,0.9178658536585368,0.0561187990020075,0.871747243737955,0.0248283961919239,0.893054499418945,0.0286681315865864,0.952077743902439,0.0127600552062869
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.976466049382716,0.0117704027592807,0.9925,0.0224999999999999,0.961867516209696,0.0149415842182172,0.9767088605172648,0.0119894482954216,0.9982256097560976,0.0037742326299886
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8824074074074074,0.0395881311317559,0.9104878048780488,0.046338093587362,0.8641425918811922,0.0502408420693795,0.8856263397393892,0.0374090505695251,0.9528628048780486,0.0180601336244178
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9777006172839504,0.0145040795048561,0.9925,0.0224999999999999,0.964303839576252,0.0211371819709969,0.9779143794571358,0.0145915977894143,0.9975548780487806,0.0038948525725077
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7213271604938271,0.0932353411377226,0.6794512195121951,0.1571950864727769,0.74331079110363,0.0883080554644699,0.7014178994000163,0.1131962833336571,0.8084923780487806,0.0997918925176706
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.962824074074074,0.0200805289399647,0.9801219512195122,0.0383120969894462,0.9482920076709072,0.0260345058823165,0.9632391090300584,0.0206883065564385,0.9909176829268294,0.008577650032862
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7463734567901235,0.0769570543390521,0.7345121951219512,0.1763905828428645,0.7516610287816581,0.0499761638538096,0.7321636989834424,0.1083497635815758,0.831234756097561,0.078896836043381
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9579012345679012,0.0193533285513726,0.977560975609756,0.0305119416651265,0.9410247222640872,0.0254279547553964,0.9585020008789116,0.019426990049208,0.9904496951219514,0.0052343541207508
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7759413580246913,0.0808121843488457,0.7993902439024391,0.0952754390186178,0.770285598766126,0.0855497804360783,0.7808395753918006,0.0760352178930084,0.8444024390243902,0.0857214319207358
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9690277777777778,0.0150147342281331,0.9801219512195124,0.0291348584380401,0.9592547291639748,0.0182395560805049,0.9692011128256264,0.0154513337907078,0.9959481707317072,0.004475967994236
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8168209876543211,0.0643880719337552,0.8037804878048782,0.110606058507051,0.8290905939426247,0.0675796734229313,0.8113240607883926,0.0706965897155878,0.8997408536585365,0.0506831697371171
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9702932098765432,0.0126062868077078,0.987560975609756,0.0167259998798566,0.9549033033519704,0.0193238242679067,0.9707795894746292,0.012424265785963,0.9937621951219512,0.0068640697819042
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7982098765432099,0.0626731407604448,0.8067073170731709,0.0672801683922797,0.7959218824009489,0.0661153589732603,0.7999253979237421,0.0586258660190964,0.8854801829268293,0.0554563982621763
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9219753086419754,0.0407212822966735,0.955060975609756,0.0600206005186145,0.8951127450946513,0.0324935059998152,0.9235748830103054,0.0424458440253327,0.9700762195121952,0.0246411833781945
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8193981481481482,0.0755789790231878,0.8308536585365853,0.0869466868452219,0.8120375906580527,0.0780752939971934,0.8203328540645762,0.07694935411565,0.8756356707317074,0.0835553555248646
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9294444444444446,0.0366645882106177,0.967560975609756,0.0371779248529447,0.9020171498733758,0.0496143803260088,0.9324943021409784,0.032343173753854,0.9774756097560976,0.0225887633750719
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8551388888888889,0.0480329645711152,0.8836585365853658,0.0767279626332622,0.8346009430808816,0.0294628167598271,0.8576666374214161,0.0503748071396846,0.928189024390244,0.0277639081248204
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9839197530864195,0.0124290778754017,0.9975,0.0075,0.97152830672825,0.0229049756835743,0.9841871538288915,0.0121869014098488,0.9981051829268291,0.0039275585526587
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8538888888888888,0.0369113608482643,0.8609146341463415,0.0793908293036002,0.8484710168920696,0.0184910209242998,0.8529412688576509,0.0425380820749172,0.9360030487804878,0.0215990001035448
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9876234567901236,0.0078083369871635,0.9975,0.0075,0.978397212543554,0.0166936574013617,0.9877427861767816,0.007714733238035,0.9996935975609758,0.0005630120281776
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8638271604938271,0.0378297497139514,0.8932317073170732,0.0609447787908688,0.8459787739525716,0.0466369515217251,0.8672606209485496,0.0378644091670157,0.9279786585365856,0.0153733289138919
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9888734567901236,0.0116486179712507,0.9975,0.0075,0.9810604218999,0.0229709910528337,0.9890364885381692,0.0114118058341137,0.9990243902439024,0.0021849357155084
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8699537037037037,0.040869491773156,0.8729268292682926,0.0688383038441909,0.8683219289512818,0.042351537769659,0.8691567495935615,0.0446999101169993,0.946317073170732,0.0376063873605972
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9826697530864196,0.0060740748582253,0.9975,0.0075,0.968859695324528,0.0103119562478978,0.98292141206457,0.0058662346308297,0.9975548780487806,0.0038356772625525
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8972685185185185,0.0147196742495789,0.9204268292682928,0.035069458146734,0.8796346943889424,0.0152147185297394,0.8990846370208869,0.0164180989521616,0.9599207317073172,0.013439039952295
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.978966049382716,0.0124677701397354,0.995,0.015,0.9644293879688094,0.0211995984648562,0.9792748648550368,0.012314837821558,0.9974329268292684,0.0041783600541857
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8762037037037036,0.0272251090264074,0.900609756097561,0.0588128642744441,0.859218916289848,0.0250752254727427,0.8781699452159486,0.0295684176014277,0.9549603658536586,0.0150612104380823
d_num_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.980185185185185,0.0159265240580568,0.99,0.0229128784747791,0.9711117697818,0.0204582081275947,0.980235834589836,0.0160991694515215,0.9981036585365854,0.0035402052542356
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7775861288928503,0.0694670784409046
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8850426094622392,0.0309790132913855,0.9382059800664452,0.0305447155134465,0.8527437926814827,0.0393245597600024,0.8928847683643933,0.0281737213491736,0.9483339748264592,0.0209596776762571
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.875242433147223,0.0335515252024807,0.9167774086378738,0.0267700820862308,0.851479308175489,0.0405368613687079,0.8825429051364555,0.030224241301762,0.9345908286740676,0.019704267850863
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7775861288928503,0.0694670784409046
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.7274610637672642,0.0630420515214566,0.672203765227021,0.0968802386082256,0.7648461840991803,0.0586798229317103,0.7130374823125507,0.0727452990560516,0.8381488196526483,0.0470260699519251
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6850132236262121,0.068012652536286,0.6317829457364341,0.1469567238248265,0.7151981216889939,0.0579575845164237,0.6635950970037834,0.0970470574709489,0.77700770467007,0.0622486802158822
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7775861288928503,0.0694670784409046
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.7250367322950338,0.0599096844937787,0.6674418604651162,0.0903807149504187,0.763945766687135,0.0579179798840243,0.7101593626816811,0.0689499610672484,0.8377365083866785,0.0471628189016827
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6850132236262121,0.068012652536286,0.6317829457364341,0.1469567238248265,0.7151981216889939,0.0579575845164237,0.6635950970037834,0.0970470574709489,0.77700770467007,0.0622486802158822
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7775861288928503,0.0694670784409046
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7748513761715691,0.0615420820351152
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7749675201901521,0.0617298673924535
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7775861288928503,0.0694670784409046
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7748513761715691,0.0615420820351152
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7749675201901521,0.0617298673924535
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7775861288928503,0.0694670784409046
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7754976298517139,0.0615747362552713
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.776720248224077,0.0611783740041444
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7775861288928503,0.0694670784409046
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7754976298517139,0.0615747362552713
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.776720248224077,0.0611783740041444
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7775861288928503,0.0694670784409046
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7795486251789427,0.0595210811071617
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7795388002052778,0.0603167097300948
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7775861288928503,0.0694670784409046
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7797823650163411,0.0595015785098368
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7795388002052778,0.0603167097300948
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7772391148745375,0.0692178966785852
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7795486251789427,0.0595210811071617
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5096973258889215,0.0040318609268328,1.0,0.0,0.5096973258889215,0.0040318609268328,0.6752217101894521,0.003532256644986,0.7795388002052778,0.0603167097300948
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7227740229209522,0.0364256255146742,0.7912513842746403,0.0754086961281653,0.7035416399619894,0.0301286337088259,0.7430157578656601,0.0392524417881505,0.7215098384787835,0.0360442500277188
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6662503673229503,0.0806402236359676,0.8076965669988926,0.0878261508213557,0.6412633240282054,0.0736378353140924,0.7121389798195459,0.0651256928081439,0.6638177956945682,0.080557981890975
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6691007934175726,0.0858046397687033,0.753156146179402,0.0665608074818026,0.6669001574082071,0.0829258563805026,0.701982331693997,0.0507898316297098,0.6671878291872619,0.0884875875006251
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6585071995298266,0.0764918109686579,0.7507751937984496,0.219295451564103,0.6766428553533289,0.0974735823435563,0.6734229216290821,0.1352174685187437,0.6571254017772736,0.0773549288120675
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8052012929767851,0.0320444962907261,0.7292912513842745,0.0712357790323199,0.8744969420247729,0.0631886149736791,0.7912471413307025,0.0378036140240647,0.8519852692920618,0.0343124986693703
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7541434028798119,0.0618560348698094,0.8265227021040975,0.0947847285516715,0.7464412038331236,0.0977626222566118,0.7753068786658318,0.0456742476116116,0.7801756847095049,0.0871660149513395
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6901116661769027,0.0541443677792627,0.7177740863787376,0.137511041840056,0.7055302169358989,0.0865198094065083,0.6980958332526623,0.0578693786598556,0.7253016030575588,0.0629155629006906
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7191448721716134,0.0736397046051046,0.7129568106312293,0.1119245276831975,0.7492313133228102,0.1075205367768697,0.720748486696517,0.069422927787806,0.7474296045701321,0.0755279028484195
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8354246253305908,0.0343221312792169,0.8028792912513841,0.0382781349561558,0.8675155582487758,0.0528620624879666,0.8327697197308893,0.0329170761108846,0.897027016989439,0.0244217916074492
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.738671760211578,0.0720195285079122,0.7603543743078627,0.1179931668165373,0.7435739455825539,0.0766189376606069,0.7458196207029435,0.0737148566329946,0.7885027888069578,0.076641751269596
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7290919776667646,0.0701949694848271,0.7555370985603544,0.1074825568812233,0.7374541104425949,0.0971621651141113,0.738938613549227,0.066591714415392,0.7918471288118197,0.07330856547675
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7545841904202175,0.0734865982315142,0.7748062015503876,0.1350110073195449,0.7540121199055582,0.0661824170617452,0.7582369523387935,0.0852605122741346,0.8066786524592819,0.0824843245882151
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8704525418748164,0.0333036986530837,0.9002214839424141,0.0395875828695185,0.8569258516093221,0.0511213318653034,0.8766864026028252,0.0301295085545263,0.9215210646084866,0.022051279053233
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7627828386717602,0.0351905202014957,0.7913067552602436,0.1068471945074592,0.7655175751566062,0.0620906040711032,0.770342588261255,0.0418718581692811,0.8279182366366854,0.0505531773754689
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7567881281222452,0.0592397263618926,0.8435215946843855,0.0920465654280404,0.7294655814567106,0.0622656224636825,0.7786249545223174,0.0548323822112561,0.8267836885179483,0.0627484945856352
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8328680575962386,0.0327083793147005,0.8409191583610187,0.0436743716548374,0.8364973622877636,0.0492027909078295,0.8370650560923304,0.0294279587300884,0.8887149542176486,0.0398571360422898
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8958419042021746,0.0369616962467742,0.9216500553709857,0.0237827890800658,0.8843866840491078,0.0589116367980265,0.9012350362728672,0.0306924946988375,0.9217745556816034,0.0299953350540519
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.818424919188951,0.0383826041970144,0.8599114064230342,0.0650160067484695,0.8056289793457388,0.0609323914194705,0.8284563759772838,0.0334034331319632,0.8657233172622423,0.0465945750049386
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8184396121069645,0.0327159554666893,0.8650055370985605,0.0759551078750203,0.7986451377659519,0.0327312527601681,0.8280516160082365,0.0363923916470173,0.8727641601166842,0.0319655033943522
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.813370555392301,0.0760749522199914,0.8575304540420821,0.0864053718485391,0.8004705714132945,0.0855797664998687,0.8245641679420691,0.0707080773402623,0.8641505786943251,0.0623921717312988
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9032030561269468,0.0387573332840051,0.9027131782945736,0.0478490223075205,0.9092061951716174,0.050125113388909,0.9048536382053504,0.0376547221518885,0.9620377873213948,0.0188822518695853
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9104172788715836,0.0371193856030977,0.9027685492801772,0.0542834506021411,0.9205559311588954,0.0352182801242641,0.9108422486352392,0.0381976983051922,0.9648986440861084,0.0161291825955534
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9055539230091096,0.0322900600117034,0.9051495016611296,0.0376816135415853,0.9111755667426488,0.0442953472844673,0.9073321784626756,0.0310107847324241,0.9661376374145804,0.0159354050462415
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9298266235674406,0.0304222322712309,0.9335548172757476,0.0379345810110352,0.9302407914291972,0.0379153789375735,0.9313022988152806,0.0299130231634187,0.9757788739432244,0.0137609997715003
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9286364972083454,0.0329374489422616,0.9288482834994464,0.0365358306261934,0.9321222863919972,0.0402956407099747,0.9299717598497824,0.0317436671447901,0.9766021797261162,0.0135032769076416
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9334704672347928,0.0270446934688826,0.9359911406423034,0.0349743062630089,0.9346162742532568,0.0339183309783819,0.934763596118,0.0262941272006905,0.9765988034465062,0.0125036034146539
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9419042021745518,0.0304308174457559,0.9526024363233664,0.0316189176078923,0.9358757353127743,0.0394984096500516,0.9437030202850312,0.0292959135498489,0.9818521257056424,0.0115852217586607
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9443579194828092,0.0310246835052328,0.9526024363233664,0.0316189176078923,0.9405293619424052,0.0410962453089849,0.945988667941166,0.0294921772691434,0.9841439105420952,0.0106272014196623
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9491918895092566,0.0273905943507801,0.95265780730897,0.0330896657875316,0.9494857731444002,0.0380928565702522,0.9504122818390308,0.0262865536600026,0.9838418010425952,0.0102762106447588
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9092418454305026,0.031997319828058,0.914673311184939,0.0517915289488366,0.9100222019357008,0.0408357357746818,0.9110377047295104,0.031703138718399,0.9660312170812736,0.017987596674804
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9104907434616514,0.0308914748905283,0.907530454042082,0.0451217478803382,0.9178708581034162,0.040644110814035,0.9116517861607264,0.0304481569726156,0.96210933068633,0.0184731131281022
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9068175139582724,0.0268565320917329,0.9051495016611296,0.0405790755034155,0.912641384937486,0.0338135193741743,0.908119028902076,0.0268587564746718,0.96468040137212,0.016833336211468
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9285924184543052,0.0231183621970479,0.933610188261351,0.0292581566363168,0.9284262057553014,0.0360145017902088,0.930348986443128,0.0218674790170072,0.9740903627474812,0.0133255622739036
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9298560094034676,0.0326097523359852,0.9336655592469546,0.0374381574189859,0.9312482272017032,0.0462240410675156,0.9315680002169312,0.0311928737757468,0.9760130189341762,0.0129628828501449
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.935865412870996,0.0201495840600715,0.9406976744186046,0.0284009978606794,0.9353670381109404,0.0336137005583089,0.937390902705927,0.019221186877842,0.9763060800043216,0.012130841075022
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9431237143696738,0.0285454660050153,0.9526024363233664,0.0256830663331486,0.9385799021880676,0.0418555025340404,0.9449788374380892,0.0266890928417118,0.9836522904680874,0.0091249023512327
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9419042021745518,0.0263126492736065,0.945404208194906,0.0260893136389849,0.9420862461418332,0.0370679441575065,0.9433099506361532,0.0250895444962058,0.9846540326283664,0.008163914043478
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9431237143696738,0.0241221247176439,0.950221483942414,0.0266776121471964,0.940045993113208,0.0341741952540288,0.9446582973243982,0.022971682889734,0.9843212327472112,0.0092531431446536
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8208492506611813,0.0357917220961311,0.8054817275747508,0.091218737104113,0.84313565368381,0.0541224138213368,0.8190793184856175,0.0419991187829956,0.9097079518137374,0.033378268510599
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8353511607405231,0.0436146197877276,0.850609080841639,0.058201622704023,0.8328161961058826,0.0501645403781039,0.840301520659346,0.0432100154172367,0.9182573839235072,0.0320698211215631
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.838980311489862,0.0389949296699012,0.8624584717607974,0.065506567233801,0.832785680249067,0.0556684205029293,0.8449277059033179,0.0390644689914364,0.9269253572103826,0.0301927865004469
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8764913311783721,0.0370489553789979,0.8955703211517164,0.0563290318354766,0.8693445847203669,0.0475826039418503,0.8806446871126345,0.0364092826276764,0.951565226345785,0.0219386265766099
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8959300617102557,0.0311000903941208,0.914562569213732,0.0399025082785827,0.8868352965998672,0.0409311855320164,0.8996251296994474,0.0298322276866736,0.958606102963023,0.0174728141741301
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9068615927123126,0.0327494200102567,0.9240863787375416,0.0406812481446474,0.8975418821101796,0.0383902782596699,0.909975230708034,0.0315914661714543,0.9658658469059777,0.0179010920685956
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8959300617102558,0.0222616909702116,0.8836655592469548,0.037351782857159,0.9116457666174058,0.0387472273700285,0.8963532023463412,0.0223506825040694,0.9604028745644598,0.0187382550205894
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9225095503967088,0.0145339920905387,0.9312846068660022,0.0301662125593735,0.9190401214452624,0.0260141830275551,0.9244791287865648,0.0143382487421415,0.9721389406585096,0.0212870275141299
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.928563032618278,0.0268881844848536,0.9406423034330011,0.0305232275634375,0.9220518912451184,0.036516592860931,0.9307494945701956,0.025770631803576,0.9722538354536367,0.0218323018738656
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8463855421686747,0.0350209176032148,0.8124031007751938,0.0429093343586887,0.8788677938096543,0.0457114533285686,0.8434666707722419,0.0355709044250417,0.9082939152688873,0.0300268264939502
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8874963267704967,0.0321626632881116,0.9074750830564784,0.040076087266871,0.8786793699557236,0.0468837588610471,0.8917079789387534,0.0297764963295076,0.9614275079004942,0.0192277949829753
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8983984719365266,0.0364436054887649,0.9240863787375416,0.036260555651901,0.8837073970470728,0.0450179336334353,0.9028303121772896,0.0340362247096319,0.9666634423196392,0.018334889712505
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8511166617690273,0.0263364192482742,0.8148947951273533,0.0476319550355625,0.8879706574700903,0.0517181948050779,0.8478488863239495,0.0270759533442982,0.9380109492747752,0.0189830179958383
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9177049662062886,0.0299245687392088,0.933499446290144,0.0349736487857365,0.9086619957372936,0.0367368118121367,0.9204234261763627,0.0289343617493379,0.9719015713205306,0.0139382424831187
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9225830149867764,0.029984602810074,0.9383720930232556,0.0367732134753955,0.9131995221643548,0.0360533257768928,0.9250880554152078,0.029088601656347,0.9755530683629094,0.0143785126459184
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9031442844548928,0.0186929259960858,0.8931339977851606,0.0304872465716396,0.9157366823046004,0.0272944223323913,0.9037642225787634,0.0189825208379083,0.9667719897090996,0.0145202354327903
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9334557743167792,0.0337401644274314,0.9548172757475084,0.0327693333344324,0.9188188873583087,0.0399194545379605,0.936102456454252,0.0321005913573996,0.9802273417875376,0.012333825516218
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9322215692036436,0.0333651581937491,0.9548726467331118,0.0309456445717157,0.9164642430525658,0.037857890260252,0.9350231202290528,0.0315030049367712,0.9810133903249332,0.0127268383259389
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9322068762856304,0.0346632810666901,0.95,0.0309523809523809,0.9209309184900444,0.0439592027571399,0.9347780166625338,0.0328523195235955,0.9772763552386354,0.0130479177646953
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.946708786364972,0.0189301642084712,0.9738648947951272,0.0166754023235487,0.9265209239301696,0.0309597674749357,0.9492474696180828,0.0175463511499115,0.9860361126867084,0.0123277325757147
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9467234792829856,0.0254787399793445,0.9738648947951272,0.022468342445911,0.9272287266715984,0.0395709644268289,0.949378108350199,0.0233652132450887,0.9861255334521782,0.0110358244990584
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.8910667058477815,0.0432499313070303,0.9074750830564784,0.0441160835188667,0.8853113264849636,0.0580323579659238,0.8951339804251409,0.0410805446965932,0.9558482564892092,0.0247080764417669
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.950396708786365,0.0277161715759427,0.9714839424141748,0.0277764287287584,0.9344147036469904,0.0324005064439772,0.9523456971946898,0.0266170359392194,0.9873935459038976,0.0083330742263825
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9527769615045546,0.0212444758784389,0.978626799557032,0.0166595828258747,0.9331009450025004,0.0323011960730095,0.9549962616637244,0.0197125713246572,0.990577546390082,0.0077000096680189
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.928563032618278,0.0273316553505838,0.9596345514950164,0.0185562209126672,0.9082075053848004,0.0448231278105091,0.9324893558995504,0.0244265037410458,0.9764966034627124,0.0102694961791647
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9540405524537174,0.0262629323282856,0.9833333333333332,0.0152455338986496,0.9317149564431366,0.0391215527394454,0.956463611814858,0.0243580564108608,0.992069997028874,0.0056462859638978
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9516015280634732,0.0274625691801472,0.9809523809523808,0.0178174161274949,0.9296656402687686,0.0413662544870986,0.9541577654902164,0.0253344065052312,0.9928264524754882,0.0050976642890596
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9527622685865412,0.0191138148160281,0.9738095238095236,0.0248578726402632,0.9368936402884834,0.0282681318014286,0.9545873746273388,0.0182854589121784,0.9844613821138212,0.0112963046085574
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9588157508081108,0.023080610071888,0.9809523809523808,0.0178174161274949,0.9420992885662004,0.0374327229688285,0.9606897501802524,0.0216622324757106,0.9930676538908246,0.0055190763931466
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.958830443726124,0.0210623684388177,0.978626799557032,0.0166595828258747,0.9440024085729284,0.0354845224814991,0.9605876251306048,0.0198013864559731,0.9926596980255517,0.0060365190254111
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9431237143696738,0.0258644982615765,0.9690476190476192,0.036962320705381,0.9237193628619712,0.028897543005125,0.945378110514978,0.0257202199638762,0.9828498163303891,0.0125414550512252
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9624595944754628,0.0206105820666447,0.9833333333333332,0.0152455338986496,0.9462617034128662,0.0325920758797572,0.964110526327612,0.019181897295884,0.9916707519649948,0.0066801779174258
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.96248898031149,0.0182423154193612,0.9785714285714284,0.0197776758640906,0.9501494105594084,0.0288064586118807,0.9638172232857478,0.0174058628336913,0.9910290562623236,0.0072432328006506
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9455186600058773,0.0203685183180106,0.9714839424141748,0.0277764287287584,0.9259833064697208,0.0263227906048128,0.9478246669326464,0.0198755977019689,0.9846058868811278,0.0119823275327918
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9624595944754628,0.0175080468263306,0.9857142857142858,0.011664236870396,0.9439890386154612,0.028882812164764,0.9641447022029844,0.0163175137170787,0.9911932447397562,0.0072484889558159
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9612400822803407,0.0151584777952081,0.9833333333333334,0.0185958325616825,0.9442151296003872,0.0301546059007852,0.9629051281105993,0.0140357803044539,0.990904336493531,0.0081086062627351
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6414781075521598,0.0668139650894451,0.7358250276854927,0.1471090380742213,0.6313472758498294,0.0602343994244637,0.6720403660658869,0.0728233304981926,0.6868606001674634,0.1118100481892492
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8861739641492801,0.0250779359958194,0.9263012181616832,0.0527069254227133,0.8633574269360071,0.0367660781437738,0.892101030502627,0.0251131664345864,0.9391706169138104,0.020334493423455
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6754922127534528,0.0964810704691918,0.7079180509413068,0.0821647404171528,0.6824426953884177,0.096944846676514,0.6916741128314039,0.0788281951333842,0.7462819058423142,0.1177719923751273
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9068322068762856,0.0290281232575644,0.9382613510520488,0.0264581203246672,0.8872676827373305,0.0395524571650124,0.9115076437647688,0.0264079571613372,0.9528566701779976,0.0259371971203349
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7472524243314722,0.0708839359834492,0.8120155038759689,0.1212769324432267,0.7264851082175163,0.0622936698725927,0.7630627808120638,0.0749810169128891,0.820948295654053,0.0569532199513034
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.898325007346459,0.0390759805067706,0.9334440753045404,0.0436931461510824,0.8775774487464373,0.0502908741453718,0.9036024051105842,0.0367203044073257,0.9434620371120654,0.0286192651997287
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6913164854540113,0.0847990774894377,0.7294573643410852,0.0961566866873173,0.6868413374624264,0.0776842960960297,0.7061130605654818,0.0799443277241715,0.7637935877697647,0.098406449239914
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8958859829562151,0.0203624124943913,0.9263565891472868,0.0360447679525464,0.8769629399226702,0.0227835064451351,0.9004750432819941,0.0206585427104955,0.9514383288766444,0.0163736557884232
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6270349691448721,0.1492300480152219,0.533499446290144,0.3974636608138917,0.5260824722733299,0.2943533788299047,0.49489943984085,0.3373221850439161,0.6558251964994732,0.178986387568848
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.886115192477226,0.0475394556248908,0.9501661129568106,0.0308411916360351,0.8505954437656886,0.062572810496767,0.8961017361086219,0.0386334197575448,0.9368148178159522,0.031208609769914
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5728327945930062,0.0990689769925245,0.7362126245847176,0.1494165706743958,0.5739368638848799,0.0799799301458168,0.6350601263780274,0.0757131506360085,0.6218721808065256,0.1660226157537923
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9006464883925946,0.0316725470109114,0.9453488372093024,0.0153009380781917,0.8733264320220842,0.0492644752702474,0.9071707035456044,0.0277379857913902,0.9351501431542556,0.0296457317744431
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8219659124302086,0.0396154448847438,0.8455703211517165,0.0556639260950696,0.8123748353096178,0.0317614395615852,0.8282278058619326,0.0412673825223479,0.8954454663317397,0.021171037483156
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9382603585071996,0.0233306512893747,0.9642857142857142,0.0286704632828387,0.919986614902498,0.0344837776109993,0.9410084711332296,0.0216120563779769,0.9813638143856522,0.0129268975093978
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8171025565677343,0.0626411257256123,0.8477851605758582,0.1029273347774428,0.8059811411764326,0.0563022389479613,0.8231881022876518,0.0660061283424317,0.890355859870891,0.0480185248944719
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9431384072876874,0.0131328717124102,0.9597452934662236,0.0278478627366684,0.9316339519372888,0.0208858466458955,0.9450101422525437,0.0129014424009119,0.9811490154768656,0.0143169904795763
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8341022627093742,0.0604930274767118,0.8861018826135105,0.0709937445985847,0.8114189262803937,0.0678774496069297,0.8450122241254269,0.0554263143365643,0.8954020473759556,0.0423762383104113
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9394798707023216,0.0223942870383033,0.9644518272425248,0.0241582537793425,0.922380903398526,0.0366343747152666,0.9422909483343131,0.0202321942876634,0.982310388137104,0.0125041963238944
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8365265941816047,0.0392240483745311,0.8646733111849392,0.0637546827750452,0.8238695088003128,0.0329505649078184,0.8427379836418621,0.0415476552298991,0.9008083826270156,0.0234807871791191
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9382897443432268,0.013613129283154,0.9548726467331118,0.0224525762158808,0.9269997360240028,0.0231109969492716,0.940358979461846,0.0131951969639065,0.9813232315047402,0.0143196529671333
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7445048486629445,0.0506136989737546,0.7529346622369878,0.0650460858213055,0.7488471149982597,0.0522958815481353,0.7496928743240858,0.0510115146053959,0.8395743861923668,0.0351413360113197
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9067734352042316,0.0277144618331196,0.9405869324473976,0.0324268395334014,0.8852762317048031,0.0368513895144363,0.9114814749538086,0.0258566016508788,0.95638201253275,0.0228735619703651
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7433000293858361,0.0572247735810521,0.769656699889258,0.0758525917169142,0.7391430601037283,0.0553263376654236,0.7526966619489653,0.0573532861288698,0.8351940685519812,0.0397943406468591
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9068028210402586,0.028639738664062,0.9405869324473976,0.0373046374670326,0.8853070832111886,0.0370185921756567,0.9113957138792648,0.0269981438776435,0.956321036922994,0.0221589078968755
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6708786364972084,0.0848431987982873,0.6812292358803986,0.2575796177368595,0.6094190390369216,0.2079162934572461,0.6392164165974117,0.2243349422336365,0.7426716162925748,0.1003590885340533
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8885689097854833,0.025461788302789,0.9358250276854928,0.0240075848717558,0.8601363578032248,0.0377101455646516,0.8957205199017656,0.0220363091862023,0.9369015882019284,0.0311108062452581
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.705877167205407,0.0769273481429389,0.7436877076411961,0.117798033782709,0.7009820243151982,0.0758486790917524,0.7181564561441377,0.0793725063244438,0.7840810442157579,0.085002984459644
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9044078754040552,0.0378315791223951,0.945404208194906,0.0301232411232231,0.8809469164979535,0.0567748904357893,0.9105919696477848,0.0317465825387034,0.9452022053858412,0.0375626774481139
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7140464296209227,0.1069479890338955,0.7501661129568106,0.2644412768652149,0.639943515584519,0.2212304607471485,0.6893004969326759,0.2382894422882866,0.7681215055506037,0.1717115796993522
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9044225683220688,0.0350880448853702,0.931063122923588,0.0344915020660714,0.8883806109325146,0.0448440009368947,0.9086251128760152,0.0331783728757931,0.9448044121221943,0.0276054444014019
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7383044372612401,0.0774086021506467,0.824031007751938,0.0821481523942114,0.7147343287504562,0.075836095071125,0.7629859187213277,0.0666773054965383,0.8012383180725495,0.0741508614904754
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9019688510138112,0.0267221970552001,0.9359357696567,0.045091194775486,0.8811258687562067,0.0356024045010912,0.906650523785022,0.0260251048388334,0.9468545228641656,0.020743407483875
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5497355274757567,0.0896418347756182,0.698062015503876,0.3131545289852903,0.5326796542231893,0.2163769223380336,0.569453732231579,0.208694925197269,0.5288843084028847,0.1799255222035937
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8825301204819278,0.0301936605228859,0.94296788482835,0.0340394231733122,0.8472743867829091,0.0466965886778094,0.8914370758106864,0.0268808595193414,0.9290559584582556,0.0305879340660254
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6079635615633265,0.1248483933353836,0.6154485049833888,0.2292557074364395,0.630707544710799,0.1341437366698762,0.6010928833265557,0.1457904818322212,0.6321008899873053,0.1918306231781773
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8897149573905379,0.040358597492299,0.9477851605758584,0.0276567403299579,0.8571435411415796,0.0581005395852983,0.8986676479801154,0.0321915088216568,0.9246319517597168,0.0372898411291545
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8098736409050838,0.0498478113178673,0.8337763012181616,0.0680382124487339,0.8010312274477668,0.0448149586903349,0.8163757587431719,0.051649697032527,0.8901869446020043,0.032803722508783
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9431531002057008,0.014191328112772,0.9620155038759688,0.0242398466202919,0.9296330458666152,0.0220685536836407,0.9451702770216224,0.0136516256987022,0.981224306512168,0.0142018648644706
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8233029679694388,0.0789543386879872,0.864451827242525,0.0983080000032972,0.8040726170672073,0.0717618223934001,0.8317007922338335,0.0788723518878914,0.8893386881127947,0.0547741238357011
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.94068468997943,0.0206744602270605,0.9644518272425248,0.0241582537793425,0.924617297495385,0.0365293353021984,0.9433826862612026,0.01826791325186,0.9805508737811632,0.0137786696667827
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.854657655010285,0.0428776405620478,0.8907530454042083,0.0322257709122206,0.8365077012359622,0.0481464228701055,0.8625048572562607,0.0388461663784343,0.9117395267806496,0.0224022560158833
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9383191301792536,0.0134840327628096,0.9573089700996678,0.0205327829321002,0.9248627362181332,0.0206630289465287,0.9405310584459464,0.0130506711799567,0.9830901399130272,0.0121564520728329
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8317513958272112,0.0396561530554439,0.8645625692137321,0.0603631111154292,0.8163530293055656,0.0347600764916218,0.8389487906492809,0.0417637142497448,0.9023768670826244,0.0294572294759012
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.937026153394064,0.015283064523471,0.9619601328903654,0.0218586389755857,0.9195124261201106,0.0283035341335386,0.9397661675004564,0.0139328444888217,0.9810253423547524,0.0144079370225802
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7371583896561857,0.0817466067568837,0.7409745293466223,0.0883634191975821,0.7439242531397021,0.0828909677187212,0.7414294586632291,0.0806125542164729,0.8339580801123626,0.0629570290497491
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9079929473993535,0.0272242603402228,0.94296788482835,0.035665964374724,0.8856027623170479,0.036431907899247,0.9126759326700056,0.0256242330840225,0.956101612511142,0.0226285085134822
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.755333529238907,0.0498019181587255,0.7954595791805094,0.0815327939068455,0.7418566041298508,0.037002975371665,0.7665490184228305,0.0539867534479065,0.8447761188990628,0.0369770253828
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9067881281222452,0.0276545698530824,0.9382059800664452,0.0356807469122936,0.8867871409465486,0.0347617818366403,0.9111631319848632,0.0263219060060775,0.9554541096075412,0.0221522192857422
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6004554804584191,0.0883643632995087,0.7238095238095239,0.2731773239859708,0.5372559748341674,0.1930779697531713,0.6102245342225371,0.213658716175268,0.6444637455095481,0.1497173900663978
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9080664119894212,0.0502288980057707,0.9358803986710964,0.070655547306275,0.888911532993321,0.0413433208059459,0.9111262254418476,0.0524144455059287,0.9548792642411474,0.0301445269743902
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5481780781663238,0.0691133513941385,0.7295127353266888,0.2817294302386365,0.5690878666838779,0.1079407126151376,0.598073879290326,0.1226722796001433,0.579941725413932,0.0992789592443498
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9164119894210992,0.0346911867050081,0.9524916943521594,0.0412406431347345,0.8914539537051454,0.0333278573096531,0.9206514608243463,0.0333391249281796,0.9568591483672312,0.0211954190725819
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5325007346459006,0.0591257991092874,0.5605758582502769,0.4337147625409401,0.3914831813402083,0.2612504219951292,0.4353611234209087,0.3021312572634614,0.5610711247062637,0.1424666146593668
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9020276226858652,0.0430198904263844,0.933610188261351,0.0329058824432617,0.8838992188429025,0.0555373231074955,0.9072841935491118,0.0388393712668766,0.9471819882235366,0.0336983357925772
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5678078166323832,0.0876874344135934,0.6380952380952382,0.3777844470533086,0.4799091432960011,0.2572872651834007,0.5225908166020644,0.2708861840822241,0.5990325270777624,0.1330790537512372
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9128856890978552,0.0446989597766481,0.9453488372093024,0.0413284600313995,0.8915968385699717,0.0497204068347362,0.917284049268341,0.0420048519452561,0.9633172622423898,0.0253827157811444
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5507493388186894,0.0772430107108502,0.5241417497231451,0.4181215755161504,0.419870781931438,0.2836080468995497,0.4231341636167813,0.3215372190471368,0.5351692528968479,0.1774163043837104
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8885395239494563,0.0330806211763617,0.94296788482835,0.0243267117781164,0.856552311239405,0.0498296679324205,0.8967204040088215,0.0285429786302351,0.9344305566809824,0.0247059964301928
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5460329121363503,0.0616804445716533,0.7476190476190476,0.3369194847868328,0.5551693687035654,0.0711197051421226,0.578490322744372,0.1945112960482473,0.535059253707155,0.1313648974271389
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8812959153687923,0.050409962797089,0.9358803986710964,0.0238838367450934,0.8509065081120568,0.0630957539635049,0.8905226670468698,0.0427000828978527,0.9364665883369796,0.0347189424144444
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6767704966206289,0.0840239525794616,0.784108527131783,0.1645795690168119,0.6575863954530307,0.0728862844732226,0.7066290481768424,0.0908243047047228,0.764766395213786,0.093808194328441
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9697032030561268,0.0211433898084998,0.988095238095238,0.0119047619047619,0.954869050172387,0.0307101005279311,0.9710178571683832,0.0199060175610162,0.9858099694784324,0.0147105347992856
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6769615045548046,0.0715808807105582,0.8008859357696567,0.1340264285760118,0.6640251533626553,0.0758051188597601,0.7152937005880946,0.0529047461596354,0.7662590146665585,0.0709592934189588
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9684983837790184,0.0210989688762994,0.988095238095238,0.0119047619047619,0.9527202255109232,0.0320194385755878,0.969871174873559,0.0199577511034167,0.987026713124274,0.0135916514256354
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7057302380252719,0.0506547719293291,0.7626799557032115,0.1245151029820009,0.6931943481563593,0.0458279069707613,0.7213411548758285,0.0626270714651617,0.7972151432893065,0.0654516534495122
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9733176608874524,0.0215472732235771,0.9904761904761904,0.011664236870396,0.9592835330044632,0.031223664836736,0.9744701794109784,0.0204988370203804,0.9868481416957028,0.0160966800905716
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7069644431384073,0.0686179469763448,0.7744186046511629,0.0986850779270499,0.700354120841298,0.0707577406611899,0.7291578438089958,0.0516940044037434,0.7974875752910353,0.0548784329964389
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9697032030561272,0.0255561167149431,0.9904761904761904,0.011664236870396,0.9530494530747312,0.0368943628059607,0.9711789578410646,0.0239968426989932,0.9832186411149828,0.0163483735468367
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6864972083455775,0.0680075181672583,0.8002768549280177,0.1485383942239599,0.6599141508887332,0.0484252823205526,0.7173987416184371,0.0753770587312853,0.7877846541339167,0.0638240491101013
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9249779606229798,0.0257426632604382,0.9572535991140642,0.0297222043279803,0.9023836081036432,0.0322458663554551,0.9285995508023378,0.024403077969827,0.964686512438214,0.0199096371522778
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6827211284161034,0.0630911983327506,0.7478405315614618,0.1074428854683711,0.6663662229116818,0.0454846249557024,0.7031417216194908,0.0697074937039183,0.7730785592739648,0.0764045081661661
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9225536291507492,0.0265085203088731,0.9572535991140642,0.0297222043279803,0.8985523374881449,0.0345035431218019,0.9265083792269662,0.0249760862023791,0.9634234462361236,0.0216971397452266
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5289156626506024,0.0373296014112698,0.5672203765227021,0.3999335707628436,0.3814248703961774,0.2512954964513749,0.4472712556828057,0.2945958319576107,0.5459140601788078,0.0965551975044728
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9140905083749632,0.0409450290881262,0.94296788482835,0.035665964374724,0.8966142794403664,0.0539449046796306,0.91837526175028,0.0380506675735627,0.9537085730491855,0.027392623940188
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5506317954745812,0.0504002298233076,0.7888150609080842,0.3023437538906122,0.4948842455436478,0.1696184004468114,0.5987610577645806,0.2020747824418769,0.5635133903249331,0.1088227487032637
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9055686159271232,0.030858909273901,0.9405869324473976,0.0324268395334014,0.8841944287596462,0.046797567563248,0.9106112279573292,0.0286559016410113,0.9543508089565944,0.0271108898238683
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5023508668821629,0.0213541231342906,0.4295127353266889,0.4197285832298558,0.3101624267103256,0.2545489973031369,0.3421419354838709,0.2940957887999592,0.5153755773438133,0.0708579892280371
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.917660887452248,0.0312043957407372,0.9477297895902548,0.0381105264333967,0.8988122785074004,0.0409266364389227,0.92167150863221,0.0282574230223826,0.961892944926127,0.0161534849656614
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5156332647663827,0.0346606029365643,0.543078626799557,0.4541591427305536,0.3180475198780275,0.2609342828512481,0.3969792625830332,0.3244661974150518,0.5510812535450935,0.086645667976664
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9165295327652072,0.0272274043083646,0.9406976744186046,0.0321461358346043,0.9004064644465435,0.0272979133946491,0.9198895497364076,0.026004296001432,0.9616740944818088,0.0170151107384992
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5157508081104908,0.0548563119386108,0.6190476190476191,0.3212080372198105,0.4817824617181408,0.1713124291224051,0.5119528718888723,0.2061673173480589,0.5279844285984387,0.1097652005669272
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8801204819277109,0.041094147991199,0.9454595791805094,0.0396923464321716,0.8432963052651686,0.0546444859296423,0.8900342115735036,0.0347638291516536,0.9235923277422144,0.0393042324584963
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5775639141933588,0.0751980457781126,0.6461794019933554,0.2530292891631411,0.609826246475852,0.1051576805688702,0.5862939895911914,0.1289031690564562,0.6130687343002998,0.1128999245947805
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8523361739641494,0.0692144677159987,0.9143964562569216,0.0805841710793954,0.8253671023190788,0.0821221945797815,0.8638432261181448,0.0634943517937029,0.9122444156335252,0.0538090056690977
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6814134587129004,0.0554059807837325,0.7508305647840532,0.1383146827389217,0.677860637224686,0.0658662535842003,0.7022005270493594,0.06261605620555,0.7671770926181022,0.0709674778058241
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9672788715838966,0.0210557307465218,0.9904761904761904,0.011664236870396,0.9483658118086836,0.029294480641989,0.968828175142624,0.0198023282931629,0.9855558369121896,0.0144345239076369
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6802821040258596,0.0548616323490366,0.7957918050941306,0.1268396402574191,0.6637885038128948,0.0680209489489306,0.7154826146473574,0.0491503209705233,0.7812944656024634,0.0715282104206903
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9672641786658828,0.0271538322752982,0.9904761904761904,0.011664236870396,0.9489331876952084,0.0394775764407712,0.9689828603128068,0.0252668391879311,0.9845397793263648,0.0159979590898656
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6864825154275639,0.0563194247850817,0.7481173864894795,0.0906980969678767,0.6746044842797152,0.0524778871041086,0.7070117172538642,0.0576222417156598,0.7585200415957648,0.0785409504120564
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9684836908610052,0.0218446930771227,0.988095238095238,0.0119047619047619,0.9527020311449028,0.0314858369582668,0.9698961061423914,0.0205361971131176,0.9898243321718933,0.0128243217715992
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7225095503967087,0.0700731493626179,0.7786267995570322,0.118208119357042,0.707773693890137,0.0575508979623051,0.7378884292798291,0.0749008455528172,0.7999860897280069,0.0708618549766927
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.968513076697032,0.0236886157726166,0.9904761904761904,0.011664236870396,0.9506866950597992,0.0334558681287402,0.9700046242890246,0.0223465928277768,0.9867752140561272,0.0131168365730894
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7301204819277108,0.0734707255739418,0.822203765227021,0.1464552520758432,0.7007412442483115,0.0556447366741093,0.7514000450752338,0.0795973574181442,0.8095989317451314,0.0720136783926194
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.917719659124302,0.0262822587053377,0.9548726467331118,0.0327263136140662,0.8922881989453562,0.0325029423911337,0.922031496107396,0.0249391777859497,0.9620396780379764,0.0209235884110358
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6682926829268292,0.0599058286730685,0.7483942414174971,0.1228630142174289,0.657052414702996,0.0554818832889344,0.6941225560531172,0.0615559009440747,0.7479065715906328,0.0763750354555155
d_num_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9189097854833972,0.0280623541062346,0.9524916943521594,0.0336733904163249,0.8958629064733715,0.0333818901158533,0.9228757271419662,0.0268641944908565,0.9643466561326745,0.0198430855227237
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5716049382716049,0.0322172551869133,0.1583536585365853,0.0533890474968737,0.9168650793650794,0.0941674693442,0.2668076195349222,0.0743123069298355,0.8231097560975611,0.0382929256633598
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9716049382716052,0.0111111111111111,0.9975609756097562,0.0073170731707317,0.9486969361387964,0.0191926965357944,0.9723977996094254,0.0105150929899238,0.9939634146341464,0.0065924194383519
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9407407407407408,0.0348314468633725,0.9779878048780488,0.0384914543541632,0.9129212359415368,0.0500004307093537,0.9432379331434808,0.0329652535854107,0.9793902439024388,0.0099478114680649
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.734939024390244,0.0441793856251728
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9246913580246912,0.0309628054419369,0.9703658536585366,0.0213226397821981,0.8911005903111928,0.0457782325208433,0.9283776449840472,0.0282831895532394,0.9752439024390244,0.0109830598021448
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9148148148148147,0.0309628054419369,0.9777439024390244,0.0131945640295014,0.8712081110338545,0.0516829428220907,0.9204792591859,0.0276180581243425,0.963719512195122,0.0089874408371851
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5506172839506173,0.0362887369301211,0.1266463414634146,0.0743082564991141,0.8564285714285713,0.1507278260674531,0.2120538276511213,0.1055099899877345,0.7334146341463414,0.0411454812176039
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9308641975308642,0.031812589448704,0.9679268292682924,0.0247717120047333,0.903523584565516,0.0495370401461255,0.933781952377022,0.0296428540992054,0.9817073170731708,0.0111203197348526
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9148148148148147,0.0309628054419369,0.9777439024390244,0.0131945640295014,0.8712081110338545,0.0516829428220907,0.9204792591859,0.0276180581243425,0.963780487804878,0.0089748143868166
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7350000000000001,0.0442837438599741
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8333333333333334,0.0323117341439565,0.8227439024390245,0.076623344824149,0.8448981786723225,0.049490449365423,0.8304128034780197,0.0373463620234142,0.9239634146341462,0.0197697370863051
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.7703703703703704,0.0387268818305138,0.7169512195121952,0.0848314281832771,0.8068823350989037,0.0511082468605753,0.7555005178650376,0.0485277684814454,0.8909756097560976,0.0213724513702306
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4925925925925926,0.0037037037037037,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7320731707317073,0.0422409169226097
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8024691358024691,0.0349188533919282,0.763658536585366,0.0808648780061126,0.8350566452534096,0.0610693135101751,0.7931963298046207,0.0392571969241481,0.9089024390243904,0.0222693745896983
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.7691358024691357,0.0374666442110951,0.7145121951219512,0.0861155235874256,0.8066524500414323,0.0505409747771598,0.7537701355712749,0.0476118117525436,0.8909756097560976,0.0213428570973506
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7351829268292683,0.0438931646708067
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.625925925925926,0.0326869192466017,0.3904878048780488,0.0519082611808768,0.7431540298043192,0.0672644447541045,0.5093682938248097,0.0493592295043892,0.7535365853658538,0.0220826014081093
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6209876543209877,0.0742898093003969,0.3933536585365854,0.2704643881856187,0.8023267420343883,0.1233096777586272,0.4501894921034872,0.2326520677766941,0.7368902439024392,0.0308421481469765
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.734939024390244,0.0441793856251728
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6308641975308642,0.0273004251697481,0.4202439024390244,0.0532905899014117,0.7304879993301046,0.0519117891991985,0.530824619121106,0.0433524604339488,0.7448780487804878,0.0227908526063047
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.619753086419753,0.072787175175228,0.3958536585365854,0.2738438733730191,0.7978943837454476,0.1239859230760325,0.4498230640218469,0.2327093106829176,0.7369512195121952,0.0307394492764647
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7357926829268293,0.0431533742837816
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7367682926829269,0.0311286907795528
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7368902439024392,0.0308421481469765
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7351829268292683,0.0438931646708067
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7362804878048781,0.0276499346756357
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7369512195121952,0.0307394492764647
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7357926829268293,0.0431533742837816
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7367682926829269,0.0311286907795528
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.4938271604938272,1.1102230246251563e-16,0.5,0.5,0.2469135802469135,0.2469135802469136,0.3305785123966942,0.3305785123966942,0.7368902439024392,0.0308421481469765
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7160493827160493,0.0321935921244575,0.8104878048780488,0.0656658342264224,0.68680839239088,0.0416225740876747,0.7404511599373371,0.0219106483092638,0.7166463414634147,0.031816825434442
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6432098765432099,0.0476389663742586,0.8514634146341464,0.1213822703781955,0.608073276636792,0.0501143705491959,0.7029202211316888,0.0418078475430473,0.6428353658536585,0.0475635650483338
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6246913580246913,0.0615305471327264,0.7757317073170731,0.2442565721771983,0.6185689838332861,0.0737051145665366,0.6548559236855265,0.1132006216044357,0.6250914634146342,0.0613637115377991
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6234567901234567,0.0630113587909868,0.8445731707317075,0.076422388534797,0.5893380719885017,0.0537327134430755,0.6919228483237362,0.0467957771819888,0.6235060975609757,0.0632857287993187
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7592592592592593,0.0271885377105496,0.8886585365853659,0.1215796779255214,0.7108894608216643,0.0346621344685745,0.7836124970652067,0.0407260581082908,0.7973475609756099,0.0283684232472864
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7074074074074075,0.0221191023051468,0.810121951219512,0.2333623816937254,0.7106289826437313,0.1136197745310694,0.7162359982966476,0.0970330141491139,0.7535670731707316,0.0203822091839798
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6469135802469136,0.0521449681035626,0.7028048780487806,0.2089430854765745,0.6411904343830532,0.0605484418269555,0.6491755850346552,0.1106715346056839,0.6778963414634147,0.0533333149368523
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6506172839506174,0.0409645926494742,0.7345121951219512,0.1962610045717856,0.63679776575072,0.0403871418275935,0.6642537030354233,0.0914019165575637,0.6769207317073171,0.0358399804878327
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8395061728395061,0.031716623651025,0.9287195121951216,0.0440735571000921,0.7899551487029647,0.038633360684773,0.8526642105567023,0.0284944679669305,0.8666158536585366,0.0361267623523155
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7481481481481481,0.0576954145459156,0.8692073170731707,0.1077403825670442,0.7094778886627754,0.0719745197385651,0.7746996974227767,0.0503904665153982,0.7936890243902439,0.0647592912376763
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7592592592592593,0.0679012345679012,0.881280487804878,0.0905339151795582,0.7216080859172856,0.0882027845586225,0.7864198615561813,0.0527739746555944,0.8099085365853659,0.0699675194997609
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7308641975308643,0.080540772495309,0.8560365853658537,0.1387624431022491,0.6867398729079056,0.0710202749223844,0.7570631033821986,0.0847135307732809,0.7706707317073171,0.0674588137506674
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8666666666666666,0.0361203428106859,0.9605487804878048,0.029772149309035,0.8122442038281346,0.0519154653875353,0.8788448396130433,0.0298874357422721,0.896829268292683,0.0341096274751884
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7901234567901234,0.0599751002542771,0.8643902439024391,0.0851435258143701,0.7584176011367411,0.0676081465776561,0.8045052955647456,0.0543899365806156,0.8264634146341464,0.0609092321636077
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7629629629629628,0.0565211019370844,0.8764024390243902,0.1134451342413847,0.72002080981488,0.0547195524972838,0.7849242473919832,0.0576590683136379,0.8389939024390243,0.0451039124291762
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7765432098765431,0.061592442880328,0.893658536585366,0.1154070982839652,0.7270151111065482,0.0556015379016879,0.7975504107726581,0.0637799170351003,0.8372560975609755,0.068254262929801
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8876543209876544,0.0392157535167125,0.925670731707317,0.0613909331143419,0.8614035290211248,0.0423018686605598,0.8911200359126561,0.0408196834672815,0.9141158536585364,0.0279651623431377
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8234567901234566,0.0515127062840125,0.906280487804878,0.0448707990565294,0.782162133715396,0.0617728752509332,0.8379596582707614,0.0430595261370807,0.88375,0.0291719227722007
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8469135802469137,0.0222222222222222,0.8960975609756098,0.0537126943986222,0.8201419786962896,0.0461515112837952,0.853970460720665,0.0199087992424572,0.8985670731707316,0.0203812970875177
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8345679012345679,0.0410203647551509,0.9429878048780488,0.0446749863138376,0.7789996047508544,0.052736008168007,0.8513428869400945,0.0330602621531061,0.8907012195121953,0.0301120904418689
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8987654320987654,0.0219461590551002,0.9951219512195122,0.0146341463414634,0.8360709467617695,0.037033593571546,0.9080144045732036,0.0182492826794913,0.9753658536585366,0.0118179478142926
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8975308641975308,0.0247222029561737,0.9975609756097562,0.0073170731707317,0.8324108699909196,0.0350055474474656,0.9071483873653576,0.0213136035897632,0.9731707317073168,0.0124306523715336
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8962962962962961,0.0228978234456684,0.9975,0.0075,0.8304693192725751,0.0323770177130441,0.9060258446620322,0.0199745919365799,0.975121951219512,0.0102533347979804
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9172839506172838,0.0253312154675101,1.0,0.0,0.859457087799659,0.0375934141915074,0.923974361670951,0.0219114380188268,0.9872560975609754,0.007593605829535
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9246913580246912,0.0255707594780345,1.0,0.0,0.8707066335128593,0.0385487367426977,0.9304272216368664,0.0222339357814878,0.990060975609756,0.007741981709178
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9296296296296298,0.0247222029561738,1.0,0.0,0.8780583003952568,0.0376167737876335,0.9346369819405596,0.021640619488691,0.9909756097560976,0.0065377683676488
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9395061728395062,0.0178479411046925,1.0,0.0,0.8928989320957352,0.0283526225427374,0.9431806219414892,0.0159543487232998,0.9944512195121952,0.005177184767592
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9444444444444444,0.0254512692939361,1.0,0.0,0.9018303631866654,0.0414805490283968,0.9478799133385292,0.0230008687656403,0.9951829268292682,0.0040853658536585
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.945679012345679,0.0271604938271605,1.0,0.0,0.903968159573419,0.0438630364189921,0.9489991828178154,0.0244520177255358,0.995060975609756,0.0049720366175356
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8950617283950617,0.0260432384070728,0.9975609756097562,0.0073170731707317,0.829676394884691,0.0399409116592633,0.9052727346831766,0.021685351609348,0.978170731707317,0.0100998877960088
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8999999999999998,0.0237152749534549,1.0,0.0,0.8344490448353253,0.0345793983543754,0.9093696273161596,0.0204157855198724,0.9776829268292684,0.0094941981093423
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8987654320987655,0.0274951326559507,0.9975609756097562,0.0073170731707317,0.834939069567221,0.0431188709005562,0.9083321130213952,0.0234987675804546,0.9779268292682928,0.0106656782458956
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9234567901234568,0.026363156177855,1.0,0.0,0.8688265477048331,0.0393931867942227,0.9293283891962388,0.0228435183754707,0.9894512195121952,0.0086105247359516
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9222222222222224,0.0292412821785852,1.0,0.0,0.8674300830583684,0.0434586831780706,0.9284238960247264,0.0251681312044204,0.9893902439024392,0.0089291280526758
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9222222222222224,0.0265072969797331,1.0,0.0,0.8670391324752366,0.0402606352878102,0.9282860762982256,0.0231503732156477,0.9910365853658536,0.0076404653190426
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9419753086419752,0.0234567901234567,1.0,0.0,0.8974644746469774,0.0371510683281929,0.9455523195949936,0.0209213560106469,0.9915853658536584,0.0050192964944528
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9469135802469136,0.0265072969797332,1.0,0.0,0.9060175842343516,0.0432267806616115,0.9501488209015544,0.0239428865593135,0.9942073170731708,0.0054555283892532
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9432098765432098,0.0235540543559739,1.0,0.0,0.8995215608778631,0.0381256357648325,0.9466774811461398,0.0212192827134775,0.9939634146341464,0.0063041231797952
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.7950617283950617,0.0277159806427699,0.8945121951219512,0.0651087042340993,0.747776915599816,0.0271233806909126,0.8129759414452427,0.028214963292053,0.8821646341463414,0.0231736399009344
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8197530864197532,0.0358662692502072,0.9236585365853658,0.0315684105541242,0.7669378068739771,0.0421977605097912,0.8372278157930897,0.0294979596022674,0.905030487804878,0.0252336088651486
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8283950617283949,0.0396025060057912,0.9187195121951218,0.0360262665264308,0.7805402886163756,0.0455360530244334,0.8431555290142498,0.0335291053583487,0.9178963414634148,0.0210189259564818
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9049382716049384,0.0394482600214085,0.9457317073170732,0.0308635383776676,0.8772744162202546,0.0532896814286852,0.9094498237383796,0.0358920845811141,0.9617378048780488,0.0166203283301296
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.925925925925926,0.0297323322933143,0.9702439024390244,0.0244234530014488,0.8935766357045065,0.0436809716230533,0.9296340441501564,0.0265089501121731,0.9723780487804878,0.0137128710213371
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9395061728395064,0.028395061728395,0.9851219512195122,0.0227287761116522,0.904803793394722,0.042939172119706,0.9426243572203388,0.025967594498533,0.9747560975609756,0.0112926763419882
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9308641975308642,0.0395061728395061,0.9554268292682926,0.0443628047732868,0.9132215604199316,0.0498355093524295,0.9328529835312328,0.0374808515015275,0.9719817073170732,0.0191367509380874
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9370370370370372,0.0319321411268581,0.9702439024390244,0.0217141671844438,0.9118744429138644,0.0451455680335998,0.9396513295321788,0.0294814539875033,0.981158536585366,0.0147150962317228
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9506172839506174,0.0276057774999974,0.985121951219512,0.0165112223656977,0.9235568824878634,0.0436590022990056,0.9528135008622812,0.0258141869037599,0.9884451219512196,0.0086753208156935
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8123456790123456,0.0514386831012337,0.7995731707317073,0.0998500697878817,0.8224155356980509,0.0539870702665263,0.8073221145902,0.0601576697950954,0.8999085365853657,0.0395548103711535
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8851851851851851,0.0302658041287191,0.985060975609756,0.016547324558059,0.8229668961132901,0.0435567050959835,0.8960564323541996,0.026060611382611,0.9492378048780488,0.020344414193475
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8876543209876543,0.0267363059601329,1.0,0.0,0.8179713363873601,0.0369215722840391,0.8994217232859419,0.0222096614011148,0.9645426829268292,0.0117692799408964
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8716049382716049,0.0358662692502072,0.9064024390243904,0.0533947576895054,0.8506946323019404,0.0482102189995779,0.8759902666610678,0.0336674958302365,0.9356402439024388,0.0180828668322611
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9074074074074072,0.0185185185185185,0.9975609756097562,0.0073170731707317,0.8461284918222608,0.0300247392207912,0.9152754114104952,0.0160364624135124,0.9774390243902438,0.0128048780487804
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9197530864197532,0.0222564893547159,1.0,0.0,0.8628901600726631,0.0328867039347928,0.9260622809061416,0.0190989454365418,0.9805182926829268,0.0147634342273203
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9234567901234568,0.0343910821658867,0.9628658536585366,0.0229878048780487,0.8943247434684902,0.0473156301114042,0.9268121131028147,0.0318910473630937,0.9707926829268292,0.0147056181520865
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9395061728395062,0.0209876543209876,1.0,0.0,0.8932867680309755,0.0332276242106427,0.9433082288444924,0.0186777305598062,0.9896646341463414,0.0101588458507076
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.937037037037037,0.0186824024079278,1.0,0.0,0.8891476005564758,0.0295303581642696,0.9410627636261,0.0165516282462966,0.9917073170731708,0.0092411750272031
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9370370370370372,0.0255707594780345,0.9753048780487804,0.0219550301570484,0.9083161347478548,0.0424596588692608,0.9398759302260388,0.0232123760285414,0.9867987804878048,0.0092755607734576
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.951851851851852,0.0237152749534549,0.995060975609756,0.0098789897173052,0.9176907602144024,0.0396282290373867,0.9543744510137284,0.022182137849022,0.9948780487804878,0.0050092864386685
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9506172839506174,0.0199068092550581,0.995060975609756,0.0098789897173052,0.9149995625232048,0.0319631516806186,0.9530571776494762,0.0183802097478141,0.9961585365853658,0.0043910907042411
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9222222222222224,0.0390599802952009,0.9826829268292684,0.0157340705352987,0.8816601632974361,0.0646588327182712,0.9279667704769125,0.0340863227374817,0.97625,0.0144129948822343
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9814814814814816,0.0126505565011846,0.9975,0.0075,0.9673686872779328,0.0255142142853894,0.981976965345995,0.0120727734611021,0.9977439024390244,0.0037888381421721
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9827160493827162,0.0125901716385007,0.9975,0.0075,0.9697442376115092,0.0250094464913649,0.9832097452201698,0.01193100111645,0.9980487804878048,0.0030827377218937
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9382716049382716,0.0276057774999974,0.9826829268292684,0.0157340705352987,0.904431207048992,0.042609699118084,0.9414159400367682,0.025310705746973,0.9857926829268292,0.0092012578996758
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9802469135802468,0.0184773204285133,0.9975,0.0075,0.965312410221656,0.0312637945392633,0.9809181956432076,0.0178737708700158,0.9981097560975608,0.0029172862716843
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9802469135802468,0.0167464937854944,1.0,0.0,0.9631836311416572,0.0304384268513763,0.9810009011062252,0.01584813057108,0.9981097560975608,0.002942665490735
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9555555555555556,0.017633156613686,0.992560975609756,0.0113643880558261,0.92556255568022,0.0319525627983513,0.9575019616414612,0.016015917804415,0.9953048780487804,0.0044894780815121
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9814814814814812,0.0193240442499981,1.0,0.0,0.9658089982308832,0.0345866735422948,0.9822879647451296,0.0181453731727702,0.9982926829268292,0.0022782367917401
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9851851851851852,0.0163783940264464,1.0,0.0,0.9723827653407916,0.0297369657935978,0.9857645179840666,0.0154899991685572,0.998841463414634,0.0017127526713644
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.948148148148148,0.0274951326559507,0.9801829268292682,0.021615402141901,0.9230367139580682,0.042726903795181,0.950216964460768,0.0263078518112385,0.9939634146341462,0.005517871564581
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9765432098765432,0.0230636317188511,0.995,0.01,0.9612076018016362,0.0387556353781343,0.9774374606510656,0.0220129501069267,0.997560975609756,0.003060951316588
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9802469135802468,0.017633156613686,1.0,0.0,0.9631886648676212,0.03208537988313,0.9809749395020712,0.0167835866544201,0.9981707317073172,0.0026155622670155
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.951851851851852,0.0273004251697481,0.9776829268292682,0.0206007340622231,0.9310079654576436,0.0399664297237093,0.9533938569636222,0.0262218348183516,0.9944512195121952,0.0056444447111793
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9765432098765432,0.0169725025739105,0.995,0.01,0.9604726013886536,0.0287735142568647,0.9772110888850404,0.0163945620363732,0.9979268292682926,0.0021506331815302
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9790123456790124,0.0175030208379726,1.0,0.0,0.9609161217556,0.0319689019273146,0.9797971442799784,0.0166493738545154,0.9982317073170732,0.001755631713279
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8160493827160493,0.064256857677398,0.8378048780487806,0.1553425912056147,0.8038390306590278,0.0270834998920075,0.8116148071052249,0.0955545593232022,0.8856707317073171,0.0567343562601167
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.937037037037037,0.0553356415580616,0.9461585365853658,0.0791918252185136,0.9295280271656672,0.0465015755261706,0.9367393829473856,0.0582838239223743,0.9776829268292684,0.0316512167869231
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8444444444444444,0.0718174793691308,0.889390243902439,0.0998709756571104,0.8163487268737398,0.0656594566166583,0.8495576847316958,0.0747219505628919,0.9157926829268292,0.0503198056196232
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.951851851851852,0.0309628054419369,0.9681097560975608,0.0422847718850769,0.938986907235631,0.0371373730472164,0.9525785162289204,0.030623551429209,0.9788414634146342,0.0176556770693765
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8530864197530864,0.0436311038199315,0.8795731707317074,0.0809659899149206,0.8414966264061634,0.061686007635649,0.8561318830704332,0.0454290029807255,0.9151829268292684,0.0363308729862808
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9493827160493828,0.0337874868726024,0.9655487804878048,0.0400097121611977,0.9358661852422488,0.0348634632067136,0.9501715123419444,0.0333666812901044,0.983780487804878,0.0141015902757306
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8333333333333333,0.0777385752663267,0.8545731707317075,0.0933051362643107,0.8199602335648848,0.0756996843719019,0.8358119471065374,0.0798838322408016,0.9010365853658536,0.0654197823131964
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.954320987654321,0.0326869192466017,0.9731097560975608,0.0335271050901913,0.939488679216416,0.0423442409895834,0.9554565266752754,0.0313275294701953,0.984451219512195,0.0139905477141553
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.845679012345679,0.0491506894750478,0.8717073170731707,0.0698995412399553,0.8307013187459809,0.0569670364038052,0.8490019189852209,0.0505194392749093,0.9192682926829268,0.0286756565367007
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9185185185185184,0.0402703862476545,0.9409146341463414,0.0547990284741733,0.9013096462515068,0.0400769861302672,0.9199207773507266,0.0406118958968606,0.9706707317073172,0.0182406781094922
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8493827160493828,0.0486989701810272,0.9185365853658536,0.0527558494857895,0.8123244471720719,0.0678674216211455,0.8597950849873504,0.0434864536381006,0.9040243902439024,0.0413980833945823
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9098765432098764,0.0386678018848539,0.950731707317073,0.0408907730938384,0.8807647740901926,0.0472702398766976,0.9136795276873628,0.0368395130438952,0.960548780487805,0.0240572543572618
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.908641975308642,0.0406471052670477,0.928780487804878,0.0600650301961862,0.8942765390434075,0.040308264169463,0.9100992054204904,0.0407983244346343,0.9669512195121952,0.0135409792912686
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9765432098765432,0.0066483516137462,0.9975609756097562,0.0073170731707317,0.9575728723913636,0.0134229952855358,0.9770741743438268,0.0062890499744549,0.9942073170731708,0.0071017609733966
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9037037037037038,0.0365398730541944,0.9284756097560974,0.0482162875045949,0.8869333258608492,0.0466641611089265,0.9060850218948078,0.0355019043244161,0.964939024390244,0.0205556549259531
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9827160493827162,0.0098765432098765,0.9975609756097562,0.0073170731707317,0.9692561503537114,0.0207922902817158,0.983040172806642,0.0094949176825612,0.9957317073170732,0.0073777968108557
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.906172839506173,0.0379315839400918,0.9285975609756096,0.054954181607455,0.8893580515092143,0.0370401919275979,0.907790888898558,0.0386492829760391,0.963780487804878,0.0219176572693904
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851851851851852,0.0074074074074073,1.0,0.0,0.971365097371904,0.0140862866029771,0.9854228373035308,0.0072418845230997,0.9949390243902438,0.0072252881476229
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.908641975308642,0.048823999835272,0.9435365853658536,0.0663100714824821,0.8842256945856111,0.0536067146799135,0.9114069293025536,0.0486230468051858,0.9657926829268292,0.020905743683897
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851851851851852,0.0049382716049382,0.9975609756097562,0.0073170731707317,0.9735718337249818,0.0066995228321767,0.9853927258913056,0.004749827905497,0.9941463414634146,0.0083614437641082
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9037037037037036,0.0301396434956387,0.9457317073170732,0.0284515096218468,0.8741112940796656,0.0446904235310575,0.9078084208981556,0.0286067908127457,0.958963414634146,0.0185009485744882
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9703703703703704,0.0158101833023033,0.9926829268292682,0.0156173761888606,0.9513010449438598,0.0283192356359283,0.971212227302864,0.0148852228931256,0.9910365853658536,0.0072765646986202
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9012345679012344,0.0405720412966789,0.9505487804878048,0.0364718258509801,0.866478558438361,0.0488987848109575,0.906061589973874,0.0385352911593204,0.9559756097560974,0.0205964020815081
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9666666666666668,0.0146596815889357,0.9926829268292682,0.0156173761888606,0.9444149971475552,0.0268230101048766,0.9676334071576984,0.0140134942655277,0.9922560975609758,0.0077131133653688
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8074074074074075,0.0823004114197479,0.8642682926829268,0.0473008835768477,0.787268781256056,0.0989600276873089,0.8209242943484216,0.0659523153788581,0.8797560975609757,0.0831680494524929
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.94320987654321,0.033674522708607,0.9585365853658536,0.0597934179128354,0.9304941952545468,0.0188593897292448,0.9434756404711404,0.0353053551376527,0.9806707317073172,0.0140985578599345
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.828395061728395,0.0595798938864871,0.876829268292683,0.0807207457004495,0.8007727002339516,0.0578467182768554,0.835551377686571,0.0603511669378519,0.895060975609756,0.0611415121114276
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.945679012345679,0.0362887369301211,0.9632317073170732,0.0349449831040221,0.9327133862914646,0.0472257843057893,0.9470579895262232,0.0344299253829218,0.985121951219512,0.0095176657189489
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8469135802469134,0.0371192503169701,0.884268292682927,0.0866466632904546,0.825700244567205,0.0388417619142841,0.8506260759970059,0.0440026784852091,0.9206707317073172,0.0205668661816285
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9679012345679012,0.0254213089900913,0.9878048780487806,0.0249925628438038,0.9508966416453656,0.0325904135032211,0.9687215719321765,0.0244842260286443,0.9918902439024392,0.005968450165873
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8617283950617283,0.0531868129099704,0.906158536585366,0.0526939704436701,0.8362640117988519,0.0647582126794739,0.8681877176904346,0.0482336642899266,0.9245121951219512,0.0400288043225222
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9493827160493828,0.0237152749534549,0.9731097560975608,0.042871057519885,0.9308293422786672,0.0321055151600081,0.9505289946741547,0.023848163743196,0.9877439024390244,0.0114187310242185
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8333333333333333,0.0552805263635508,0.8769512195121951,0.0904179271311745,0.8129997763864043,0.0690762959383127,0.8394908321668275,0.0567305625432305,0.9153048780487804,0.03500493931324
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9111111111111112,0.0361203428106859,0.9484146341463412,0.0383111265199684,0.8867159115466287,0.055192489057105,0.9149585912195028,0.0323716276499761,0.9629268292682926,0.0307377558894718
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8555555555555555,0.0523928275899331,0.8888414634146342,0.0604950883203452,0.8374890565569805,0.0677898509828008,0.8603362062857084,0.0493926560643183,0.9179878048780488,0.0413837559771287
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9098765432098764,0.0405908203031446,0.9482926829268292,0.0562939299012244,0.8829228139665872,0.0501522178288582,0.913019109535313,0.0397352425979799,0.9639024390243902,0.0211925115572343
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9024691358024692,0.0407407407407407,0.9383536585365851,0.0480984715814457,0.8772114657526557,0.0486775935352399,0.9058249642437268,0.0394069484913567,0.9643292682926828,0.0220799915347559
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851851851851852,0.0049382716049382,1.0,0.0,0.9713070253626124,0.0091931875751096,0.985422474515432,0.0047648073038129,0.9960365853658536,0.007133103947194
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9111111111111112,0.0181443684650605,0.9360365853658535,0.0380112874215747,0.8928434367564803,0.025614024771808,0.9131597996380992,0.0179715165594392,0.9644512195121951,0.0142611249455112
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9876543209876544,0.00780809298807,0.9975609756097562,0.0073170731707317,0.9783918104961782,0.0126585932488611,0.9878321130696484,0.0076235408922657,0.995060975609756,0.0070079520566678
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9160493827160494,0.0296296296296296,0.950670731707317,0.0288130887081587,0.8911481370556193,0.0460930951539321,0.919107980322108,0.0279405724173796,0.9667682926829269,0.0154263472401314
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9839506172839506,0.0079050916511516,0.9975609756097562,0.0073170731707317,0.9713070253626124,0.0140674582849357,0.9841886321903952,0.0077402659238406,0.9931097560975608,0.007286776709397
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9222222222222224,0.0394482600214085,0.9458536585365852,0.049641636637432,0.9044671643870146,0.0452584996314745,0.9238957915049806,0.0393672771507567,0.9776829268292682,0.0124222747104847
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.982716049382716,0.0098765432098765,1.0,0.0,0.966985939943966,0.0182713051174277,0.9831279934400594,0.0094657199085661,0.9948170731707316,0.007904518320244
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8938271604938273,0.0395061728395061,0.9407926829268292,0.042624044751264,0.8619253705912537,0.0488145901392518,0.8987704910609245,0.0377286146717994,0.9522560975609756,0.0180307465936541
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9703703703703702,0.0148148148148148,0.9878048780487806,0.019664043288533,0.9552696747067138,0.0233032728943929,0.970986527990494,0.0143063724230878,0.9920121951219512,0.0074950409939037
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9012345679012344,0.0382516873699497,0.9382926829268292,0.0440451609673536,0.8752542620067845,0.0476364884582812,0.904819798003295,0.037153724138275,0.9507926829268292,0.0193937909012272
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.969135802469136,0.009953404627529,0.9951219512195122,0.0146341463414634,0.946521611463472,0.0196049800417563,0.9699839612494496,0.0093844979067159,0.9921341463414636,0.0080729957242839
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7506172839506172,0.0609331490333484,0.6908536585365854,0.1096493383217978,0.7909529708050388,0.0760592078520066,0.7314505857004402,0.0723539405472428,0.822560975609756,0.067256401609113
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.962962962962963,0.0234242789642102,0.9802439024390244,0.0310906257211637,0.9476684262986024,0.0232693399629918,0.9634822952498034,0.0236920773878206,0.9893292682926828,0.0081591198887328
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7135802469135804,0.1219413158011431,0.6620121951219512,0.2370963569535944,0.672511316135886,0.2452147669606899,0.6646650948828826,0.2376982385635033,0.7910975609756097,0.1365960361685729
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9580246913580248,0.0332188248075894,0.9729268292682928,0.0373807841278203,0.9449257218485804,0.0323059654136172,0.9585881531027972,0.0329901339071828,0.9851829268292682,0.0152489016192932
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7506172839506173,0.1044359801607733,0.7057317073170731,0.2571724249546389,0.7038734529236048,0.2439763142465661,0.6996426475560734,0.2428988759224142,0.8129878048780487,0.1630723230353779
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.954320987654321,0.0276333694883943,0.9804878048780488,0.0405201164044784,0.9320345287787148,0.021471986164646,0.9553417006491244,0.0274460120484843,0.9861585365853658,0.0163524944566688
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7506172839506172,0.074443523119414,0.7639024390243903,0.1190420693587604,0.7563233161125542,0.0842649952062466,0.7521572590240437,0.0746469937142508,0.8539634146341463,0.0621641780985437
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9555555555555556,0.0235540543559739,0.9827439024390244,0.0246903036552116,0.933046356416908,0.0318623897038171,0.9569206950591316,0.0227547063638724,0.9878048780487806,0.0109110567785066
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8308641975308643,0.0802089178803989,0.8300000000000001,0.1153834488722131,0.8292228202566596,0.0674391903155525,0.8278547393326156,0.0894675816959247,0.8898170731707318,0.0710390976212309
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9222222222222222,0.0546705921616901,0.9509146341463414,0.0628298849102449,0.9007716759081774,0.0542812932188345,0.924400241837483,0.0533841420819611,0.9757926829268292,0.0214215396666409
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7901234567901235,0.0874715535008313,0.7854268292682927,0.068898364869836,0.8015395819690585,0.099606594939716,0.7911785364232513,0.0771689296724626,0.868719512195122,0.1029238852023751
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9407407407407408,0.029110681784078,0.9629878048780488,0.031453073078283,0.9225020687385974,0.0333092825021022,0.9420349571027462,0.0284727979640037,0.9829268292682926,0.0092594630598674
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8469135802469134,0.038331295546321,0.8643292682926831,0.0478075612114103,0.8389503581711526,0.056935485067655,0.8497152448592749,0.037051002608217,0.9170731707317076,0.0318582243767636
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9839506172839504,0.0124072538532356,0.9951219512195122,0.0146341463414634,0.973853888123599,0.0195253584154766,0.9842169555755608,0.0122549042512913,0.9967378048780487,0.0072942351924946
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8851851851851851,0.0579195264480982,0.9014024390243902,0.0846235364474944,0.8736839080442635,0.0516970284876702,0.8857174253756506,0.061520563339781,0.9382926829268292,0.0440755395046888
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.982716049382716,0.0158101833023033,1.0,0.0,0.9675627885695952,0.0287120623854077,0.9832957449696964,0.0149589762428838,0.9941463414634146,0.0086671204445031
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8716049382716049,0.0465875611459585,0.901280487804878,0.0537592250982543,0.8534260827640618,0.0574503275164482,0.8753891953856254,0.0449540316525321,0.9360365853658538,0.0265218669952053
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9864197530864196,0.0160493827160493,0.9975609756097562,0.0073170731707317,0.9770339281314888,0.0300537048416012,0.9869109024637844,0.0151597092577418,0.994969512195122,0.0080469902850217
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8604938271604938,0.0523928275899331,0.8691463414634146,0.062359419529412,0.8552051186438563,0.057332269251674,0.8612987996783555,0.053170094348784,0.9302439024390244,0.030134785455808
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9864197530864196,0.0140219959155562,1.0,0.0,0.9743427304402914,0.0259592006116981,0.9868281970007668,0.0134211030309888,0.9952134146341464,0.0072814810165357
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8716049382716049,0.0472373493079234,0.8940243902439023,0.0597721481679315,0.8565461859658356,0.0491034088699507,0.8740496059492028,0.0478365816069045,0.938780487804878,0.0267379265508815
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9765432098765432,0.0140219959155562,0.9926829268292682,0.0156173761888606,0.9621603585486171,0.0209338341694788,0.9770139515193764,0.0135500879112976,0.9939634146341464,0.0076472750042794
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8777777777777779,0.0372217615597069,0.9038414634146342,0.0614445685876567,0.8619147158676833,0.0489578174132961,0.8804112409328043,0.0377825112718351,0.943170731707317,0.0207098162759695
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.977777777777778,0.0143974120860377,1.0,0.0,0.9582050920025964,0.0259457089722338,0.9784764678612629,0.0135904238224765,0.9942073170731708,0.0074791500788023
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6753086419753086,0.1069238440601215,0.6282317073170732,0.1776120290614936,0.6993691762096417,0.1201462149545345,0.6505962613120617,0.131355790010205,0.7534146341463415,0.137839192792186
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9580246913580248,0.0235540543559739,0.9655487804878048,0.0350970122332058,0.9516248182711596,0.0235575537926714,0.9581917603696596,0.023720108599721,0.9875,0.0124314001024357
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7481481481481482,0.0694437585700011,0.7184756097560976,0.1459764375345847,0.7680490226376373,0.0649800798671877,0.7333301084785616,0.0932785172483428,0.8386585365853657,0.0655039267978412
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9666666666666666,0.0191656477731605,0.9876829268292684,0.0164539268053882,0.9486682950565536,0.0295315315989574,0.9675156623853708,0.0183896082869575,0.9901219512195124,0.0102460799079487
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7271604938271604,0.1045307993123429,0.7140853658536586,0.1709833620071957,0.7258506420678073,0.0881639341677035,0.715073292189752,0.127997642777035,0.8013414634146342,0.0849006487994498
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9666666666666668,0.0146596815889357,0.9902439024390244,0.0161786575139287,0.946513692553114,0.0240958198457438,0.9676302944967808,0.0137956643130456,0.9892682926829268,0.0102330081442918
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7790123456790125,0.0863226968217942,0.7367682926829269,0.1987185766972195,0.801123978180701,0.04536962471037,0.7527829431237759,0.1438738744730437,0.8703658536585366,0.0356227006208694
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9666666666666666,0.0214189525591326,0.9853658536585366,0.0248732659199648,0.950577000046654,0.0279272691699294,0.9673763838422472,0.0209627387901012,0.9902439024390244,0.0090605734736618
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7987654320987654,0.0612450210114195,0.7952439024390244,0.0544466785859545,0.8114124607158664,0.0807904792211836,0.7996591418405112,0.0489384980376291,0.8804268292682927,0.0587771036876266
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9308641975308642,0.0375276151940016,0.963170731707317,0.0441087631465411,0.905607020287962,0.0400190346216078,0.9330535187435612,0.0366643146243322,0.9751829268292684,0.0216854679023525
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8333333333333334,0.062769006513018,0.8225609756097562,0.0962345037627133,0.8418231272533907,0.0588290270324506,0.8296763501353593,0.0685375193042293,0.9022560975609756,0.0499844190476515
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.919753086419753,0.0350278048373113,0.9603658536585364,0.0226267991649749,0.8906102769539723,0.051730374000905,0.9234348901723196,0.0322931193852196,0.966280487804878,0.0221149886857015
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8506172839506172,0.0351147226008096,0.8719512195121952,0.0561677715454399,0.838097785589803,0.0409916505217382,0.8533670411234979,0.0360224611427046,0.9271341463414634,0.0227713494231426
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9814814814814812,0.0126505565011846,1.0,0.0,0.9649098308258828,0.0226466355404,0.9820048171751068,0.0118682704611477,0.9945121951219512,0.0088572189306914
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8555555555555555,0.0509175077217315,0.8618902439024391,0.0718593098385307,0.8518876384334858,0.0496837895319422,0.8556424378931048,0.0534459056665378,0.9259756097560976,0.0290914372146642
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9864197530864196,0.0066483516137462,1.0,0.0,0.9737406477054804,0.0124069902394257,0.9866556171777056,0.0063675597246579,0.9953658536585368,0.0078001128746084
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8703703703703705,0.040665849609878,0.8966463414634147,0.0471828700930762,0.8560364381372411,0.0583411709000961,0.8741865316773374,0.0370966848872631,0.9465853658536584,0.027493441973977
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9802469135802468,0.017633156613686,0.995060975609756,0.0098789897173052,0.9674666717164064,0.0295199467225729,0.9808206169849634,0.0165708265254756,0.9965548780487804,0.0072122187326914
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8716049382716049,0.0282605509685422,0.8939634146341463,0.0412471494156831,0.856697889229683,0.0339730558968601,0.8742461146052845,0.0281250313532445,0.935,0.0229112557381802
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9839506172839506,0.0166094124037947,0.9975609756097562,0.0073170731707317,0.972058090016116,0.028252394855153,0.9844452668043114,0.0158646582891593,0.9946951219512196,0.0082713588817883
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8753086419753086,0.0418480277942674,0.901280487804878,0.0591353082492774,0.8582244707182097,0.0464731278775604,0.8780228247168187,0.0424051899858028,0.931036585365854,0.0227684102574465
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9765432098765432,0.0128892672949512,1.0,0.0,0.9557741706834164,0.0232080995514025,0.9772429883243255,0.0121416416551338,0.993658536585366,0.0072619877711997
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8925925925925926,0.0382716049382716,0.916219512195122,0.0451287074704516,0.8763260390487326,0.0460666009291839,0.8950320803441343,0.037591277038128,0.9481097560975608,0.0207737199846057
d_num_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9753086419753088,0.0156161859761401,0.9926829268292682,0.0156173761888606,0.9597823097681292,0.0206894869357829,0.9758396064425924,0.0151333432561528,0.9953658536585366,0.0072977386831108
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8707317073170732,0.0362587042617524,0.9084785133565624,0.0351536691027182,0.8512541242068397,0.0557206318856652,0.8774421407817424,0.0309647650466794,0.9385887085351688,0.0243890868385114
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.852439024390244,0.0557385116196411,0.8578977932636469,0.0939367659850416,0.8521562991168292,0.0489455724557834,0.8527712224574646,0.0619207446916302,0.9269252287470608,0.0290715703761078
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6902439024390243,0.0631796773023835,0.571602787456446,0.0896218943230056,0.7569740421196286,0.078921752500682,0.6489425186259878,0.080685091995101,0.8157113821138211,0.0674283451515212
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6780487804878048,0.054864496971717,0.5427409988385599,0.0901374864536962,0.7539995833718824,0.0737875457547733,0.6274677670375611,0.0757905490899026,0.7567981077023316,0.0804638733025918
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6890243902439025,0.0634263591411992,0.5691637630662021,0.0888791865061942,0.7561337059851748,0.0794150085937489,0.6471530449417773,0.0806651380525078,0.8149972026288207,0.0671656431045371
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6780487804878048,0.054864496971717,0.5427409988385599,0.0901374864536962,0.7539995833718824,0.0737875457547733,0.6274677670375611,0.0757905490899026,0.7567981077023316,0.0804638733025918
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7531085521656611,0.0831108335470631
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7532275289651851,0.0831031044894065
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7532275289651851,0.0831924830050375
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7532275289651851,0.0831031044894065
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7536440894025664,0.0831882766802878
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7541795558199484,0.0833490846551482
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7537630662020905,0.0832256728931797
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7541795558199484,0.0833490846551482
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7553695716835216,0.0831682834379063
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7555480368828078,0.0831536963063522
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7555480368828078,0.0831536963063522
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7555480368828078,0.0831536963063522
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7496554630180448,0.0913732061259838
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7553695716835216,0.0831682834379063
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5060975609756098,0.0060975609756097,1.0,0.0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7555480368828078,0.0831536963063522
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7621951219512194,0.0314482852639698,0.8984320557491289,0.0425089091342961,0.7102906525750592,0.0336197301546264,0.7926077553925207,0.0282516207984417,0.7603135888501742,0.0308724363247744
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.5829268292682925,0.0789957792229348,0.7919279907084784,0.2361279665479447,0.5625981633769783,0.060515512898017,0.6352141320572546,0.1536024083066502,0.5798969221835076,0.0785937142598244
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.646341463414634,0.08691965698149,0.8259001161440185,0.0820040927563553,0.6145534581303378,0.0698429412684188,0.7032590136836698,0.0699490598992411,0.6438646922183507,0.086668549589478
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.5939024390243903,0.0819980267025084,0.7381533101045296,0.3213668948209672,0.5747739677277932,0.0588568262581049,0.5998114413268657,0.2137126351144571,0.5903266550522648,0.0832490367233297
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7731707317073171,0.0419625622782567,0.6671312427409989,0.0594124053090835,0.8528664658183158,0.0483087284237346,0.7475716055715289,0.0499168679483857,0.8407068850740771,0.0330962595025289
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.676829268292683,0.067294534933275,0.7950638792102207,0.1211255857691223,0.6551922860372622,0.0600367414251592,0.7112163814687069,0.0620876691540305,0.6832823078666327,0.0757363647427774
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.725609756097561,0.0974465792730389,0.8139372822299652,0.0973932522108584,0.7159738695625792,0.1143753361157496,0.7526349931854244,0.0750045210829324,0.7563628332058583,0.1134878214031259
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7085365853658535,0.0586000672035803,0.7437282229965156,0.1166484545105486,0.7090543303214834,0.083742409070368,0.7178793911779067,0.064314557036811,0.7273134967847936,0.0784847738288031
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8243902439024391,0.0328137171879846,0.8671312427409988,0.0515565640203589,0.8044116427736627,0.0443781058750027,0.8330312142314241,0.0315116736682817,0.8734650930568539,0.026197565762024
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7731707317073171,0.0585365853658536,0.8675958188153311,0.0793302757413791,0.7425979021368718,0.0790089753505614,0.7949713975835142,0.04877389458409,0.807410608056429,0.061124035734523
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.751219512195122,0.0602888150941866,0.8286875725900117,0.1164117124096886,0.7252796965029068,0.067979933533061,0.7683428434537268,0.0679557581218637,0.7983781266819637,0.0687485822805656
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7573170731707317,0.0768292682926829,0.8199186991869919,0.1011698572767315,0.7361290187774083,0.0709827560537705,0.7727950223483732,0.0737648421783927,0.8019261316959859,0.0849480235466725
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.852439024390244,0.0359497633487406,0.8988966318234611,0.0453493314974022,0.825664500022491,0.034581356098297,0.8602719504037355,0.0345157097796012,0.8933086881391462,0.0305157709203621
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7865853658536586,0.0694693920420786,0.8598141695702672,0.0835834365612232,0.7624309481569467,0.078512163548446,0.8038994643977235,0.0596561597465166,0.8436083963627092,0.07118547055224
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7707317073170732,0.0763145748642049,0.837979094076655,0.1009548101664325,0.7470391589490323,0.0792630342133924,0.7862846604139008,0.0734158248826711,0.808370602107589,0.0662334581531778
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7951219512195122,0.0516820002449197,0.8652148664343787,0.0802425945683797,0.7663578061669852,0.0568340139620235,0.8099376908690339,0.0485458759478118,0.8504873976657885,0.0470118290569127
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8573170731707318,0.0313535612980059,0.9060394889663184,0.047826662786561,0.8296831681382569,0.0387823279247872,0.8651627463242869,0.0303668720745681,0.8932481197416504,0.0330704951540219
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.85,0.0478726498204646,0.8914634146341462,0.0451204564197383,0.8298320343958642,0.0647854901893711,0.8580249423239688,0.0438755838273627,0.8873278200334267,0.0544468747789112
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8121951219512196,0.0323573150278575,0.8504645760743322,0.0460179911508161,0.7982062707471753,0.0538339122006945,0.8212361683572175,0.0270691217868645,0.8595310862298519,0.0584047252082729
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8060975609756097,0.0507088363080287,0.8556329849012776,0.0858964131491712,0.7890904194871756,0.0599662745889403,0.8167108970727419,0.04719701561675,0.8477497273448344,0.045553006302331
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8682926829268294,0.023647218816665,0.9084204413472706,0.0352808844459518,0.8443758160587922,0.0284909957035341,0.8746191742090426,0.0224783792902133,0.9533477451063708,0.01535516402994
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8792682926829268,0.0275134492016548,0.9128919860627178,0.0414269612706429,0.8595559215290084,0.0415753326913105,0.8842611323638284,0.0264475544823091,0.9557285204385144,0.0138564311180859
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8707317073170732,0.0232668097906572,0.9056910569105692,0.0419006348547526,0.850648024115878,0.0360406163066888,0.8761428795737473,0.0231545809016076,0.9537050650123226,0.0130118006361694
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.902439024390244,0.019664043288533,0.9277003484320556,0.0214446178458621,0.8867030754093321,0.0357111715513632,0.9061155861294548,0.0178084749973368,0.9674490453528228,0.0160954220538082
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9060975609756096,0.0261840372604681,0.9347851335656214,0.0287148910445356,0.8867402851029123,0.0339981462124507,0.9097198238183702,0.0251686270698258,0.9709607730659188,0.011991037693973
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8951219512195122,0.0299712334815719,0.927642276422764,0.0264163180864592,0.8740608146231261,0.0384415540551552,0.8997167543483753,0.0283606750613764,0.9711982309283024,0.0125675155406424
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9182926829268292,0.023170731707317,0.954239256678281,0.0345836246246304,0.8927519584184032,0.0282396976464619,0.921944717512958,0.0224582733386962,0.9799455397864084,0.0099873498380309
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9280487804878048,0.0246631078245813,0.9541811846689896,0.0294035391673633,0.9090504351050234,0.0295709110486383,0.9307356216348242,0.0236986494948962,0.9798863346647404,0.0101503611010889
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9341463414634148,0.0198147278161852,0.9638792102206736,0.0221143823311803,0.9115965086647916,0.0244713531798176,0.9368109330898864,0.0189932299217926,0.9815523285459336,0.0088158106715069
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8719512195121952,0.0182926829268292,0.91794425087108,0.0348500283680048,0.8443323583675241,0.0309128682496216,0.8787485836808935,0.0179553924864338,0.9553116767230392,0.0131303899120857
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.875609756097561,0.0282337485433907,0.9203252032520324,0.0378830739649648,0.8478140330221736,0.0330750586373795,0.8819996459006955,0.0274026200717957,0.9538246437777966,0.0138483133280865
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.878048780487805,0.0218152973414613,0.9178861788617888,0.0332506755183355,0.8542876575697177,0.0365090694578169,0.8839859267329896,0.020111215926797,0.9546571626866096,0.0141101359832059
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.903658536585366,0.0200014871547033,0.9493031358885018,0.0253556650799391,0.8722605480772984,0.025152782052909,0.9088586454593496,0.0191816077901845,0.9692350429166312,0.0105456501573365
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.897560975609756,0.0279159101030721,0.9445412311265968,0.0241934570068938,0.866890408767685,0.0383145278301317,0.9035025594258264,0.0246329846455266,0.9704252004192516,0.0098042035090542
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8987804878048781,0.0250222982057111,0.9373403019744484,0.0191504722855545,0.8731492448681528,0.0340670374160559,0.9037947088795104,0.0230053583855384,0.9696520282711536,0.0111613461972023
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9207317073170732,0.0319176886056156,0.956562137049942,0.0368853728224891,0.8946339569317324,0.0329084044725556,0.9242593857547392,0.0307588867026967,0.9797678536018812,0.0099387923265955
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9207317073170732,0.0182926829268292,0.961382113821138,0.0266540400972808,0.8911625225970523,0.0221543763404836,0.9246302777629728,0.0174834581322377,0.9795882198804566,0.0105911733975981
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9292682926829268,0.0230097100781868,0.96869918699187,0.0323043788390198,0.9003028278597036,0.0298836051088893,0.9327212724170127,0.0219159016690673,0.9807191014418856,0.0105970012694143
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8097560975609757,0.0370699613501723,0.9202671312427412,0.02935601817217,0.75793418447748,0.0433733906158031,0.8306708736528471,0.0322184104004593,0.8999154237840287,0.0368380888444068
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8292682926829269,0.034059122057973,0.9227061556329847,0.0375025151328593,0.7810603420300198,0.0373105121102703,0.8454467638197315,0.0308906297829278,0.9201172594260786,0.0334926897676324
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8378048780487806,0.0293950507151071,0.9227061556329847,0.0358812185100541,0.7917269362096223,0.0301574272425856,0.8518609482258992,0.0276798841482393,0.9275255127333504,0.0311269180743554
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8609756097560977,0.0366665765326168,0.8984901277584205,0.0540536558408777,0.8393807540471488,0.0400198487571587,0.866896565183368,0.0363669142964326,0.9447514234724228,0.0188406064532303
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8817073170731708,0.0278358834402764,0.9061556329849012,0.040377547822676,0.8683595109360726,0.0390203118312693,0.8858556040081396,0.0264869527224995,0.9568588177388744,0.0165859158532896
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.898780487804878,0.0197018224651262,0.920499419279907,0.0454087837370957,0.8855780142896938,0.025979073382821,0.9016257100299996,0.0208380584025091,0.962362751763406,0.0140803411512939
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8841463414634146,0.0239285571589617,0.9081881533101044,0.0434993462653765,0.870357742254587,0.0351596375131192,0.887804206991173,0.0244614632203816,0.9565620839352992,0.0163366471810641
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8902439024390244,0.0224866937982753,0.9202671312427412,0.0434486142576138,0.8716347547675667,0.0321407734274024,0.89428110735582,0.0226853995162283,0.9594774050310192,0.0157197466031776
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9048780487804878,0.0223540277802723,0.9373403019744484,0.0390246062850056,0.8828024509246284,0.0256388515695214,0.9086294230613416,0.0224898947308227,0.9668567108580494,0.0152712527493157
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8158536585365853,0.0367678376382471,0.7832171893147504,0.044107248919048,0.8457813650574547,0.0563699490852498,0.8117305341495719,0.0360017261614329,0.9019006189626356,0.0344127276351871
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8451219512195122,0.0293950507151072,0.8838559814169571,0.0490926629583895,0.8259139916825051,0.0455249749005308,0.8522620170023378,0.0282920364473011,0.9383528441120648,0.0189730505985199
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8414634146341463,0.0318009873424519,0.8766550522648083,0.044946534720634,0.8263982449908717,0.0553909803739929,0.8487198003972859,0.0281291417823575,0.939393236027308,0.016870580217829
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.852439024390244,0.0387375126201672,0.8599883855981417,0.0364268916248032,0.85103832567426,0.0470015528130213,0.8551207225069388,0.0380242201733478,0.9211539687260984,0.0241825316976582
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8817073170731708,0.0327456623953599,0.9153890824622531,0.0369221542797256,0.8632545622545621,0.052578079184851,0.8871327543210651,0.0297331832367573,0.95364355825614,0.0192145861970768
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8731707317073172,0.0374690036481395,0.90801393728223,0.0438697037036961,0.8543605952070339,0.0547512440754785,0.8789207747441893,0.0347183452336886,0.9569764489674516,0.015718482850771
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8975609756097562,0.0268292682926829,0.8986062717770036,0.0343962819983924,0.9000136135686333,0.0369475763312136,0.8987097081367835,0.0267471084859574,0.9545657877963796,0.013968383656871
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9097560975609756,0.0245118917588314,0.942102206736353,0.0249615761733648,0.8888449636335295,0.0427816694660408,0.9138501568622552,0.0220697534539283,0.9712278157842552,0.0106938024474787
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9048780487804878,0.023647218816665,0.9396051103368176,0.0226837920946238,0.8825178916313183,0.0419490647613567,0.9093769152154004,0.0213876973641491,0.9735780679017592,0.0106700922526188
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9268292682926828,0.0303656087755822,0.9495934959349592,0.0290833528007238,0.911525983428032,0.0384921286132757,0.9297135203774208,0.0276673515002398,0.9746485581145008,0.0106590993448899
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9365853658536584,0.0254641622168549,0.9710801393728224,0.0143680995067987,0.91080232997407,0.0354695204413992,0.939700040381753,0.023208184756134,0.9815220354947451,0.010162878961557
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9390243902439024,0.0204063421105871,0.973519163763066,0.0167951640231139,0.913099445678054,0.0331524908530219,0.9419492952009154,0.0188853157834192,0.9837539304835556,0.006871719091327
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.8792682926829268,0.0342550534272881,0.9250290360046458,0.0371120124204642,0.8508672622299345,0.0408859241218627,0.885768849154916,0.0320887757442354,0.949212221325175,0.018062225213973
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9536585365853656,0.0248732659199647,0.978397212543554,0.0199412887486775,0.934067082788013,0.0322305307197885,0.9555352566046466,0.0237130003615638,0.9876223053171298,0.0087149361404453
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.951219512195122,0.0249925628438038,0.9783391405342624,0.013083740970991,0.9301205488117906,0.0346198213478678,0.953413258871097,0.0231945103366051,0.9888127460978444,0.0085837260539966
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.8963414634146343,0.0299960338445093,0.929965156794425,0.049821722826949,0.8750055551763627,0.0378211048240703,0.9004837714220294,0.0296507232388816,0.9658728329225802,0.0163895362125947
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.947560975609756,0.0267459904871479,0.9735772357723578,0.0226871368822503,0.92703026947213,0.0289815585377787,0.9496740609848638,0.0252219930807836,0.9906570635392766,0.0084272949121944
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.948780487804878,0.028755673469638,0.973519163763066,0.0226811159093782,0.9293917581126884,0.033117244042955,0.9508463063875998,0.0271340256169001,0.990359975638084,0.0068654413135357
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9292682926829268,0.0195121951219511,0.963821138211382,0.0163244332922382,0.903699407689424,0.0279979132456008,0.9325555460581044,0.0180776434981733,0.9789936191609304,0.011501755465566
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.946341463414634,0.0273779808788336,0.9734610917537748,0.0201586840609298,0.9254680526192154,0.0366473648944003,0.948602200213597,0.0258187048451664,0.9899424945468966,0.0066780159402748
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9402439024390244,0.0240525401503853,0.9711382113821138,0.0180547922190974,0.9173720593874736,0.0374039674062917,0.9430347910672454,0.0220063962040089,0.9885737302059432,0.0076950538164705
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9317073170731708,0.0097560975609755,0.96869918699187,0.0109429918014387,0.9041056439652256,0.0220650531851887,0.935019791798684,0.0082671312155974,0.9826247131809296,0.0058876066117797
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.947560975609756,0.0225197381861211,0.9807200929152148,0.014559290882074,0.92148034585345,0.0306535848553102,0.9500028930238672,0.0211232483640268,0.9901216679414182,0.0064974670824207
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9426829268292682,0.023170731707317,0.9759001161440184,0.0154284771771152,0.917324715277838,0.0333924861807248,0.9454177986992214,0.0213005137999104,0.9897644896745136,0.0066626078417422
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9292682926829268,0.0187345018240697,0.9758420441347272,0.0109113581245603,0.8952969372907859,0.0312083059379886,0.9334722937398628,0.0162813015371769,0.9855397155887936,0.0076541092899318
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.945121951219512,0.0219850687528291,0.9783391405342624,0.013083740970991,0.9193314283715076,0.0299320056285479,0.947750503532152,0.0203308139815512,0.991073340698564,0.0072110385533877
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9463414634146344,0.0219512195121951,0.978397212543554,0.0128568858059323,0.9216139730396556,0.0330832647416971,0.9488770751965536,0.020142475916165,0.990121349253562,0.0070628089904357
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6939024390243903,0.1049701807463674,0.7353077816492452,0.1549016394180752,0.6790435327420079,0.0844785126523409,0.7030632596332362,0.114499467748962,0.778509921815246,0.1183526167392566
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.875609756097561,0.0606822209981694,0.9015679442508712,0.0621616035806172,0.8617412492854859,0.0624645852360411,0.8804693821758522,0.0574276046598051,0.9308482762527974,0.0365508709569234
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6609756097560976,0.0894161111210895,0.6602206736353078,0.1555158108492455,0.6636504682342038,0.090146948820646,0.6562941266606763,0.1126909143536198,0.706587242571032,0.1286279510552286
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8987804878048781,0.0313535612980059,0.9227061556329847,0.0372779331124974,0.8839711822251137,0.0385952525946899,0.9023484433679572,0.029968290537642,0.9417425143763634,0.0158335295981096
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7231707317073172,0.1142768172367573,0.7735772357723578,0.1653491633335522,0.715777407307793,0.109194355997498,0.7340800870083506,0.1121305592378131,0.7605371306761848,0.1287535476392358
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8841463414634146,0.0390434404721515,0.9037746806039488,0.0532783705608637,0.8739480724733136,0.0451074822477674,0.8875419973079504,0.0380215061957227,0.9426338134897028,0.0265903282237895
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6951219512195121,0.0879402750113168,0.7732868757259002,0.0954984261003666,0.6882371048332719,0.0876258322626822,0.7213502040914872,0.0611850614674843,0.7863884875782556,0.1437849998512952
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8865853658536584,0.0370097339158378,0.9011614401858304,0.0509320324918483,0.8799668617489033,0.0464259706328108,0.8892679044991436,0.0361223614765981,0.942458145661596,0.0276790102605875
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6365853658536584,0.0817709981182449,0.7433797909407666,0.1460502259355794,0.6331128673233352,0.1013497222845426,0.6714716704427712,0.0770261725539416,0.6866921262853742,0.1203100244080974
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8731707317073172,0.0350065855961154,0.910801393728223,0.048294269476106,0.849912124656413,0.0330872105342451,0.878748705992837,0.0345846911030482,0.9297247245120536,0.0207626725434897
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6060975609756097,0.1489652990506089,0.666260162601626,0.2327127432753125,0.6110539846626803,0.1532327652468691,0.6209412980154754,0.1594925262144278,0.6567680448145945,0.2141399271944589
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8621951219512196,0.0475609756097561,0.905807200929152,0.064039920318417,0.837170998242374,0.0497463970108967,0.8688582624829598,0.0479330942872236,0.9246087575422792,0.0223399667953434
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7975609756097561,0.0567302602420146,0.8072009291521486,0.0621647229617736,0.7961109995128715,0.0551669286471235,0.8012223932977516,0.0562210686450399,0.8715274708931758,0.0420515496150297
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9317073170731708,0.0299712334815719,0.947096399535424,0.0296126821954684,0.9226703828543226,0.0438077433642548,0.9340095302439474,0.0277156948296226,0.9735199781875868,0.0135049348861958
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8012195121951219,0.0767517998905344,0.7998257839721254,0.0909664429171061,0.8049507167062471,0.0712458883046833,0.8017331462439774,0.0795617879433872,0.8897950482989151,0.040993726816837
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9390243902439024,0.0249925628438038,0.961382113821138,0.0287995599451024,0.923477801268499,0.0389147201686953,0.9413555218389886,0.0230770353886246,0.9725675972352056,0.0144974601352031
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7975609756097561,0.0860944516815745,0.8122531939605111,0.1046121915423168,0.7913210032673652,0.0748240623550325,0.800946406895557,0.0871564668913597,0.8828333829069999,0.0484295823521818
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9378048780487804,0.0246631078245813,0.9590011614401858,0.0215449502383655,0.923155652014841,0.0392176848742603,0.9401921890871896,0.0227694897971142,0.978102390867114,0.0094995762330639
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8073170731707316,0.0786183485916399,0.8244483159117305,0.0914146580220589,0.8050935398710845,0.0838573917110982,0.8123473401078881,0.0755985536415293,0.8819351788901164,0.0555503239299507
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9353658536585364,0.0288846811764073,0.9566202090592334,0.0235016639559354,0.9214941852572514,0.0449937594924104,0.9380358749087688,0.0261839571193974,0.9747096045437807,0.0129485299724479
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7280487804878049,0.0661353505510061,0.723170731707317,0.0842844947406896,0.7364429567133703,0.0703581646969248,0.7281054656440135,0.0702337836963654,0.819580394323107,0.0580463227785869
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9109756097560976,0.0322882982801798,0.9423344947735192,0.0400394186208625,0.890187344654543,0.0391190708511473,0.9148329874228552,0.0307944511631577,0.9493001614685136,0.0189373228008096
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7182926829268292,0.0724455938550202,0.7252613240418119,0.0863214389824155,0.7226173063550665,0.0766742193926066,0.7220075177437892,0.0717607906616024,0.8138062307016799,0.0663922074741156
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9121951219512195,0.0321729413616412,0.9423344947735192,0.0400394186208625,0.8920374834149498,0.0376343056605697,0.9158779195022702,0.0307591450822725,0.948942983201609,0.0188085369308406
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.652439024390244,0.1191445315288046,0.7339140534262486,0.2107263186880553,0.6448361148132316,0.1193258109115745,0.6712394384235406,0.1365187143131425,0.6939009164046344,0.1932773873429154
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8914634146341462,0.0295967343890527,0.9302555168408826,0.0328796824203214,0.8661954024448784,0.0337468121594402,0.8967113762504486,0.0278356239413764,0.9439460638508824,0.018545096229955
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6573170731707316,0.0905154122634805,0.7231126596980255,0.1693043194745381,0.6428497553849766,0.0649064957135154,0.6736827009094206,0.1032020316948705,0.7311989745332993,0.1021044099611994
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8939024390243903,0.046613450862479,0.9278164924506388,0.0605181947294313,0.8727950206741916,0.0488577630532425,0.8983864557422784,0.0455925102856391,0.9350766975439788,0.0320875572179959
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6707317073170731,0.0954029620273558,0.6609756097560975,0.174348923373486,0.6877330962185763,0.1195793266287185,0.6611007741061374,0.1167961643398283,0.7488726948245092,0.1329325426822035
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9024390243902438,0.0439701375056584,0.9181765389082462,0.044234292302541,0.8943430644206248,0.0539276070601454,0.905402167268442,0.042073130109889,0.949536592447806,0.0241738501008195
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7036585365853659,0.0755802460114447,0.7761324041811847,0.1362984203095016,0.6920078758973057,0.0870023650344513,0.7235339480280539,0.0763101844100776,0.7882788023002181,0.0795147657018632
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.901219512195122,0.0184545682322214,0.932520325203252,0.0417430715824663,0.8835870874870885,0.0471814171360846,0.9054752022068456,0.0157409964517928,0.950727104048044,0.0224824415159254
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.575609756097561,0.0824952903672573,0.5342044134727062,0.2310301963091814,0.6322406105441879,0.1547146072027058,0.5269355755359479,0.191778796431125,0.5902377411404777,0.1670161186920595
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8609756097560977,0.0659439309004672,0.9227061556329847,0.0391281683130104,0.8307655459502736,0.0787604346406536,0.8724938357380377,0.0541066817736273,0.9096121922891705,0.0484356265002911
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5939024390243902,0.111243311531524,0.7310104529616724,0.2404345015093852,0.6241089683395153,0.1262953969102727,0.6270382325179968,0.1446135337780412,0.6085536174612618,0.1865108833134879
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8414634146341463,0.094934148565993,0.8795586527293844,0.1197771477295007,0.8192634112822139,0.0811606583910661,0.8469000290974945,0.0953125551556213,0.904133558539418,0.0585590446448073
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7926829268292683,0.105330843325313,0.8029036004645761,0.1257148887518124,0.7888475573739345,0.0986555887629229,0.7947909789299739,0.1093857326733215,0.8768161666808305,0.0839257570071057
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9329268292682928,0.0257256379386938,0.954239256678281,0.0224623853118971,0.9192592041474628,0.0439694317209122,0.9356524532225964,0.0232410146407141,0.9700689428061527,0.0150843731240968
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7695121951219512,0.0809759770782147,0.756910569105691,0.0995392862830872,0.7805521021171644,0.07841790440977,0.7673273156425464,0.0847596110001624,0.8699799934846038,0.0507826800117956
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9365853658536584,0.0266066149137456,0.956678281068525,0.0207361801686149,0.9226126751361784,0.0375671744713797,0.9389753318442926,0.0245778306781317,0.9720913713492536,0.0136518991780631
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8256097560975609,0.0595066970671017,0.8317073170731707,0.0644964373292672,0.8257068885925948,0.0563659688128474,0.8283325569972877,0.0577899317541486,0.8959223534744059,0.0406227264029886
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9304878048780488,0.0250222982057111,0.947096399535424,0.020576593682648,0.9201037039628928,0.0393689783259547,0.9328865517440748,0.0228713351536757,0.9734602773292542,0.0135735884976153
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7804878048780488,0.0808932875696439,0.7837398373983739,0.1045264549786377,0.7810336444057375,0.0696801090821869,0.7814632753438991,0.0848986833963171,0.8697974561627151,0.054991368295577
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9341463414634148,0.0238974609052017,0.9541811846689894,0.0225308170511944,0.9210730234031426,0.0408738775998666,0.9366387081896994,0.0218041589093806,0.9758417962663948,0.0118949671342387
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7329268292682928,0.0849204407734326,0.7423344947735191,0.1027457969213669,0.7335745228054725,0.0809309444000805,0.7364670002341211,0.0858610104114042,0.8256478570012181,0.0753954600960664
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9073170731707318,0.0304634048702361,0.9398954703832751,0.0386571630537001,0.8858533065995747,0.038085681022021,0.9113876092715948,0.0291502830922238,0.9497164740375624,0.0193991693973596
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7134146341463415,0.0861030883322139,0.7157375145180023,0.0781474276002601,0.7225362896960205,0.0956794467129015,0.7174779911181265,0.0804234791857686,0.8187484419704825,0.085734309541584
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9085365853658536,0.0309717685346348,0.9423344947735192,0.0400394186208625,0.8861058318521,0.0380965977778158,0.9126461592031954,0.0296605831928616,0.9490617829523244,0.0196317265376846
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5353658536585365,0.0806078188763938,0.7684088269454123,0.3194293932549343,0.4927699165134786,0.1926017391905909,0.581517317467813,0.2076476374788156,0.5779863530778165,0.1642765799808711
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8817073170731708,0.0378048780487805,0.9204413472706156,0.0458290816653864,0.8589545256045268,0.0470209556258058,0.8874474676405768,0.0352609737230189,0.9388319381887198,0.0443055965997173
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.55,0.0748685145276625,0.6128339140534262,0.3875350206300181,0.5325923087885067,0.2062771775192832,0.5032248092773083,0.2414938405248704,0.6184348177105464,0.1571499832611986
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.901219512195122,0.0476858897463833,0.9423344947735192,0.0355389784472613,0.875673399176938,0.05646113386316,0.9070069046692796,0.042218967261337,0.95055249851279,0.03614884435525
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5097560975609756,0.1219268268287803,0.3560975609756097,0.4387804200165351,0.2465518208882588,0.2702779308006984,0.2807181727484354,0.3269501778707321,0.4939675575762726,0.1841330925653869
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9000000000000001,0.0584348709790777,0.932520325203252,0.0258088107960292,0.8838641774283836,0.0788782722270695,0.9060701853017628,0.0507340375140725,0.9476383459392084,0.0358486902725606
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5475609756097561,0.0682164208338877,0.6501742160278746,0.3633469792474439,0.5007029453432404,0.1800360812539298,0.5235687305526016,0.2464753778057312,0.5449672813801308,0.1288010609337565
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9048780487804878,0.03308453650305,0.9228803716608596,0.0410695169129894,0.8938365889250621,0.0388890600773154,0.9075039817026016,0.0324712913319646,0.9525771932806436,0.0216682552954168
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5390243902439025,0.081588920408184,0.4602206736353078,0.3901578435403139,0.4170549541007945,0.2895895381297904,0.3925183141666899,0.304419217885559,0.5940926602645817,0.1203614271930232
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.871951219512195,0.0473101579055385,0.920383275261324,0.0486929209610371,0.8433436800826584,0.0540991800776744,0.8793777513974653,0.0441066960460997,0.9288332837596668,0.0259813886066791
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5524390243902438,0.0650012583962752,0.675493612078978,0.360741040711999,0.4476032360769492,0.2288530108982082,0.5310278409944449,0.2681412422267727,0.5510600974476644,0.1759126156546623
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8073170731707318,0.095215713638747,0.8788617886178862,0.1267862919788682,0.7915755649351375,0.1070324054562603,0.8221419734113068,0.0865567150068022,0.8809230262598794,0.0681721647053467
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.671951219512195,0.1139379481914282,0.7647502903600465,0.1620126736426358,0.658283924576785,0.1023378076603046,0.6994111053635675,0.1082615292922153,0.7522223166482537,0.0898083033949332
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9585365853658536,0.0182519872525558,0.9782810685249708,0.0170423291558379,0.9435049292289128,0.0337179808425051,0.9601070170942696,0.0169783350846644,0.9850061967083086,0.0113361454929989
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7048780487804878,0.0751362039060944,0.8027293844367016,0.1137058394666055,0.6868043771508214,0.0890679731127279,0.733283791154441,0.0671155256282149,0.7828578510523782,0.0709860238868919
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9621951219512196,0.0148860434338215,0.985423925667828,0.0194839163754376,0.9431930018077642,0.0250138111567631,0.9635363339036862,0.0143636921385069,0.987862029404266,0.0090733992379861
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6829268292682926,0.0807092297940209,0.7283391405342624,0.1428443475568734,0.6816556127242126,0.0903394739086697,0.6961203189219068,0.0812060248503176,0.7555987082518909,0.1080318984578948
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9670731707317074,0.0197018224651262,0.9903600464576074,0.0158998573842383,0.9478797362619404,0.0292983701941788,0.9684162283644416,0.01874846222229,0.9876835287952184,0.0103038287775748
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7097560975609756,0.0718995266974813,0.7059814169570267,0.098171603384746,0.7237173541044782,0.0812526024482978,0.7100689041646714,0.0696702268426983,0.8070226764114331,0.065910881684529
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9634146341463417,0.0144294628856088,0.9854819976771196,0.0161101425174445,0.9455151804323008,0.0270481296538076,0.964736033254084,0.0134598632461716,0.9851850868247356,0.0150640661982404
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6939024390243903,0.081525097138333,0.7214285714285714,0.1217070865361085,0.6913200820976456,0.083984088091032,0.7019067583900864,0.0870390839565044,0.7823243675816549,0.0782574825655577
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9182926829268292,0.0256097560975609,0.9494773519163764,0.0270543275177015,0.8968793314099124,0.0354921307849614,0.9219456512312094,0.0236830610703454,0.95911893430781,0.0181365625766665
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6975609756097562,0.0733331530652336,0.71869918699187,0.1231861043610252,0.6974108575381109,0.0705690835567054,0.7028484964539019,0.081342433711408,0.7815487521599954,0.0855617408557792
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9182926829268292,0.0288846811764073,0.9494773519163764,0.0290743069090618,0.8968332050646015,0.0366038954349066,0.9219692995902043,0.0265282721707856,0.9582861675306648,0.0166767160459832
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5865853658536586,0.1032560334670704,0.4806039488966318,0.4259313443425692,0.4600606359787939,0.3142733067071459,0.4165336207901881,0.3302816270417257,0.641948528370301,0.1279441923290966
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9097560975609756,0.0314246310407929,0.9375145180023228,0.0322184009974428,0.891566585379377,0.0390741814169527,0.9134933198566182,0.0292615629560497,0.9451331052944676,0.0301674606058248
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5743902439024391,0.0868255000552564,0.7183507549361208,0.3191071441748536,0.5288922450949365,0.1953071443112835,0.586535147136494,0.2081214312223933,0.6240103325684825,0.1480199796681268
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8695121951219512,0.0600044614641099,0.910917537746806,0.0319672565343688,0.8521958296219381,0.0786554625010114,0.8784428591819118,0.0479716146527485,0.9172211127163536,0.0369312171406358
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.521951219512195,0.0555648085360708,0.7727061556329848,0.3209871886469738,0.4799354183057959,0.1762371777121875,0.575677707328941,0.1993645552140465,0.4542266153933316,0.1436537696929071
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8878048780487806,0.0421746743068063,0.9325783972125437,0.0206779576319109,0.8620390456639193,0.056157891723677,0.894932499582149,0.0344463979961324,0.9413270516415964,0.0267400071566701
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5353658536585366,0.0627663864997939,0.393205574912892,0.4081809985511349,0.3899566853166049,0.2617155337618401,0.3318950812501281,0.31149361114362,0.5385463584601002,0.151185488935934
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9109756097560976,0.0397231645729325,0.9277584204413472,0.0413839571548379,0.900817329767982,0.0467897162720141,0.9136027199645184,0.0388100233742722,0.948826803773264,0.0222358120695863
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5682926829268292,0.0798198447412369,0.7265389082462252,0.2312935229096543,0.5649138579476298,0.0778005055275202,0.6158732791333172,0.1092802607601988,0.6328414563326819,0.1310845742669649
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8170731707317074,0.1112366268389403,0.8221835075493612,0.1887000416103212,0.8145075568257296,0.0840890731430409,0.8098564741040205,0.1315219400775386,0.877537817625563,0.0823854082076496
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.5646341463414635,0.1021846435049474,0.7098722415795586,0.2972601955446659,0.6398890302724137,0.1849354893235793,0.590395352842489,0.1666015729594708,0.5834062774425653,0.1780589691643199
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8219512195121952,0.0989534769517112,0.8887340301974449,0.0862232261500492,0.7922455259693574,0.1017430717681533,0.8360816600363747,0.0897733566293964,0.8951619288405428,0.0615336953945323
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6707317073170731,0.1054719429777544,0.6990127758420441,0.1252113996258648,0.6723568649008778,0.1106348837529198,0.6809800441922553,0.1065533842654844,0.7424586059884989,0.1311042450535443
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9707317073170731,0.0190493894534308,0.9879210220673634,0.0162763317648777,0.9565216739387944,0.0280191056209792,0.9717452804677394,0.0181992895041594,0.9870296167247388,0.0126890954056133
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6951219512195121,0.0834274701292052,0.7360627177700348,0.167751983105565,0.6892382413598848,0.075993847803781,0.7022810043057399,0.0960633920124548,0.7927339522959689,0.0874478392349094
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9658536585365856,0.015231702435118,0.9807200929152148,0.0180375063630231,0.9542358098690392,0.0268777852158478,0.966948562518724,0.0142789927699226,0.988873615478315,0.0089978693082782
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6890243902439025,0.0822153843447959,0.7038908246225319,0.1219314319436831,0.6906913285238407,0.0836074555999298,0.6929520675775825,0.0899781223607078,0.8011351307328404,0.0688806931724313
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9682926829268292,0.016542268251525,0.9951800232288036,0.0096408280811765,0.9460525306789532,0.0273209948645271,0.9697790853076336,0.01539341955049,0.9897664018016488,0.0087456356437043
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6951219512195121,0.1159498958439484,0.7857723577235773,0.1554878347002729,0.6689568683794386,0.0916331852179311,0.719113570212736,0.1124257682520989,0.7865482564233308,0.1109543067416819
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9646341463414632,0.0138509959653665,0.9854819976771196,0.019311016978389,0.9472992637628634,0.0192930740455059,0.9658069159056076,0.0132784729792319,0.9842326350528312,0.012504893954837
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7195121951219512,0.0907697271508702,0.7475029036004646,0.1160690234065372,0.711879892189244,0.0829096979124596,0.7275205849015594,0.0932489923571885,0.7988671709016741,0.0839061913265103
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9207317073170732,0.0232987477738326,0.9494773519163764,0.0270543275177015,0.9006089831974563,0.030741926148821,0.924008323311828,0.0217513414896208,0.9576908586159032,0.0166999707873337
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.676829268292683,0.0488566478634393,0.6799070847851335,0.0937656349163804,0.6827282233790718,0.0446484572059772,0.6778355239450067,0.0602346635827229,0.7735206155632984,0.0524457115440824
d_num_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9158536585365852,0.0280487804878048,0.947096399535424,0.0277331999004694,0.8945698740803403,0.0364696286359652,0.9196472448661496,0.0256987500705909,0.9572147389592364,0.01639221738659
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8415586419753087,0.0292492665712328,1.0,0.0,0.7603166370207084,0.0346466441313301,0.863400087091215,0.0223952915269307,0.975876524390244,0.0111158997538947
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9900925925925927,0.007417945179384,0.995060975609756,0.0098789897173052,0.9855400696864112,0.0159003876251629,0.9901520619428992,0.0073492720745845,0.996890243902439,0.0091278267890955
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9690895061728396,0.0137686928679588,0.9876219512195122,0.0164996214331132,0.9524862923047834,0.0184527810352932,0.9696103260225758,0.013485112366838,0.987439024390244,0.0103522148437581
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9276798780487804,0.0162468848544795
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9752777777777778,0.0145816267209663,0.990060975609756,0.0165288896763268,0.9622017800690518,0.022981151304109,0.9757106986734868,0.0139413613389824,0.9949832317073172,0.0074610032732266
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9567129629629628,0.0176719094053296,0.9827439024390244,0.0246903036552116,0.9347353774353204,0.0250503912773483,0.9577795554997272,0.0169927587483363,0.9918155487804878,0.0088371847563439
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.7474691358024692,0.0488132774350912,1.0,0.0,0.6665321053793664,0.0436079475604344,0.7990746842409087,0.0316687912044443,0.942608231707317,0.0146628758421827
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.981466049382716,0.0137960632592796,0.992560975609756,0.0113643880558261,0.9714702347189584,0.0228938153044187,0.9817441354893758,0.0133474025110724,0.9968201219512196,0.0066791544286397
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9579475308641976,0.0184782548396876,0.9827439024390244,0.0246903036552116,0.9369502168594626,0.0255289185597169,0.9589549889408088,0.0177615369956654,0.9922423780487803,0.0090533495517426
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9276798780487804,0.0162468848544795
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9381327160493826,0.0291904542425142,0.9975,0.0075,0.8940093719383283,0.0468824819293346,0.9421753596338148,0.0254572776975241,0.9905990853658536,0.0072462850297138
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9010185185185188,0.0325964650009685,0.995,0.01,0.8396678956424154,0.046053951308799,0.9100216702812804,0.0272751691502097,0.9831814024390244,0.0082919096270094
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5481635802469136,0.0707944381363465,1.0,0.0,0.5278753013843385,0.0456371712102987,0.689868095342454,0.0376527017288225,0.928280487804878,0.015054959855649
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9368827160493828,0.0299701529369295,0.995,0.015,0.8941698929931994,0.049505336339281,0.94096010553373,0.0262383850524063,0.993342987804878,0.003886914444673
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8973148148148148,0.0291388266112073,0.9901219512195124,0.0162904190043868,0.837241457346412,0.0437448293658385,0.906439111355545,0.0239797766789162,0.982875,0.0082632643759555
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9276814024390244,0.0162473863757522
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8614043209876542,0.0397899512039341,0.9801219512195122,0.0330577793526536,0.7948978230201634,0.0516334041545413,0.8765454251953161,0.032847222672727,0.9620365853658536,0.0143250321320053
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8453240740740741,0.0410527503723957,0.9826219512195122,0.0273579425328582,0.7736331222172182,0.0507500700184146,0.8645351314498099,0.0326844625963952,0.950452743902439,0.0158335385490447
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9276798780487804,0.0162468848544795
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8539814814814815,0.0451918044804178,0.977621951219512,0.032398711885294,0.7873080369057779,0.0574394266953208,0.8707386041017635,0.0367741648465907,0.9641737804878048,0.0104532759915721
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8453240740740741,0.0410527503723957,0.9826219512195122,0.0273579425328582,0.7736331222172182,0.0507500700184146,0.8645351314498099,0.0326844625963952,0.9505746951219513,0.0160024473915735
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9287865853658536,0.015816813716679
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5037037037037038,0.008816578306843,0.005,0.01,0.2,0.4000000000000001,0.0097560975609756,0.0195121951219512,0.9280259146341464,0.016921205840973
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9280899390243904,0.0162615332962029
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9276814024390244,0.0162473863757522
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9318658536585366,0.021239525929369
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.927967987804878,0.0162819493982863
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9278795731707316,0.0161649010274359
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9280259146341464,0.016921205840973
d_original,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5012345679012346,0.0053813567204206,0.0,0.0,0.0,0.0,0.0,0.0,0.9280899390243904,0.0162615332962029
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8242592592592594,0.0373565054198101,0.9406707317073172,0.0944768029720604,0.7650630748347352,0.0341581996091167,0.8405072877852386,0.0415060035325062,0.8247256097560977,0.0369796965250697
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7685185185185185,0.0742333998980082,0.8262804878048782,0.1638514479515997,0.7479415711221111,0.0729666784433597,0.7736209465843867,0.0889085713405824,0.768658536585366,0.0740147962601886
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7116358024691358,0.0596112312822468,0.8567682926829269,0.1461397110295409,0.6836745806201673,0.0886528892470213,0.7452633431192741,0.0518637623391247,0.7126829268292684,0.0589199527060974
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.752361111111111,0.0683348963905009,0.7325609756097561,0.1401832318395985,0.7688479022407844,0.080000680338928,0.7419121814515073,0.0795471580542229,0.7526219512195121,0.0686310487365894
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9380555555555556,0.0186262555339,0.967621951219512,0.0274247252714869,0.9134257206208426,0.0176452628865156,0.9395636837360652,0.0185789827753291,0.9506547256097562,0.0201639886930715
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8478086419753087,0.0370098794465734,0.9034146341463416,0.0474539132695345,0.8180003176742308,0.0586494886924048,0.8562462702514904,0.0307347322384848,0.8922439024390243,0.0314577403479009
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8180555555555555,0.0372082590561631,0.811890243902439,0.114972984567027,0.8347317394087707,0.0713626069909272,0.8142697149378997,0.0437144521550581,0.8695030487804878,0.0436610573984404
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8205246913580246,0.0464210766983606,0.8737195121951219,0.0700569422940588,0.7959559183623895,0.068525797332652,0.8295837724433518,0.0427228253047847,0.8616509146341464,0.0442705005003177
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9504783950617284,0.0166232358798522,0.987560975609756,0.0167259998798566,0.9200355700620813,0.0287408871528342,0.9522459173756124,0.0157195452777231,0.9636913109756098,0.0151764345577059
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8502932098765431,0.030765308400213,0.8958536585365854,0.0850494134986619,0.8296239293943742,0.0637221559795854,0.8558743053320532,0.0302770187994881,0.9184009146341464,0.0293010554448501
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.837962962962963,0.066205106606909,0.9181707317073172,0.0616093891806852,0.8001687208434929,0.0778284408095572,0.851541289829874,0.0516601293721913,0.907016006097561,0.0392907475330991
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8650462962962961,0.0709477628790151,0.9628048780487806,0.0298307240934663,0.8142047042420527,0.0873762405478311,0.8797017447997636,0.0560784669714259,0.9112713414634148,0.0586507747545836
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9591358024691358,0.0124953885717333,0.9876829268292684,0.0164539268053882,0.9352167857981812,0.0278648069114145,0.9603158215975194,0.0117173380427461,0.9623391768292684,0.0198303914117564
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8849228395061728,0.0423711618650712,0.9358536585365852,0.0465014887853114,0.8562494014990243,0.0693871367288733,0.8913218090733948,0.0348168494807516,0.9319596036585368,0.037093191508976
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.906003086419753,0.0523700248568354,0.9236585365853658,0.0967215411063108,0.892805230000352,0.0373589977359494,0.905155069345992,0.0593062871783674,0.9381524390243904,0.030244700774094
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8700771604938271,0.0335975220236576,0.9254268292682928,0.0559608952975067,0.833603398785858,0.0335781735928776,0.8760398669349507,0.0345743070595292,0.9048803353658535,0.0326815488854641
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.960385802469136,0.0121390991999309,0.9802439024390244,0.0266571530223612,0.9438469614194306,0.0268752478138888,0.9610982668822204,0.0118285117246298,0.9561653963414636,0.0216658331948577
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9232716049382714,0.0316565574795905,0.9453658536585364,0.0288076040097139,0.9080936747640956,0.0487053378825416,0.9253079272498838,0.0280758891726556,0.9520731707317074,0.0187770975247043
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9171450617283952,0.026969944836391,0.9403658536585364,0.0321345513002668,0.9004939499844641,0.0416204283100321,0.9191393610792928,0.0251230092288147,0.93509375,0.029377943826206
d_original,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9170833333333336,0.024084562648696,0.9603048780487804,0.0298524654033853,0.8855085931086704,0.0388923899703034,0.9205586303036972,0.0221986898420738,0.9493795731707316,0.0250815298050663
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9553858024691358,0.0186997879717249,0.992560975609756,0.0113643880558261,0.92443754864912,0.0278242092846795,0.9571067187121608,0.0176408305781201,0.9914237804878048,0.0056604951207379
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9566358024691356,0.0186952727198563,0.9925,0.0160078105935821,0.926294154575493,0.0241519409064742,0.95813869659294,0.0180207945755973,0.9909893292682924,0.0054114971222623
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9591203703703703,0.0215210507654217,0.99,0.0229128784747791,0.932516948923642,0.0262099886465944,0.9602314517953544,0.0213075680585974,0.9913597560975608,0.0059776541114707
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9714969135802468,0.013762118642899,0.9975,0.0075,0.9483361694082058,0.0199698915038741,0.9722286228408276,0.0132111865334082,0.9963323170731708,0.0030366848475231
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9727623456790124,0.0133262673463721,0.9975,0.0075,0.9508123942610612,0.0237517989963666,0.973430954428114,0.0129190003448155,0.9962073170731708,0.0037802714336193
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9702623456790124,0.0168864185007373,0.9975,0.0075,0.9463881174601536,0.0271424681560363,0.9711105617462752,0.0162461771278438,0.9960838414634148,0.0040528972903728
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.976466049382716,0.0117050714319064,0.9975,0.0075,0.9576274883180724,0.0224882082910344,0.9769865615514062,0.011320823990776,0.9976753048780488,0.0024076801695985
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.976466049382716,0.0103211210229731,0.9975,0.0075,0.9573562380142076,0.0174756099022065,0.976929268240856,0.0101060607742695,0.998408536585366,0.001526693382093
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9752314814814812,0.0110950780242123,0.9975,0.0075,0.9551413985900656,0.0192765526497994,0.9757538347997748,0.0108475460700208,0.99828506097561,0.0014654338521153
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.957885802469136,0.0209022009887198,0.987621951219512,0.0229839228138269,0.9327063684409118,0.0290931009338204,0.9590819305704672,0.0205034780391161,0.9915503048780488,0.0058145129819514
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9603395061728396,0.0166124231604452,0.9975,0.0075,0.9291188262525408,0.0277634477487651,0.9618665974191604,0.0154445908470254,0.9925975609756096,0.0044293817810753
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.954135802469136,0.0209509482939432,0.9925,0.0160078105935821,0.9222981275713772,0.0294552737839474,0.9558981612642106,0.0199119672915566,0.9921524390243904,0.0053142517757768
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9677777777777776,0.0159464887826839,1.0,0.0,0.9401035105941512,0.0288566031277259,0.9689014136144984,0.0151796883102819,0.9971295731707316,0.0027651451598526
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9677932098765428,0.0138984963341563,0.9975,0.0075,0.941739471532438,0.0210282217578739,0.9687292965749116,0.0133459876609771,0.997123475609756,0.0022808469661414
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9702777777777776,0.0148879688207417,0.9975,0.0075,0.946380566871208,0.0250862166822077,0.9711081499675764,0.0143782222009175,0.9963902439024388,0.0023948534603125
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9789506172839506,0.0096667533856066,0.9975,0.0075,0.962057167166356,0.0184798875919884,0.9793374284335692,0.009408944284827,0.9985350609756098,0.0013679557335328
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9764814814814814,0.0116869394051503,0.9975,0.0075,0.9574642789617264,0.0201822463669822,0.9769582912887842,0.0114183458342641,0.9984115853658536,0.0015466935478605
d_original,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9802006172839508,0.0098808945854239,0.9975,0.0075,0.9643273775761012,0.0186811404256877,0.980513561537413,0.0096734360409299,0.9988384146341464,0.001233340049207
d_original,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9579475308641976,0.0341021624757213,0.970060975609756,0.0533914152118337,0.9468255482464216,0.0299131230638702,0.9576499928983546,0.0361571176810165,0.9899496951219512,0.0084162137579309
d_original,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9678395061728396,0.0157817186291545,0.995060975609756,0.0098789897173052,0.9443495423401832,0.0280368608742193,0.9687809913639054,0.014949102657306,0.9916516768292684,0.0062139315159508
d_original,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.969074074074074,0.0148410261952354,0.995060975609756,0.0098789897173052,0.9464637072450458,0.0260232141916949,0.9699284382944848,0.0140601931565819,0.9920586890243902,0.0062349652318225
d_original,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9690586419753086,0.0099642254657727,0.9826829268292684,0.0159243265504593,0.9569957656259414,0.0167749549169047,0.9694846367079666,0.0095354691957594,0.9922240853658536,0.0042470751496459
d_original,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.978966049382716,0.0111098357464209,0.995060975609756,0.0098789897173052,0.964263903519434,0.0151342881313645,0.9793643265797736,0.0106066644999979,0.9953963414634148,0.0036521539853758
d_original,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.978966049382716,0.0166085592568508,0.992621951219512,0.0112712552857627,0.9668163709045728,0.0235881680247566,0.9794525100012904,0.015991181108048,0.9952774390243904,0.0050349425951392
d_original,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.967824074074074,0.0113161066426277,0.9801219512195122,0.0186772582625138,0.9569843330237544,0.0197336115891421,0.9681570828547466,0.0110998058316722,0.993121951219512,0.0068590948190749
d_original,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9777006172839504,0.0121601119354711,0.987560975609756,0.0167259998798566,0.9690120245608048,0.0207199778436003,0.9779754033058976,0.0118992720099133,0.994469512195122,0.0059127707965021
d_original,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9801697530864196,0.0113999766195274,0.987560975609756,0.0167259998798566,0.9736577853041266,0.0190032073311592,0.980355293235988,0.0111964081268533,0.9958871951219516,0.0044337738647924
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9084567901234568,0.0331706707860465,0.8835975609756097,0.0608134734613299,0.9301510572803896,0.0284103024450263,0.9050200821469124,0.0375037433056297,0.9688910060975612,0.0178511419341481
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9381327160493824,0.0286635563185928,0.9504878048780488,0.0655978545738173,0.9279594310854,0.0151894167269119,0.9376720105065108,0.0321535839872164,0.987032012195122,0.0079306394747482
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9393209876543208,0.0352317755215581,0.9553048780487804,0.0608370682209489,0.9252539897236438,0.0235182392553757,0.9392636821546236,0.0378486731993505,0.9878048780487806,0.0073211878674571
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.939320987654321,0.0257312650943001,0.9328658536585368,0.0461117944860076,0.9456240956965648,0.0295176329126463,0.9383511766150536,0.0269860942883835,0.9870198170731708,0.0069198788020698
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9653549382716048,0.0232861370695529,0.980060975609756,0.0444344878008884,0.9518560534442552,0.0146641800728859,0.9652282186730634,0.0251690972005417,0.9916021341463412,0.0059384595642792
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.969074074074074,0.0229147908364752,0.9825,0.0447911821679223,0.956451642672573,0.009890654476776,0.9688118382202936,0.0249633408085236,0.9931036585365854,0.0052384898328366
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9603395061728396,0.0146369206189868,0.9702439024390244,0.0266356651045579,0.95163527246057,0.0176113693495016,0.9605413567313156,0.014696688022823,0.9865342987804878,0.0099032045045825
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9764814814814814,0.0102632622815387,0.9925,0.0114564392373896,0.9616641682197552,0.0157741298882231,0.976750723373556,0.0102702675330488,0.9936455792682928,0.0043538571538053
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.977716049382716,0.0092559664927044,0.995,0.01,0.9617803122383384,0.0157009047504012,0.978015402687016,0.0092194863388912,0.9937134146341462,0.0046256702008101
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9739969135802468,0.011688783416179,0.9851829268292682,0.0197584498750133,0.9638122040561063,0.0159782371692122,0.9741907265208248,0.0116691697995574,0.9907294207317072,0.0062493995565976
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9715123456790123,0.0097266793624027,0.987621951219512,0.016681148279179,0.9571784898784332,0.0202945607930971,0.97189938280035,0.0096193838400211,0.9941516768292684,0.0040302929993557
d_original,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9715123456790123,0.0097266793624027,0.987621951219512,0.016681148279179,0.9571784898784332,0.0202945607930971,0.97189938280035,0.0096193838400211,0.993442073170732,0.0048968995520718
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9702932098765432,0.0098970779004633,0.990121951219512,0.012099626102256,0.9527947430712602,0.0223884717709588,0.9708445590336569,0.009494600842719,0.9920586890243902,0.0075473825260605
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9851543209876542,0.012121773600185,0.995060975609756,0.0098789897173052,0.9759552845528456,0.018446948523716,0.9853335383086091,0.0119169546480401,0.9990792682926828,0.0010020984823026
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9851543209876542,0.0074490214826257,0.9975,0.0075,0.9735162601626016,0.0127733899161908,0.9853037896844832,0.0074007177816556,0.999140243902439,0.0010006132860626
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9752314814814816,0.0123928977409859,0.995060975609756,0.0098789897173052,0.9576174208661444,0.0243925177616599,0.9757520195636074,0.0119088365928214,0.9929451219512196,0.0068084831782547
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9826697530864198,0.0098924567976653,0.9975,0.0075,0.9689204683575074,0.0181292837856619,0.9828941511302662,0.0097090841487143,0.9982225609756098,0.0020754135106848
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9826851851851852,0.0113355672372741,0.9975,0.0075,0.9690366123760904,0.0210631767461536,0.9829242625424914,0.0111490274261972,0.998407012195122,0.0017778762849597
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9702932098765432,0.0082139511145773,0.9876829268292684,0.0198930064926615,0.9552304379303812,0.0236110024846426,0.9707500947201676,0.0079172258476374,0.993434451219512,0.006367544463161
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9814506172839506,0.0099729572616756,0.992621951219512,0.0112712552857627,0.9713014207384598,0.0203546167653245,0.9816599460171308,0.0097719652743731,0.9980396341463414,0.0020986618814008
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9814506172839506,0.0099729572616756,0.992621951219512,0.0112712552857627,0.9713014207384598,0.0203546167653245,0.9816599460171308,0.0097719652743731,0.9980990853658538,0.0020614135999097
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9764814814814814,0.00372626870933,0.9901829268292685,0.0162347489407977,0.9641612646192907,0.0157220179036871,0.9767503333763496,0.0036488795393397,0.9961074695121952,0.0047543530478881
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9814506172839506,0.0099729572616756,0.995060975609756,0.0098789897173052,0.9690366123760904,0.0210631767461536,0.981689694641257,0.0097906036057553,0.9976676829268292,0.0026491516634557
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9814506172839506,0.0099729572616756,0.995060975609756,0.0098789897173052,0.9690366123760904,0.0210631767461536,0.981689694641257,0.0097906036057553,0.9976676829268292,0.0026491516634557
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.976496913580247,0.0036688496328427,0.9901829268292685,0.0162347489407977,0.9641612646192907,0.0157220179036871,0.9767503333763496,0.0036488795393397,0.9961074695121952,0.0045382969726533
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9826851851851852,0.009900097299299,0.995060975609756,0.0098789897173052,0.9713594927477514,0.0203676498955968,0.9828941511302662,0.0097090841487143,0.9981585365853658,0.0023618585831261
d_original,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9814506172839506,0.0099729572616756,0.995060975609756,0.0098789897173052,0.9690366123760904,0.0210631767461536,0.981689694641257,0.0097906036057553,0.9981585365853658,0.0023618585831261
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8676388888888888,0.0461103286536815,0.9208536585365854,0.0824388439888342,0.8332746037504899,0.0416043127807007,0.8727576382512398,0.049265959041093,0.9497088414634148,0.0123617098436874
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9715586419753086,0.0135539254596799,0.987560975609756,0.012440219932982,0.9574983732470967,0.0244192226014781,0.9720698423004356,0.012843263898784,0.9966326219512196,0.0029250538473106
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.910925925925926,0.0290186491707517,0.9602439024390244,0.0299225651443615,0.8759774127961691,0.0436136144067011,0.9152675387247629,0.0260633269153667,0.9739573170731708,0.0108164187974039
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9517746913580248,0.0333195594827478,0.982560975609756,0.0224804098734548,0.9274421266150998,0.048386916259172,0.953625946713071,0.0313473969917166,0.9896783536585364,0.0082731298860822
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8800617283950617,0.0625865046836049,0.9328658536585366,0.0670917102980674,0.8434479129191175,0.0599826288956373,0.8855230976696584,0.0606377437440541,0.9511753048780488,0.0350996661189739
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.967854938271605,0.0259936331133127,0.9876829268292684,0.0164539268053882,0.9521253705055402,0.0431596498451458,0.9690203379368376,0.024365543421788,0.9929146341463416,0.0074255075118437
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8911574074074075,0.047683339790094,0.9503048780487804,0.0612641041076406,0.8528314419187879,0.055142227523421,0.8971041175384915,0.0452154814489121,0.9639908536585368,0.0201299432114748
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9653858024691356,0.0239443372271222,0.9901219512195124,0.012099626102256,0.9448379687497306,0.0366866002486876,0.9666030125499712,0.0218713745764462,0.9948719512195122,0.0053280577125907
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.860216049382716,0.0426033713325011,0.9502439024390243,0.0473731437960701,0.8063346077122142,0.0461184292760258,0.8715408980697124,0.0387479337566115,0.9436539634146344,0.0237988945824583
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9468055555555556,0.0417896020218394,0.9825,0.0251246890528022,0.9199551754571424,0.0599813031822793,0.9493629618310784,0.038995654527903,0.9852073170731708,0.0186685809087604
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.866358024691358,0.0305477605719966,0.9504878048780488,0.0330944244249546,0.817936798591463,0.0552672916039407,0.8772788026725804,0.0239750931070003,0.9604923780487804,0.0164755065829892
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.93320987654321,0.0308210191799222,0.977621951219512,0.0304084944024904,0.899312366419623,0.0426756007346493,0.9361845416403038,0.0292161538087396,0.985471036585366,0.0093505964605422
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9480246913580248,0.0198167377244727,0.98,0.0217944947177033,0.9221116446259154,0.0322150039285063,0.9496912488897123,0.0185421834877927,0.991629573170732,0.0038845247283815
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.990108024691358,0.0107663527646019,0.9975,0.0075,0.9835548172757476,0.0211108735796389,0.9903284287859327,0.0104817347300384,0.9967073170731708,0.0072363432678764
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9505246913580248,0.0145303187537264,0.9801829268292684,0.0288128306281122,0.92551294761861,0.0180060661642738,0.9516916582541824,0.014709352888035,0.9912149390243904,0.0054698047019834
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851234567901234,0.0093052356475117,0.995060975609756,0.0098789897173052,0.975897212543554,0.0150636735277889,0.985304152472582,0.0091930524094038,0.9953033536585366,0.0089569114506193
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.965385802469136,0.0189318645402474,0.987560975609756,0.0230164956494459,0.9454772647469756,0.0180445528480062,0.9659870280542208,0.0188723597515659,0.9925503048780486,0.0050898933700901
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851543209876544,0.009230614126859,0.9975,0.0075,0.9739675336952704,0.0194044511945298,0.9854485919783852,0.0089196839557026,0.9989603658536584,0.0021826564248654
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9616512345679012,0.0186575605789748,0.9801829268292682,0.0240869094905154,0.9456628762300912,0.024549076644399,0.9623386651492722,0.0182568440902598,0.9926051829268292,0.0051521073009826
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9826543209876542,0.011356011630516,0.992621951219512,0.0156849607981954,0.9735079545147612,0.0164767902693122,0.9828335914311525,0.0112418640405479,0.996763719512195,0.0062295473277387
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9455401234567902,0.0137697997970281,0.9826219512195122,0.0159524361809436,0.914675828047921,0.0173937356094993,0.9473270001506332,0.0134812951951303,0.9897393292682926,0.007177118242571
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9863734567901234,0.0086799348200556,0.9975,0.0075,0.9760079545147612,0.0148934938881996,0.9865666809708832,0.0085428454814683,0.9965228658536583,0.0076690388475273
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9357098765432096,0.0310666354884638,0.9751829268292684,0.0292747071223089,0.905916504845455,0.0460782412197149,0.9384357708536026,0.0287268902985804,0.989564024390244,0.007369424005478
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9900925925925927,0.007417945179384,1.0,0.0,0.9807781649245064,0.0143461371958468,0.9902428140747273,0.0073183430077598,0.9959131097560976,0.0082437030087095
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8897993827160494,0.0386047113791118,0.9453658536585364,0.0520084420914574,0.8551291222719796,0.0570555077595365,0.8957806123222456,0.0347722451613447,0.9587118902439024,0.01633089058056
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.966635802469136,0.0199126464538855,0.9826829268292684,0.0247085931339269,0.9534713607275488,0.0327860384493455,0.967310090042545,0.0188166832046627,0.993283536585366,0.0067460467194841
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8910030864197532,0.0338773093228079,0.952682926829268,0.0493308887550777,0.8521340797680536,0.0564123988744053,0.8973965829961512,0.0307855081041996,0.9658704268292684,0.0087256301292138
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.964135802469136,0.0243373738432172,0.99,0.0229128784747791,0.942820052150829,0.0391171164613866,0.9652792310821136,0.0233856069357916,0.991621951219512,0.0065594822173813
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8577469135802469,0.0310967933201074,0.9257926829268291,0.0587078604552963,0.8156293816283705,0.0324117591172992,0.8660027851412029,0.0320089848338789,0.941780487804878,0.0203622395288869
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9727932098765432,0.0189499700798317,0.9925,0.0224999999999999,0.9549762084830148,0.0213832050407371,0.973242288676806,0.0189275780668783,0.9942621951219512,0.0060636986570843
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8614506172839507,0.0637544733212123,0.9328658536585366,0.0419921896508341,0.8229883644330054,0.0755857337976104,0.8722798506104581,0.0511360544146834,0.9562286585365852,0.0288793253003544
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9728086419753088,0.0163505689973969,0.995,0.01,0.9532365309930724,0.0254521622115822,0.9735035969367748,0.0154683493536483,0.994998475609756,0.0046085645095772
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8800000000000001,0.0335014621359904,0.9431097560975608,0.045678871917756,0.8393468918651813,0.0425094241241335,0.8869809784378868,0.0306310573514973,0.9616371951219512,0.0131853097956813
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9455864197530864,0.0292784128848844,0.9752439024390244,0.0222275961841071,0.922236610288936,0.041502736337163,0.9474786933981244,0.0269887074920376,0.9866310975609756,0.011479905513196
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8874845679012344,0.0405778197009671,0.9454268292682926,0.0347638523655088,0.8501790138183531,0.0551909885709908,0.8940576956694102,0.0358260384103277,0.9624435975609756,0.0167048829481286
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9616666666666666,0.0243153468422545,0.99,0.0229128784747791,0.9386221560314016,0.039333396464365,0.962966808976718,0.0225690633851399,0.9927942073170732,0.0059928433749751
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.939351851851852,0.0140389696488199,0.9751219512195124,0.0272770285757788,0.910574961261382,0.0223458618312121,0.9412888196705348,0.0138009503832929,0.9903307926829268,0.004384375577049
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9900925925925924,0.0133313684537586,0.9975,0.0075,0.9834911406423034,0.0234463142634928,0.9902997705106138,0.0130481354723991,0.9957134146341464,0.0076671367938175
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9468055555555556,0.0213746601256837,0.9727439024390244,0.0233562056816373,0.925237507970066,0.0283291831868256,0.9481443747602027,0.0210375959842711,0.9908368902439026,0.0058391367842887
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851543209876544,0.009230614126859,0.9975,0.0075,0.9738540907003757,0.0192563355335923,0.9853908568437572,0.0089401628583572,0.9958353658536586,0.0075118567046437
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9542438271604938,0.0234453401635559,0.9825,0.0224999999999999,0.9313241308228546,0.0375107617719042,0.955680552681588,0.022127778614752,0.9895060975609756,0.0066989110296188
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9913425925925926,0.0096483204371558,0.9975,0.0075,0.9857669556762012,0.0188862043331282,0.9914748132656506,0.0094487819568503,0.996219512195122,0.0076051033305701
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9468827160493826,0.0252967639997975,0.9603048780487804,0.0372983872394011,0.9362954641627358,0.0348653562051888,0.9474175061861668,0.0253648776213612,0.9911524390243904,0.0064944291553253
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851543209876544,0.009230614126859,0.995060975609756,0.0098789897173052,0.9761270021338088,0.0183052562630334,0.985362196583928,0.0090504905407245,0.9967667682926828,0.0069144447711947
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9406327160493826,0.020431311992983,0.9825609756097562,0.0251071469521832,0.907203860376719,0.0288443157543774,0.9429739150509594,0.0194605252864493,0.9877865853658536,0.006597062923584
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9876234567901234,0.0110771514641752,0.9975,0.0075,0.978557720876212,0.0195225290684272,0.9878299350453824,0.0108507954374257,0.996032012195122,0.0079688848319418
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9381172839506172,0.020660577742197,0.9726829268292684,0.0322362080779254,0.9099999147700696,0.0242768362933089,0.9399002135932542,0.0207051046397197,0.9882652439024392,0.0063104078040787
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9863888888888888,0.0102515607489772,0.9975,0.0075,0.9762958161143072,0.0210539666376148,0.9866250878703284,0.0099986719685928,0.9965228658536583,0.0076690388475273
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8714043209876543,0.0381434564267002,0.9159146341463416,0.0607100620159636,0.8429387256503684,0.0465997365057785,0.876273941370127,0.0382531926905496,0.9367926829268294,0.0276109823493632
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9727932098765432,0.0181278296541904,0.99,0.016583123951777,0.9574925844622384,0.0267315760653858,0.9732771265578968,0.0178377221409238,0.9934588414634148,0.0074016907608414
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8849537037037036,0.0412710557171626,0.9181707317073172,0.04160467329491,0.864790641762356,0.0558763038622284,0.8890725315362502,0.0360425897845939,0.9564786585365856,0.023491940787747
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9715586419753088,0.0206778664230127,0.9851219512195122,0.0197888166279242,0.9599074077746796,0.0303059465089789,0.972064654272398,0.019901702954439,0.9954176829268292,0.0048323709314533
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8539351851851853,0.0625492204450283,0.8883536585365853,0.0662327896224964,0.8319885764688164,0.0650751636968752,0.8585844022192264,0.0611184508123238,0.9354878048780488,0.0270553116221573
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.972824074074074,0.0239296524716407,0.99,0.0229128784747791,0.9582536272452792,0.0359968829371172,0.97346476961379,0.0234340702027419,0.9909131097560976,0.0093079334451096
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8788425925925927,0.0431988770170853,0.9032317073170733,0.0615286203191808,0.8630190990226071,0.0517997771960575,0.8812049191756282,0.0431330968988985,0.9491829268292682,0.0396507676217279
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.959212962962963,0.0302351049322419,0.985060975609756,0.016547324558059,0.9384992784992786,0.0472531991125608,0.9606745649715472,0.0286486366164991,0.989810975609756,0.0084030584925106
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.873858024691358,0.0395627488411704,0.9035975609756096,0.0730025760874744,0.8547799170550414,0.0421814789870211,0.8764608437838726,0.0415993874120337,0.9559375,0.0316102210346363
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9554938271604938,0.0228448442210406,0.9875,0.0230488611432322,0.9288963978131076,0.0331987311507952,0.9569016001815348,0.0219283284477337,0.992496951219512,0.0079199600865256
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9134104938271606,0.0316222080095537,0.9479878048780488,0.0391015338881901,0.8879022642763426,0.0394334289665684,0.9162646745512452,0.0302470619953442,0.9653551829268292,0.0202433147711682
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9591666666666668,0.0191686545956217,0.985,0.0254950975679639,0.9368362029663788,0.0241210202088422,0.9600411580811948,0.0190984752121427,0.9913338414634144,0.0082425720136681
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.940601851851852,0.018165677947195,0.9553048780487804,0.0382517355249695,0.9287734913275424,0.0266990051088768,0.941075921089254,0.0189266792192888,0.9877774390243904,0.006862701941996
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9888734567901236,0.0102570533090635,0.9975609756097562,0.0073170731707317,0.9808889068957136,0.0176921221089861,0.9890670437589822,0.0100566228287535,0.9945731707317071,0.0092612698039694
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9542283950617284,0.0214002873445689,0.9776829268292682,0.0173028969800562,0.9348439153019412,0.031859903815874,0.9554761703252174,0.0197915675153156,0.9856356707317074,0.0080132717807344
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851697530864196,0.0120931837874378,0.995,0.01,0.9762377441050158,0.0211875013090518,0.9853901571809944,0.0119320717304034,0.9945121951219512,0.0099895841054987
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9405864197530864,0.0275107189762214,0.965,0.045,0.9220858688354712,0.0405284201382455,0.941803535061866,0.0272434554540754,0.9864832317073172,0.0096779790964326
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.981466049382716,0.0176709930019437,0.9901829268292685,0.0162347489407977,0.9736353077816492,0.022444963060408,0.9817480756272664,0.0172092936646015,0.9959146341463414,0.0076889736173639
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9493055555555556,0.0216363583257526,0.975060975609756,0.0250006692355398,0.928306024476892,0.0331441360067452,0.9506052510617437,0.0204666851821097,0.9845426829268292,0.0083056301367846
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9864197530864196,0.0102550911887877,0.9975609756097562,0.0073170731707317,0.9761270021338088,0.0183052562630334,0.9866280193687385,0.0100669622353034,0.9967073170731708,0.0074639725600484
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.943101851851852,0.0292995413770376,0.9825609756097562,0.0251071469521832,0.9128129299640928,0.0455070060380958,0.9455780449601096,0.0266631555994445,0.9875365853658536,0.0077211959449521
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9888734567901236,0.0086443035884793,0.9975,0.0075,0.980946978905005,0.0176756440944946,0.9890354260873074,0.0084554054999887,0.9964024390243904,0.0076957403794633
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9480555555555554,0.0257408332591521,0.987560975609756,0.030079213287268,0.9174617359154716,0.0420109121213336,0.9502752315642288,0.0234503120733141,0.985405487804878,0.0096502239265336
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.990108024691358,0.0092428996422484,0.9975,0.0075,0.9833860032952492,0.0184372644590796,0.990269993988542,0.0090443997725411,0.9970701219512196,0.0073861632710996
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.860108024691358,0.037018079639071,0.9156707317073172,0.040349132562086,0.8293509712933351,0.0610556412501422,0.8681067908391771,0.0303483495676035,0.9332987804878048,0.0291615401042576
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9678395061728396,0.0254036158372597,0.9851219512195122,0.0163278064519889,0.9544464251951488,0.0441630534401718,0.9688308126392168,0.0233394500955177,0.9910823170731708,0.0081971837018865
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8862345679012344,0.0726875376411534,0.9239634146341464,0.1250520563824239,0.8601057226641002,0.0555388164752446,0.8868573635355403,0.0819067491381837,0.944689024390244,0.0523150886719246
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9591975308641976,0.0246979350808223,0.9703048780487804,0.0287932097760705,0.950262657653618,0.0343937538480441,0.959712846876196,0.0239969496554392,0.9920685975609757,0.008289773885608
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.846574074074074,0.0514774105031018,0.8761585365853659,0.0695995653316067,0.8282358846894281,0.0529488680029008,0.8502324321810498,0.0529795692828839,0.9231585365853656,0.0411508104762888
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9641358024691355,0.0236866579657096,0.975060975609756,0.0316233056814885,0.9554417967799926,0.0342470002850333,0.9645251860849406,0.0229190011855064,0.9894878048780488,0.0100798215951889
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.883719135802469,0.0362080087796417,0.9130487804878048,0.0408001105199655,0.8639742162522431,0.045755958490041,0.8869733160312622,0.0343096295447861,0.9502911585365854,0.0208562463293274
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9653240740740742,0.0213975996817024,0.9825609756097562,0.0251071469521832,0.9497869567566106,0.0221076124682909,0.9657810426115354,0.0212575373073126,0.9907057926829268,0.0114889158531782
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8935030864197531,0.0433926058039213,0.9527439024390244,0.0360450446098769,0.8541285513211383,0.0507719930510044,0.8998880088038927,0.0378313036804192,0.9551432926829267,0.0345393159188249
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.967824074074074,0.0125911646642596,0.987560975609756,0.0167259998798566,0.9503421375372596,0.0181876674763851,0.968422442694196,0.0120196374891861,0.9930411585365851,0.0072461157067332
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8911111111111112,0.0334696002991571,0.9205487804878048,0.0637497302603618,0.8703448921859174,0.0349432092680973,0.8932142534389336,0.0351654847077932,0.9657256097560976,0.0162947651382329
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9591975308641976,0.0276116603545021,0.9801829268292682,0.0288128306281122,0.941379897753976,0.035097913774529,0.9600462144022182,0.0270661518104111,0.9900579268292684,0.0084856324534496
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9456172839506174,0.0297864452355149,0.9727439024390244,0.0282048283781864,0.9243566533831707,0.0428394833759725,0.9473002124406242,0.0281254526303519,0.984626524390244,0.0116406959604115
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9826851851851852,0.0113355672372741,0.995060975609756,0.0098789897173052,0.971304121762148,0.0176442051672873,0.9829525859276568,0.0110992757636786,0.9953658536585366,0.0080764491169748
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.940648148148148,0.0238537720005169,0.9628048780487805,0.0418667612670086,0.9232703810972208,0.0347634596232593,0.9416495532544844,0.0241309049445549,0.981265243902439,0.0073247546062405
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9864043209876544,0.0128878722371143,0.9975609756097562,0.0073170731707317,0.9761823731194124,0.0209301576167106,0.9866577420794288,0.012570870644555,0.9959756097560976,0.0077570945823362
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9542438271604938,0.0191115499937642,0.9778048780487804,0.0280490455978987,0.9345300052930589,0.025523952061331,0.9552750105821154,0.0184694145990983,0.9873948170731708,0.0071265674317207
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9876388888888888,0.012345765817596,0.995060975609756,0.0098789897173052,0.9810050509142964,0.0206208036623682,0.9878603554343252,0.0120511565124264,0.9950579268292684,0.0090447451926979
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9505555555555556,0.0307036100064592,0.987560975609756,0.0230164956494459,0.921228468021682,0.0435868826487279,0.9526801283936956,0.0283252712330751,0.9853353658536586,0.0134923262941599
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9839197530864198,0.0096306188159237,0.995060975609756,0.0098789897173052,0.9736353077816492,0.016643887681926,0.9841283283454562,0.009406885386608,0.9966448170731708,0.0074086634599695
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9430864197530864,0.0192386721242899,0.9728658536585366,0.0280013517350269,0.9193133504842176,0.0303128116249707,0.9447700960843116,0.0181786605338419,0.9874786585365852,0.008252016500445
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9901234567901234,0.0107627134408411,1.0,0.0,0.9811157928855035,0.02046919977792,0.9903596836695084,0.0104732449388843,0.9966463414634148,0.0074292718959682
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9443055555555556,0.0277483082704728,0.985060975609756,0.016547324558059,0.9125375068188394,0.042360254736595,0.946839554460613,0.0249494011261076,0.987405487804878,0.0070648631827234
d_original,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9851697530864196,0.0107592720971995,0.9975609756097562,0.0073170731707317,0.9736879777435646,0.0164975246177541,0.9854224745154316,0.0104784902572839,0.9964634146341464,0.0075412804067025
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6734651898734179,0.0436786276618298,1.0,0.0,0.6023623635772264,0.0310567295480386,0.7513693159102528,0.0244385878928867,0.9788667526579112,0.0099296773428644
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9849208860759496,0.0075270735245256,0.9948717948717948,0.0102564102564102,0.975240775484678,0.015431222208583,0.984839337096721,0.0075564967072953,0.9959849906191368,0.0073443557637797
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9735917721518988,0.0191571324535362,0.9846153846153848,0.0307692307692307,0.962805530000652,0.0194452196172668,0.9733026843661216,0.0198927934853802,0.9950359599749844,0.0070543225495236
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9755819262038774,0.0114815985105795
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9748575949367088,0.0186801964021306,0.982051282051282,0.0304470309924048,0.967565274933696,0.0187283370845914,0.974473213814466,0.0193274128274823,0.9953439649781114,0.0072596297688773
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9698417721518988,0.0212355920221378,0.976923076923077,0.035250582268891,0.9622984696668906,0.0163168896297891,0.9692775323029948,0.0222104093968659,0.9945247029393371,0.0071993524918665
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5075316455696203,0.0072833637997194,0.0,0.0,0.0,0.0,0.0,0.0,0.9756459896810508,0.0112798281266834
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9761075949367088,0.0173455541935218,0.9846153846153848,0.0261488180184245,0.9676363986890304,0.0187500765021311,0.9758402678130988,0.0177837281149417,0.9954706066291432,0.0072342041499068
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9698417721518988,0.0212355920221378,0.976923076923077,0.035250582268891,0.9622984696668906,0.0163168896297891,0.9692775323029948,0.0222104093968659,0.9945247029393371,0.0071993524918665
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9755193480300188,0.0112440904386068
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.950996835443038,0.0214349450171854,0.976923076923077,0.0267700166895142,0.9274748389254912,0.023665697734786,0.9513761627716242,0.0214865384127035,0.9901720215759848,0.0079105021495541
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9397310126582278,0.0228931638182107,0.982051282051282,0.0257689118490279,0.9038785717968928,0.0258031703691206,0.9411798547980326,0.0226167755069125,0.9875298233270796,0.0083947953789896
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9755818871169482,0.0112084113834931
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.954778481012658,0.0204253460302403,0.9718589743589744,0.0267768464704743,0.9383293129634592,0.0196901520555397,0.954677143063219,0.0207120211507006,0.9904221388367728,0.0076603335944866
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9397310126582278,0.0228931638182107,0.982051282051282,0.0257689118490279,0.9038785717968928,0.0258031703691206,0.9411798547980326,0.0226167755069125,0.9875298233270796,0.0083947953789896
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9751472404627892,0.0113104829806012
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.889493670886076,0.0234285383844489,0.9871794871794872,0.0172005229038445,0.8241032318864484,0.0311517153442028,0.897950618751546,0.0204968637023187,0.9798923155096936,0.0081208856945548
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8719145569620252,0.0258949191434521,0.9897435897435898,0.0170083322582328,0.7993258353655928,0.0331098962653267,0.8839571179437764,0.0214179608615287,0.9769313242651656,0.0093672752373028
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9755178236397748,0.0114110847103128
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.888243670886076,0.0224820614723558,0.9897435897435898,0.0170083322582328,0.8209406509428776,0.0303389326793692,0.8971269949957084,0.0196855710569833,0.9802080206378988,0.0079302755580403
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8719145569620252,0.0258949191434521,0.9897435897435898,0.0170083322582328,0.7993258353655928,0.0331098962653267,0.8839571179437764,0.0214179608615287,0.9769313242651656,0.0093672752373028
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9751472404627892,0.0113104829806012
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9764280018761726,0.0091406447574851
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9763029627892432,0.0093243814434242
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9751472404627892,0.0113104829806012
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.977433005003127,0.0084598213227948
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.976365423702314,0.0093051896856216
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9751472404627892,0.0113104829806012
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9764280018761726,0.0091406447574851
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.976365423702314,0.0093051896856216
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8706645569620253,0.0389111329805308,0.8235897435897435,0.0690386698566006,0.9044507056788588,0.0307230784395989,0.8608730305066447,0.0453446647282975,0.8698436522826766,0.0393583296848674
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8405063291139241,0.033782812804072,0.838974358974359,0.0675756570667861,0.8413385753149051,0.0529587252232626,0.8373174288081856,0.0354784133421662,0.8404932770481551,0.0338585777806762
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8076107594936708,0.0787807049043732,0.8541025641025641,0.061990328188796,0.7928363291203684,0.0964270372055402,0.8168261000410171,0.057886216720334,0.8084232332707944,0.0776258511109085
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7825791139240506,0.0821240167060325,0.812948717948718,0.1119524442336487,0.772769287774156,0.0999229489897178,0.7860013117575759,0.0776956111039355,0.7826633833646028,0.0819733511567024
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.909525316455696,0.031221109061298,0.9538461538461538,0.0535400333790284,0.8741545329672041,0.0284470751986679,0.9114352685571444,0.0324009888793643,0.9522234208880552,0.0315804797330017
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8618196202531646,0.0321490836814588,0.859102564102564,0.0920410143548592,0.8759805029357821,0.0888118341998804,0.8589808587495803,0.0302321767425808,0.9149520794246404,0.0379358782680128
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8768987341772151,0.0486740340704721,0.8641666666666667,0.1124456366568121,0.8911169698443734,0.0655622704533982,0.8704182444492632,0.063634252950545,0.9159643527204502,0.040964683698318
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8530063291139239,0.043202751393033,0.8620512820512822,0.0848078618910256,0.8623989641229425,0.1008669584547027,0.853175458109952,0.0341818958260254,0.9030463961851158,0.0497717110280461
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9221044303797468,0.029774096214659,0.9078846153846154,0.0552890096591187,0.9336521618017064,0.0385283591122206,0.9191829804956148,0.0317970646078503,0.9652592049718576,0.0283488082186123
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8957911392405065,0.0499231403330622,0.8823076923076922,0.060963661695614,0.9060778459540072,0.0610275903782961,0.8927039296562919,0.0512400172191883,0.940385045340838,0.0328006958954598
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.895759493670886,0.029065452219746,0.917948717948718,0.0571052755162053,0.8772038051404051,0.0338971158540894,0.8957884691180972,0.0309384725866671,0.935354323014384,0.0230012671191757
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8780379746835443,0.0249951725831117,0.8951282051282051,0.054349902484418,0.8646468916409239,0.0378696625703508,0.8779358975396889,0.0260573325908614,0.9410954307379612,0.0225149265048172
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.948496835443038,0.0220872984360508,0.9564102564102565,0.0363524278942508,0.940067501741383,0.0221561728990089,0.9477802898692184,0.0230591088225875,0.9676934216697936,0.0215151827387718
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9232911392405064,0.0349419827243054,0.935897435897436,0.0598595770765577,0.9138254768836326,0.0500864988630086,0.9227193738024354,0.035829841421397,0.9573389423076925,0.0220176986823938
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9233386075949368,0.0154651432500404,0.9384615384615383,0.0432110244778274,0.9106836283517864,0.0333809733479765,0.9230330565014816,0.0161825404530931,0.9592448796122576,0.0140808814976878
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.913370253164557,0.0337327707985732,0.9231410256410256,0.0538464972516522,0.9038083499527808,0.0393067003732036,0.9123605939444164,0.0352764570636129,0.9622359482489056,0.0227157589830424
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9547468354430378,0.0265243869310296,0.9641666666666668,0.0328571135061388,0.9449711168164312,0.027321264809204,0.954293933914187,0.0271064561116266,0.9626565626954348,0.0255297369685279
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9271518987341772,0.0330911292173498,0.9436538461538462,0.042644781816461,0.9142061221199278,0.0501454928130001,0.9274183929545864,0.0323416490101265,0.9585347678236398,0.0214100197316631
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9296677215189872,0.015024690262937,0.9462179487179488,0.0371180416213827,0.9155500655157406,0.0311468899922969,0.9296095098613806,0.0151174233845384,0.9537357919011882,0.0149893142649824
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9182911392405062,0.0325855031205536,0.9256410256410256,0.0578487906291204,0.9103651157191028,0.0314220722955466,0.9169126935310798,0.035162418840738,0.9493497498436524,0.0293999044377376
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9509651898734176,0.0300832254030204,0.9538461538461538,0.048379390420803,0.9470558101302646,0.0279075278798724,0.949807247339448,0.0314103352581925,0.9922999140087556,0.0058097202934785
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9472151898734176,0.0280288652802073,0.9487179487179488,0.0472797151656045,0.9442545794535524,0.0241901730874773,0.9458840730232024,0.0292955074708733,0.99280022670419,0.0060386733372098
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9471835443037976,0.0286477013867505,0.9512820512820512,0.0465086080697873,0.9417368480783116,0.0222403418593053,0.9460227970843118,0.0299671949809227,0.9927955753595998,0.0066179196036979
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.957246835443038,0.0277147085732951,0.9589743589743592,0.0416617354083895,0.954696121165954,0.0292963184015914,0.9563179314234166,0.028490523179424,0.9954518839899936,0.0049572914233471
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9622943037974684,0.0224507474692754,0.9666666666666668,0.0381181249931243,0.9574762311861156,0.0238568775232583,0.9615426492064288,0.0232238960289873,0.9950673076923078,0.0044713261847887
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9597943037974684,0.0201344485961048,0.9666666666666668,0.0363524278942508,0.9526480640312476,0.0219520626099293,0.959107815531866,0.0209169415380249,0.9958286429018136,0.0039635413755356
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9685759493670888,0.0226720354294523,0.971794871794872,0.0388019126933885,0.96542844834565,0.0286196454433772,0.9679293507408098,0.0233205187284752,0.997024702939337,0.0031611331716877
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9698575949367088,0.0188089257266135,0.9743589743589745,0.0362618862146947,0.9649991340138966,0.0193456523472892,0.9691750395786594,0.0198082627159191,0.9967698561601,0.0039130194941292
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9698417721518988,0.0179656834750901,0.976923076923077,0.0333333333333333,0.962844635039757,0.0223726773244341,0.9693366215940056,0.0185585328249646,0.997284240150094,0.0030546843143805
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9459493670886076,0.0232681246364785,0.953846153846154,0.0455804841913619,0.9377188397823828,0.0215931931203838,0.9450010524886516,0.0245099387880614,0.9925438555347093,0.0067104808052844
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9447151898734176,0.0225979282138377,0.9512820512820512,0.0388019126933885,0.9372037943090572,0.0199838748883566,0.943793954021282,0.0236627575262146,0.9926110850531582,0.0063130406135418
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9422151898734176,0.0232142201252394,0.9512820512820512,0.0465086080697873,0.932873147814038,0.0212993946030004,0.941268367270798,0.0246619156724952,0.9920420184490308,0.006917948094678
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9623259493670886,0.0223974243664373,0.9641025641025642,0.0366227098899633,0.9596097645487888,0.0220931534051486,0.9614503515541712,0.023269443798689,0.9957020012507816,0.004195077305178
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9623259493670886,0.0201964011212463,0.9692307692307692,0.0376844575812796,0.9552632980072004,0.0227547574432409,0.9616379109083972,0.0211153971753045,0.9953814884302687,0.0046269848931826
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9635759493670886,0.0234474025040136,0.9692307692307692,0.0393904910147107,0.9571688036835662,0.0191147353566593,0.962783744886232,0.0245039888593189,0.9957676672920572,0.0043746529950179
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9711234177215188,0.0202305612100579,0.976923076923077,0.035250582268891,0.9651145342608756,0.0212938603790897,0.970535374327846,0.0210216116390969,0.9966494684177613,0.0039017327022515
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9673575949367088,0.0224973126366073,0.9794871794871796,0.0320256307610174,0.9551966807262056,0.0215806634739302,0.9669797786991878,0.0233473808147873,0.9969652908067544,0.0034010315032204
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9673417721518988,0.0187942715604149,0.971794871794872,0.0370688007558998,0.9623031789495204,0.0158199883909286,0.9665780252228175,0.0198337874189053,0.9970278298936835,0.0033501229958621
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9359651898734176,0.0333231041193063,0.9334615384615385,0.0587298442770793,0.9363952523844542,0.0278972475442955,0.93398399250523,0.0355566135582906,0.9890108857098184,0.0090670759634461
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.944762658227848,0.0280430862629186,0.9512820512820512,0.0531085004543794,0.9375935158779888,0.0242529588866162,0.9435523050096262,0.0302068761107482,0.992431597873671,0.0072057659141197
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9560601265822783,0.0232192075554547,0.9615384615384616,0.0447801261450589,0.9502365346684986,0.0229405022598,0.955156049689694,0.0246104992520854,0.9935650406504064,0.0062033192195891
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9598417721518988,0.0155375879711602,0.9794871794871796,0.0276162297801769,0.9419237765597888,0.0245722539773786,0.9598749152016652,0.0157469927184525,0.9938885240775486,0.0066813017643328
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9698259493670884,0.0128515790797151,0.9794871794871796,0.0276162297801769,0.9603125511918836,0.0152906589446904,0.9694740568532838,0.0133944472214496,0.9960240775484678,0.0045901040445294
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9748417721518988,0.0098062977419912,0.9846153846153848,0.0205128205128205,0.9654663393944524,0.0190531955804431,0.9746408290634362,0.0098679581481156,0.9967792370231396,0.0040605702556304
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.976123417721519,0.0088147113825088,0.9897435897435898,0.0125614858604265,0.9632109354060572,0.019129187511,0.9761012515550954,0.0086674638202083,0.995939727954972,0.0037376721931689
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9811234177215192,0.0151841118424331,0.9871794871794872,0.0172005229038445,0.975112323491656,0.0220966701942785,0.980944435311524,0.0153292645619936,0.9958739837398372,0.0044363892768298
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9798734177215188,0.0141074657415531,0.9923076923076924,0.0117501940896303,0.9679878048780488,0.0219888735316513,0.9798717940912032,0.0139370023770712,0.9971388367729832,0.0033400498118509
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.925775316455696,0.0280245998115981,0.8976923076923079,0.0628121396826977,0.9500871555964814,0.0283843220075136,0.9215031399997684,0.0309916922664448,0.9770283380237648,0.0153245642898883
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9384177215189872,0.0254559841740127,0.9462179487179488,0.0479395044623944,0.9301920018383432,0.0235647816909761,0.9374025106186592,0.026788630966869,0.9895461812070044,0.0080646869758279
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9396835443037974,0.0256845081576695,0.9385897435897436,0.0502735776539219,0.9388192500291344,0.0166546358148497,0.938011891557306,0.0275569723731509,0.98966647123202,0.0080149817629575
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.940996835443038,0.0382334570503734,0.9284615384615386,0.0655573384796382,0.9506977001326848,0.0336200522099698,0.938264474778032,0.0415437228438777,0.9867400328330208,0.0149655318086688
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.953496835443038,0.0178896088518171,0.9487179487179488,0.0472797151656045,0.9569035001512536,0.0141689539849354,0.9518980149467956,0.0197636561557357,0.9926941838649156,0.0064341588943118
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9547151898734176,0.0190185397702133,0.9512820512820512,0.0450728098237101,0.95684061771995,0.0146378903397864,0.9533066470922698,0.0206336306877996,0.993582825203252,0.0063532887082661
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9484651898734178,0.0255651403285024,0.946153846153846,0.0518557651696325,0.949739750837312,0.0256301133349231,0.946944926120476,0.0273867274354167,0.9913081613508442,0.0077050982518015
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9647784810126584,0.0230939168126803,0.9564102564102565,0.0487179487179487,0.9720847851335656,0.0199227192380202,0.9633272090656056,0.0246838694320635,0.995416705753596,0.0043495830513736
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9673259493670888,0.0204127722524473,0.9692307692307692,0.0393904910147107,0.9648419719921644,0.0189814387633384,0.9665061913854184,0.0215471301603998,0.9961178861788618,0.004179020063701
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.963496835443038,0.0236208316727424,0.9692307692307692,0.0393904910147108,0.9576974180646896,0.0260789329236155,0.9628690506627032,0.0244621709715376,0.993922764227642,0.0084444639640852
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9748734177215188,0.0158874942631777,0.982051282051282,0.0282051282051282,0.9675195108988436,0.0155069458754558,0.97447604033628,0.0165189148201184,0.9973788305190744,0.0028593771658015
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9748734177215188,0.0186054420523272,0.982051282051282,0.0282051282051282,0.9674705963987094,0.01922320461726,0.9744795880294436,0.0191415978469611,0.9971591619762352,0.0034187354529489
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9597943037974684,0.0230303282709818,0.9589743589743588,0.0416617354083895,0.9593305707137544,0.0197358757664203,0.958651319461335,0.0243582648192319,0.993259986710444,0.0048192896150936
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9874050632911392,0.011286914902006,0.9923076923076924,0.0164182672754688,0.9824903722721438,0.0158309384889968,0.9872419036659542,0.0115102466158563,0.9993605378361476,0.0011467111196789
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9848892405063292,0.014721696193302,0.9871794871794872,0.0262742327332297,0.9824192485168096,0.0158718869491451,0.9845419720186545,0.0152938566634235,0.999296435272045,0.0012964799205037
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9686075949367088,0.0196122380525338,0.9743589743589745,0.0280883362823161,0.962459005507786,0.0227128692341138,0.9681168766667324,0.0201910984868563,0.9928410920888056,0.0045253124092921
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9824050632911392,0.0100323942538972,0.9923076923076924,0.0164182672754688,0.9726091965373096,0.0130436873882112,0.9822419344993184,0.0103212139250963,0.9981597873671044,0.0021479246063047
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811392405063292,0.0116024932537611,0.9897435897435898,0.0170083322582328,0.9724872453177972,0.0132472119995818,0.980944466144888,0.011852030869846,0.9982223264540336,0.0021368340588433
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9761075949367088,0.0153616343833505,0.9871794871794872,0.0262742327332297,0.965273041065724,0.0160682104572238,0.9758721442323838,0.015902747690707,0.9969027517198248,0.0036528826519157
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.982373417721519,0.0140734220479498,0.9871794871794872,0.0262742327332297,0.977602175346078,0.0171545640464145,0.98207322690223,0.0146014380393376,0.9981019387116948,0.0020671415162951
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.982373417721519,0.0140734220479498,0.9871794871794872,0.0262742327332297,0.977602175346078,0.0171545640464145,0.98207322690223,0.0146014380393376,0.9981019387116948,0.0020671415162951
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9748575949367088,0.0112347231994263,0.982051282051282,0.023076923076923,0.967645109490424,0.0151585513539972,0.9745427385725316,0.0116650889525317,0.9956864055659784,0.0054365514046247
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811075949367088,0.0141387362080437,0.9871794871794872,0.0262742327332297,0.97522412656559,0.0189090272478693,0.98083904968704,0.0146255289269956,0.9976579111944964,0.0025097758412963
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811075949367088,0.0141387362080437,0.9871794871794872,0.0262742327332297,0.97522412656559,0.0189090272478693,0.98083904968704,0.0146255289269956,0.997720450281426,0.0025128128082671
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9748575949367088,0.0112347231994263,0.982051282051282,0.023076923076923,0.967645109490424,0.0151585513539972,0.9745427385725316,0.0116650889525317,0.9956238664790492,0.0055929512076945
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811075949367088,0.0141387362080437,0.9871794871794872,0.0262742327332297,0.97522412656559,0.0189090272478693,0.98083904968704,0.0146255289269956,0.997720450281426,0.002449762686032
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811075949367088,0.0141387362080437,0.9871794871794872,0.0262742327332297,0.97522412656559,0.0189090272478693,0.98083904968704,0.0146255289269956,0.9977829893683552,0.0024512789271977
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8868354430379748,0.0549998634395473,0.928397435897436,0.063626469181773,0.8557930355784269,0.0564202505006044,0.8897600181460013,0.0539457177500186,0.9575771185115696,0.0442198696408909
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9698259493670884,0.0151411815174362,0.9794871794871796,0.0251229717208531,0.9603190519653934,0.0187830441815654,0.9695402354004748,0.0154408613435822,0.995019621638524,0.0052525925632733
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.924636075949367,0.0322832934176301,0.9413461538461538,0.046888078933649,0.9093583983988348,0.0335551998420914,0.9244185855970972,0.0324466749201561,0.9772998749218262,0.0148101078983263
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9660443037974684,0.0252372376094037,0.976923076923077,0.0333333333333333,0.9562395724237828,0.0339334813663236,0.965904135891624,0.0252485889294031,0.9941938711694808,0.007162772810592
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.904525316455696,0.0276218150946591,0.946153846153846,0.0465086080697873,0.8718226706000115,0.0332236637719497,0.9066012512070404,0.0281966396831804,0.9773110928705442,0.0144201627119076
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.966028481012658,0.0211459013704421,0.9794871794871796,0.0251229717208531,0.953630442931798,0.0300227920353238,0.9660231946423672,0.0209657907055654,0.9943726938711696,0.0061480935166975
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.898275316455696,0.0328350387737037,0.9589743589743588,0.0416617354083895,0.8547288341878838,0.043921813125495,0.9027861825318692,0.0304193945351115,0.9781213258286428,0.00988473505214
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9673259493670884,0.0239692211790884,0.9846153846153848,0.0261488180184245,0.9515630876025092,0.0335925242701034,0.9674531095641006,0.0240790515773114,0.9928294246404,0.0078244975797006
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8931803797468355,0.0502728719169406,0.9512820512820512,0.0465086080697873,0.8538107195005507,0.0670725462026456,0.8982969297972268,0.0458670458564853,0.9702874843652282,0.0221743040780071
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.959746835443038,0.0263961992233759,0.9743589743589745,0.0303388706825621,0.9463870806925408,0.0342032425045695,0.9597832265340271,0.0263384824358881,0.9916119449656032,0.0079218080527742
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9068987341772152,0.0402735225368881,0.9487179487179488,0.0525484654664594,0.8741750278145265,0.0425994753150695,0.9091390213442077,0.0392106860211588,0.9671595919324576,0.0356446772228886
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9622626582278482,0.0246119590418996,0.976923076923077,0.0312988605531633,0.9483461785052972,0.0274596735459988,0.962166549721834,0.0248927108688204,0.9923168386491558,0.0074531379944185
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9534335443037976,0.0283477940993586,0.9692307692307692,0.0340166645164656,0.93907574101278,0.035220653198455,0.9534835524129006,0.0282349894255807,0.990970919324578,0.0081064029861775
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9861867088607594,0.0067791169967221,0.9948717948717948,0.0102564102564102,0.9778048780487804,0.0171105861801667,0.9861047383621224,0.0067073152012753,0.9971199186991868,0.0066443265288272
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9560284810126582,0.0140490737103857,0.9666666666666666,0.0282051282051281,0.9452837264088272,0.0136486042441188,0.955578467152739,0.0147675476356937,0.993384810819262,0.0065456485555121
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9849525316455696,0.0122704548509678,0.9948717948717948,0.0102564102564102,0.9758391405342624,0.0262986980518127,0.9849940465238396,0.0120929543855939,0.9969981238273922,0.0073829272771755
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9647784810126584,0.0147797345848406,0.971794871794872,0.0333333333333333,0.9577775637435458,0.0178739418124723,0.9642397180063532,0.0155153940560463,0.992604205753596,0.0067373899792195
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9824525316455696,0.0127603573804767,0.9948717948717948,0.0102564102564102,0.9707171893147504,0.0235569957479126,0.9824636338984905,0.012679968623856,0.9970606629143214,0.0073948371424116
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.951028481012658,0.029894617591663,0.9666666666666668,0.0414243446702654,0.9362822129010892,0.033764812449871,0.9507241496986614,0.0308523484329447,0.992233231707317,0.0071188711407616
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9836867088607594,0.0080243362067553,0.9948717948717948,0.0102564102564102,0.9729178951130172,0.0168810657896269,0.9836348806077118,0.0079609063657873,0.9971247263914946,0.0072197401978687
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.949746835443038,0.0194494402038441,0.971794871794872,0.035250582268891,0.9292158742333384,0.0161385845934064,0.949691258004266,0.0203840013612577,0.9903658145716072,0.0089813629350245
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9824208860759496,0.0100402894716363,0.9897435897435898,0.0170083322582328,0.975289913338694,0.0184552577270051,0.9822386531802476,0.0100889622396556,0.9971216385240776,0.0073845708224685
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9471993670886076,0.0257705565536043,0.971794871794872,0.0267700166895142,0.9259524739976788,0.036940664553517,0.9478285932251534,0.0249734664843638,0.9914143996247656,0.0065160843285995
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9811550632911392,0.0101375657405694,0.9897435897435898,0.0170083322582328,0.972911864558206,0.0198209847867016,0.9810044759650576,0.0101439436777425,0.9970606629143214,0.0073789530503421
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9008069620253164,0.0513551363940261,0.964102564102564,0.0307692307692307,0.8572586924730187,0.0641721446265202,0.9064898228655422,0.0445319966103014,0.96389602876798,0.0287956493059398
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9560284810126582,0.028211759087749,0.976923076923077,0.0241896952104015,0.9372023301901352,0.0374807325483557,0.9563732060486164,0.0277135993800427,0.9918746091307068,0.0090564475652787
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9096044303797468,0.04220503846689,0.9363461538461536,0.051889075603593,0.8878883109627653,0.0483761231155185,0.9106442286742435,0.0415364751842294,0.9736092088805502,0.0146662419228705
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9698259493670884,0.0196950201090686,0.982051282051282,0.0304470309924048,0.958411278523602,0.026465009100702,0.9696231004064472,0.0198207703700923,0.9931377423389618,0.0081329956546499
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8843354430379747,0.0624369574696558,0.935897435897436,0.0540898028454589,0.8530865545988915,0.0818573661445872,0.8901922333542677,0.0556267091125111,0.9547746247654784,0.0422706070676045
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9610284810126584,0.0213504487539084,0.9641025641025642,0.0366227098899633,0.9571467767378594,0.0190479813252255,0.960247836880403,0.0223569051215268,0.9932691525953722,0.0082536511621582
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9083386075949368,0.0307800181888897,0.9412179487179488,0.0324336803742143,0.8831024608341022,0.047493982816565,0.9102728164310028,0.0290381579690225,0.9719703721075672,0.0192063358540271
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9711234177215188,0.0112442569328577,0.982051282051282,0.0200262812202734,0.9605087531210764,0.0185943180141432,0.9709052134160192,0.0113924142157532,0.9954797529706066,0.0059021292079272
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9045727848101264,0.0296498427140697,0.9514102564102564,0.0312907196901017,0.8680156580727495,0.0333274814933673,0.9074946242871436,0.0281369915683744,0.974301633833646,0.0118871789997161
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.959746835443038,0.019480309410654,0.9794871794871796,0.029902317409463,0.942097719034758,0.0289259354816147,0.9599028246549578,0.019406752207331,0.9904502423389616,0.0079916948905392
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9082436708860758,0.0241095267012849,0.946346153846154,0.0449779422161136,0.8777852175799883,0.0283664240813986,0.9099468470985724,0.0242972331733013,0.9737463649155724,0.0151988186112201
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.950996835443038,0.0198837766781862,0.956474358974359,0.0381487818013328,0.944962956086191,0.0207837869405921,0.9501461205658408,0.0207741183320715,0.9908520168855536,0.0083588529918763
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9597784810126582,0.0147046035147132,0.971794871794872,0.0291226069015398,0.9479745329552776,0.0161975135936899,0.9594101449589252,0.0153814933989399,0.9947534396497812,0.0043179883777187
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9849367088607596,0.0109195100351227,0.9948717948717948,0.0102564102564102,0.9757171893147504,0.023932408059359,0.9849624009542196,0.010716106890563,0.9974324968730456,0.0061069302457761
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9522468354430378,0.0268815842573302,0.9589743589743588,0.0400525624405469,0.9446560490013636,0.0244848840000012,0.9514234718037736,0.0279608105720663,0.9920535881801128,0.0069310676331261
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9861867088607594,0.0087867187991449,0.9923076923076924,0.0117501940896303,0.9800547217010632,0.0147858145387035,0.9860410573174286,0.0089060320966095,0.9968745700437772,0.0072457491252687
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.959746835443038,0.0193983986177019,0.971794871794872,0.0388019126933885,0.9487312046971867,0.0259087081566264,0.959411058813124,0.0202024863486647,0.993625,0.005780816941558
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9862025316455696,0.0104161045086786,0.9948717948717948,0.0102564102564102,0.9780400696864112,0.0226474621329897,0.9861668574432289,0.0102645836847491,0.99731074108818,0.0070598165610358
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9522943037974684,0.0256026397669218,0.9692307692307692,0.0340166645164656,0.9359737135718568,0.0248289387995007,0.9521036192158656,0.0260634408667567,0.9905391260162604,0.0078614374721784
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9836867088607596,0.0097795690886176,0.9897435897435898,0.0125614858604265,0.9779759671223086,0.0226568814234798,0.9835698763652352,0.0096621915507262,0.997060623827392,0.0072075967872375
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.957262658227848,0.0196696308532768,0.976923076923077,0.0312988605531633,0.938936287596242,0.0212923638896284,0.9572237267897884,0.0201869697985666,0.9899687304565354,0.0085284898169552
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9849367088607596,0.0075323103631718,0.9923076923076924,0.0117501940896303,0.9777959438935048,0.0169539694666083,0.9848361793090104,0.007457744670655,0.9968714821763603,0.0073356291293989
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.949762658227848,0.0178037268759822,0.9743589743589745,0.0303388706825621,0.9277351616152106,0.0241278988007531,0.9500286345436628,0.0180762316929356,0.9914910881801126,0.0062471401791225
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9824208860759492,0.0100402894716363,0.9923076923076924,0.0117501940896303,0.972911864558206,0.0198209847867016,0.9823373536137248,0.0099686820795349,0.9969355847404628,0.0073598468888142
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.898370253164557,0.0326191266082613,0.8876923076923078,0.0729738364217195,0.9066791425518502,0.0430670200805598,0.8944360202562949,0.0363966105318725,0.9636981707317072,0.0144223729091981
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.966123417721519,0.0268126367816988,0.9641025641025642,0.047557017925619,0.9666191714009428,0.016522441026196,0.9648669497461766,0.029085654433934,0.9926078799249533,0.0101889680577434
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8918670886075949,0.040519875108414,0.9052564102564103,0.0574909591840551,0.8798235620783622,0.0445947906264867,0.8913148502101033,0.0409860723591005,0.9565767667292058,0.027804581521498
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9723575949367088,0.0146763557944042,0.9794871794871792,0.0191879865988407,0.9649175824175822,0.0165890723827087,0.9720493564272508,0.0149437842707048,0.993713258286429,0.0071309076358448
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8668512658227849,0.0443852805162045,0.9257051282051284,0.0519163101003708,0.8299325017636496,0.0632180205470018,0.8730324481966205,0.0405408125992128,0.9532767745465917,0.027487910011204
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9748575949367088,0.0217337857889599,0.982051282051282,0.0325348142062808,0.9675030853336372,0.0220914637618292,0.974441773732802,0.0226497598129377,0.9917354596622888,0.0090931386147228
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8932436708860758,0.0178868936651836,0.9054487179487178,0.0511466562005735,0.8842992447703558,0.0427045985946507,0.8926690357639739,0.0182746427279201,0.9672775562851784,0.0159860435865331
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9585601265822784,0.0280537974683544,0.9744871794871794,0.0255153973701876,0.9442122308585724,0.0385714118204011,0.9587840039316832,0.0278362701184241,0.9920546044402752,0.0089466651892906
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9170727848101266,0.0317932826311072,0.9360256410256412,0.0349247806354257,0.900087942709894,0.0377310402252855,0.917335885600784,0.0316007680691064,0.9737333880550344,0.0106904845547537
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.949746835443038,0.0177478048724911,0.9743589743589745,0.0256410256410256,0.9277611122197206,0.0260204889631466,0.9500969223736364,0.0175638044887637,0.9907395637898688,0.0070793752041748
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.899509493670886,0.0290470691189858,0.9156410256410256,0.0595672537992209,0.8857922072975901,0.0361086126782328,0.8989089542090627,0.0311825766266811,0.9684196763602252,0.0160693715342563
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9534651898734176,0.0187703115962491,0.982051282051282,0.0257689118490279,0.9288880922592152,0.032842109115867,0.9541336218714178,0.0182638070382783,0.989585795809881,0.0082849494384856
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9434493670886076,0.0253434587003117,0.9589743589743592,0.0447066558311863,0.9295853494038409,0.0321260674427394,0.9431798419054348,0.026282336059431,0.9883069105691056,0.0099800076565403
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9874367088607596,0.0097237932466372,0.9948717948717948,0.0102564102564102,0.98010989010989,0.0145819524535849,0.9873694793423106,0.0097746140468179,0.9967385866166352,0.0073074561432248
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9434810126582278,0.0239211831045543,0.941025641025641,0.0459396740183818,0.9439586315627452,0.0207189010625656,0.9418457114131054,0.0260353866047493,0.987089079111945,0.0081596149717224
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9849208860759492,0.0109523048850232,0.9948717948717948,0.0102564102564102,0.9751188242651658,0.0156241899775604,0.984840570040992,0.0110444299929272,0.9965509693558474,0.0072774486608131
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9459493670886076,0.0239966708087238,0.9435897435897436,0.048379390420803,0.9475030679884188,0.0289889541281677,0.9445047673650068,0.0254249658272912,0.9890680112570358,0.0059931846247446
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9861708860759494,0.0104505151597723,0.9948717948717948,0.0102564102564102,0.977917895113017,0.0201442654634896,0.986166526177332,0.0103818119052192,0.9961022514071296,0.0074580747148583
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9472151898734176,0.012387573242488,0.9564102564102565,0.0344964719155736,0.9379308147362748,0.0149774541676231,0.9465401297283256,0.0134683711390656,0.9901719824890558,0.0072337518523085
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9861867088607594,0.0067791169967221,1.0,0.0,0.9728048780487806,0.0130698485039696,0.9861704953899046,0.006717501069565,0.9969340212632896,0.0073436389679771
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9522468354430378,0.0216112597279223,0.9564102564102565,0.0344964719155736,0.9468686106651448,0.0177945880076467,0.951364162762377,0.0225098203427707,0.9872640322076296,0.008030982399245
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9836708860759492,0.0126338372609143,0.9923076923076924,0.0164182672754688,0.9751065162907266,0.0154539288206265,0.9835382894351712,0.0128304234493813,0.9969949968730456,0.0073609687544802
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9459335443037974,0.0205295434801635,0.9641666666666668,0.0366411624586991,0.929797837228652,0.0300208649259466,0.945930406896389,0.0206173270017291,0.9888853189493434,0.0075113324205166
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9849050632911392,0.0109486811082401,0.9923076923076924,0.0164182672754688,0.9776829268292684,0.0173028969800562,0.984773093657726,0.0111101274414074,0.9970575359599748,0.0073729406142259
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8882278481012659,0.0302213698717243,0.8955769230769232,0.0703018113177477,0.8832500562244885,0.0459516902424645,0.8865252166576632,0.0339899545065639,0.958807066916823,0.0250521837149052
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.965996835443038,0.0305426842633271,0.9666666666666668,0.0487179487179487,0.9642408757556384,0.0236627498883846,0.9649747171384968,0.0322613130363982,0.9939493433395872,0.008086886746491
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8744462025316455,0.0330142509335161,0.8952564102564102,0.0640257231754502,0.8572722883519243,0.0351970833356152,0.8742923892641997,0.0355520988913769,0.9528537757973734,0.0207953482988616
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9648417721518988,0.0273309284638667,0.982051282051282,0.0257689118490279,0.9482926829268292,0.0297380993148953,0.964841381465854,0.0273306939381246,0.9911772983114449,0.0102230009876945
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9059177215189872,0.0428825025972337,0.9205769230769232,0.0567620513492313,0.8943022428911529,0.0585419164332401,0.9057361936233664,0.0432202560715019,0.9680917761100688,0.0260724306885621
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9723734177215188,0.0274207719471428,0.9923076923076924,0.0117501940896303,0.9552185595648444,0.0444141058014385,0.9729439308666438,0.0263177852570918,0.9902063789868668,0.0126040354029798
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9020569620253164,0.0360785864015109,0.926025641025641,0.0413371586319219,0.8834362689240738,0.0511694384160779,0.903168785212831,0.0354350221023957,0.9687836929330832,0.02096566246727
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.967231012658228,0.0278516476812616,0.976923076923077,0.0267700166895142,0.9580762295043423,0.0343081927278304,0.9672055691784004,0.0276033694321239,0.9937993277048156,0.0099214892984944
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.876882911392405,0.0514055687333131,0.8974358974358972,0.0810840425684199,0.8610117966491458,0.0582164736114433,0.876621560478756,0.0543856851418039,0.9521396966854284,0.0404901970832961
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.952262658227848,0.0410913822161911,0.9692307692307692,0.0251229717208531,0.9388205396830064,0.0570670223784653,0.95309502501634,0.0385006334103881,0.987271732332708,0.0146192447134501
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9170727848101266,0.0360889557111732,0.9413461538461538,0.064582339179216,0.8963569039519126,0.0330930769953324,0.9170422049734424,0.0380394120741333,0.9745641807379612,0.0180443591727484
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9459177215189872,0.0374384475879439,0.9743589743589745,0.0256410256410256,0.9234294465696904,0.0558829175594974,0.9473196487040384,0.0349903332275536,0.9899280800500312,0.0098532926467613
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9434651898734178,0.0188485233968421,0.9538461538461538,0.0425980710918875,0.932705539841552,0.0099376763716956,0.9426079759394096,0.0204952278187741,0.986569809255785,0.00692088672391
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9886867088607596,0.0068024174343721,0.9948717948717948,0.0102564102564102,0.9824968730456536,0.0114619006353418,0.988573514311911,0.0068851172974441,0.9968058161350845,0.0073270654192557
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9409493670886075,0.0168647135383418,0.9539102564102564,0.0340558408479072,0.9286723086787272,0.0232268172819867,0.9405579736625098,0.0175875896571661,0.987456418073796,0.0070657768784946
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9886867088607596,0.0068024174343721,0.9948717948717948,0.0102564102564102,0.9826829268292684,0.0157340705352987,0.9886047383621224,0.0067612414095821,0.9968746091307068,0.0074425469660612
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.947246835443038,0.0249949121565279,0.9615384615384616,0.0489871107039558,0.9341417286104124,0.0279440362801949,0.9466904192759682,0.0263249253792411,0.9867122029393371,0.0091001216663202
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9849208860759496,0.0093758645384633,0.9923076923076924,0.0117501940896303,0.9774968730456536,0.0134663987996414,0.9847760459574804,0.0095083278088171,0.9968089430894308,0.0073329527942361
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.952246835443038,0.0194441103096299,0.9513461538461538,0.0420900091371458,0.952461019611212,0.0254338812765178,0.9510703447678795,0.0204524362156348,0.9887274077548468,0.0074040115250788
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9874367088607596,0.0079562651478786,0.9948717948717948,0.0102564102564102,0.979932770481551,0.0100392797749978,0.9873081130465096,0.0081095862964382,0.996869918699187,0.0073412364345686
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.953512658227848,0.0232177788335945,0.9692307692307692,0.0340166645164656,0.9381188665848486,0.0199892157366142,0.9532145894595724,0.0238069858634622,0.9892307692307692,0.0068914157898123
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9836550632911394,0.0098080974830892,0.9923076923076924,0.0164182672754688,0.9751829268292684,0.0156222558565906,0.983507270872916,0.009965268068987,0.996930894308943,0.0073484659617357
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9535284810126582,0.0202770144877348,0.9666666666666666,0.0282051282051281,0.9410509289498452,0.0274497857404345,0.9532968371586256,0.0203380837278226,0.9910662914321452,0.0080178463165947
d_perc_tg,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9861708860759494,0.0131342838996086,0.9923076923076924,0.0164182672754688,0.9799293966623877,0.0150303479330519,0.9860085687089905,0.0134006580838289,0.996802689180738,0.0073217128550052
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9309688477173234,0.0195033083855533
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8996202531645568,0.0326499781062911,0.982051282051282,0.0257689118490279,0.8424958720630993,0.0440286612326636,0.9062413037846784,0.0292496232134847,0.9767727485928706,0.0141803769004926
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8882753164556962,0.0335228354097804,0.9871794871794872,0.0172005229038445,0.8234958472259712,0.0451774410423205,0.8973392130597595,0.0294154508454039,0.9723579971857412,0.0154888548766004
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9309688477173234,0.0195033083855533
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8544303797468353,0.0276746793756514,0.9923076923076924,0.0117501940896303,0.7760086772297572,0.0336264040002707,0.8705662185499333,0.0227883462174811,0.9583877423389616,0.020278647417624
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.844382911392405,0.0324042172864744,0.9948717948717948,0.0102564102564102,0.7631813170000662,0.0380146272431692,0.863333365952388,0.0261369865987358,0.9490209896810504,0.0209030081915073
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9309688477173234,0.0195033083855533
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8544303797468353,0.0276746793756514,0.9923076923076924,0.0117501940896303,0.7760086772297572,0.0336264040002707,0.8705662185499333,0.0227883462174811,0.9583877423389616,0.020278647417624
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.844382911392405,0.0324042172864744,0.9948717948717948,0.0102564102564102,0.7631813170000662,0.0380146272431692,0.863333365952388,0.0261369865987358,0.9490209896810504,0.0209030081915073
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9309688477173234,0.0195033083855533
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6248575949367089,0.033599149842414,0.2401282051282051,0.061767868341884,0.9888888888888888,0.0333333333333333,0.3825329436122275,0.0818212326638348,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9309688477173234,0.0195033083855533
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6210917721518987,0.0323349786332731,0.2324999999999999,0.0576823709391332,0.9875,0.0375,0.3730465490544043,0.0778919743812322,0.9327155253283304,0.0231774413129451
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9309688477173234,0.0195033083855533
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9309688477173234,0.0195033083855533
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.932649820200125,0.0229983105317511
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9309688477173234,0.0195033083855533
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9309688477173234,0.0195033083855533
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.932649820200125,0.0229983105317511
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9312470684803004,0.0192430087089011
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5081487341772152,0.0048724158513173,0.0,0.0,0.0,0.0,0.0,0.0,0.9327796278924328,0.0231391393617987
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8180063291139239,0.0349534448998511,0.974551282051282,0.0227939379982366,0.7420998928518351,0.0466739052389567,0.8413364710849842,0.0252824064450655,0.8205683239524703,0.0345736875120938
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6988924050632912,0.0992356826843735,0.9416666666666668,0.0812081075939312,0.6420393159306444,0.0849290875671903,0.7581009199917385,0.0638539271184268,0.7029674796747967,0.0980587385354195
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6076582278481013,0.096943381143699,0.8937820512820511,0.1243887256243865,0.5713336520007865,0.076696694631012,0.6915338638008429,0.0746914877336041,0.6132629768605379,0.0952656168536298
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.596012658227848,0.0306152527824321,0.8834615384615384,0.117784794116986,0.5559121289128128,0.0157817519297507,0.6795733490565015,0.0456070254264306,0.601029549718574,0.0324268535498148
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8292879746835442,0.0419127291486148,0.9974358974358974,0.0076923076923077,0.7460813120403544,0.0487337974722127,0.8528381026169771,0.0323064084714933,0.8930186053783615,0.0420520489236556
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6977056962025316,0.0708849545712613,0.7802564102564102,0.1869382446098988,0.6613028572787351,0.0461416436064836,0.7070262055296301,0.1000314500150172,0.7391553119136961,0.096246564079887
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6774841772151899,0.0978232854644426,0.8362820512820512,0.1172313749227236,0.631547040698714,0.079797093895689,0.717613114449976,0.0878939172535406,0.6885248983739837,0.0968078685317705
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6472151898734178,0.096983428124997,0.7166666666666667,0.1952932773249256,0.6220306365928252,0.0838865084059277,0.6564432237863576,0.1212627802414398,0.6819453955597249,0.1039620937788739
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8656329113924051,0.0492268577941018,0.8852564102564102,0.0865284894539335,0.8496265831980118,0.0436486051875177,0.864866744013424,0.0534522675730596,0.9289718769543466,0.0285493298963264
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7488924050632912,0.0757229285298937,0.8391666666666667,0.1135040663453212,0.712704937353952,0.0752570808450508,0.765589837364719,0.0719403116622665,0.7741784318323952,0.085671058396455
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7065348101265824,0.0914452670786978,0.8548717948717949,0.0837735904934741,0.6675262221310784,0.0972597467617207,0.7438925601716826,0.0680450921907511,0.7367144113508443,0.1139355199965176
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.757879746835443,0.0808264895119528,0.8881410256410257,0.1105717204275889,0.7177113332398224,0.1065342379469847,0.7841788981956609,0.0653380543019675,0.7910747732958099,0.0782780129547587
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9057436708860758,0.0409990949062013,0.9489102564102564,0.0342622658322614,0.8725032640852508,0.0468117181554216,0.9087301541199778,0.0381096774184559,0.9347945200125078,0.0403610489481393
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8079430379746835,0.0626316830999153,0.8853205128205129,0.073416020488932,0.7643928734873265,0.0614318498464987,0.8192829971729829,0.0591768379391298,0.8498206300813008,0.0677759448087917
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7917246835443038,0.0876282065417161,0.8521794871794871,0.0995420975834922,0.7682496234483887,0.0995168995470804,0.8019666897953645,0.0762756985567583,0.8469397865853658,0.0973349347522984
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7814556962025316,0.0737212326335028,0.816025641025641,0.0994164432642885,0.7599939193208066,0.0696004786855939,0.784737106619268,0.0750689223591345,0.8522672373358349,0.07022574163346
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.903243670886076,0.0450138205601306,0.9310897435897436,0.056138074415494,0.8792258124745362,0.0405273230566533,0.9041275910413468,0.0457042329770236,0.9439226860537836,0.0357524789506268
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8158069620253166,0.0635342029675613,0.913525641025641,0.0684430794763439,0.7649339540043809,0.0708741834683199,0.8304748171569323,0.0561912870033459,0.8669142823639776,0.0654369885232926
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8080379746835442,0.0410257563277321,0.9005128205128207,0.0401189880460723,0.7626275896573088,0.0626708931798913,0.8231253464511511,0.029173798200659,0.855793621013133,0.0416294625823134
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7953639240506329,0.0440346168186899,0.8802564102564101,0.0788090385856066,0.7559318972598311,0.0720959260483657,0.8088129594416017,0.0402055687839361,0.8364790689493432,0.0531173443812292
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.899525316455696,0.03257426836418,0.9821153846153846,0.0163893346199095,0.8431888256179626,0.0485658361845243,0.906524611232688,0.0281828679386916,0.980622732958099,0.0175902411407574
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8932753164556961,0.0242782832270424,0.9848076923076924,0.0167012707827688,0.8324122744102214,0.0423958474590824,0.901327712071168,0.0200673262847873,0.9805622263914944,0.0159282310925805
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8995569620253164,0.0319167024187388,0.9898717948717948,0.0124061234906696,0.8393722938804367,0.0517615956214104,0.9073661453414156,0.0271968755059401,0.9800136022514072,0.0156515406924419
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9145886075949368,0.0287421049399445,0.9898076923076924,0.0124842109355155,0.860817737670601,0.0457515930009724,0.9200209276663576,0.024789125013096,0.9890796591619764,0.0089018100952661
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.924636075949367,0.0329091900735868,0.9923717948717948,0.0116534512358688,0.8752219333119514,0.0514020682658236,0.9292011091458076,0.0285433074183686,0.9900815744215132,0.010710223138856
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.918386075949367,0.0314538337069267,0.9923717948717948,0.0116534512358688,0.86539540325449,0.0508600086845963,0.9236086663941984,0.027665359787785,0.9896282051282052,0.010481240999126
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9321518987341773,0.0295052131486665,0.9923717948717948,0.0116534512358688,0.8868155805392183,0.0494080864453343,0.9357861492601038,0.0264065931023237,0.9957959271419636,0.0042362881839352
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9422151898734176,0.0278131793407524,0.9923717948717948,0.0116534512358688,0.9027630058170886,0.045842616773498,0.9447792927886184,0.0252526281319258,0.99363375547217,0.0062304237360669
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9384335443037974,0.0255955198837392,0.9923717948717948,0.0116534512358688,0.8961139802815307,0.043096525696541,0.9411718242330072,0.0234059401938468,0.9954785412757972,0.0048377151649731
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8856645569620254,0.042947608499067,0.9846794871794872,0.0204816469857251,0.8227558656877116,0.0576622092543501,0.8954863052487918,0.0370987341375269,0.978531074108818,0.018002736131092
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8844936708860759,0.0355636228558017,0.9923076923076924,0.0164182672754688,0.8172713918613148,0.0544956492688156,0.8951212140412007,0.0299746765030362,0.9834167839274548,0.0159707625908183
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8845094936708862,0.0328350387737037,0.9873076923076922,0.0126942500456272,0.8191193662226475,0.0487102971296704,0.8944988290017832,0.0275917235860484,0.9827367104440274,0.0128961555168534
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9120569620253164,0.028980396879628,0.9923717948717948,0.0116534512358688,0.8555487833308127,0.0473414269352765,0.918040873107725,0.0251006291628261,0.9884539555972482,0.0085641395191389
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9108544303797468,0.0307033138050145,0.9923717948717948,0.0116534512358688,0.8536416097008142,0.0466544409770936,0.9170171980120224,0.0263100032598406,0.9914621247654783,0.0097473517584176
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.907025316455696,0.0327059067130212,0.9923717948717948,0.0116534512358688,0.8486982710433703,0.0519264578577411,0.9139196017145405,0.0280502622841625,0.990519387116948,0.0098102417937483
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9347151898734176,0.0268620561552476,0.9923717948717948,0.0116534512358688,0.8903136780391152,0.0446336265970622,0.9378854579978408,0.0241796413209898,0.9955895481550968,0.0060966332821309
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9459651898734176,0.0220406621664545,0.9923717948717948,0.0116534512358688,0.9080935949724946,0.0369356188094925,0.947912513390768,0.0201923266414162,0.993824421513446,0.0059642279315511
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9384177215189872,0.0250738773832633,0.9923717948717948,0.0116534512358688,0.8962332956898175,0.0432854572511093,0.9411982474687128,0.0226096726451377,0.9949688477173234,0.0064753325820724
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8405696202531645,0.035842306372967,0.9796153846153846,0.0191554078929433,0.7656967675156684,0.0465300474183502,0.8587476985283189,0.0294091842170237,0.9432831652595371,0.0178353542479397
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8556012658227848,0.0364504352963849,0.9643589743589744,0.0306450485504177,0.7925904148893599,0.0522692553134914,0.8686892666267892,0.0299222292348073,0.9495979713883678,0.0159319688269496
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8781962025316457,0.0306983882818311,0.9746153846153846,0.0226513464875464,0.8172084514017139,0.0468190601392393,0.8879353393592664,0.0251490612831418,0.9587720645716072,0.0179318501789122
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9258544303797468,0.0332091719666103,0.9898076923076924,0.0124842109355155,0.8780676628849617,0.0495452602291356,0.9299810317716494,0.0303772649816452,0.9694525875547216,0.0157267821302936
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9396835443037974,0.0225966651822652,0.9821153846153846,0.023056347665076,0.9041490179323418,0.0274113688288573,0.9413312237205368,0.0219081402284655,0.9779269074421514,0.0108889403824578
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9447151898734176,0.0242054684476874,0.9846794871794872,0.0169707225557168,0.911135240256057,0.0326111798718274,0.9462708899931424,0.0229005256365023,0.9826330909943712,0.0115679826485762
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9296677215189874,0.0214015374952902,0.9667948717948716,0.0200771031854907,0.8993797303723566,0.0344921583335716,0.9313990289310652,0.0200810278836004,0.973822897123202,0.011771311841749
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.944746835443038,0.0277584864201636,0.9667307692307692,0.0325505347264775,0.9248425526121292,0.0312298384688444,0.9450718710106896,0.0277744263580153,0.9797522670419012,0.0106539254817994
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.958496835443038,0.0253580601574633,0.9821153846153846,0.0200025680468312,0.9376343981222032,0.0361204910078314,0.9590657313519648,0.0246131159815042,0.9855639071294556,0.0120131823329331
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8280379746835443,0.0547523594198582,0.8316025641025642,0.0925513388813533,0.8243798968862908,0.0623238320568822,0.8247845177018199,0.0594616813672761,0.908713199656035,0.038039638830644
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8556803797468355,0.022064185521499,0.9566666666666668,0.032478182632962,0.7949567972172471,0.0358425654870877,0.8672886296309775,0.0178017360076118,0.9592419480925578,0.0187477268168695
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8506962025316456,0.0252351542641502,0.9439743589743588,0.0373957019894623,0.7957417248405092,0.0471855881728692,0.8618766593826738,0.0207442204632177,0.9575607801751096,0.0216284642014252
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.877009493670886,0.0336050806289685,0.8982692307692307,0.067742824244981,0.8620367575947927,0.0467153314844284,0.8773031086191654,0.0352043086902909,0.9533153142589118,0.0266166251997411
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8920727848101265,0.0254067269153756,0.9669871794871796,0.0320092673341061,0.8421179555434215,0.0481566531594654,0.8986613004956195,0.0203451487136544,0.9764614993746092,0.0151876716039559
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8920411392405063,0.0272245761338126,0.974551282051282,0.0196995220825965,0.8372722855389243,0.0498579909906313,0.8994961077317267,0.0228891822175274,0.977434060350219,0.0174967292833735
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9233544303797468,0.0345863202365966,0.9517307692307692,0.032763936111725,0.902144560243966,0.0562127841814892,0.9250070387812948,0.0324095799829372,0.9766619762351468,0.0145738497113316
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9271360759493672,0.0347271198187425,0.9923076923076924,0.0117501940896303,0.8788866731775927,0.051551063645384,0.9314298454327938,0.0309754159288407,0.990326336772983,0.0114585556572705
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.923386075949367,0.0321878225502371,0.9948717948717948,0.0102564102564102,0.8708144743230151,0.0471745876218807,0.9281084531164392,0.0286248846072779,0.9904742612570356,0.0071994430474331
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9384335443037974,0.0243766882701623,0.9745512820512822,0.0279740681316992,0.9078856877665726,0.0285220004936492,0.9397610810754712,0.0234981399020211,0.9830161038148842,0.0142307395263145
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9459493670886076,0.0283152878841141,0.9923076923076924,0.0117501940896303,0.9088191535461504,0.0456169006136036,0.9481708311604976,0.0264185662545418,0.99460690275172,0.0040998800873125
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9421677215189874,0.0349443793462262,0.9948717948717948,0.0102564102564102,0.901374788408359,0.0540403624669573,0.9451001464849296,0.0321905640176198,0.9954924953095686,0.0041184081042522
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9171202531645568,0.0361703323434585,0.979551282051282,0.0191718113325238,0.8709442527965429,0.0496709214466971,0.9214755244542806,0.0327500978028965,0.9696758325515946,0.0173409310905719
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9648417721518988,0.0209394456218747,0.9948717948717948,0.0102564102564102,0.938611262532136,0.0343203242492608,0.9656340031352896,0.0201514210675752,0.9928130472170108,0.0101211559172508
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9698892405063292,0.0170059313314104,1.0,0.0,0.943291909451864,0.0300598813970273,0.9705697366012104,0.016085883968314,0.9939623592870545,0.0097601090660012
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9334493670886076,0.029905833490852,0.9846153846153848,0.0170083322582328,0.8928701388220551,0.0402162544517527,0.9361636270086124,0.0275707848877847,0.9823864133833646,0.0086526155946365
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9761392405063292,0.0163446839712345,1.0,0.0,0.9547234826999432,0.0298386896136051,0.976597408352034,0.0157219513770758,0.997407950281426,0.0028405203373091
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9773892405063292,0.0175958260065763,1.0,0.0,0.9572234826999432,0.032372518968368,0.9778632311368444,0.0169941590559331,0.9966528298936834,0.0033192335022473
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.953512658227848,0.0204071970960829,0.9846153846153848,0.0205128205128205,0.9269573207406444,0.0338862020353403,0.9544727552394264,0.0197807040733242,0.9948562773608506,0.0053044827931144
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9723892405063292,0.0135170023106497,0.9948717948717948,0.0102564102564102,0.9517776112146504,0.0234926596603729,0.972679103662658,0.0133384512415946,0.997729909318324,0.0023398423027264
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.972389240506329,0.0156845624075713,0.9948717948717948,0.0102564102564102,0.9520470789373228,0.0273204908653359,0.9727661945805404,0.0152130373802048,0.9962306910569104,0.004277421074239
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.961028481012658,0.020740411932975,0.9871794871794872,0.0172005229038445,0.9377565911116678,0.0299631209243445,0.9616243064982386,0.0203381554283188,0.992843222326454,0.0081689094115672
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9748892405063292,0.0177569506218087,0.9974358974358974,0.0076923076923077,0.9546111815014252,0.0303315148859619,0.9753302971446433,0.0172851440662932,0.9972811131957474,0.0033114464983716
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9748892405063292,0.0158999778422913,0.9974358974358974,0.0076923076923077,0.9543759898637946,0.0262458540817563,0.9752681780635368,0.0153966324254476,0.996094512195122,0.0048293493770069
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9585284810126582,0.0196089506542776,0.9871794871794872,0.0172005229038445,0.9336204746598964,0.0315155864362931,0.95932563496852,0.0189616458350479,0.9919278846153848,0.0073799626198789
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9748892405063292,0.0209835482077115,0.9974358974358974,0.0076923076923077,0.9550743681855424,0.0357404436912304,0.9754733848074808,0.0201173366271588,0.9967542213883676,0.0040039072246355
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9773892405063292,0.0166842168786464,0.9974358974358974,0.0076923076923077,0.9590867838910948,0.027586745927942,0.9777096343477116,0.0162348429068201,0.9963947779862417,0.003589542460067
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8368512658227848,0.0357600152588822,0.9514102564102564,0.057900479127851,0.7721859395272793,0.0377560272416754,0.8511902791172707,0.0337557332987803,0.9255457317073172,0.038626043690633
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.929731012658228,0.0303798663301974,0.9540384615384616,0.0375315449176466,0.909021248104375,0.0393518697119245,0.9303470297016758,0.0302587187942893,0.9786504065040652,0.0116243030541142
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8218354430379746,0.0470720800925868,0.8923717948717949,0.127629621751594,0.7795697540454815,0.0316565894611292,0.8265529861795274,0.0649627185689102,0.9186122185741088,0.0336829844784527
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.913512658227848,0.0384349220143811,0.951602564102564,0.036919125946019,0.8868411711023707,0.0615979901783453,0.916254896613006,0.0345084847448884,0.9760331066291432,0.0152637919011202
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8368354430379746,0.026689131233621,0.9669230769230768,0.0393646116400587,0.7668641675327432,0.0396119249192349,0.853922786881815,0.0203800182710428,0.9207963961851158,0.0343866956099744
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.934762658227848,0.0273544832809544,0.9565384615384616,0.0380941858476823,0.9158844153086984,0.0364694924031177,0.935057424154746,0.027417487482157,0.9811788227016888,0.0134736415594526
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8343037974683545,0.0353971504487896,0.946346153846154,0.0621603525937756,0.771999504713253,0.0411245561909647,0.8485628304756911,0.0335659911305892,0.9170734443402124,0.0444499747566647
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9158544303797468,0.0253956238415762,0.9440384615384616,0.0389984427106942,0.8952659280452601,0.0495958494548665,0.9173386279103064,0.0233112238569439,0.9806996951219512,0.0114149628899045
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8206803797468355,0.0387814518997999,0.9366025641025642,0.0747032536188965,0.7613367554473305,0.048991997044241,0.83683460413495,0.0356227741684344,0.9101924249530956,0.0448299895273624
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9071993670886076,0.0380755023760542,0.982051282051282,0.0200262812202734,0.8557272827282999,0.057983612130874,0.9133105033913888,0.0332665284566748,0.9777713023764854,0.0111142848028335
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8192405063291138,0.0454887423983822,0.9667948717948718,0.0525686364523709,0.7456542472362299,0.0530723274143377,0.840596515346671,0.0408051445186007,0.9273634693558476,0.0318012804789968
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8884493670886077,0.0440173265436681,0.9692948717948718,0.0441223587807666,0.838224639277996,0.0660901684531357,0.8964592143376191,0.0365172784826075,0.9650782520325204,0.0298919581670365
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8719936708860759,0.0354638698951176,0.9617307692307692,0.0399540025634672,0.8158049394595951,0.052790109286883,0.8812607110785509,0.0312851011161302,0.953337671982489,0.021118645735948
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.951123417721519,0.0140699081636895,0.969551282051282,0.0295223452517753,0.9347491837058068,0.0270517243076526,0.9512100967385522,0.0142871705280101,0.9815295497185742,0.0141199200495342
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8682594936708862,0.0251632229735819,0.9285897435897436,0.0406666990008601,0.8287779508904476,0.0470646971436007,0.874136054563189,0.0222027542472661,0.949860225140713,0.0212582610855127
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9486075949367088,0.0116614675469471,0.9695512820512822,0.0295223452517753,0.9307639584047918,0.0313060294576516,0.9489113824933174,0.0114137847123759,0.9831493511569732,0.0147853922478871
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8783227848101266,0.0429584382336961,0.9439102564102564,0.0645161338372991,0.8327563492451148,0.0461554565308166,0.8835978419665149,0.0442088200218946,0.9597380393996248,0.0198270238489618
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.952373417721519,0.0121126492325527,0.9721153846153848,0.0263136926480455,0.9352445217011448,0.029850722319398,0.952628268976713,0.0117579420322631,0.9815281035021888,0.014094147853684
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.866993670886076,0.0376271145803443,0.9234615384615384,0.0626050727559656,0.829952455394325,0.0547883803118897,0.8719711222252922,0.0375281720185478,0.95744684177611,0.0170075723180868
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9498575949367088,0.0110581796877573,0.9721153846153848,0.0263136926480455,0.9305884270817696,0.0285522760759606,0.9502218226678276,0.01079032774945,0.9810810272045026,0.0150208899819289
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8518987341772151,0.0337646512555831,0.9769871794871794,0.0267645669628228,0.7804892375554874,0.0429515061956601,0.8669544899115451,0.0281156495960386,0.9355213414634148,0.0245272731532551
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.929762658227848,0.0286512536871687,0.9617948717948718,0.0399747208088753,0.903976072869861,0.0420288329424587,0.9309884831636492,0.0281146084127967,0.9792466776110068,0.0125780581910026
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8518829113924051,0.0246515178875701,0.9821153846153846,0.0200025680468312,0.7778358121382642,0.035035203227577,0.8674662695206494,0.0196974928875739,0.9453243433395871,0.0204458127105403
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.932278481012658,0.0269165986842693,0.9592948717948716,0.0428742657397405,0.9098084833534342,0.0369811203870206,0.9329513170777026,0.0270932925989382,0.9789198327079424,0.0121649109935555
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8305537974683543,0.0306682511719713,0.9642948717948718,0.0431825342277108,0.7603760880724709,0.0399375109507923,0.8488250398120509,0.0240996502814081,0.8999282363977485,0.0331802230435158
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9121993670886076,0.0307264018549222,0.9414102564102564,0.0471406264147722,0.8899994901652886,0.0487130399415528,0.9134288777789868,0.0302325491968616,0.9777874843652284,0.0112391834320907
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8443670886075949,0.0352499686072627,0.943846153846154,0.0441472641688736,0.7859745876442926,0.0452221658223314,0.856567090881694,0.0320998050327865,0.9241285569105692,0.0301417725325272
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9360443037974684,0.0281943023127613,0.9566025641025642,0.0361802617627744,0.9186934550455228,0.0411481181880533,0.9364804681142156,0.0280532301687636,0.9817974515322077,0.0121088134249212
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8305537974683543,0.0395669259602906,0.9464743589743588,0.0433508252512812,0.7667991839262158,0.0441431956012597,0.846304571261359,0.0348132318166578,0.9079715056285178,0.0426692418306005
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9172943037974683,0.0353966022947652,0.938974358974359,0.0510747412261824,0.9010095510752352,0.0532776383581927,0.9178763081321152,0.0345780883451507,0.9791786272670416,0.0159214380648045
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.836882911392405,0.04082514282759,0.9568589743589744,0.0336865530932312,0.7701128301200562,0.0421730864259212,0.8528712600340003,0.0343639189539624,0.914697662601626,0.0320514026805881
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9310759493670886,0.0345087790627059,0.9540384615384616,0.0468782625426092,0.9120676299424768,0.0456573991151399,0.9314860876212648,0.0346086301575628,0.9816135866166352,0.0138950267365122
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.823006329113924,0.0360046903378699,0.9415384615384615,0.0681044417797992,0.7647968235892314,0.0588444331130163,0.8400760072633787,0.027983757467752,0.9068142979987494,0.0428341301610218
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9046677215189872,0.0396783738026216,0.979551282051282,0.0251106198278613,0.8524471017566073,0.0549636968791169,0.9106765113185794,0.035579047675084,0.976471505628518,0.0148854150875388
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.828117088607595,0.0273451461892043,0.9541666666666666,0.0478423765925942,0.7620988034588573,0.0427241093949218,0.8454839710752042,0.0215166073345497,0.9087212711069418,0.0259427157607028
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8934018987341771,0.0448080509111263,0.976923076923077,0.0404608559950243,0.8391572477340195,0.0638338731893068,0.9009960755369996,0.0398416904946907,0.9709034552845528,0.0156197704251971
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8607120253164557,0.0381737300571968,0.923397435897436,0.0396475784049011,0.8210889120998462,0.0588852034815951,0.8676000807917728,0.0343765064427059,0.9516515400250156,0.0215324988512853
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9460917721518988,0.0124542605719169,0.9695512820512822,0.0295223452517753,0.9260177354364896,0.0300070780012304,0.9465100496489466,0.0124498426952581,0.9825300969355848,0.0139024229150889
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8782911392405064,0.0331732372204079,0.9388461538461538,0.0442885167432695,0.8382739167629103,0.0553686326904657,0.8838480542329668,0.0302672697703135,0.9590823561601004,0.0228936828040314
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.952373417721519,0.0165079501417271,0.9669871794871794,0.0278315144263885,0.93942117281073,0.0304473320619205,0.952375867883998,0.0163065254906708,0.9814060350218888,0.0144036311635235
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8845411392405064,0.0262479016565434,0.951602564102564,0.0329704732128464,0.839524683754972,0.0491223336945667,0.8906041267204454,0.0229831271972546,0.9571891807379612,0.0193944975517469
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9460917721518988,0.0124542605719169,0.9669871794871794,0.0278315144263885,0.9281826146209524,0.0310179880698456,0.9464158740625584,0.0121389181532522,0.9818905565978736,0.0139357891081921
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8845727848101266,0.0300907810691531,0.9566025641025642,0.0230876933556362,0.8360195869104372,0.0475999495314703,0.8912659346642237,0.0262946100702747,0.9605654706066292,0.0191296374110321
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9473575949367088,0.0144592984854132,0.969551282051282,0.0246694951467501,0.9278929145209708,0.028198765939391,0.9477280479897368,0.0141848038738131,0.9806523608505316,0.0134783831325438
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.866993670886076,0.0341671193480536,0.9846153846153848,0.0205128205128205,0.7958762376340016,0.0433560584657828,0.8797204553919125,0.0299335615917676,0.94154381644778,0.02185776088599
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.929762658227848,0.0286512536871687,0.9617948717948718,0.0399747208088753,0.9043208519222504,0.0441434868084694,0.9310355739522344,0.0279120672559639,0.9798733974358974,0.012536802602521
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8644303797468353,0.0332587108026713,0.9846153846153848,0.0205128205128205,0.7934081076875195,0.0459123161360299,0.8778886805978265,0.0278379837235397,0.9475648061288304,0.0220220369345301
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9322626582278482,0.0258037021899427,0.9643589743589744,0.0345776147216983,0.9063946427467108,0.0412739819022374,0.9335345068478842,0.024822471083892,0.9801846075672296,0.0123723302124037
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6318987341772152,0.1556911726057948,0.3517948717948718,0.4334058504031851,0.3147086563307494,0.3880679238775161,0.3306398739878016,0.405855898235653,0.7313429878048782,0.2001666030852561
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9284493670886076,0.0332703766414671,0.9618589743589744,0.036471204405967,0.9031741641810914,0.0549792205442903,0.9302362446099915,0.0318274511007284,0.986983974358974,0.0081403557718178
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7043037974683545,0.1631553748238802,0.9334615384615385,0.0947199928978532,0.6815924775707384,0.1539030663551382,0.7700396476845751,0.0932730409650293,0.7387662601626017,0.247102072959486
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9323101265822784,0.037119713594231,0.9617948717948718,0.0261538461538461,0.9113824360133376,0.0637785201025669,0.934304965047977,0.033339839393236,0.9854289008755472,0.0114508988062453
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6652215189873417,0.1605135509046965,0.5542948717948718,0.456098104325408,0.4383042691101509,0.3687925997342809,0.483712693717699,0.3987263748867657,0.6581360616010006,0.3176127128414759
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9536075949367088,0.0335753230116119,0.9821794871794872,0.0256054240021532,0.9304664389407512,0.0517722277548057,0.95480891508125,0.0321395235202506,0.9863307535959976,0.0151843485544871
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6460284810126582,0.1526624467070858,0.7070512820512821,0.4141844207418633,0.5523282484485742,0.3145506897431072,0.5771365533008322,0.3172488022130981,0.7023733583489681,0.2737405793051678
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9372943037974684,0.0372966935857254,0.9617948717948718,0.0400558453029302,0.9193635544058208,0.0591599608924057,0.938457036589212,0.0348148964224392,0.9835096153846152,0.0187037474857719
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.748876582278481,0.1288557205453948,0.8361538461538462,0.292452618144039,0.6544500682568731,0.2382301320744359,0.7266853328150112,0.250888994670793,0.8354364837398374,0.2001294483117366
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8833860759493669,0.0347737151339985,0.9465384615384614,0.0897583321224516,0.8447121753107915,0.059221188842126,0.8874017771130841,0.0390773354368935,0.97229381644778,0.0170179476236423
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7801582278481012,0.0743889746949161,0.8926282051282053,0.0959421815600331,0.7425003887042398,0.1048718458024465,0.8014200112360399,0.0555288778621445,0.8885069965603503,0.0700210793613639
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8833227848101265,0.0397240899806111,0.9566666666666668,0.0444441157121307,0.8363241351239722,0.0616078302280056,0.8903402234727341,0.0353095054247463,0.9642741557223264,0.0238199147643352
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8507911392405065,0.040256286699236,0.9641025641025642,0.0285526377581026,0.7846020587036074,0.0460551563929185,0.8645481589839511,0.0346918849270374,0.9255633599124452,0.0322746354666261
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9874525316455698,0.0125320151620476,1.0,0.0,0.9757229965156794,0.0240461053203092,0.987561337709017,0.0124080668494243,0.9940597248280176,0.010734475240641
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8506487341772152,0.0367253243580891,0.9540384615384616,0.0340384615384615,0.7923884441857489,0.0564999715931592,0.8637428821178679,0.0280472103764961,0.9470132895559724,0.0177208172243674
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9849683544303798,0.0145993809584891,1.0,0.0,0.9710635280771414,0.0273477092733723,0.9851211698474228,0.0142864732122735,0.9936676047529704,0.0087746340001501
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8294303797468355,0.0679147028697533,0.9008333333333332,0.133245178574732,0.7873062459191165,0.0711470469388964,0.8347163629649147,0.0800618972775484,0.9242208802376484,0.0506192512308395
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9824367088607596,0.0139540456557169,1.0,0.0,0.9662572590011616,0.0265798525320125,0.982653177516304,0.0137546073819206,0.9957484365228269,0.0084898008890404
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8506329113924052,0.0395671505866164,0.9590384615384616,0.038402144311294,0.7866397190081706,0.0448553684591766,0.8635867471534547,0.035233874999636,0.9341411038148844,0.0280574123463303
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9824525316455696,0.0160180123759937,0.9974358974358974,0.0076923076923077,0.9687346171506692,0.0297184984025927,0.9826191863644268,0.0157412699149379,0.995869449656035,0.0076746322463526
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8393037974683544,0.0494311597371157,0.9615384615384616,0.0489871107039558,0.7718167983465911,0.0539555624317827,0.855273274415539,0.0435778454844054,0.9339586069418386,0.0288299194781085
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9498259493670886,0.0216616697932327,0.974551282051282,0.0196995220825965,0.9285153432361392,0.0359537069271292,0.9505036987839082,0.0208644531379528,0.988652673545966,0.0094198095466738
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8431170886075948,0.0272495964801682,0.9695512820512822,0.0293016038945913,0.772907471008043,0.0383901014467536,0.8591656885239715,0.0213413944461217,0.9367270950594122,0.0220671498224206
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9510759493670886,0.0205237804707936,0.974551282051282,0.0196995220825965,0.930826162498178,0.0348463983756654,0.95170265414953,0.019598468733021,0.9890293933708568,0.0093197331999078
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6585443037974683,0.1614681660106231,0.5053846153846153,0.4318948206388617,0.4569727259840581,0.3860824746206344,0.4664957288480996,0.3883006412843349,0.6279620075046903,0.2976485708420849
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9310601265822784,0.0341202533113088,0.959102564102564,0.0446788893753922,0.9111335828758532,0.0601441504547285,0.9324018862493586,0.0321358674577737,0.9829946450906816,0.0123020359247396
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.729762658227848,0.1599421758306344,0.7851923076923077,0.2861655707666039,0.6776901290231855,0.2712860459421956,0.7096070071823299,0.2523793530146385,0.8476199186991871,0.1284883905426795
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.951123417721519,0.0258207729499846,0.9744871794871794,0.0343075102520944,0.9314831920128376,0.0413114434782034,0.9515640550639808,0.025146818432941,0.9873993120700438,0.0086972756305552
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7227215189873417,0.1499936106634726,0.7388461538461539,0.3742957665290266,0.5866382907954962,0.3077918004004244,0.6478035231981294,0.3292295627239171,0.7408809021263291,0.2825629505239984
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.935981012658228,0.0330206165904396,0.964102564102564,0.0489199590470228,0.9141902124581104,0.0500864772277757,0.936804509363212,0.0318998213884615,0.9770333802376486,0.0160860498106112
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7667879746835442,0.1151444271961289,0.7668589743589743,0.3510122080271417,0.7078260998847647,0.2505861087323066,0.6969867810284943,0.2898597922091428,0.827669793621013,0.2160666938162168
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9234493670886076,0.0427154707392331,0.9392948717948718,0.0809938117050726,0.9137144689293016,0.0545284232234353,0.922698898885728,0.0443722060223878,0.9803583098811756,0.017480025138728
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7250158227848101,0.1529981876081949,0.6921153846153847,0.4326546089940111,0.5797464086056549,0.2995994306993691,0.6076191399925823,0.3650201442516173,0.7234115853658537,0.2953176798920216
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.885743670886076,0.0465245545837686,0.9539743589743588,0.0298827975775112,0.8436938280795714,0.0776012287079321,0.8931093106457755,0.041129660311904,0.969257113821138,0.0176048843723192
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7579272151898733,0.1191070139929909,0.9744871794871794,0.0343075102520944,0.6940795275440002,0.1002391428374124,0.8056147769119079,0.0707597581168757,0.8228239133833647,0.2104614316925746
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8820727848101265,0.0349791673814143,0.9718589743589744,0.0450768665586997,0.8251110095927533,0.052814593505995,0.8905863089636682,0.0307757885885591,0.9690160256410256,0.0151096771940693
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8380854430379747,0.0596493825645335,0.9590384615384616,0.0575814105097462,0.7729756592151839,0.0653352639146599,0.8543654575947824,0.0523310150389589,0.928356199186992,0.0378972213889573
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9849525316455696,0.0134838444907095,1.0,0.0,0.97095818815331,0.0256692759247129,0.9850918112205032,0.0133087803467304,0.9943087476547842,0.0082539815919888
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8268354430379746,0.0306006440317491,0.9108333333333332,0.0811025124232752,0.7775232494779417,0.0288538393106145,0.8365351078428851,0.0381894613099045,0.9114295262664166,0.0180042988323302
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9849367088607596,0.012299668526348,1.0,0.0,0.9709001161440186,0.0234638830689631,0.9850910584351976,0.0121108958341699,0.9943070278298936,0.0079053685349639
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8419462025316455,0.0432723195685511,0.9462820512820512,0.0682803951386434,0.7798154434130572,0.0409561129430917,0.8540236185119809,0.0446009183520248,0.9234146732332708,0.0367282593152873
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9862025316455696,0.0130765145637404,1.0,0.0,0.9734001161440184,0.025046022198223,0.9863568812200076,0.0129148199065408,0.99442874452783,0.0076538652215154
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8468037974683545,0.0358898151781291,0.9538461538461538,0.0656730691018753,0.7867934705654838,0.0517110426150375,0.8594909117738594,0.0325163836853713,0.9403046044402752,0.0233846838240447
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98871835443038,0.0130840271378213,1.0,0.0,0.9782229965156796,0.0251167314453335,0.9888271604938272,0.0129547298957856,0.9946856629143216,0.0078908158028152
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8456645569620254,0.0376050842972809,0.9948717948717948,0.0102564102564102,0.7652955496579903,0.0449361691954768,0.86451024743135,0.0303874893901587,0.9416455988117572,0.0253457040640265
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9498417721518988,0.0201377496683431,0.974551282051282,0.0196995220825965,0.9287407682176616,0.0362221775845282,0.9505241785329224,0.0190635897571018,0.9880835678549094,0.0094742259328646
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8531962025316456,0.0312092387584315,0.979551282051282,0.015364436552804,0.7811584635192228,0.0421468638629756,0.8684104790603644,0.02484963712545,0.9305094199499688,0.0386929682911097
d_perc_tg_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9473259493670886,0.0214966900956053,0.972051282051282,0.021025641025641,0.9260763188458953,0.0351490619773186,0.9480345629814392,0.0207042956589035,0.9877771263289556,0.0099717837181426
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.6860443037974684,0.0391522844542217,0.9974358974358974,0.0076923076923077,0.611722343278233,0.0279464178689791,0.7580055539264647,0.0224851631139345,0.9751214040025016,0.0220862988345388
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9837025316455696,0.0148311073393956,0.9898076923076924,0.0124842109355155,0.9778508889484498,0.0226730456598068,0.9836633992229856,0.0146278470859096,0.9959822936210132,0.0071941213820674
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9699050632911392,0.0232155142641223,0.9769871794871796,0.0267645669628228,0.9634929247395289,0.0342873291707919,0.9697506857943036,0.0231354586951833,0.9946131175734834,0.0083820134832993
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9743132035647278,0.0227797477406974
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.966139240506329,0.0230498387172979,0.9718589743589744,0.0241972533093862,0.9608164986837704,0.0343675377976753,0.9659232263339323,0.0229670012644795,0.9949303470919324,0.0091437943143349
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9648892405063292,0.026066370406316,0.9719230769230768,0.0240701500536015,0.95867384411769,0.0383179913604349,0.9648427017037664,0.0255044834129731,0.9938640947467168,0.0109993898034889
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5075316455696203,0.004668767314727,0.0,0.0,0.0,0.0,0.0,0.0,0.9743757426516572,0.0226221426812059
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9686392405063292,0.0203248336367558,0.974423076923077,0.0229348367987981,0.9633712203848336,0.0323757225371896,0.9684532490538288,0.0201331411460927,0.9954304643527204,0.0087937275544095
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9648892405063292,0.026066370406316,0.9719230769230768,0.0240701500536015,0.95867384411769,0.0383179913604349,0.9648427017037664,0.0255044834129731,0.9938640947467168,0.0109993898034889
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9739942542213884,0.0226196906361844
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.944762658227848,0.0268760561512979,0.9744871794871794,0.0255153973701876,0.9196506323863252,0.0377190758980887,0.9458096745403292,0.0254061627440623,0.9893100766103816,0.0133494452913254
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9372310126582276,0.0255423123463165,0.9821153846153846,0.0200025680468312,0.9007432150102104,0.036103646067405,0.939298541953838,0.0238275852603186,0.985836343026892,0.0146265632413706
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9743757426516572,0.0226221426812059
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9460284810126582,0.0267647865575505,0.9744871794871794,0.0255153973701876,0.9222110875783592,0.0402948182217541,0.947040023139099,0.0251526812513663,0.9893726156973108,0.0130188029957633
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9372310126582276,0.0255423123463165,0.9821153846153846,0.0200025680468312,0.9007432150102104,0.036103646067405,0.939298541953838,0.0238275852603186,0.985836343026892,0.0146265632413706
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9738629221388366,0.0221013266114075
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8882911392405063,0.0399383512872164,0.9872435897435896,0.0171537551260472,0.8242004225932797,0.049752766692778,0.8976904424489367,0.0334804910353969,0.9787670028142588,0.0171283732802134
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8820411392405063,0.0434837792543825,0.9872435897435896,0.0171537551260472,0.8157970806012758,0.0526323411671798,0.8926433121488454,0.0362843569716201,0.9758060115697312,0.0183115235962289
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9743757426516572,0.0226221426812059
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8895569620253164,0.0396464178377341,0.9872435897435896,0.0171537551260472,0.8258585858585861,0.0490539581701826,0.8987092512263661,0.0332746949343808,0.979328212945591,0.0155148542038372
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8820411392405063,0.0434837792543825,0.9872435897435896,0.0171537551260472,0.8157970806012758,0.0526323411671798,0.8926433121488454,0.0362843569716201,0.9758060115697312,0.0183115235962289
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9738629221388366,0.0221013266114075
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9754964821763602,0.0186977590893718
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9754308161350844,0.0184512396006481
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9738629221388366,0.0221013266114075
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9758669090056286,0.0173065892041287
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9754308161350844,0.0184512396006481
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9738629221388366,0.0221013266114075
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9754948796122576,0.0186164465031839
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5087816455696202,0.0041268358720711,0.0,0.0,0.0,0.0,0.0,0.0,0.9753682379612256,0.0185061113300195
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8543196202531647,0.0379347132737083,0.813076923076923,0.0600071220844217,0.8852373049741471,0.0598989307527903,0.845392046865731,0.0411871964506946,0.8536421200750468,0.0379652872490653
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.825363924050633,0.0569138795298978,0.8615384615384615,0.128819042944415,0.8144420045968008,0.0905728740161368,0.8265264392303037,0.0674916470453425,0.8255558161350844,0.0568331017590473
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8017088607594938,0.0956855958642076,0.8717948717948717,0.1140953613399332,0.7735187651225781,0.1046928314174145,0.8128411973384612,0.0823432365958638,0.8028181676047529,0.0950531581628126
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.815379746835443,0.0477420275409303,0.836025641025641,0.1273928756766858,0.8043477694191979,0.0532620104676616,0.812298889840165,0.0651884889911736,0.8158176985616009,0.0482467760286224
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.913370253164557,0.0280957816592409,0.9769871794871796,0.0352464438127652,0.8664816560376227,0.0420093086816617,0.9174390481563852,0.0257493935010859,0.964536038148843,0.0176449418545639
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8643354430379746,0.0301993258030987,0.8796153846153846,0.0689797205046102,0.8587853042225122,0.0700094523354711,0.8642107862411234,0.0305272218444097,0.9000909357410883,0.037314227735473
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8617721518987341,0.050832439141669,0.8599358974358975,0.113951661233884,0.8644472246494372,0.0527557531630505,0.8564792655757986,0.0624032326678077,0.8993084349593496,0.0509321416701313
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8317879746835443,0.03466009454548,0.8617948717948719,0.0700750982527658,0.8238054518549577,0.0929770855753779,0.8350678395471165,0.0260597859423479,0.8781269934333957,0.0501071775469878
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9484810126582278,0.0143028172622584,0.9539102564102564,0.0394243276849742,0.9431495130885372,0.024328164118992,0.9475787983699376,0.015756661830301,0.9753379455909944,0.0146525736146127
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8743512658227848,0.028661213509378,0.8925641025641026,0.0801252307140246,0.8668148256269854,0.0667498815124167,0.8742727042288727,0.0295880742528503,0.9323020051594748,0.0300449691390066
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9045411392405064,0.0168788476952458,0.9053205128205128,0.0326458317206209,0.9010383055825932,0.0154771214705496,0.9028295298917404,0.0188929457618779,0.9508281543151972,0.0181455279285186
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8730537974683544,0.042013414916279,0.8797435897435897,0.080371016720775,0.8720874013693163,0.067187732099291,0.8714535805152487,0.0435422287199986,0.9164357215447154,0.0381366261119356
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9472784810126582,0.0260965454177971,0.953974358974359,0.0376689706230141,0.9401532489337368,0.0286731753975784,0.9465716299927937,0.0268218996135077,0.968361671357098,0.0265130726939829
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9121202531645568,0.0512452197230534,0.9209615384615384,0.0615184596233091,0.9064665269577824,0.0659694826197449,0.911917356125689,0.0499358826205595,0.9453813320825516,0.0390125036045488
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9271518987341772,0.0166178717431634,0.9462179487179488,0.0371180416213827,0.9113386613386616,0.0362389194001869,0.9273398261354254,0.0165716525183012,0.9598199265165728,0.0239779285390147
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9020411392405062,0.0393871958347105,0.9230769230769232,0.0606777413651242,0.888985820067146,0.0591085755302538,0.902968834540155,0.0375577612767575,0.9506517940900562,0.0233489128503573
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9611075949367088,0.0226309856740291,0.9590384615384616,0.0308018657059352,0.9619679240314668,0.0260170978738401,0.960225445206458,0.0233171914660873,0.9704034161976236,0.0268596833934589
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.927136075949367,0.0315749409616438,0.9180128205128206,0.0571688862772872,0.9336078018555554,0.0322194300534724,0.924607419414548,0.0343605872792869,0.9457388211382116,0.0232974089970446
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9170886075949368,0.0368454192850087,0.9285897435897436,0.0588405673008791,0.905955194646794,0.0324828431919268,0.916232856445154,0.037426738696955,0.943532774390244,0.0409062587990497
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.9120727848101264,0.0186339811732835,0.9259615384615384,0.0366128909048114,0.8994066752993672,0.0277883888868942,0.9117423329066694,0.0192711224079256,0.9206607254534084,0.0272665029462746
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9372151898734178,0.026253314087193,0.9385897435897436,0.0416950593597902,0.935319119752054,0.0349562428321523,0.9361416211531408,0.0271322722987936,0.991063907129456,0.0073881296561284
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9397310126582278,0.0261444360316108,0.9462179487179488,0.0371180416213827,0.933635572101554,0.0379233862364257,0.9391371740218066,0.0266744306132871,0.9906871091307066,0.0075161150175177
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9384493670886076,0.0220296127411726,0.9437179487179488,0.0340381597359742,0.9330396263749998,0.0305165324752882,0.937745876435944,0.0224059659665407,0.9907559803001876,0.0069625400757717
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.952262658227848,0.0268281883927541,0.9590384615384616,0.0400776387389552,0.9455514044795176,0.0304296241952806,0.9516746743152472,0.0273617808206024,0.9933402517198248,0.0064752691375755
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9509810126582277,0.0228559893813605,0.961602564102564,0.0367352438318025,0.9414396828677958,0.0320718882622035,0.9506889433717104,0.0231276392458078,0.994654901500938,0.0055272025326842
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9572943037974684,0.0270950995193201,0.9641666666666668,0.0400694355424964,0.9511722256491192,0.0360213394494651,0.9568607107847612,0.0274684931866102,0.993902908067542,0.0063840012071054
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9648575949367088,0.0215604182787893,0.974423076923077,0.0344015833198305,0.9562009651657976,0.0308952476767379,0.9645731063023778,0.0216773796524465,0.995985459662289,0.004334114846318
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9648417721518988,0.026827418492122,0.9769871794871796,0.0352464438127652,0.954083072804003,0.0360378259574908,0.9647883817120586,0.0268701440871383,0.9967952235772358,0.0034918025023271
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9648417721518988,0.0200805789432726,0.9769871794871796,0.0352464438127652,0.9537720112138716,0.0274599503220056,0.964603567075192,0.020368368264139,0.9964200672295184,0.0039285985261243
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9397151898734176,0.0242707284252438,0.9462179487179488,0.0371180416213827,0.9329208396795046,0.0293687568990015,0.9389862268533152,0.0249956430288891,0.990374648217636,0.0077523783565909
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9447151898734176,0.0218591872368572,0.9487820512820512,0.038075466172594,0.940648070429842,0.0305851884481377,0.943934818964244,0.0223827501096013,0.991325007817386,0.0072457008861555
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9409493670886075,0.0231690958408609,0.9462179487179488,0.0371180416213827,0.9359124843784664,0.0326782233530886,0.9402851554322272,0.023370343428799,0.990824695121951,0.0081268765302627
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.952262658227848,0.0208833247612644,0.956474358974359,0.0345303442577135,0.9479338464622222,0.0285829306120822,0.9515858116674036,0.0215136976152887,0.9945313868042526,0.005575812178784
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9547943037974684,0.0251594269676813,0.9641666666666668,0.0328571135061388,0.9457819754770972,0.0303793330342237,0.954477558306672,0.0252198576679144,0.9942796278924326,0.0052834978701545
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9560284810126582,0.0246335352299139,0.9641666666666668,0.0328571135061388,0.94832350584918,0.0313058210705795,0.955708207515336,0.0246026694250048,0.994156191369606,0.0060516139841687
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.968623417721519,0.0179204546672648,0.9769871794871796,0.0291175974951948,0.9607525818501428,0.0262273396802099,0.9683251943249316,0.0179863287628301,0.9972970606629143,0.0033339774940877
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9686392405063292,0.0203835056286809,0.979551282051282,0.0298919404942013,0.958611894651316,0.0289695632884585,0.9684766023356356,0.0203941136254925,0.9965513602251408,0.0038960795740688
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9698575949367088,0.0187877497465336,0.979551282051282,0.0251106198278613,0.9610135759187168,0.0297715271524509,0.9697535432411368,0.0187886875717109,0.9963558864915572,0.003981700415232
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9296677215189872,0.028061453473516,0.9334615384615385,0.0401036215350127,0.925353168688542,0.0350003129391608,0.9287289421064628,0.028902656817297,0.9848467792370232,0.0103998807865326
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.938512658227848,0.0286794423759876,0.9487820512820512,0.0344493286711201,0.9302201158468948,0.0464941288220385,0.9384360958412368,0.0282931168929408,0.9895573405253284,0.0077542798625946
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.946012658227848,0.0230548128409012,0.9590384615384616,0.0285878031996465,0.9341588204553546,0.0338329079489458,0.945931850800272,0.0229161096302433,0.9914185037523452,0.0078973286754889
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9597784810126582,0.0147046035147132,0.971794871794872,0.0333333333333333,0.948835241139552,0.025679639536094,0.9594799372100644,0.0152598703482165,0.9925223577235772,0.0088649723218604
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9711392405063292,0.0177775448018792,0.982051282051282,0.0164182672754688,0.9610539446373254,0.0306949628013158,0.9711263053904504,0.0176808850864239,0.994094981238274,0.008101744150057
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9723734177215192,0.0134993857682196,0.9794871794871796,0.0191879865988407,0.9655150070297692,0.024426347743234,0.9721385475923914,0.0135639558712961,0.9942856081926204,0.0073240208813835
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9698892405063292,0.0202735570299118,0.9796153846153846,0.0189851840222919,0.9602954971857413,0.0248402075235825,0.9697740933078484,0.0202434106857308,0.9933855925578486,0.0038457874207131
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9736075949367088,0.0131137957571555,0.9846794871794872,0.0125105149725488,0.9630369427320646,0.0223179276979008,0.9735715608816876,0.0130247667466072,0.995155136022514,0.0033340739247684
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9812025316455696,0.0127857108969553,0.9897435897435898,0.0125614858604265,0.9733803986710964,0.0269416128154611,0.9811907978600064,0.0125262448823348,0.9957912757973734,0.0047316860144937
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9195886075949364,0.0312646216394091,0.9155128205128206,0.0608034362242237,0.9222820025041956,0.0355959489992057,0.9173128245389114,0.0346100974678844,0.9756135084427768,0.0128504373456426
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9322151898734176,0.0345115358451808,0.9283333333333332,0.047058268188122,0.9342070016010966,0.0384143734606452,0.9306360569255308,0.0362176878949852,0.9867339548155096,0.0109322435787298
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9334493670886076,0.0262250140507345,0.9385897435897436,0.0308143365969146,0.927967381414108,0.0347810628992445,0.9328145011772596,0.0262866670104778,0.9876628361475924,0.0095943975167687
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9284018987341772,0.0350642514891562,0.912948717948718,0.0541154742161463,0.940076695935289,0.0330699405096277,0.9255733094245264,0.0372531791499429,0.9811419832707944,0.0121065921299959
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9497784810126582,0.0230335621382816,0.9514102564102564,0.0241791608863972,0.9478030985325668,0.0337374930719902,0.949225541715187,0.0228269761627894,0.991067170888055,0.0074948756531173
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.944746835443038,0.0257381610108881,0.941153846153846,0.0325673832387415,0.947199322049458,0.0340315808681171,0.943692954049688,0.0262062683464852,0.9909450046904316,0.0084032761399744
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9509810126582277,0.0247419788688459,0.9334615384615385,0.034839964734042,0.9663460887145098,0.0298784206026955,0.9491789982829292,0.0257109467891262,0.9885454580988118,0.0125439279784176
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9598101265822784,0.0223433185178621,0.9667307692307692,0.0257887571128462,0.9530472726108156,0.0309077643292753,0.9595005295382416,0.0223342073694408,0.9940584740462788,0.0062418805062225
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9585443037974682,0.0245151060820414,0.9667307692307692,0.0304638289089679,0.9515739152948456,0.0382795148742017,0.9584239850523032,0.0243613524787911,0.9939638836772984,0.0060369670936828
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9660601265822784,0.0186863337189967,0.974423076923077,0.0324341871445315,0.958197055297318,0.0253298514699102,0.965723001399136,0.0191569683493201,0.9923470528455284,0.0081367887487983
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9685759493670884,0.0240936075083991,0.9821153846153846,0.0304314390919506,0.9564167727000964,0.0345999189954723,0.968580937809704,0.0243840513931921,0.995664829580988,0.0050225616571606
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9723734177215192,0.0184627152789582,0.9821153846153846,0.025750487506795,0.9633424868451886,0.0280537897397621,0.9722261680972136,0.0186003939313679,0.9961964509068169,0.0043836894608566
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9522784810126582,0.0200100619617928,0.9590384615384616,0.0261872116231754,0.9461514824847364,0.0351966330610967,0.9519556482552064,0.0198537130980035,0.9913249296435273,0.0087921499411103
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9799208860759494,0.0127324662419779,0.9898076923076924,0.0124842109355155,0.97036272670419,0.0211820926052322,0.9798397277827656,0.012717905253154,0.9989354283927454,0.0017018686315557
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811708860759494,0.0128324638267218,0.9898076923076924,0.0124842109355155,0.972801751094434,0.0203681681357899,0.9811043785094418,0.0128060913411778,0.9988729283927456,0.0018075915285054
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.968623417721519,0.0179204546672648,0.9769871794871796,0.0212921855697797,0.9611263736263737,0.0323191125168905,0.968521844653161,0.0176732533353291,0.9941406347717322,0.007662796173334
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811867088607596,0.0150523591460887,0.9898076923076924,0.0124842109355155,0.973133571854502,0.0266321961264555,0.9811642106478476,0.0148511274810944,0.9984336694809256,0.0022049945204658
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811867088607596,0.0150523591460887,0.9898076923076924,0.0124842109355155,0.973133571854502,0.0266321961264555,0.9811642106478476,0.0148511274810944,0.998371091307067,0.002423868097421
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.974873417721519,0.0137229800357184,0.9872435897435896,0.0127576986850938,0.9633909586348612,0.0266463485243701,0.974899863380876,0.0135540889491163,0.9956053392745468,0.0061784560952296
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9836708860759492,0.0148767502326407,0.9898076923076924,0.0124842109355155,0.9779149915125523,0.0252716501317698,0.983636024079062,0.0148732858696761,0.9984304643527204,0.0019616593267288
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9849367088607596,0.0145940295808644,0.9898076923076924,0.0124842109355155,0.9802930402930402,0.023718896271397,0.984870201294252,0.0146152866838503,0.9984304643527204,0.0019616593267288
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9648101265822784,0.0135589725961269,0.9769871794871796,0.0137975464474102,0.9538621522172288,0.0308256069697423,0.9648597621415336,0.0130538216981248,0.9965153220762976,0.0045921166324489
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811550632911392,0.0151184121386889,0.9898076923076924,0.0124842109355155,0.9731501831501832,0.027207383519717,0.9811664975905484,0.0149996937291748,0.9983054643527204,0.0021108816049701
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811550632911392,0.0151184121386889,0.9898076923076924,0.0124842109355155,0.9731501831501832,0.027207383519717,0.9811664975905484,0.0149996937291748,0.9983054643527204,0.0021108816049701
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9660601265822784,0.0138612020188303,0.9769871794871796,0.0137975464474102,0.9562402009977168,0.0314411423983093,0.9660634658452374,0.0133744538576485,0.9964512195121952,0.0045472809276064
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811550632911392,0.0151184121386889,0.9898076923076924,0.0124842109355155,0.9731501831501832,0.027207383519717,0.9811664975905484,0.0149996937291748,0.9983679643527203,0.0020386072098644
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9811550632911392,0.0151184121386889,0.9898076923076924,0.0124842109355155,0.9731501831501832,0.027207383519717,0.9811664975905484,0.0149996937291748,0.9983679643527203,0.0020386072098644
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9132278481012656,0.0269344699328874,0.9462820512820512,0.0505799696849783,0.8863036952847235,0.0287419205039605,0.9143198149487984,0.027520431564994,0.975283067542214,0.0136306205822082
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9535443037974684,0.0307420217868164,0.9641666666666666,0.0307911914152496,0.9437957953372018,0.0418226899983963,0.9534277787893102,0.0306696672548083,0.988785686366479,0.0112106137100849
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9095886075949366,0.0354444648220931,0.9410897435897436,0.0445339387013148,0.8848484052129617,0.0458896713239735,0.9110762199005464,0.0340715160518836,0.9744944105691056,0.0168026719788159
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.951012658227848,0.023494059632314,0.961602564102564,0.0286968357601147,0.9423051509893616,0.0418847321562695,0.9510152719013478,0.0227196592964611,0.9905218105065666,0.0088216171293071
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.904636075949367,0.0461523835919246,0.9487179487179488,0.0324336170273679,0.8771277270165496,0.0773383322725075,0.9089999232078194,0.0401042169592468,0.9704663070669168,0.0214791615941489
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9598575949367087,0.0254976751738771,0.974423076923077,0.0256417467847308,0.9474959536587444,0.0428402569146862,0.9600880546981022,0.0250123433984173,0.9909027908067544,0.0164932908290884
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9084018987341772,0.0352088392850982,0.9437179487179488,0.032048461414348,0.8820054563684827,0.0542494470647746,0.9107117231720016,0.0324490885436817,0.9777659865540962,0.0126073303393697
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9685601265822784,0.012933914413067,0.9718589743589744,0.0291288850814462,0.9653530989763338,0.0222788451588936,0.9680686919927426,0.0133936296176006,0.9944015400250156,0.0087921650421697
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8819145569620254,0.0548819877274024,0.9284615384615386,0.0592352090688078,0.8554779170892873,0.0806866343450783,0.8869362757743039,0.0475800723307007,0.96974358974359,0.021971776515597
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9535759493670886,0.0230004954907859,0.974423076923077,0.0256417467847308,0.9355881701017832,0.0387714192671903,0.953978734513227,0.0224237910195594,0.986894152595372,0.0143406849965376
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9095569620253164,0.0200910990056125,0.9539102564102564,0.0510511226800175,0.8769506377733409,0.0416183651289928,0.9118333358292938,0.0198553552083453,0.9779516885553472,0.0185131551723169
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9497784810126582,0.0353903881100735,0.9667948717948718,0.0324662875774214,0.9350635129307848,0.0460875613509351,0.9502024510734964,0.0345649127253901,0.9893695278298936,0.0117563467039811
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9585443037974684,0.0244174844631549,0.9667948717948718,0.0281260546591649,0.9516047132694893,0.0389822715411797,0.9584993849023808,0.0237621506680609,0.9918961851156972,0.0100234842465077
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9874841772151898,0.0125000901294619,0.9923076923076924,0.0117501940896303,0.9828950506857485,0.0212288186792616,0.987426990172148,0.0123679955644051,0.9969357020012508,0.0071494708471243
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9610601265822784,0.0227513214249695,0.9693589743589744,0.0250210299450977,0.9536103338542364,0.0352449832460945,0.9609547719385404,0.0225483408542643,0.99215712945591,0.0100651542444841
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9824683544303798,0.0139081828457963,0.9923076923076924,0.0117501940896303,0.9731880909787888,0.0245013034229486,0.9824578852030432,0.0137614054177241,0.9969357801751094,0.0069834051911915
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.963623417721519,0.0252395439696303,0.9693589743589744,0.0250210299450977,0.9584846633797286,0.0368190076831544,0.9634803193603712,0.0247444747120757,0.9922761882426516,0.0084628428767894
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9837183544303798,0.0137415124348142,0.9897435897435898,0.0125614858604265,0.9778950506857484,0.0224635983175993,0.9836295218177176,0.0136844069482322,0.9968106629143214,0.0073490891684395
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9610759493670884,0.0219642823412517,0.9667948717948718,0.0256823385131803,0.9558295363173412,0.0340611245594432,0.9608291139754556,0.0218456399105006,0.993786155409631,0.0077588611759953
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9836867088607596,0.0097795690886176,0.9923076923076924,0.0117501940896303,0.9753537925489144,0.0187542385922139,0.9836024236132296,0.0097986083027229,0.9967481629143216,0.0073349611603747
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9460443037974684,0.0305618225240942,0.9693589743589744,0.0275235240966382,0.9260807337197016,0.0414015296478596,0.9467670704430392,0.029221207843946,0.989765478424015,0.0127421705272461
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9799367088607596,0.0169983846560936,0.9821153846153846,0.023056347665076,0.9777289377289378,0.0228187709164158,0.9796646321672564,0.0170930587906272,0.9965590994371482,0.0073526675761843
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9434651898734178,0.03128377441006,0.9667948717948718,0.0256823385131803,0.9239211772932704,0.045513128059756,0.944341554949659,0.0302325451754603,0.9870181754221388,0.012416746677612
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98373417721519,0.0194022184906416,0.9923717948717948,0.0116534512358688,0.975633571854502,0.0278362355796448,0.9838168643414946,0.0189479970228818,0.9964965212632896,0.0073204354819831
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8694936708860759,0.0458828458051199,0.9257051282051284,0.0451424529518958,0.8340844364702177,0.0636219780446767,0.8755400315615939,0.0401400700689933,0.954610850531582,0.0240147579248817
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9649208860759494,0.0248672619770302,0.9718589743589744,0.0241972533093862,0.9577709047477982,0.0309699222493774,0.9646078661484652,0.0250910898671359,0.9930367808005002,0.0077964698378108
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8845094936708862,0.0420218997629325,0.8975000000000002,0.0734921010841437,0.8780749749770423,0.0636700421751918,0.8840447885447885,0.0433798607678913,0.9592219355847404,0.0320539256869179
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9674050632911392,0.0301975682150332,0.9719230769230768,0.0266620434848426,0.9635518928981776,0.041577377395374,0.9673427017037662,0.0297071568084829,0.993928627267042,0.0094427879837206
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9071993670886076,0.048622583581224,0.9539102564102564,0.0377198246844743,0.8733681526044977,0.0616023321857144,0.9108697471365992,0.0441277377235663,0.9768461147592248,0.0157306158911617
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9623259493670886,0.0244007093800627,0.9718589743589744,0.0241972533093862,0.9541835208298624,0.0380984210833534,0.9624128073798882,0.023541271517635,0.9939611866791744,0.0078149443381842
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9259493670886074,0.0359759467838675,0.9565384615384616,0.0429609626632365,0.9006736183658983,0.0410731613119283,0.9270945232246932,0.0347468956719931,0.9794708802376484,0.0130935630476251
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9497626582278482,0.0327132584203733,0.956474358974359,0.0363845724688494,0.943912987597198,0.0439107344555247,0.9495174766309044,0.0325380457366022,0.9887867026266416,0.0127579638570048
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9019620253164558,0.0574609914844934,0.9437179487179488,0.0695728726975149,0.8702945918291587,0.0575254203134878,0.9044105879816762,0.0568361710745989,0.9741882817385866,0.0251441441999091
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9535759493670886,0.0250509415297509,0.9718589743589744,0.0291288850814462,0.9375358110723964,0.0363773287065882,0.9538302630006528,0.0244531248646211,0.9893900875547216,0.0132445698596266
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8981803797468355,0.0441084782474839,0.9257692307692308,0.0590257579806812,0.8783481907840592,0.0601994571097927,0.8995835272608286,0.0438592230899741,0.9715755159474672,0.0218275670580766
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.950996835443038,0.0253098339837037,0.9719230769230768,0.0312065608671819,0.9333942414174972,0.0409926271726082,0.9514659045172577,0.0245202729182615,0.9888051516572858,0.0144579218932782
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9610917721518988,0.0264805023079921,0.9693589743589744,0.0275235240966382,0.9530959068934112,0.0322953877391295,0.9609201146306128,0.0262483024315596,0.9910267745465916,0.010047338815551
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9862025316455696,0.0104161045086786,0.9948717948717948,0.0102564102564102,0.977917895113017,0.0201442654634896,0.986166526177332,0.0103818119052192,0.9969340994371482,0.007165333347749
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9560284810126582,0.0225804444624071,0.9642948717948718,0.0305171969496658,0.9489349877764512,0.0369444078839315,0.9558473563719864,0.0223726007985498,0.9905277908067542,0.0117434143096189
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9837183544303798,0.0137415124348142,0.9974358974358974,0.0076923076923077,0.970767158252978,0.0233580340753512,0.983790605459814,0.0136079190727388,0.996998358348968,0.0070355528105845
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9535917721518988,0.0295473761662718,0.9642307692307692,0.0260761162671749,0.94427375060387,0.0426662811828301,0.953661454675336,0.0286973671066712,0.991836812070044,0.0089120829900961
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98623417721519,0.0130489538386281,0.9898076923076924,0.0124842109355155,0.9824296435272046,0.0158579579783842,0.9860723430343684,0.0131331408247984,0.9964276110068792,0.0068563709961701
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9498101265822784,0.0315863211181955,0.9667948717948718,0.0281260546591649,0.935264531424486,0.0453478813576929,0.9502376420897,0.0308326921124563,0.9902732567229516,0.0110592097276326
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9812025316455696,0.0150589026689002,0.9898076923076924,0.0124842109355155,0.9729087376038597,0.0226255041996772,0.9811638207423944,0.0148799758745133,0.9967465994371482,0.007117903801807
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9410443037974684,0.0417763591091876,0.9642307692307692,0.0327786692398191,0.9227492641000806,0.057858292274537,0.942236267917848,0.0397871586435373,0.987562617260788,0.0145044091271487
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9824525316455696,0.0160180123759937,0.9872435897435896,0.0171537551260472,0.97779304029304,0.0228101127090265,0.9823313329991804,0.0159074504972472,0.9966825359599748,0.0073247316713041
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.943512658227848,0.023812634037782,0.9692948717948716,0.0251367888269609,0.9215379806578272,0.0371068260981048,0.9442710033899367,0.0229352057575831,0.9894428158223888,0.011577333185818
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9824683544303796,0.0159980483207203,0.9898076923076924,0.0124842109355155,0.9754149915125524,0.0241760471943894,0.9824300334326576,0.0158308606707092,0.9964965212632896,0.007336446271153
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8681803797468355,0.0453761192563469,0.8926282051282053,0.0581401775303534,0.8548811502634365,0.0732616588815204,0.8699826199342965,0.0402868038083586,0.9495442073170732,0.0382080165851717
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9674050632911392,0.0244825065322484,0.9769871794871796,0.0241836640218698,0.9587926891599609,0.0369183076733489,0.9673782020505116,0.0242512750909067,0.9906752267041904,0.0112729296193638
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8757594936708861,0.0514412240068152,0.9003846153846154,0.0670061621980999,0.8549090586589466,0.0476590604986963,0.876364161857496,0.0524661078073312,0.9568907520325204,0.0327351526286517
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.963623417721519,0.0219630797634731,0.9744871794871794,0.0255153973701876,0.9542858532139664,0.0380942233232483,0.9636391839971477,0.0215772787292432,0.993970372107567,0.0076572647920594
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.861882911392405,0.026628806665263,0.872051282051282,0.034600186597149,0.8559946318085853,0.06097270476903,0.8617595101802369,0.0225883547567416,0.9429351156973108,0.0259193728274687
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9698417721518988,0.0179213138420526,0.9769871794871796,0.0291175974951948,0.9635960170120692,0.0301950316038625,0.9696470495780756,0.0178290571172941,0.9937828721075672,0.0076141883032342
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8883386075949365,0.043692324700138,0.9206410256410256,0.0479783605068272,0.8670936559817406,0.0666730394212833,0.8908930118268079,0.0401385078013284,0.963208880550344,0.0174043334416286
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9673259493670884,0.0276336001424686,0.9769871794871796,0.0267645669628228,0.96004662004662,0.046084675097772,0.967627528589554,0.0265953644808172,0.9930809099437148,0.0090092182791696
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8945411392405063,0.031074213162719,0.9282051282051282,0.0604606467823158,0.8696236487764727,0.0446896105498853,0.8960074859250483,0.0321288408122799,0.9686633442776736,0.0273925309755685
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9460284810126582,0.0339918533235982,0.9667948717948718,0.0281260546591649,0.9289581889725186,0.0508727414971239,0.946779817296686,0.032825911343761,0.9860562460913072,0.0179558317782371
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.903386075949367,0.0466966383102943,0.9105128205128205,0.0670643954426987,0.8948469235536735,0.0442325978740688,0.901758558953274,0.0501746246682743,0.9630282207629768,0.0342540715308152
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9385443037974684,0.035006937875329,0.9667948717948718,0.0229802104498814,0.916378121622024,0.0542467681252264,0.9400265556321322,0.0323755703289915,0.986204151031895,0.0148945599809153
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.941028481012658,0.0305562555960102,0.9540384615384616,0.022094564707459,0.9305943721091344,0.0482836551447215,0.9414652405223268,0.0282425173486513,0.9849100609756096,0.0134459143187765
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98621835443038,0.0117892914055194,0.9948717948717948,0.0102564102564102,0.9777899133386938,0.0198845912977037,0.9861360549124262,0.0118223718324916,0.9973092948717948,0.0072392597902148
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.942246835443038,0.0326716560559392,0.9565384615384616,0.0344700176534371,0.9297117855044684,0.0434889592794263,0.9423791320415792,0.032326281555771,0.9874044715447156,0.0129301500857383
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98625,0.0180710403685012,0.9949358974358974,0.0101292193585006,0.9783774742935264,0.0306504879567105,0.986354144951706,0.0178091176055915,0.9968732801751096,0.0073838311486262
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9460601265822784,0.0325872125848565,0.959102564102564,0.0347454820186748,0.9349214367237624,0.0466719995721453,0.9461498977725402,0.0323013308141005,0.9892627032520324,0.014470330117168
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98871835443038,0.0117960001565088,0.9948717948717948,0.0102564102564102,0.9831452070334656,0.023782748947058,0.9887564940016518,0.011511093550365,0.997123358348968,0.007224287849958
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9334651898734176,0.0279574100760523,0.9540384615384616,0.0297093774281174,0.915361921989008,0.034918145601163,0.9339322601136948,0.0269177914284042,0.9847138836772984,0.0133189114952012
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9874841772151898,0.0111804406552099,0.9948717948717948,0.0102564102564102,0.9802318413294022,0.0181775496319366,0.9874011249119304,0.0112603433301525,0.9970608192620388,0.0072017865902177
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.946012658227848,0.0290520979471188,0.953974358974359,0.0298827975775112,0.938787257914344,0.0400138444738946,0.9458300081984292,0.0284405980555875,0.9874152204502812,0.0135405737313149
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98498417721519,0.0145747431991312,0.9949358974358974,0.0101292193585006,0.9753658536585366,0.0219549454832373,0.9849671823722456,0.0145754043133923,0.9969967557848656,0.0073981634119918
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9446993670886076,0.0287228001580354,0.953974358974359,0.0275950928948203,0.9365911542034776,0.040008582935755,0.9447083951240984,0.027395127058601,0.9874668933708568,0.0109315362401738
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98748417721519,0.0125000901294619,0.9949358974358974,0.0101292193585006,0.9803658536585368,0.0212922778158316,0.9874659494279748,0.0124090364085843,0.9968716776110068,0.007168301475021
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8920411392405064,0.0423288949643434,0.9155128205128206,0.0639651090378769,0.8761413904921795,0.0574462062365357,0.8929129671393156,0.0403818950535527,0.9629022045028142,0.0210212113985494
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9661075949367088,0.0224204784987475,0.9718589743589744,0.0241972533093862,0.9606272803224024,0.0327191442737858,0.9658661907562234,0.0225048283473604,0.9932981550969356,0.0092857396066679
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9070886075949366,0.0268842850246207,0.9334615384615385,0.0328987948637111,0.88541414126245,0.0356536289284786,0.9081803220206496,0.0253954238191484,0.9650176672920576,0.0181610511491003
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9736550632911392,0.0240569039542523,0.9897435897435898,0.0125614858604265,0.9592305458768872,0.0385586257084597,0.9739470688101952,0.0237250007938234,0.9925128205128204,0.0090112895876845
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.869382911392405,0.0380228630284799,0.8975641025641027,0.0562948995322532,0.8517612595557589,0.0642406230356392,0.871351192686338,0.0358390933058941,0.948265595684803,0.0309584805216957
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.958496835443038,0.0219183038427341,0.9641666666666668,0.0328571135061388,0.9531952771233902,0.0316395077733496,0.9580636710283208,0.0220638650363989,0.9947110694183866,0.0076187449454778
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8781803797468355,0.0397098595696804,0.8642948717948717,0.0564394228211913,0.8905445248573086,0.0660685493554099,0.8747550267330352,0.0396593633892575,0.9522342479674798,0.0360724055260389
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.966139240506329,0.0285330923279483,0.9718589743589744,0.0333388185822112,0.9607461422109748,0.0382394556876322,0.9657998448214564,0.0290605177590646,0.9934211225766102,0.0138384669645745
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9108227848101264,0.0275987832645982,0.9667948717948716,0.0162820512820512,0.869397341677464,0.0412522741471469,0.9148553133016736,0.0230073278820932,0.9735740697310818,0.0156806791553946
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.944731012658228,0.0160138855410976,0.9719230769230768,0.0240701500536015,0.9215496877862164,0.0327685102455718,0.945436608221504,0.0153760165981021,0.98822955753596,0.0131539046480431
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9107911392405064,0.0334381380622633,0.9437179487179488,0.0497345022098258,0.8845450866962496,0.0368378146987864,0.9121807006660182,0.0323755294770557,0.9725673076923076,0.0190450132013276
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9610601265822784,0.0252871121478653,0.974423076923077,0.0229348367987981,0.9494399310862726,0.0383190439245594,0.9613096910868986,0.0244986035935598,0.9910752032520328,0.012136400896357
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9422943037974684,0.030639224327274,0.9514102564102564,0.0267604981335368,0.934152403366139,0.0429870672690124,0.9422426047519122,0.0297827245448263,0.9850968574108816,0.0111424754329986
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9874841772151898,0.0125000901294619,0.9923717948717948,0.0116534512358688,0.9826797998749216,0.0191484747516868,0.9874018468638722,0.0124747491150205,0.996435506566604,0.0071472566762954
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9459651898734178,0.0256857216965119,0.9616666666666668,0.0286127307840256,0.9321095491648824,0.0341822685315553,0.9461969788228346,0.0243819109426242,0.9844048624140088,0.015278008670229
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98623417721519,0.0141959570400394,0.9949358974358974,0.0101292193585006,0.9777439024390244,0.0204468413074662,0.9862013595874356,0.014196781773288,0.997123358348968,0.007224287849958
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9396677215189874,0.0297070035298843,0.956474358974359,0.0325707266632395,0.9262006738346475,0.0471847891380934,0.9401527166511988,0.0283445995772082,0.985574069731082,0.0159450078903054
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98748417721519,0.0125000901294619,0.9923076923076924,0.0117501940896303,0.9830311355311356,0.0240263461532719,0.987429943959737,0.0124160418909477,0.996873123827392,0.0073413736234438
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9434810126582278,0.0317886638217542,0.9539102564102564,0.0299468765898631,0.9353350919255788,0.0481974355904364,0.9437086644264234,0.0302572908137647,0.985494215134459,0.0124819946944726
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98623417721519,0.0152569720548556,0.9974358974358974,0.0076923076923077,0.9760577208762122,0.0296953001541346,0.9863525799609468,0.0149198633429148,0.9972452313946216,0.0072290647123807
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9459810126582278,0.0280794654005938,0.9641666666666668,0.0307911914152496,0.9297214306874128,0.035370357930027,0.9462450594871792,0.0275608132706883,0.9880534318323952,0.013917559400135
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9837183544303798,0.014835065351934,0.9949358974358974,0.0101292193585006,0.9730369427320646,0.0226351726763335,0.9837603803009792,0.0145960196748315,0.9970592557848657,0.0071904152508838
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9385284810126582,0.0302427397496141,0.9616025641025642,0.0286968357601146,0.9190375196592984,0.0433447473919669,0.9392546717896852,0.0291186921518381,0.9881044011882428,0.0117656017618826
d_perc_to,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.98623417721519,0.0141959570400394,0.9949358974358974,0.0101292193585006,0.9777439024390244,0.0204468413074662,0.9862013595874356,0.014196781773288,0.9970608974358974,0.0072396665237765
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9340214158239142,0.0315305587519072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.9065341764528756,0.0360059218370641,0.9901829268292685,0.0120245695825937,0.8524138441151802,0.0513075116235972,0.915248018504924,0.0295892189578921,0.9803063652587746,0.0198670869586545
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8881059921710328,0.0397520709848236,0.9901829268292685,0.0120245695825937,0.8272212754525311,0.0552707057898341,0.9002570691306555,0.031527042710418,0.9753420582986316,0.0209710489328449
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9340214158239142,0.0315305587519072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8499849442938874,0.0397439958484668,0.9975609756097562,0.0073170731707317,0.7737296139828099,0.0433837989564555,0.8708896672069582,0.0292281792950501,0.9566136228435456,0.0287013535743992
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8327913279132793,0.0399532147207397,0.9975609756097562,0.0073170731707317,0.7537668480992308,0.0418536819550414,0.8581010697971199,0.0285891414045564,0.947791493158834,0.0296352654596602
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9340214158239142,0.0315305587519072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8499849442938874,0.0397439958484668,0.9975609756097562,0.0073170731707317,0.7737296139828099,0.0433837989564555,0.8708896672069582,0.0292281792950501,0.9566136228435456,0.0287013535743992
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.8327913279132793,0.0399532147207397,0.9975609756097562,0.0073170731707317,0.7537668480992308,0.0418536819550414,0.8581010697971199,0.0285891414045564,0.947791493158834,0.0296352654596602
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9340214158239142,0.0315305587519072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5688647997591088,0.0292600356629062,1.0,0.0,0.538730658006844,0.0185101078919393,0.7000409814910189,0.015494976127903,0.936976502082094,0.0297881895487548
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936976502082094,0.0297881895487548
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9340214158239142,0.0315305587519072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5676302318578741,0.0268296569332357,1.0,0.0,0.5379286235780492,0.0169198467597467,0.6993930674581491,0.014222303157986,0.9369750148721,0.0297033246803646
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936976502082094,0.0297881895487548
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9340214158239142,0.0315305587519072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936915526472338,0.0297408362167083
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936915526472338,0.0297408362167083
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9340214158239142,0.0315305587519072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9369750148721,0.0297033246803646
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936915526472338,0.0297408362167083
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9340214158239142,0.0315305587519072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936915526472338,0.0297408362167083
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936915526472338,0.0297408362167083
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9340214158239142,0.0315305587519072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9369750148721,0.0297033246803646
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936915526472338,0.0297408362167083
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9339901844140392,0.0315690889017146
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936915526472338,0.0297408362167083
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,SVM,0.5024691358024691,0.0040945985066116,1.0,0.0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.936915526472338,0.0297408362167083
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8438572719060525,0.0424215967216414,0.9878048780487804,0.016361473006096,0.7707493911244357,0.0454451076353806,0.8651986515815215,0.0315244354478769,0.8428963414634147,0.0435455194256125
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6352002408912977,0.0871374013296871,0.8628048780487806,0.1581902878257806,0.6057829306254446,0.0753991689052551,0.7001818938885405,0.0763445500186353,0.6341768292682926,0.0872877567371543
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.6068051791629027,0.1094601233816663,0.774390243902439,0.2195968671386476,0.6015203928018448,0.1087306490659941,0.656236639290579,0.1060438525308439,0.6052439024390244,0.1102364825907996
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.58613369467028,0.0668761670422416,0.8360975609756098,0.2312133373673793,0.5689936596641675,0.0558254127863958,0.6548690433880081,0.10386238456615,0.5849695121951219,0.0657320254868085
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8709725986148751,0.0403424380826671,0.9462195121951218,0.0585275653619565,0.8261441412364807,0.0454286636633972,0.8805951952281568,0.0374107031921328,0.8864403628792384,0.0391289726241109
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7013851249623607,0.1222118545248972,0.8461585365853658,0.1591190169047985,0.6726433146193627,0.1109516326278196,0.738117525418178,0.1082459500239474,0.7208521713265913,0.1314292411155415
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7833483890394459,0.105459004343359,0.938719512195122,0.0583018987000299,0.7281743866497907,0.0985733654012416,0.8174808437995942,0.0781215719442005,0.7992920880428317,0.1202389060494548
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7122854561878953,0.1162405234043974,0.9121341463414636,0.1080547161558518,0.6641199702081206,0.1000710920131422,0.7636912062889522,0.0902593425816148,0.7296051457465793,0.1285704608496906
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8722071665161095,0.0346083365167824,0.9706707317073172,0.0323486385190978,0.8145707142506126,0.042951226369729,0.8848222351484818,0.027843407395491,0.914018441403926,0.024034960744154
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7728093947606143,0.062198837476253,0.8853048780487803,0.102878142021954,0.7287091438594205,0.05763773258541,0.7955194337674529,0.0586204852502686,0.8144512195121951,0.0657649102537369
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.77773261065944,0.0950420125319765,0.9095731707317072,0.0837832613947825,0.729072603878939,0.0933604868127408,0.8063535763074439,0.0781926031975331,0.7938422070196312,0.1021690913384093
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7481029810298102,0.0933023973180049,0.8072560975609756,0.1363577289699827,0.7309639017256848,0.0787212924010871,0.7608096188776574,0.0882431615038223,0.7821490184414038,0.0939923048745036
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8770852152965973,0.0323390959911058,0.8878048780487806,0.0439024390243902,0.873386050635798,0.048045323614493,0.879200496036686,0.029742505574888,0.9244177572873288,0.0292877537105135
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7581601927130384,0.0993664068337714,0.8487195121951221,0.1217902748945642,0.73090868359847,0.1015719586035769,0.7790199737872084,0.0929926561333117,0.7942504461629982,0.084369303930586
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8046070460704607,0.0745917117615477,0.8971951219512195,0.0636768733519558,0.7656783594839657,0.0835801841532499,0.8236873601274585,0.0621641958054217,0.8318776026174894,0.0808206913763799
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.7173742848539597,0.0587651346251555,0.8432317073170731,0.1162056430953763,0.690108217315736,0.0887172862785568,0.74932134210242,0.0503473375254221,0.7499226650803095,0.0791024433064917
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8967931345980127,0.0312780799785974,0.936341463414634,0.042727502855859,0.870428219117388,0.0396752761727471,0.9012584810679292,0.0293274313489026,0.9282049375371804,0.0253652648190864
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.8440379403794036,0.0520600737719454,0.9169512195121952,0.0716352093064129,0.8019481780356934,0.0458268803447667,0.8546577256586307,0.0511745418489831,0.8739649018441403,0.0587519123091244
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.835230352303523,0.0680314433981528,0.914390243902439,0.0717790416137682,0.799265449354666,0.083186995794846,0.8495577952902881,0.0596002109987107,0.8708320939916717,0.0593197028270452
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,DecisionTree,0.773803071364047,0.0679561339878143,0.8707317073170732,0.1029314529073619,0.7331789822535121,0.0585195413745637,0.7933827346383405,0.0654766623579645,0.800930249851279,0.0623779661325396
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.894263775971093,0.0360584664301407,0.9878048780487804,0.016361473006096,0.8358887103667278,0.0455101925404628,0.9047150421343187,0.0279299076589663,0.9820582986317667,0.0131132462320937
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8868413128575732,0.0372370073775366,0.9853658536585366,0.0223540277802724,0.8275675294285852,0.0490304984506313,0.8985058331913051,0.028747322954873,0.9815333135038669,0.0128147769510927
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8954381210478772,0.039713930625122,0.9902439024390244,0.0161786575139287,0.8365843635022305,0.0517036030816166,0.9060665576770832,0.0321793556810445,0.98308001189768,0.0140864477334335
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.90776874435411,0.0285265068911318,0.9853658536585366,0.0195121951219512,0.8556439515589455,0.0376019592635704,0.9153916697520736,0.0235867642263334,0.989045211183819,0.0108603833376196
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.912646793134598,0.0348407256764434,0.9853048780487804,0.0162164172730326,0.8642072260623721,0.0496080993216847,0.9199246507804812,0.0289932177729839,0.9880636525877454,0.0094035247129826
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9188045769346582,0.0395760105545861,0.9878048780487804,0.016361473006096,0.8725517667312301,0.0560931463186516,0.9256249367872442,0.0335705665206105,0.9898929208804284,0.0099799064587888
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9237428485395968,0.0297745573949716,0.9828658536585364,0.0190736736568963,0.8824024976286784,0.0440959276368368,0.9291137548830284,0.0246422901482754,0.9923720999405116,0.0069931594918889
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.933589280337248,0.0288792972480556,0.9926829268292684,0.0156173761888606,0.8901924075028725,0.0399553545477577,0.9381971201237234,0.0252483526066749,0.9937076145151696,0.0066478035538188
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9262119843420656,0.0282407846356248,0.9902439024390244,0.0161786575139287,0.880460105194067,0.0399266878395589,0.9315957686833364,0.0242119672176341,0.9918798334324808,0.0074687502294851
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8733062330623305,0.036599443018691,0.9804268292682928,0.0212776921778194,0.8106075712800014,0.0431064980282928,0.8868668111444139,0.0294670153954075,0.9806082688875668,0.0113091254898634
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8794790725685034,0.0355380526867712,0.9901829268292685,0.0162347489407977,0.814034528136234,0.0433722503958559,0.8928348815894557,0.0278483363944405,0.981281975014872,0.0122577796477017
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.8770099367660343,0.0356871338026304,0.9926829268292684,0.0156173761888606,0.80945184486012,0.0424731443598882,0.8911270018867867,0.0277589569790657,0.9812091017251636,0.0132001516022969
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9064890093345378,0.0360476775277152,0.9902439024390244,0.0161786575139287,0.8519774047222363,0.0499051808537907,0.9151122510096192,0.0301921746272754,0.9876576442593696,0.0093073861195872
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9040499849442938,0.0370902476635449,0.9877439024390244,0.0164078783256131,0.8501104284715467,0.0512086625205444,0.9128840149495024,0.0307839152819254,0.9870196311719216,0.0104598277539508
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9089581451370072,0.0343350684160131,0.9878048780487804,0.016361473006096,0.8571082146199102,0.0474223317329233,0.9169690371489396,0.0277143616401724,0.988600535395598,0.0098856208643763
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9249623607347186,0.0348176477037288,0.9926829268292684,0.0156173761888606,0.8778554742615796,0.0463711458541149,0.9309619611130886,0.028047280017582,0.9935797144556812,0.0071866722006086
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.923727792833484,0.0292757576263695,0.9902439024390244,0.0161786575139287,0.876729922274426,0.0402962631634644,0.929461488445364,0.0244886731484949,0.9920568114217726,0.0076104865823279
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,RandomForests,0.9175850647395364,0.0314252080969373,0.9902439024390244,0.0161786575139287,0.8678956908312994,0.0435187631231063,0.9243288451311352,0.0256860936799809,0.9909116597263534,0.0076908730751419
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8671936163806082,0.0368949255674408,0.9853658536585366,0.0248732659199648,0.8005318408869277,0.0433665958920182,0.88261160501326,0.028871702034968,0.9555978584176084,0.0241231170496897
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8733514001806684,0.0348089618435319,0.9878048780487806,0.0249925628438038,0.8065941725638778,0.0389601252036733,0.8875147609710895,0.0280692257860337,0.9626881320642476,0.0215903569313853
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.8905450165612766,0.0374801817304476,0.9902439024390246,0.0223540277802723,0.8290701648504939,0.0451254052420324,0.9018218159338798,0.0303351108718945,0.9677453896490184,0.0217405396477067
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9323396567299004,0.0261733134136624,0.980487804878049,0.0212629216758081,0.8963657727646559,0.0349156899813971,0.9361541190849944,0.0234093550487128,0.979009518143962,0.0245543499532595
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9397018970189702,0.0279655637673275,0.9779878048780488,0.0202682229754311,0.9101612470217122,0.0354106383794673,0.942598312783622,0.0255538770910553,0.9847962522308148,0.020106600665664
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9409063535079794,0.0252978203321561,0.9804268292682928,0.0212776921778194,0.9105623876063652,0.0362529404151388,0.9438030286491228,0.0235184540512116,0.9860812016656753,0.0179375102725451
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9471243601324902,0.0207526184076952,0.9731097560975612,0.0202535423712538,0.926926239324832,0.0326813789554301,0.9490103877022472,0.0189863422078516,0.9799330755502677,0.0162940223517694
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.9470641373080396,0.0235762166540052,0.9706707317073172,0.0262584084717064,0.9290670627705452,0.0372308426189904,0.9488175608692916,0.0223661143641608,0.9829848304580606,0.0241519756886609
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,AdaBoost,0.950828063836194,0.0182734597626974,0.9657926829268292,0.0364881329873078,0.939385887084289,0.0254737273940242,0.9516973766928004,0.0183747262011231,0.9863206424747174,0.0226593393810695
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.870897320084312,0.0441027994391138,0.8972560975609756,0.0586452560900533,0.8614120004550928,0.0690443060345892,0.8756389123138424,0.0370599886230818,0.940493010113028,0.0339716390502473
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8720867208672087,0.0481561508290508,0.9535365853658536,0.0335419064514788,0.8243661348440687,0.0568401449063426,0.8833484851927992,0.0403831476819568,0.9638682331945272,0.019655274151083
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.8745558566696777,0.0482981232520407,0.9633536585365852,0.0349006940812466,0.8230049568558886,0.0589633799821028,0.8865108094961581,0.0403571397851365,0.967583283759667,0.0167535797328427
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9004516711833785,0.0375795853271885,0.9414634146341464,0.0465336195813144,0.8747824145174963,0.0525006613505929,0.9053511559873758,0.0344751686492215,0.9622776621058892,0.0192409121262661
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.904125263474857,0.0353775008448679,0.9657926829268296,0.0364881329873078,0.8633204104636464,0.0471178728865103,0.9106823842764592,0.0312228761938838,0.9736830755502676,0.0158448330777554
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.905344775669979,0.0395592252211482,0.9731707317073172,0.0352605665726852,0.8605153197554106,0.0477319344627043,0.912475558556481,0.0339123096509176,0.9782443486020226,0.0152011104994993
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9102378801565794,0.0375942398566066,0.9414024390243902,0.043855369415065,0.8888788832432766,0.0426289127114753,0.9135824791719084,0.0346320379197641,0.9658544021415824,0.0186193982637749
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9176151761517616,0.034111313005535,0.9731707317073172,0.0297720868676431,0.8797456478443741,0.048741801090314,0.9230957861894696,0.0296104264260575,0.9824851279000596,0.0120693148748937
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9164257753688648,0.0321543112024907,0.978048780487805,0.025464162216855,0.8738833249689597,0.0433228184924396,0.9223058285324084,0.0276011737304718,0.9851226948245092,0.0129039247508765
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9323998795543512,0.022293225579657,0.9706097560975612,0.0263620628578297,0.9037769161102968,0.0331808458683054,0.9354189988749092,0.0201712123884772,0.9797107376561572,0.0137237423329853
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.9397771755495332,0.0236727221008659,0.9731097560975612,0.02545897833049,0.9148639895429458,0.0380059370928416,0.942358921904705,0.0210858016354675,0.9899739738251044,0.0101259901194133
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,Bagging,0.937308039747064,0.0283570697489304,0.9780487804878047,0.025464162216855,0.9073442616524332,0.0424558467914894,0.9405953957837055,0.0250959671786806,0.9911154074955384,0.0084728905100392
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9102981029810298,0.0317125353832982,0.9780487804878047,0.025464162216855,0.8643743647039166,0.0424855682157225,0.9170065321717412,0.0273419611242345,0.971451516954194,0.0170070720634002
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9717103282143932,0.0166001637564529,0.9901829268292685,0.0162347489407977,0.9561132760225216,0.0278599096841691,0.9725676377225192,0.0159796582876448,0.997151992861392,0.0039027362850357
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.975414031918097,0.0165305962565002,0.9901829268292685,0.0120245695825937,0.9628358170473884,0.0276710423765078,0.9760990743935736,0.0158873367381668,0.9974643069601428,0.0029085071216223
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9225233363444746,0.0345900842342745,0.9730487804878052,0.0231286524198938,0.8876532846204107,0.0501613044000037,0.9274628584544344,0.0294629991131127,0.9825676680547292,0.0099032999992178
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9729599518217406,0.0181409950907095,0.9926829268292684,0.0156173761888606,0.9560988460080916,0.0273616129412332,0.9738314826918266,0.0174154989175702,0.9966745984533016,0.003118429351547
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.974194519722975,0.0237064224491862,0.9902439024390246,0.0223540277802723,0.9603365721062828,0.0294809671309196,0.974896873824464,0.0230682840504502,0.9967935752528256,0.0030347699724929
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9385124962360736,0.0276748451316715,0.9853048780487804,0.0223813714553263,0.9036717717153896,0.0412701243391936,0.9420988678836928,0.0248182036430533,0.987328970850684,0.0144461182177165
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9680517916290275,0.0184382678621257,0.9926829268292684,0.0156173761888606,0.9474238904726712,0.0298947969708117,0.969236679794484,0.0176466546513651,0.996536287923855,0.0050615917832637
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9717103282143932,0.0214462654422723,0.9902439024390246,0.0223540277802723,0.9560353719514244,0.0295165487412011,0.9725671920799016,0.0208731341227,0.9966597263533612,0.0044374528354321
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9459048479373684,0.0336595253339365,0.9901829268292685,0.0162347489407977,0.9136923755357912,0.0527221148830831,0.9494356266375632,0.0291373949312591,0.9891805472932778,0.0116129375907053
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9680517916290274,0.0221897614234892,0.9902439024390246,0.0223540277802723,0.9496030361712624,0.0322110073636829,0.9691446581307176,0.0213644003022542,0.9965957763236168,0.0042925551538861
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9692713038241496,0.0229277643481759,0.9902439024390246,0.0223540277802723,0.951447683217394,0.0295822738660512,0.970245711033766,0.0222109908375719,0.9967207019631172,0.0043089031941936
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.943405600722674,0.0236719033954142,0.9829268292682928,0.0245118917588314,0.913357508334168,0.0368931693458292,0.9462427329380354,0.021447725603339,0.9903078524687686,0.0112549927042188
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9643781993375488,0.0223180416694875,0.9902439024390244,0.0195121951219512,0.9433059214125948,0.0353146975107957,0.9657820980952044,0.0211247277825315,0.9959399167162404,0.0045177170664752
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,XGBoost,0.9680517916290274,0.0228824742600248,0.9878048780487806,0.0249925628438038,0.951386707607638,0.0295329950234859,0.968981031720306,0.0222296028804485,0.9959443783462224,0.0041086692152586
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8377145438121048,0.038852617040396,0.9779878048780488,0.0297776436387798,0.7667427180098458,0.0398088029719454,0.8589621325282428,0.0303161178339374,0.9102736466389054,0.04578065883651
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9323095453176752,0.0300043414051545,0.9731097560975612,0.0317031540419031,0.9022636014674824,0.0402403518002854,0.9356883683145591,0.0276388125484831,0.9839202855443188,0.0166962645882651
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8229448961156278,0.049772215234569,0.975609756097561,0.0288589257712176,0.750663224794882,0.0476221164541008,0.8480432174551453,0.0390725825381846,0.9072204045211184,0.0510653337226035
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9397771755495332,0.0318077581275265,0.9731097560975612,0.0230039730939737,0.9157957978549692,0.0505888466088959,0.942734599139295,0.0291023153421505,0.9789069006543724,0.0221410228325911
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.816772056609455,0.0480873690984015,0.9292073170731708,0.1103791428463311,0.7645567397443666,0.0455290369745695,0.833832618142081,0.0512473375062448,0.9067251635930994,0.0384469233759358
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9421559771153266,0.0308771060174963,0.965731707317073,0.0272279141679006,0.925289749529772,0.0471690197780909,0.9443580217125064,0.0288717097915653,0.9812953599048184,0.0211340222537878
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8364649202047575,0.0524460417039171,0.9146341463414634,0.1124334689913766,0.7950906548734599,0.0407880437348589,0.8462539379373322,0.0604700071991086,0.9227662105889352,0.0453173129728985
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9384974405299608,0.0336515913603919,0.9730487804878049,0.0203950426142278,0.9144696706326312,0.0546992733324524,0.9418076738782027,0.0295187530283611,0.981137715645449,0.0201779662959865
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8229448961156278,0.0676092069092615,0.9560975609756096,0.0605349933950773,0.7645462182672218,0.0803291755807922,0.8465722997075377,0.0550694241124669,0.9159711481261156,0.0533793588802524
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9151159289370672,0.0402851872936261,0.9901829268292685,0.0120245695825937,0.8661658545488624,0.0610067029094605,0.9228123899759284,0.0344017534928496,0.9788756692444972,0.0182162331718543
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8242396868413129,0.0489906847063559,0.9411585365853656,0.0775379865071078,0.7715850085835394,0.0625267995949823,0.8438109548951565,0.0391309960501404,0.9013563355145748,0.0398528996025073
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9016260162601626,0.0309134528134086,0.9853048780487804,0.0162164172730326,0.8468452439854571,0.0401090534196831,0.9102939778433774,0.0252758703000084,0.9801264128494944,0.0175064466332025
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.884447455585667,0.0363621485513681,0.9779878048780488,0.0202682229754311,0.827650721140112,0.0478409861150396,0.8957449868939811,0.0297463747772556,0.9566790600832836,0.0271158658819485
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9569557362240289,0.0266335781566253,0.9779878048780488,0.0254706588377682,0.9399056285810582,0.0336907965136335,0.958305467301644,0.0255352531714319,0.9874494348602022,0.0166414444965199
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8769798253538091,0.0522503047664312,0.9609146341463416,0.0312067070728323,0.8279228834776242,0.0634150182958107,0.8884388254936113,0.0441274422746997,0.9449315883402736,0.0362354970606958
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9581451370069256,0.0298676523134224,0.9755487804878048,0.0243909298684025,0.944355146964336,0.0380960047828014,0.9594537151858497,0.0285115712275544,0.9876844140392624,0.0160625928654129
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8831526648599819,0.0437713397012501,0.9608536585365854,0.0293111982263334,0.8364633715091063,0.0579448283077952,0.8932596726696662,0.0371663237226663,0.9589738251041048,0.0301497282533575
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9581752484191508,0.0272022738256648,0.9779878048780488,0.0254706588377682,0.9420874534175724,0.0339339000334522,0.9594543901546324,0.0259972697828352,0.9866478286734086,0.0162197931071022
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8782294489611562,0.0481587678878616,0.9584756097560976,0.0345495036643122,0.83044131552415,0.0584559091449071,0.8889294599476554,0.0414341553519222,0.9587135633551456,0.024115199203428
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9532369768142128,0.0321457624541981,0.9731097560975608,0.0297676531940384,0.9377086954493302,0.0400941644317171,0.954740325902638,0.0307881513085531,0.9864113622843546,0.0161326807412154
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8561126166817224,0.0438284534759665,0.9803658536585368,0.0240491391651875,0.7892288602569081,0.0492701559720046,0.873650181524057,0.034093107441609,0.9441270077334918,0.0274994357053499
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9397621198434208,0.0309665864339814,0.9730487804878049,0.031793737761651,0.9149052876168524,0.0438489191404855,0.9423890000233572,0.0290579226868121,0.9823602022605592,0.0157052240619086
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8622704004817825,0.0426016787984598,0.9878048780487806,0.016361473006096,0.7943111150848995,0.0523446621225847,0.87950121220235,0.0323621407043304,0.9360321237358712,0.0301282785769412
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9385576633544114,0.029154196024396,0.968170731707317,0.0310171125840519,0.9165055966438552,0.0419652911800653,0.9409615468670433,0.0275054579156754,0.9818813206424748,0.0160592637989624
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8204908160192714,0.0571818037159344,0.9609146341463416,0.0477765984671846,0.7530189567727223,0.0523624279569312,0.843929875642045,0.0482258765681962,0.9090898274836404,0.0413839903636165
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9347786811201444,0.0346114802308995,0.9559146341463414,0.0325269873765305,0.921414344400164,0.0539432644377304,0.9372026042004666,0.0315794018382483,0.9821460440214158,0.0173697077116476
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8193014152363747,0.0575962447440065,0.9804268292682928,0.0212776921778194,0.7467215498365751,0.0589810033621637,0.8467015757742937,0.0427657521734742,0.9077513384889948,0.05147455675844
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9409364649202048,0.0326702612973261,0.9657317073170733,0.0272279141679006,0.9242487233447432,0.0526035950802011,0.9434566811539098,0.0293434633030874,0.9850535395597856,0.0179828375010034
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8450918398072871,0.0397717757577578,0.9484756097560976,0.0661866299799462,0.7924469011580813,0.0538875249092708,0.860407567152928,0.0335767961751407,0.9228584176085664,0.0339364571194606
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9360433604336044,0.0302470447272283,0.965670731707317,0.0350448531329841,0.9147982173545208,0.0447158536296375,0.9385852404102698,0.0278080523047283,0.9813251041046996,0.018684180921542
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8327461607949413,0.04926191379246,0.9634146341463412,0.0381767703475573,0.7693437073121576,0.0569325778579777,0.8540483950443919,0.0384209941066593,0.9192578822129682,0.0283827140216957
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9237127371273712,0.0378822060387442,0.9607926829268292,0.0332773238045891,0.8996896149146683,0.0594895981886932,0.9277904878241636,0.0335471845482493,0.9793961927424152,0.0244719789481512
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.813038241493526,0.0604405429153781,0.946280487804878,0.0911100695039841,0.7481874916334689,0.0453911757497289,0.8344970911946203,0.0600710007892029,0.9174776918500892,0.0485105417227286
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.905299608551641,0.0331921471943838,0.9828048780487804,0.0192547806899225,0.8545690942210488,0.0484661925390866,0.9133426786641168,0.0282320075505192,0.9769303985722784,0.0184005597275841
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8132038542607649,0.0455943882792885,0.9609146341463416,0.0568719417400824,0.7459051115989466,0.0456072901696015,0.838302060660069,0.0373631067789777,0.9202424152290304,0.0340580222517399
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.913971695272508,0.025306237068013,0.9779268292682928,0.020424189854959,0.8700698821061043,0.0405670866338432,0.9200609153233672,0.0211734496453136,0.974800713860797,0.0190845902473988
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8672086720867208,0.0417099038873961,0.9460975609756096,0.0326947557770999,0.8210242855871732,0.0521182343586201,0.8782663940039029,0.0360648162948591,0.947904521118382,0.0278948898052216
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9545016561276723,0.025972799301574,0.9755487804878048,0.0243909298684025,0.937738985348174,0.0348303488061851,0.955950674294514,0.0247600270835686,0.9869646044021416,0.0158334780227748
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8782445046672688,0.0468083840085313,0.9682317073170732,0.0268132574177252,0.8258246983974831,0.0596772891461397,0.8901802688490402,0.038522090328412,0.9565020820939918,0.0245493837957505
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.960599217103282,0.0301611340459937,0.9779878048780488,0.0254706588377682,0.9468273775761012,0.0390430639100431,0.9618610384401723,0.0288178670540244,0.9864083878643664,0.0165181387906756
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.878244504667269,0.0362139058779217,0.9510365853658538,0.0346264698638054,0.8339643383306659,0.0478308103790236,0.8876796583608844,0.0313438345313416,0.9553926234384292,0.0276895075146001
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9532520325203252,0.0286403103004846,0.9755487804878048,0.0243909298684025,0.9357153399676026,0.0380752358598143,0.9548837567689606,0.0270977562867044,0.985930993456276,0.0169580837142166
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8868262571514605,0.0435753882049656,0.9509756097560976,0.0411096819355243,0.8469355807298863,0.0551486385596109,0.8948709921400739,0.0390151036446363,0.9574167162403332,0.0307412479392636
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9557061126166816,0.0283007871071199,0.9779878048780488,0.0254706588377682,0.9377582776500752,0.0353481971476666,0.9571786538340852,0.0268131740693535,0.9859324806662702,0.0162534110273245
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8549533273110509,0.0337761739022057,0.9902439024390244,0.0119487304526008,0.7822994776331309,0.0384889221578894,0.8735812664982456,0.0255920311546656,0.9392221891731112,0.0280329797932793
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9385426076482986,0.0287296485603499,0.968170731707317,0.0290359169568943,0.9165205300308816,0.042095221242871,0.9409932468544072,0.0269322334240793,0.982724568709102,0.0159882160240299
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8586269196025293,0.0390024162021396,0.9877439024390244,0.0164078783256131,0.7886989312919187,0.0444255973358549,0.8763400133835008,0.0292197385152564,0.9419839381320644,0.0355019336144072
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9385426076482986,0.029255356166972,0.968170731707317,0.0290359169568943,0.9168386435342112,0.0440210012831262,0.941061963479634,0.027147155467549,0.9827186198691256,0.016636880515239
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6437368262571515,0.1266703948908136,0.7829268292682927,0.3921371756731485,0.5025464604982888,0.2638457742587098,0.608524718050101,0.3096755603968725,0.7295270672218918,0.1941498634387499
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.943435712134899,0.0375290195141347,0.9705487804878048,0.028729867119835,0.9250755679880936,0.0579373349342433,0.9461062553023372,0.0339341262466557,0.9814366448542534,0.0207086959211677
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7145287563986751,0.137927959776912,0.7268292682926829,0.3792349604990597,0.5761140585714215,0.2975355519291868,0.6384895744856376,0.3273429449627467,0.8129387269482452,0.1323564069289233
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9458295694068052,0.033297749144256,0.9755487804878048,0.0308520316740666,0.92281277311611,0.0415296486588413,0.9480778066100208,0.0317582675093074,0.9885707911957168,0.0138614868768807
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.590575127973502,0.1452610728899184,0.4975609756097561,0.4976087973192816,0.3187140632853973,0.3290070480975271,0.3852356909002391,0.3901367989171331,0.6404461629982153,0.2749528032081928
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.932324601023788,0.0355012305068563,0.9731097560975608,0.0297676531940384,0.9046637602370666,0.058483259762292,0.9363186578805942,0.0324943551147568,0.9793099345627604,0.0170803912416989
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6890093345377899,0.1449825600307185,0.875609756097561,0.2943953967257732,0.5968871961928469,0.2263842936448867,0.7028739206635021,0.2450809119746526,0.7063533610945867,0.2775016450713855
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.94579945799458,0.0507257551026884,0.9657317073170733,0.0381473473137926,0.9326267585591608,0.0631960559187945,0.9481393888281489,0.046286524058824,0.986311719214753,0.019466945071757
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.725097862089732,0.1444255278468399,0.7780487804878049,0.3623326502467866,0.633984076177155,0.2317534744113448,0.6771820612647901,0.2920755258864784,0.8132852468768588,0.169704635876597
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9126769045468232,0.0396717713223912,0.9877439024390244,0.0225204811271054,0.8634923088882596,0.0558947627492682,0.9203338763760704,0.0335021414481411,0.9853048780487804,0.0172640566504725
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.759153869316471,0.1366684498408308,0.8902439024390244,0.29717087583873,0.6490504796313584,0.2333237613359121,0.7475293686833371,0.2571696731424818,0.794968768590125,0.258118267792853
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8941583860283047,0.0434143496971959,0.9728048780487806,0.0438958328363026,0.8457845397642398,0.0572599941228656,0.9031875675678744,0.0374489812809898,0.9727781082688876,0.0213714313675544
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.836525143029208,0.0393375839657403,0.9634146341463417,0.0331743183139888,0.7713792805976094,0.0418872920161002,0.8561059056150393,0.0316697055181908,0.9185336109458656,0.031121054997423
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9839807286961758,0.0156721439704561,0.9975609756097562,0.0073170731707317,0.9724989093593746,0.0297504736717025,0.9845894473310842,0.0147950701143555,0.9948944080904224,0.0094168724057176
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8475158084914183,0.0491410405939644,0.965609756097561,0.029801045620038,0.7897591035890326,0.0684088792156119,0.8662762348095228,0.0348148669303019,0.9398973825104104,0.0385503070439075
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9790876242095756,0.019922226666704,0.9975609756097562,0.0073170731707317,0.9635893092414832,0.0343847864844321,0.979965134371156,0.0187676442046849,0.99470999405116,0.009226315791214
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8623005118940078,0.0413381109592491,0.9779878048780488,0.013147138986624,0.8001394749124813,0.0601489213638264,0.8786497278153359,0.03199937021005,0.9472382510410472,0.0228483571815777
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9803523035230354,0.0175516539324259,0.9951219512195122,0.0146341463414634,0.9675245486221096,0.0273494932902768,0.9809192580940692,0.017062502578096,0.9941701368233196,0.0086690515344497
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8487955435109906,0.0388394645071724,0.9754878048780488,0.0245146218917635,0.7825642753472942,0.0495012345191389,0.8673856735193517,0.0302818607913501,0.9304878048780488,0.0326155039152345
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.982761216501054,0.0176249853657975,0.9975609756097562,0.0073170731707317,0.970273818322599,0.0317662829169115,0.9834413507354296,0.0167272061402204,0.9956305770374778,0.0082959575562388
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8487353206865402,0.039898589865125,0.9878048780487804,0.016361473006096,0.7762186921806976,0.0434804881014887,0.868760160750994,0.0305420805521595,0.9453420582986316,0.0314289064416997
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9532369768142124,0.0316447305148623,0.9804268292682928,0.0239106040061335,0.9317214467366136,0.0409850954853682,0.9551696554363912,0.0299005529737826,0.989595478881618,0.014603966270479
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8439024390243903,0.0356679687265212,0.9878048780487806,0.0224866937982753,0.7695402300742016,0.0357994751378276,0.8647300592459082,0.02750171436531,0.9381201665675194,0.0374217846413994
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.954471544715447,0.0302851207505697,0.9828658536585368,0.024530768961,0.9322429024463909,0.0418346480403877,0.9564429008833496,0.0284572779581667,0.989360499702558,0.0142211934400438
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6091839807286963,0.1532117477760563,0.6389634146341463,0.43813667449595,0.4584056907802427,0.3243371740506517,0.5161482013612751,0.3465349895804174,0.6821728138013088,0.2419142709979349
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9175700090334236,0.0661170523981617,0.948719512195122,0.0539049566236911,0.8970599577348513,0.0743838625424155,0.9215287256726296,0.0613966596200886,0.9607792980368828,0.0611394451641953
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.6494429388738332,0.1474783719181768,0.6609756097560975,0.4369122634996993,0.5657602351122708,0.311451197806491,0.5475172369899154,0.3478474050645195,0.7610098155859607,0.1782354113861433
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9470791930141524,0.0341140673028757,0.9706097560975612,0.0239996158010096,0.9314700325806596,0.0566657086087119,0.9495235194946404,0.0310883653408741,0.990058001189768,0.0094674654000785
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7765733212887683,0.1079654122667104,0.792560975609756,0.2840026067948498,0.6999362588873301,0.2421339330912663,0.7381217307364848,0.2519394138017484,0.8359711481261154,0.2103826647208611
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9495483288166215,0.030516876411257,0.968170731707317,0.0269092488561752,0.9362406979617904,0.0451828870944505,0.9512513365529768,0.028432413632144,0.9873170731707316,0.0136884423672998
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.724706413730804,0.1484718937302643,0.7584146341463415,0.3816205971778291,0.5830306706548803,0.3031809452460514,0.6554490414937993,0.3327634954504547,0.7683283759666866,0.2369348378868749
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9508581752484192,0.0348141319494182,0.9779878048780488,0.0297776436387798,0.9307643204148648,0.0510275437857394,0.953006500157792,0.0327992330851034,0.9859994051160024,0.0155952164392636
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7551942186088528,0.1044905052867784,0.9243902439024392,0.1014176726160575,0.7059556349960148,0.0880026100704595,0.794329013805019,0.0719588967606574,0.8200163593099346,0.220442839581359
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8881210478771455,0.052346048734978,0.9877439024390244,0.0164078783256131,0.8318956903461532,0.0727812548911238,0.901032024811885,0.0407836989900203,0.9799791790600834,0.0146414880526186
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.7847034025895814,0.10604739654463,0.9011585365853658,0.1523361726196367,0.7574895441358341,0.0988631737293681,0.8070982923136713,0.0875993575852672,0.8342385484830459,0.2360263142421379
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8991267690454681,0.03758001961762,0.9755487804878048,0.0436309781532611,0.8504324016911173,0.0479037849578843,0.9073420563930504,0.0325937725467408,0.9774776918500891,0.0310892043073247
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8501053899427884,0.0433599212890875,0.9657926829268292,0.0292485324555453,0.7896851446358096,0.0563188780875843,0.8675088423878012,0.0342368515661573,0.940174003569304,0.0302819044012388
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9790575127973502,0.0166108111971713,0.9975609756097562,0.0073170731707317,0.963352445122156,0.030424928802847,0.9798842652506334,0.0157546277683715,0.994825996430696,0.0086216385339309
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8377145438121048,0.0529095921877022,0.9731097560975608,0.0297676531940384,0.7722182709665576,0.0598232687677103,0.8594346325810553,0.0381847244616685,0.925698988697204,0.0449136384049614
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9827913279132792,0.0147651963072574,0.9951219512195122,0.0146341463414634,0.9720696164300816,0.0244652185769823,0.9832420625546068,0.0143428630001074,0.9944095776323618,0.0082066033020678
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8586118638964167,0.0409344382468527,0.9829268292682928,0.0190493894534308,0.7902536443506161,0.0437059684845126,0.8756882700045854,0.0325274123290914,0.9459815585960736,0.026306250131835
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9803221921108098,0.0157754849648739,0.9951219512195122,0.0146341463414634,0.967617956978422,0.0266832026238768,0.9809154922515066,0.0151198321542747,0.9955041641879834,0.0088792989344237
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8475158084914183,0.0436011689380525,0.9754878048780486,0.0309499125211754,0.7793595088169067,0.0423044969850748,0.8660697038023045,0.035126821043395,0.937212968471148,0.04316666182281
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9815567600120448,0.0184238109659164,0.9975609756097562,0.0073170731707317,0.9678068055975032,0.0309573030562935,0.9822402213897607,0.0177223543945202,0.9964128494943486,0.00733369713352
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8401686239084614,0.0390490686872818,0.9901829268292685,0.0120245695825937,0.7655688274220356,0.0442976524963025,0.8627061034885519,0.0279599479585336,0.9369318857822724,0.0336572629504301
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.952002408912978,0.0324582168691926,0.9828658536585368,0.024530768961,0.9283855402626168,0.0456747961626784,0.9542987323545148,0.0301090971889632,0.9895419393218322,0.0143805421046497
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.8340258958145137,0.0391710124878341,0.9901829268292685,0.0120245695825937,0.758429731283143,0.0439480363167466,0.8581496836588158,0.0277955891753124,0.9330487804878048,0.021649211011193
d_perc_to_pca,ADASYN - Before split,ADASYN,Before,Yes,MLP,0.9532369768142124,0.0321227664968855,0.9828658536585368,0.024530768961,0.9304997051674792,0.0452735129072143,0.9554191805337864,0.0298513447475497,0.9896058893515765,0.0136632054227451
d_num_tg,No sampling,,After,Yes,SVM,0.8416241496598641,0.0123170968850943,0.0736111111111111,0.0821795121804834,0.4666666666666666,0.4760952285695233,0.123030303030303,0.1300057685141485,0.896290650406504,0.0502390128365614
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8622023809523809,0.0287079225169467,0.2111111111111111,0.1266557012797555,0.875,0.3010398644698074,0.3257575757575757,0.1708828513419853,0.8368335027100271,0.0946915461118465
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8621598639455781,0.0274211951279714,0.2347222222222222,0.1305038313613818,0.835,0.308261252835967,0.3482750582750583,0.1689625593837915,0.8176626016260162,0.0873141638823877
d_num_tg,No sampling,,After,Yes,SVM,0.9176445578231294,0.0335771584014335,0.5805555555555555,0.1769730048466275,0.8958333333333334,0.1572882174014739,0.6892066267066268,0.1491328050233876,0.9664405487804878,0.0518691230598376
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.9362244897959184,0.0334989767097959,0.8638888888888889,0.067700320038633,0.7960425685425686,0.134091011046279,0.8225808393532852,0.0839452532777395,0.9637737127371272,0.0409927180825307
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.9443452380952382,0.0229161933741339,0.8638888888888889,0.1040832999733066,0.8201479076479077,0.0890005317011724,0.8365144478844169,0.0720916588201952,0.9693724593495936,0.0324563634561252
d_num_tg,No sampling,,After,Yes,SVM,0.8969812925170068,0.0336094451212143,0.4458333333333333,0.1891593243802694,0.8740476190476191,0.1555782498832491,0.5693772893772895,0.184558919209549,0.9278319783197831,0.0592609588892339
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.90531462585034,0.0336352521826235,0.8763888888888889,0.0969141945801084,0.6755944055944056,0.1021940166902562,0.7571846282372598,0.0796539531279149,0.949042174796748,0.0459319689994746
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.9010204081632652,0.0295190529178735,0.8625,0.1179247641507075,0.657940947940948,0.0784661673967646,0.7430034980499377,0.0797847935869882,0.9471392276422764,0.0473632914178709
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8079700203252033,0.0733311180206627
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6975364159891599,0.1125570440531876
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7134595189701897,0.0924423186090833
d_num_tg,No sampling,,After,Yes,SVM,0.9073979591836734,0.0322579419424538,0.4583333333333333,0.2041241452319315,0.9857142857142858,0.0428571428571428,0.5930924630924631,0.2080231269277325,0.9474983062330624,0.0482432073944427
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8703656462585034,0.0468542237650649,0.9013888888888888,0.1087332362558324,0.587896417308182,0.1010687352289022,0.7030262613054375,0.0830996048078569,0.9486170392953928,0.042426312618154
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8867772108843536,0.0266545012620013,0.9,0.1089724735885168,0.6157592407592407,0.0684357941036835,0.7255495458012622,0.0608571247477062,0.9518157181571816,0.0399912365071723
d_num_tg,No sampling,,After,Yes,SVM,0.8908588435374151,0.0347143224156997,0.3708333333333333,0.2095381826780026,0.8357142857142857,0.3163084260783504,0.4972261072261071,0.2337486657019879,0.938064024390244,0.0550309227399878
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8558248299319728,0.046230456339559,0.888888888888889,0.1037491633165727,0.5545845902463549,0.102800910445953,0.6762832558028412,0.0861548829375645,0.9409154810298104,0.0550932685192842
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8662414965986394,0.0306707679443093,0.9125,0.0800390529679106,0.5640830003330003,0.0601270472639006,0.6953779210873033,0.0615532610701684,0.9437593157181572,0.0427781631003083
d_num_tg,No sampling,,After,Yes,SVM,0.8312925170068027,0.0076360354832121,0.0,0.0,0.0,0.0,0.0,0.0,0.8620545392953929,0.0624489325128607
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.6804846938775511,0.2486621418745394,0.3986111111111111,0.3537742924521226,0.5791275797373359,0.3945476479592177,0.2826625174892652,0.1319666245833782,0.7007350948509485,0.1206368480809387
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4587159863945578,0.3370833702290967,0.7125,0.3667850187780302,0.4271122810826459,0.3409458773790718,0.3333614338877497,0.1344349275246808,0.7104429200542006,0.0921513950383326
d_num_tg,No sampling,,After,Yes,SVM,0.9033163265306124,0.0356028590572199,0.4458333333333333,0.205015243335709,0.9357142857142856,0.1513544292886935,0.5787490287490288,0.2108345391586773,0.9535484417344172,0.0508030605100212
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8684098639455783,0.0388183997568013,0.8652777777777778,0.1011221758292633,0.5853533966033966,0.0914349316407922,0.6898773448773449,0.0676223952163876,0.9535137195121952,0.0417717620565982
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.9011054421768708,0.0207273787692664,0.8625,0.1305038313613818,0.6579176379176379,0.0547654152767923,0.7401443894942348,0.070542720930411,0.9594944105691056,0.0381809160332899
d_num_tg,No sampling,,After,Yes,SVM,0.8867346938775512,0.0349774161419169,0.3458333333333333,0.2149370062754821,0.8357142857142857,0.3163084260783504,0.4681351981351982,0.2349841366139463,0.9352244241192412,0.0557226953058915
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8579081632653061,0.0465769103715396,0.888888888888889,0.1037491633165727,0.5615290346907994,0.1049549455508843,0.6799597263910766,0.0830475785010105,0.94092310298103,0.0541576725895229
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8662414965986394,0.0306707679443093,0.9125,0.0800390529679106,0.5640830003330003,0.0601270472639006,0.6953779210873033,0.0615532610701684,0.9431419376693768,0.0426676578138072
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6418580623306233,0.1140907588937628
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6975364159891599,0.1125570440531876
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7098551829268294,0.091743030730569
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0125,0.0375,0.05,0.15,0.02,0.06,0.9332605013550136,0.0492992361372872
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8764030612244899,0.0573941955178249,0.8027777777777778,0.1384437310486345,0.6476633170750817,0.1761578267160514,0.6927022851290586,0.1085681008981019,0.9368521341463416,0.0407311860144912
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8332057823129251,0.046302191660754,0.7402777777777778,0.1424610083106563,0.5144826007326008,0.0980350599007825,0.5982722179781004,0.0895397132193338,0.903806741192412,0.0479195308747675
d_num_tg,No sampling,,After,Yes,SVM,0.8312925170068027,0.0076360354832121,0.0,0.0,0.0,0.0,0.0,0.0,0.9338389227642278,0.0455164996852658
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8291241496598639,0.0361476831371271,0.6930555555555555,0.2213045287481583,0.5103256547374195,0.097461813741614,0.5607771734031661,0.112324668077784,0.9179522357723576,0.0365884377944718
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.792219387755102,0.0554761572394032,0.7027777777777777,0.1404358295529393,0.4431437284765458,0.1022983213144322,0.5330823076705429,0.0903981275969356,0.8710230352303524,0.054477907582885
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.845989159891599,0.066456036820751
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6975863821138211,0.1155144112361191
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7073221544715448,0.0927564085780184
d_num_tg,No sampling,,After,Yes,SVM,0.8374574829931973,0.0107997381942598,0.025,0.05,0.2,0.4000000000000001,0.0444444444444444,0.0888888888888888,0.934313177506775,0.0467705592420468
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8475340136054422,0.085839973041802,0.826388888888889,0.1397542485937368,0.5816779135896784,0.1919827455603023,0.6615156609398722,0.1466355184302046,0.934939024390244,0.0456980211298847
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8270408163265307,0.0512860854833877,0.7027777777777777,0.170579079087156,0.4942023254523254,0.1090581639812869,0.5738515969455531,0.1219502550269534,0.8881952913279132,0.0594863711246453
d_num_tg,No sampling,,After,Yes,SVM,0.8312925170068027,0.0076360354832121,0.0,0.0,0.0,0.0,0.0,0.0,0.9344563008130082,0.0446875574170156
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8270833333333334,0.0373680954488725,0.6930555555555555,0.2213045287481583,0.5074089880707529,0.0991465837445637,0.5582409415191082,0.1114973477752898,0.9182647357723576,0.0366072573287348
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.792219387755102,0.0554761572394032,0.7027777777777777,0.1404358295529393,0.4431437284765458,0.1022983213144322,0.5330823076705429,0.0903981275969356,0.8707105352303524,0.0552287976772836
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6418580623306233,0.1140907588937628
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6975364159891599,0.1125570440531876
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7098399390243902,0.0921742099384898
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.93324864498645,0.0491243977120004
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8045493197278912,0.0431672429255529,0.5097222222222222,0.2300739615379753,0.420986790986791,0.102437821546947,0.4479121068130356,0.1437610906237032,0.7779683265582655,0.1002970049733545
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.7860969387755101,0.0699291546364652,0.5194444444444445,0.1765801675034757,0.4264230540701129,0.1708237589056196,0.4513842524864196,0.1364992335271983,0.7420333672086722,0.0886034266370216
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9329014227642276,0.0485607027857567
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8272108843537416,0.0574933699324621,0.4097222222222222,0.2522468477944218,0.5337698412698413,0.2690058525665224,0.4190101565101565,0.1928467415719395,0.7595359078590787,0.1106933829388157
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6556972789115647,0.261881625005067,0.6888888888888889,0.3032234233110042,0.4528290536422279,0.2518144407746696,0.4375711052719417,0.161089799444754,0.7317513550135502,0.0888633964131563
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8099144647696477,0.0737922823828214
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6975364159891599,0.1125570440531876
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7134595189701897,0.0924423186090833
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9352701558265584,0.0469220128143083
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8210884353741497,0.0540564240868051,0.4597222222222222,0.180710403685012,0.4847619047619047,0.1861387091596454,0.4572304819363643,0.1565510338897108,0.7786856368563685,0.1042876430413404
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.7737244897959183,0.0533322595511786,0.5194444444444445,0.1765801675034757,0.3802941176470588,0.1093957449289067,0.4304423377283789,0.117942522667937,0.7320045731707316,0.092218922668774
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9357410230352302,0.0434969284283863
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8230442176870749,0.0568955715931966,0.4097222222222222,0.2522468477944218,0.5071031746031747,0.2677243321538236,0.4134157509157509,0.195169436679466,0.7598484078590786,0.1105468237457656
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6536139455782313,0.2603729867574239,0.6763888888888889,0.3229905829380582,0.4361623869755612,0.2424512160178034,0.4212074689083054,0.1754409396180121,0.7317513550135502,0.0888633964131563
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6584586720867209,0.1060456682768633
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6975364159891599,0.1125570440531876
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7120274390243904,0.0889061571310058
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9327278116531164,0.0467777888627333
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8230442176870749,0.0562835247765755,0.3847222222222222,0.2216181024495366,0.5108985132514545,0.2641482653434628,0.4031315351315351,0.1832341521992587,0.7605005081300813,0.1110785619060838
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7308519647696478,0.0895152488693451
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9172129065040652,0.0582637750301095
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8272108843537416,0.0574933699324621,0.4097222222222222,0.2522468477944218,0.5337698412698413,0.2690058525665224,0.4190101565101565,0.1928467415719395,0.7595359078590787,0.1106933829388157
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7317513550135502,0.0888633964131563
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6418580623306233,0.1140907588937628
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6975364159891599,0.1125570440531876
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7098399390243902,0.0921742099384898
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7782503387533874,0.0942427980978257
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8272108843537416,0.0486997746912354,0.3847222222222222,0.1830015937999812,0.5238095238095237,0.2385115408152,0.4174025974025974,0.1599423632624426,0.7668707655826558,0.1086844983096295
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7233502710027101,0.0945603023874269
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7569859417344175,0.1005917255197724
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8230442176870749,0.0568955715931966,0.4097222222222222,0.2522468477944218,0.5071031746031747,0.2677243321538236,0.4134157509157509,0.195169436679466,0.7598484078590786,0.1105468237457656
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7320714769647696,0.0888916830117541
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6584586720867209,0.1060456682768633
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6975364159891599,0.1125570440531876
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7120274390243904,0.0889061571310058
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7663406165311653,0.0896534052902964
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8230442176870749,0.0562835247765755,0.3847222222222222,0.2216181024495366,0.5108985132514545,0.2641482653434628,0.4031315351315351,0.1832341521992587,0.7605005081300813,0.1110785619060838
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7308519647696478,0.0895152488693451
d_num_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7592852303523034,0.0919126436845832
d_num_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8272108843537416,0.0574933699324621,0.4097222222222222,0.2522468477944218,0.5337698412698413,0.2690058525665224,0.4190101565101565,0.1928467415719395,0.7595359078590787,0.1106933829388157
d_num_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4340136054421769,0.326789863069566,0.6,0.4898979485566356,0.1003401360544217,0.0821307085282609,0.1718866130844352,0.1405953011859883,0.7314464769647697,0.0892023263702698
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8558673469387756,0.0323084493856888,0.2486111111111111,0.1687885758377424,0.6933333333333332,0.3292415526630866,0.3408835608835608,0.1997536299373331,0.6131165311653116,0.0832663224524523
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7407312925170069,0.0807569777672255,0.4680555555555555,0.1791666666666666,0.3386139591402749,0.1162939727437897,0.3734769735631224,0.1094268532554461,0.631588753387534,0.0753451645252538
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6173044217687075,0.0812418566172943,0.7652777777777777,0.1419727086450068,0.2754715520304764,0.0612620087759807,0.4033285610718052,0.082343887660712,0.6765413279132791,0.0885767163308364
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8416666666666666,0.0298675239592927,0.1722222222222222,0.1379412113103904,0.5533333333333333,0.374818474583216,0.2472816072816073,0.1749175475623663,0.5737940379403794,0.0683091014187585
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7554421768707483,0.0703806861662888,0.3944444444444445,0.2340761984198023,0.3387608225108224,0.1750308251269383,0.3310121972377764,0.1623269467531477,0.6112466124661247,0.0961581907426678
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5639030612244899,0.1924468381370072,0.6041666666666666,0.2230237281845439,0.2588699866376817,0.1142528762660755,0.3312156255943567,0.0925585665020852,0.579979674796748,0.0958139114202827
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8519132653061223,0.0414949650132883,0.2472222222222222,0.1583333333333333,0.6933333333333334,0.2935605180840532,0.3455633255633256,0.1893884340044175,0.6100440379403794,0.0851946750874877
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8127125850340136,0.0425668288021533,0.1722222222222222,0.1589898669028242,0.2926984126984127,0.230282615810158,0.2056654456654457,0.1758304435187297,0.5563550135501355,0.0723573924355262
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.4997874149659864,0.1243661694828155,0.6777777777777778,0.2190573238015819,0.2055275813825022,0.0486160883082586,0.3106054072274778,0.0719392116275904,0.5707486449864498,0.0885342645714401
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8476615646258503,0.0232207090986175,0.1736111111111111,0.1397542485937368,0.625,0.375,0.2518470418470419,0.1776767395503668,0.5782079945799458,0.0659894034353585
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6533163265306123,0.1850887149035687,0.4611111111111111,0.3228561771301753,0.2921453089244851,0.1638987644572117,0.2813533591233451,0.1220454695473626,0.5773543360433604,0.0923438904219169
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.4859268707482994,0.1468219364638766,0.7277777777777777,0.1664582029619848,0.2159479363049453,0.0716247401963848,0.3293654809335312,0.096621779974391,0.5828218157181573,0.1151349753531639
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8765306122448979,0.0243961681045787,0.3597222222222222,0.1331378775722538,0.82,0.1612106971912499,0.4798978798978798,0.1374883503627273,0.6641446476964771,0.0671230028127429
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7221513605442176,0.0938018544793595,0.701388888888889,0.1965412735845126,0.3638152296047033,0.0981953805919853,0.4621954896461142,0.0931111791356276,0.7508235941734418,0.0873264837541175
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6769557823129251,0.0887403982222527,0.8138888888888889,0.1795054935711501,0.3351995319495319,0.0703123768784453,0.4613273278054123,0.057081281097167,0.8046883468834689,0.0588444565559794
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8540391156462585,0.0276373953102228,0.2847222222222222,0.0990405360333726,0.72,0.2432191512927293,0.3877766677766677,0.1168422153883541,0.6355851964769649,0.0629585515526423
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6898809523809525,0.148522098512602,0.6069444444444445,0.24327767628325,0.3605554394519912,0.1306876730536047,0.4007123582182982,0.0638515374965074,0.6839092140921409,0.0869028541222734
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6444727891156463,0.1028100962528811,0.5902777777777778,0.2043366639206538,0.2683042432134503,0.0684534278806755,0.3557725511600078,0.0831332489048831,0.6522912432249321,0.0860814330393418
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8683673469387756,0.0320264557199476,0.3097222222222222,0.1297031868022781,0.7516666666666666,0.228576512840279,0.4313053613053613,0.1609149529202999,0.6682185806233063,0.07481028477815
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7111819727891157,0.1229206374056564,0.5180555555555555,0.2709615081314851,0.3420815661687872,0.134863799888758,0.3656035256035256,0.1289051675296232,0.678591632791328,0.078820449078239
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6959608843537415,0.1201999396420725,0.5875,0.3012992698298488,0.2777684596105648,0.1263939861788937,0.3648941798941799,0.1644041462373123,0.6895092310298103,0.1089173774571931
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8539115646258505,0.0250671560874679,0.2472222222222222,0.1252774698197742,0.6183333333333333,0.2984636586848649,0.3458508158508159,0.1625166750899705,0.6357621951219513,0.0544173268090065
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6588010204081634,0.173030767374109,0.6763888888888889,0.2120092372201425,0.3672862272210098,0.18133458962891,0.4238077814880471,0.0895739601599903,0.6966446476964769,0.0708923432897173
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6405612244897958,0.128344499055396,0.6930555555555555,0.1548408681338504,0.2971251002844931,0.0880001683926498,0.402812239647845,0.0786619295039007,0.7049657012195122,0.1119157548658302
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8764880952380952,0.0293405856192815,0.3472222222222222,0.1479019945774904,0.835,0.1841572395777285,0.4691985791985791,0.1567144830125879,0.8062444952574526,0.042945168321311
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7798469387755101,0.0491812799918178,0.5902777777777778,0.2329237476562281,0.3903408029878618,0.0872178391924485,0.4573474683883891,0.131426673507036,0.7912004573170732,0.0949026229159057
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8558248299319728,0.0446677327844011,0.8152777777777779,0.15969806580614,0.5581818181818181,0.0994790124179885,0.6531066137015794,0.0989865053696639,0.8572527100271004,0.0806310503702722
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8683248299319729,0.0261353738862733,0.2972222222222222,0.1404358295529393,0.7,0.2768874620972691,0.4116883116883117,0.1764030754101212,0.6824280149051491,0.1122583866760724
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8457908163265306,0.0566606875566485,0.5819444444444445,0.1891593243802694,0.5787468671679198,0.1592202704692486,0.5540676752441458,0.1342466624145591,0.7877642276422764,0.1030788254062439
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7441751700680272,0.1237553217422057,0.7694444444444445,0.1464866319270578,0.4164122764490411,0.1192018541278175,0.5192826976944624,0.0988781986813512,0.8090629234417344,0.0552627149493673
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8703231292517006,0.0228818930827822,0.3222222222222222,0.1709857044056932,0.8464285714285715,0.1723890092829063,0.4281240981240981,0.1544822978645933,0.7275897696476965,0.0832257038445557
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7944302721088435,0.077010318650806,0.5791666666666666,0.1801330526768107,0.4428571428571429,0.1531555831599397,0.4914129106187929,0.14532960988547,0.7403451050135501,0.131232739071291
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7301445578231293,0.1004109217198706,0.7694444444444445,0.1567907310185565,0.3838516300698696,0.1190325877380955,0.5004479549016163,0.1144257843441139,0.8102295054200541,0.0988928437986841
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8601615646258504,0.0195573147671287,0.3083333333333333,0.1384437310486345,0.7583333333333334,0.1762652672662554,0.404019314019314,0.1375964505923041,0.70756902100271,0.0887596384582126
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.758673469387755,0.1148357829497209,0.5833333333333333,0.2212653007891959,0.4633469374428627,0.234402294951051,0.45788040672422,0.1026023700264051,0.7149944952574525,0.0955766529892409
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6506377551020408,0.0956279318723412,0.7527777777777778,0.1769730048466275,0.3052520452349674,0.0909257006896594,0.4238698820067547,0.0926466695831158,0.7546781842818427,0.1101293965142972
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8661989795918366,0.0169034380084943,0.4819444444444444,0.0882900837517378,0.6388095238095237,0.0902490884119262,0.5426190476190477,0.0649252183932857,0.8066205115176152,0.0619864625358264
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7960459183673468,0.0500662082182608,0.6541666666666666,0.1559580606017741,0.4404331779331779,0.0987047513788954,0.5161164128269391,0.0912926816380541,0.7867636348238481,0.0833687558815225
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8188350340136055,0.0608559183065501,0.7777777777777778,0.1455354099714415,0.4854334554334555,0.0972519276297441,0.5929255601041844,0.1057150120601898,0.8515790142276423,0.0602536514845291
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8682397959183674,0.0324031199578443,0.3833333333333333,0.105079335107654,0.7440476190476191,0.2053183193114973,0.4903896103896104,0.1055552586696737,0.7362059620596206,0.0715702542597286
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7795918367346939,0.100771261915324,0.7402777777777778,0.2200457654418482,0.4523593073593074,0.1130048604271666,0.5350679501898629,0.1135483089316446,0.8056296578590786,0.1040572001054458
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6792517006802721,0.1067786840883072,0.7388888888888889,0.1730044957668891,0.3301803751803752,0.0691794671056649,0.4398998692473262,0.0648393787939077,0.7802701558265582,0.0769596444761936
d_num_tg,No sampling,,After,Yes,DecisionTree,0.849702380952381,0.0248775359644769,0.3583333333333333,0.1808544534517558,0.6382539682539682,0.2050317527904041,0.4196162007926713,0.1408640233207978,0.7147620257452574,0.0838408783315998
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7884353741496598,0.0674347607319286,0.6541666666666666,0.1918929823278242,0.4762252917361277,0.194183640199451,0.5052828861013003,0.0985898888022379,0.8037271341463414,0.0731904881547328
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7409438775510204,0.0740904561634107,0.7791666666666666,0.1525819451966713,0.3875670002300436,0.0819101333569766,0.5065498395195643,0.069631687150047,0.7964176829268292,0.0787244569356521
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8622874149659865,0.0386383226650109,0.2958333333333333,0.1375,0.7625,0.3374999999999999,0.4054797979797979,0.1775823237573207,0.7414007452574526,0.0981370906315405
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8084183673469388,0.0919569633769923,0.7388888888888889,0.1433720877840437,0.527004884004884,0.1842482272644449,0.5810796369492022,0.1150696791220271,0.8387169715447154,0.0651968512374771
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6848214285714287,0.1134936607002151,0.7555555555555555,0.15,0.3372386064146232,0.1026314438493322,0.4581425577976697,0.1129018880640763,0.7934646002710027,0.0811106847768127
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8828656462585034,0.0254664094031771,0.5819444444444445,0.1038327982864759,0.6829761904761904,0.0912032969975316,0.6216108238167062,0.077920253539902,0.850630081300813,0.0458022759643072
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8228741496598639,0.0430347725333704,0.6666666666666666,0.1369306393762915,0.4967027417027417,0.1058178059842347,0.5575812161395686,0.0793549649517733,0.7960700372628726,0.0547786782078841
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8353316326530612,0.0305756406721566,0.8402777777777779,0.1106326503945979,0.5059899904017551,0.0568693572534589,0.6291058872477638,0.0656871673781393,0.863042852303523,0.0662103706229104
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8559098639455781,0.0335202582424849,0.4583333333333333,0.1707825127659933,0.5975649350649351,0.1254787803283897,0.5045908039329092,0.1233130019967372,0.7543580623306233,0.0860640848021835
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8416241496598641,0.0315470746877141,0.7027777777777777,0.1288302069478359,0.5330415499533145,0.0668963216156424,0.5956389820750434,0.0526505572727794,0.8066620088075881,0.0735413393309658
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7656462585034014,0.0544807954765298,0.7527777777777778,0.1252774698197742,0.3987556561085972,0.0843851229882752,0.5195472932864238,0.0977828083905724,0.8181029810298103,0.0826126438053252
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8949829931972788,0.0271337128476768,0.5305555555555556,0.075,0.7929761904761905,0.1619804182476746,0.6290201465201466,0.0847973920800544,0.8150783367208672,0.0710419134101678
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.79375,0.0726238393367252,0.7041666666666666,0.1940521837032502,0.4566758241758241,0.174038328789462,0.5360483623734351,0.1440227480590751,0.8051621781842819,0.1044950131371359
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7450255102040816,0.0765629773777877,0.7402777777777778,0.1310348766126365,0.3851114280717861,0.0919982627488894,0.4987114934401463,0.0920956342232762,0.7593618733062331,0.0922484524924164
d_num_tg,No sampling,,After,Yes,DecisionTree,0.8455782312925171,0.0445901048870562,0.3972222222222222,0.19436506316151,0.5606493506493505,0.2778517024624985,0.4447093257619572,0.1899161470095257,0.7205746104336044,0.0957143330065997
d_num_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8127976190476189,0.0508226930108836,0.5930555555555556,0.1349511228391804,0.4723751248751249,0.1104051957673997,0.5151860858439805,0.0985693698023004,0.7758714430894309,0.0874119122753762
d_num_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7965561224489797,0.0692033347912565,0.7166666666666666,0.0763762615825973,0.4588689741630919,0.1213733348934463,0.5509948785005992,0.0978737597370428,0.8044241192411924,0.0604960814345311
d_num_tg,No sampling,,After,Yes,RandomForests,0.8910714285714286,0.0271109186293426,0.3597222222222222,0.1443976954263621,0.9666666666666666,0.1,0.5088422688422689,0.1605639526956733,0.8698094512195123,0.0375555503003462
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8702806122448979,0.0229855055086338,0.7055555555555555,0.1320248293146238,0.6044486069486069,0.0824625781240381,0.6418164283257163,0.0643196157328041,0.9048365514905148,0.036515169590584
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8375850340136054,0.0611118933454074,0.8402777777777779,0.1239539565053626,0.5294655834361717,0.1462858789798734,0.6417250190694126,0.1224117561193366,0.9224525745257454,0.0368696438345227
d_num_tg,No sampling,,After,Yes,RandomForests,0.8889455782312925,0.0225202114064643,0.3458333333333333,0.12226167292601,0.9666666666666666,0.1,0.4976767676767677,0.1425367060807459,0.8710416666666667,0.0419334496598689
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8724489795918368,0.0285143025036093,0.6930555555555555,0.107124667768187,0.6132792207792208,0.0893807319415404,0.6441659295297065,0.0687923733225152,0.9115472560975608,0.0313822908146218
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8458758503401361,0.061491190299513,0.851388888888889,0.1228283581081972,0.5428030303030303,0.1441677813297885,0.6562698495249982,0.1245198434420753,0.928571307588076,0.042199094972427
d_num_tg,No sampling,,After,Yes,RandomForests,0.8931122448979592,0.0251794028010984,0.3708333333333333,0.1375,0.9666666666666666,0.1,0.5224786324786324,0.1532780988047429,0.862500846883469,0.0272013713898135
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8724064625850341,0.0353343953830336,0.7305555555555555,0.1261062162535129,0.615910755910756,0.1080286121100183,0.6576190476190475,0.0708014017318543,0.9111153455284552,0.0406883893464257
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8355017006802721,0.0608657200089346,0.8638888888888889,0.1040832999733066,0.525343137254902,0.1417309457943848,0.6456870882740449,0.1157631710483716,0.9248450203252032,0.0379317445671033
d_num_tg,No sampling,,After,Yes,RandomForests,0.8930697278911565,0.0271018822842022,0.3958333333333333,0.1239539565053626,0.9266666666666664,0.1474222959166398,0.543986013986014,0.1336455360780032,0.9225906165311656,0.0200373553101398
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.89906462585034,0.0271451693728108,0.7055555555555555,0.1320248293146238,0.7171103896103895,0.1192577882122879,0.6983823623916503,0.0746601854800329,0.9419563008130082,0.0324152269115571
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8746598639455783,0.0572765155145432,0.8305555555555555,0.1384437310486345,0.6146825396825396,0.1461745549126292,0.6957159833630423,0.1184443370441088,0.9468893970189702,0.0310136362598377
d_num_tg,No sampling,,After,Yes,RandomForests,0.8951955782312924,0.0261610912215199,0.3833333333333333,0.142886901662352,0.9666666666666666,0.1,0.5345998445998446,0.1592905566959398,0.9204217479674796,0.0298000397129719
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9094812925170068,0.0276409270952913,0.7180555555555556,0.1297031868022781,0.7491666666666668,0.1112710654213394,0.7234288587229764,0.0850519050347926,0.944421578590786,0.0255650021760266
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8745748299319729,0.0451425708761472,0.8638888888888889,0.1040832999733066,0.601190476190476,0.1235607442086295,0.7011779448621553,0.0924481928435613,0.9474059959349594,0.0300571086637622
d_num_tg,No sampling,,After,Yes,RandomForests,0.8931122448979592,0.0268478654826695,0.3833333333333333,0.142886901662352,0.9416666666666668,0.1181453906563152,0.5300543900543901,0.1595642590527292,0.9154539295392952,0.0284015994192001
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.913562925170068,0.0178915787985898,0.7305555555555555,0.1261062162535129,0.7633730158730159,0.0998862495520994,0.7348712561947855,0.0604911744771234,0.9434103997289972,0.0245312895681214
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8826955782312925,0.0459610416781967,0.8763888888888889,0.0969141945801083,0.6203629703629703,0.1145015531686721,0.7188858509911142,0.0886306571523451,0.9505513211382114,0.0265550308228129
d_num_tg,No sampling,,After,Yes,RandomForests,0.9034013605442176,0.0303190084227474,0.4458333333333333,0.1525819451966713,0.9416666666666668,0.1181453906563152,0.5935464535464534,0.1505062550712407,0.9385814701897018,0.0273419372847015
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.913562925170068,0.0302277978169685,0.7055555555555555,0.1538848776051615,0.7680952380952382,0.1050974963976553,0.725751454427925,0.1046613824216858,0.9570274390243902,0.0162321007218089
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9053996598639455,0.0261790507037931,0.851388888888889,0.0755764881134044,0.6794011544011543,0.0893868245546593,0.7514172686618507,0.0617015543654531,0.9553870257452572,0.0221044033434462
d_num_tg,No sampling,,After,Yes,RandomForests,0.9054421768707483,0.0277113051890667,0.4569444444444445,0.1369940185231133,0.9416666666666668,0.1181453906563152,0.6075091575091575,0.13346032799234,0.9403065718157182,0.0310023604728674
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9175595238095238,0.0265317364688547,0.7666666666666666,0.0989528507253159,0.7579761904761904,0.1084244994041966,0.7563842203548086,0.0758796587709108,0.9528878726287262,0.0204099731244647
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9114795918367348,0.0279332528261228,0.8638888888888889,0.0877971146071061,0.7052020202020202,0.1192263796272473,0.7676286303995282,0.0627530352041253,0.963058096205962,0.0164298031585899
d_num_tg,No sampling,,After,Yes,RandomForests,0.9095238095238096,0.0292706047521932,0.4819444444444444,0.1424610083106563,0.9416666666666668,0.1181453906563152,0.6298867798867798,0.1397898839208554,0.942806571815718,0.0270580313177875
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9136054421768708,0.0270495055136079,0.7041666666666666,0.158607219255619,0.771626984126984,0.1063739680365348,0.7237770236299648,0.1006152626198694,0.9495147357723576,0.0241555668012436
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9096088435374148,0.025757868080639,0.8652777777777778,0.1011221758292633,0.688969918969919,0.0851032355378117,0.7618182711681163,0.06349747407503,0.962525406504065,0.0200356341843809
d_num_tg,No sampling,,After,Yes,RandomForests,0.884906462585034,0.0273427991354408,0.3222222222222222,0.1516117116555021,0.9666666666666666,0.1,0.4643978243978244,0.171842152340069,0.8957918360433605,0.0288028978303794
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8846088435374149,0.0326718784357458,0.6680555555555555,0.1537155562141393,0.6648484848484848,0.1305521754832755,0.654608570823741,0.1066733808143682,0.9172815040650408,0.0294427573520176
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8456632653061226,0.0574911060772535,0.8638888888888889,0.1040832999733066,0.5345687645687646,0.1137552089072595,0.6572736188296829,0.1104654426730783,0.927577066395664,0.0441624480998626
d_num_tg,No sampling,,After,Yes,RandomForests,0.884906462585034,0.031583611909962,0.3222222222222222,0.1709857044056932,0.95,0.15,0.4601554001554001,0.1972848452542612,0.8970706300813008,0.0375366941873326
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8889030612244897,0.0209095942141491,0.6555555555555556,0.1166666666666666,0.6709126984126985,0.0606382577200213,0.6584087481146306,0.0833797636192229,0.916720867208672,0.0296715115573511
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8312925170068027,0.0474935329559341,0.8402777777777779,0.1106326503945979,0.5047428062133945,0.0930525436661463,0.6273548297621524,0.0927591884320215,0.9331724254742548,0.0389008208858021
d_num_tg,No sampling,,After,Yes,RandomForests,0.8848639455782313,0.0241560964403081,0.3208333333333333,0.126449924212446,0.95,0.15,0.4691919191919192,0.1547330016704199,0.9005572493224931,0.0290401591648902
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8847363945578233,0.029357954713359,0.6805555555555556,0.1443375672974064,0.6542316017316018,0.08302481894528,0.6586857887554483,0.0924601001769921,0.9208189363143632,0.0324000559853305
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.84375,0.05257421732812,0.9,0.0935414346693485,0.5332660884866767,0.1126315444837537,0.6638891730605285,0.0961714170706089,0.9337737127371276,0.035971136426102
d_num_tg,No sampling,,After,Yes,RandomForests,0.8972789115646258,0.0299955599703851,0.3972222222222222,0.1589898669028242,0.9666666666666666,0.1,0.5475324675324675,0.1579915545508153,0.9435238821138212,0.0283934283631008
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9031462585034012,0.0373979553167331,0.7041666666666666,0.1125,0.7227994227994229,0.1219267322609334,0.7091943093026685,0.1044966016665159,0.9456139905149052,0.0314601386370973
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8765731292517007,0.043928134404899,0.8638888888888889,0.1181453906563152,0.6054545454545455,0.1239932112994192,0.7036044657097289,0.0952690254265591,0.9548839769647696,0.0281562609708997
d_num_tg,No sampling,,After,Yes,RandomForests,0.8992772108843538,0.0308337425538768,0.4083333333333333,0.1695582495781317,0.9666666666666666,0.1,0.5568797868797868,0.1654991959298304,0.9432105352303524,0.0190768113942951
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9093537414965988,0.0234282210680385,0.7305555555555555,0.1130388330520878,0.7355952380952381,0.0777648292590558,0.7265756302521008,0.0710020580842203,0.950691903794038,0.0225120764673464
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8807397959183675,0.0522368624296753,0.8638888888888889,0.1181453906563152,0.6188061938061937,0.131508396320634,0.7129372897484354,0.1056540600725727,0.9511805555555556,0.0255477041752835
d_num_tg,No sampling,,After,Yes,RandomForests,0.8971938775510203,0.0240232752109834,0.3944444444444445,0.1314977819838292,0.9666666666666666,0.1,0.5493706293706293,0.1397922445923426,0.9390625,0.0234993853806781
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9073554421768708,0.0264812697990279,0.6930555555555555,0.1208333333333333,0.7495634920634922,0.1182905091620757,0.7118086978381096,0.0853621381673833,0.9479446138211384,0.0230041898561045
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8788265306122447,0.0540263858061462,0.8763888888888889,0.1118810131841462,0.6093628593628593,0.1187830010867025,0.71291368097062,0.1035219176513507,0.9527235772357724,0.0309192891493817
d_num_tg,No sampling,,After,Yes,RandomForests,0.9053996598639455,0.0334045437560023,0.4569444444444445,0.1677568511599783,0.9333333333333332,0.1333333333333333,0.6017049617049617,0.1694720642540793,0.95675897696477,0.026400470509248
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9196003401360544,0.0302459722930334,0.7416666666666666,0.1274754878398196,0.7698412698412699,0.0934816538253086,0.7517226890756302,0.0995711996951888,0.9576151761517616,0.0211215721232964
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8991921768707483,0.0383660097782259,0.8388888888888889,0.1261062162535129,0.6862498612498611,0.1435257994155239,0.7382956259426848,0.0795181833924403,0.964605352303523,0.0196550626902634
d_num_tg,No sampling,,After,Yes,RandomForests,0.9075255102040816,0.0332738703709908,0.4569444444444445,0.1854517757022324,0.9666666666666666,0.1,0.6020113220113219,0.1753119533016639,0.9484857723577236,0.0243126417273859
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9238520408163268,0.024371889081351,0.7277777777777777,0.1099242163189409,0.803968253968254,0.1017445150073909,0.7585267183796595,0.0847699760170818,0.9556885162601626,0.0234355781153989
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8951105442176871,0.029406312296092,0.8638888888888889,0.1181453906563152,0.6472999222999223,0.0923067051091914,0.7331465919701214,0.0726253793518685,0.9574508807588076,0.0248428044643496
d_num_tg,No sampling,,After,Yes,RandomForests,0.9095663265306124,0.0355199248511695,0.4694444444444444,0.1920286436967152,0.95,0.15,0.6123143523143522,0.1935054280858714,0.9533053861788618,0.021411227707445
d_num_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9278911564625852,0.0194709323892753,0.7652777777777777,0.0875,0.8076984126984128,0.0994690490090177,0.7792596782302665,0.0565020910281048,0.9617894647696478,0.02373468769952
d_num_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9094812925170068,0.035746892509067,0.8763888888888889,0.1118810131841462,0.6956798756798757,0.1366173708617702,0.7663079266794437,0.0908971003799783,0.9644732384823848,0.0248708367714732
d_num_tg,No sampling,,After,Yes,AdaBoost,0.8477891156462585,0.0242063326111027,0.1,0.1224744871391589,0.5,0.5,0.1612121212121212,0.1859503506444815,0.8873581470189702,0.027701129334944
d_num_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8085034013605442,0.027221644343679,0.6930555555555555,0.206701945913541,0.4490336134453782,0.0600653386127719,0.5359262649377066,0.0967765573698233,0.8749678184281843,0.0590653652250354
d_num_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.6994897959183672,0.0718866406187498,0.7416666666666666,0.187082869338697,0.3311982719722658,0.0832881328510099,0.4528252845494224,0.1046919936703978,0.8177566056910569,0.1025702005351686
d_num_tg,No sampling,,After,Yes,AdaBoost,0.8518707482993196,0.025409523545443,0.125,0.125,0.6,0.4898979485566356,0.2012121212121212,0.1899488436601706,0.8951816565040651,0.0353615911731448
d_num_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8436649659863946,0.0207281200660934,0.7791666666666666,0.1419727086450068,0.5279931669637552,0.0479302410370945,0.6213138675760159,0.0436129111353678,0.891513804200542,0.0367993535724379
d_num_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7508928571428571,0.0606553794204611,0.7291666666666666,0.1902575009471812,0.3863485602804488,0.0949229458535649,0.4933885997043892,0.0952761360560699,0.8457931063685636,0.0818762044566085
d_num_tg,No sampling,,After,Yes,AdaBoost,0.8579931972789115,0.0282429438705769,0.1625,0.1375,0.7,0.4582575694955839,0.2557575757575757,0.20225481326492,0.88817962398374,0.0481450226202227
d_num_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8354591836734695,0.0256628088570597,0.7305555555555555,0.1589898669028242,0.5101184926184926,0.055995229909095,0.5922705610224119,0.0650030986243542,0.8956038279132791,0.0435498462945648
d_num_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7860119047619049,0.0431911059719776,0.7041666666666666,0.1858258593414813,0.4227936687495511,0.0664028763039751,0.5180182595182595,0.0827241839410032,0.871885162601626,0.0723257915372273
d_num_tg,No sampling,,After,Yes,AdaBoost,0.907312925170068,0.03233976686804,0.5194444444444445,0.1674979270186815,0.8666666666666666,0.1190238071423808,0.6388544788544789,0.1483884844536226,0.9414663787262872,0.0321465577627407
d_num_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8846938775510204,0.0281973353273194,0.7541666666666667,0.1552887096132018,0.632552725052725,0.0801536435174501,0.6807406997886873,0.0907306023535317,0.9178010670731708,0.0477226685936123
d_num_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8826955782312925,0.0225544205504551,0.8277777777777778,0.1488380924957646,0.6130411255411256,0.05817763980983,0.697449494949495,0.0694831343095152,0.9455123644986452,0.0304517132663523
d_num_tg,No sampling,,After,Yes,AdaBoost,0.9196428571428572,0.0338415076477434,0.5694444444444444,0.1980810720667452,0.9273809523809524,0.0925896635969083,0.6846520146520148,0.1556365772133922,0.9379480013550135,0.0485811556172033
d_num_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8927721088435374,0.0361813482683498,0.7527777777777778,0.137183980276286,0.6604761904761904,0.1004228901481591,0.6988888888888888,0.1025214182811261,0.9479700203252032,0.0301999697176767
d_num_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8744897959183673,0.0285680118219409,0.8277777777777778,0.1379412113103904,0.5968753468753468,0.0767809737917008,0.685835511237988,0.0692435165187554,0.9455847730352304,0.0428371313319702
d_num_tg,No sampling,,After,Yes,AdaBoost,0.9237670068027212,0.0247506319770143,0.6194444444444445,0.181429508808977,0.9107142857142858,0.0743452142666475,0.7144139194139194,0.1314718251193974,0.9431995257452576,0.0416501987583868
d_num_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8968962585034014,0.0363420939568,0.7430555555555556,0.1740549881183785,0.6797510822510822,0.0942273258292335,0.6998414966526421,0.1173299406119139,0.9557342479674796,0.0272466818159919
d_num_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9073554421768708,0.0213276511466629,0.826388888888889,0.1280868845744949,0.6896481296481296,0.0596746935184164,0.7455698068701164,0.0650665345626275,0.9592090108401083,0.0296250161062079
d_num_tg,No sampling,,After,Yes,AdaBoost,0.9154336734693878,0.0356248119991337,0.6444444444444445,0.1804700652308976,0.8105158730158731,0.1397119884631686,0.7066294979530274,0.1497910157307323,0.9503705115176152,0.0164484248830832
d_num_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8866921768707483,0.041921531542981,0.7444444444444445,0.1578941276791368,0.6472727272727272,0.1156588703400561,0.6845906432748537,0.1180411420962462,0.9404945799457994,0.0293261803507419
d_num_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8888605442176871,0.0424366587736015,0.7944444444444445,0.1615893285805443,0.6344366744366744,0.0887804827950984,0.7017455403213917,0.1140317975473375,0.9445168529810296,0.0277972699433011
d_num_tg,No sampling,,After,Yes,AdaBoost,0.9155187074829932,0.0287825063161053,0.6444444444444445,0.1416666666666666,0.8244444444444445,0.1148388565032017,0.7125727213962507,0.102997593981099,0.9566463414634148,0.0243839978663927
d_num_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8991071428571429,0.0299375586643907,0.7194444444444444,0.1740051084818425,0.6922619047619047,0.0770657499710092,0.6963888888888888,0.1061100203550686,0.9570587737127372,0.023496693323565
d_num_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9155187074829932,0.0300201683116648,0.8555555555555555,0.1545603082582617,0.7085370185370186,0.0690520751822152,0.7678270430979408,0.0893826121403631,0.970020325203252,0.0189192428750911
d_num_tg,No sampling,,After,Yes,AdaBoost,0.9196003401360544,0.0272251304650654,0.6444444444444445,0.1622326861160982,0.8603571428571428,0.1275844502677084,0.720344932844933,0.0994879081909417,0.95479293699187,0.0291809289150426
d_num_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9176020408163266,0.026165616791112,0.7944444444444445,0.1615893285805443,0.7417063492063493,0.0673183496832894,0.7565056022408964,0.0926795593941064,0.9655589430894308,0.0213210504146548
d_num_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.907312925170068,0.0362393577165986,0.8180555555555555,0.1395055753565267,0.6929942279942279,0.0848365967391085,0.7450060199518403,0.0950664170437005,0.9661695460704608,0.0190418941197579
d_num_tg,No sampling,,After,Yes,Bagging,0.8559523809523808,0.0242636180181719,0.1833333333333333,0.1346291201783626,0.6166666666666667,0.4349329450233296,0.2764646464646464,0.1989771056749938,0.79628641598916,0.0584614258285733
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8170918367346938,0.03836240514925,0.6930555555555555,0.2141277526254932,0.4666437728937728,0.0891132990307453,0.5473340961098399,0.1187090974867583,0.8606948678861788,0.0462775731515063
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8251275510204081,0.0276400114906438,0.726388888888889,0.249617763345836,0.47375,0.0635471227884968,0.5608611436872307,0.1313882423972207,0.8783223238482385,0.0776395334528832
d_num_tg,No sampling,,After,Yes,Bagging,0.8724064625850338,0.0272344246071534,0.2472222222222222,0.137183980276286,0.9,0.3,0.3765656565656565,0.1823364107271768,0.8397040142276422,0.0716327103543477
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8230442176870749,0.0582811243722713,0.8291666666666666,0.1336584577695453,0.5037886382623225,0.1091753955605855,0.6161994626572632,0.0874940317273931,0.9262381436314364,0.0416221981313399
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8046343537414966,0.025628446206573,0.8638888888888889,0.0877971146071061,0.4575823359646889,0.0432724081614473,0.5959238823723949,0.0428097415491881,0.9063893123306233,0.0340229598885563
d_num_tg,No sampling,,After,Yes,Bagging,0.8662840136054422,0.0244864371397584,0.2097222222222222,0.1250694251650302,0.9,0.3,0.3288888888888889,0.1733912455349473,0.8421828421409214,0.0729170172335309
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8188350340136055,0.0468727391205116,0.8527777777777779,0.1067187372905474,0.4889877442818619,0.0853126039010158,0.6152816959143517,0.0702394820862393,0.935965870596206,0.0407154009321928
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8107568027210885,0.0445461578241478,0.9013888888888888,0.0932626220233307,0.4724553795877326,0.0705644892990785,0.616909362778928,0.0700631109105167,0.9247298441734416,0.0313796904218066
d_num_tg,No sampling,,After,Yes,Bagging,0.8622448979591837,0.0352645189257168,0.2708333333333333,0.1637770333919462,0.7028571428571428,0.3322035274849883,0.372958152958153,0.2069994920050484,0.8348132621951219,0.0786840280477666
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8559948979591837,0.0364879406665009,0.7416666666666666,0.1274754878398196,0.5732166444666444,0.101035973656055,0.6329444600806831,0.0644786355767138,0.9196603997289972,0.0244310784631298
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8413690476190476,0.0504762828732399,0.7805555555555556,0.15723301886761,0.5403250112460639,0.0939233049780835,0.6237073492955846,0.0739079514224878,0.905008045392954,0.043415872877876
d_num_tg,No sampling,,After,Yes,Bagging,0.8930697278911565,0.0284744936557909,0.4208333333333333,0.1618577049962919,0.8823809523809525,0.1257683866272838,0.5521911421911423,0.1478099753329546,0.8614024390243902,0.0584970078071197
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8435799319727891,0.0359465892029424,0.8013888888888889,0.1011221758292633,0.5307395382395381,0.0728432224687054,0.6326045778827446,0.0614873374994306,0.9359108231707316,0.0301994464004729
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8458758503401361,0.048124763167782,0.8527777777777779,0.1067187372905474,0.530989010989011,0.0899260983392882,0.6521848924022838,0.0911379813602308,0.9368550982384825,0.0309712862903489
d_num_tg,No sampling,,After,Yes,Bagging,0.8910289115646259,0.0256557990901932,0.3958333333333333,0.1359764072673393,0.8833333333333334,0.1632993161855452,0.535974025974026,0.1477756782880567,0.87100652100271,0.0598921187091197
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.851828231292517,0.0446725079699291,0.8291666666666666,0.1336584577695453,0.5471428571428572,0.097451295676299,0.6534067239949592,0.0934289907750041,0.9427794715447154,0.0317743998974949
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8560799319727892,0.0313700894931564,0.9,0.0935414346693485,0.5477884615384616,0.0704012009906112,0.6771822573561704,0.061109744188349,0.9472311144986448,0.0255861547603223
d_num_tg,No sampling,,After,Yes,Bagging,0.8806972789115648,0.0353904985767879,0.3819444444444445,0.2026302735964638,0.8147619047619049,0.2064652298971005,0.4871550671550671,0.2142897272025797,0.8657825203252033,0.0574159426837622
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8826955782312925,0.0370573948347623,0.7555555555555555,0.1145643923738959,0.6370093795093796,0.1013999799903314,0.6837682441397612,0.0850423794276354,0.9249364837398376,0.028774879795452
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8582057823129252,0.0354165645848705,0.7805555555555556,0.0953793595188299,0.5633333333333332,0.0844757978404217,0.6495079052354594,0.0715782230272052,0.9222560975609756,0.0287869655325794
d_num_tg,No sampling,,After,Yes,Bagging,0.9053996598639455,0.0321335481696932,0.4944444444444444,0.1861525658640722,0.8847619047619049,0.1304761904761905,0.6172760572760572,0.1630158259397744,0.897123560298103,0.0431004824485729
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8846513605442177,0.0326341500740068,0.7916666666666666,0.1207614728849119,0.6375391275391276,0.097041078284473,0.6968611367992172,0.0677525529139619,0.9467009654471544,0.0253816189420984
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.895110544217687,0.0264222245791291,0.851388888888889,0.0940042847723206,0.6453846153846154,0.0748466155224316,0.7302582436483366,0.0635280565848258,0.9569105691056912,0.0229657139392031
d_num_tg,No sampling,,After,Yes,Bagging,0.9095238095238096,0.0244203119532174,0.5194444444444445,0.1476670428889112,0.8980952380952381,0.1131731561162192,0.6457808857808857,0.1249488221203828,0.909050220189702,0.0393915209461212
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8888605442176871,0.0265322474639968,0.8180555555555555,0.127815513751483,0.6360822510822511,0.0601133185264331,0.7089771554554837,0.0655753584623962,0.951444783197832,0.0223583552663903
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8867772108843539,0.0249028101223054,0.8652777777777778,0.1155452051988504,0.6176884226884226,0.0625593528797139,0.7167049977885892,0.0652154817652497,0.9569690040650408,0.0214758702216803
d_num_tg,No sampling,,After,Yes,Bagging,0.907440476190476,0.01886150456386,0.5930555555555556,0.1349511228391803,0.8188095238095239,0.109856895163508,0.6744444444444444,0.0842031700550323,0.9218813516260164,0.0339098641731402
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9033588435374148,0.0272520747445807,0.763888888888889,0.1317615691736824,0.7029040404040405,0.1034076108970198,0.7211980271190798,0.0833500654932095,0.9387199356368564,0.0239016519782662
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9238945578231292,0.0274094582674935,0.8152777777777779,0.1140327681950334,0.7577525252525252,0.0840781719051936,0.7806227578750798,0.0783205659031572,0.9464274220867208,0.0307630326827062
d_num_tg,No sampling,,After,Yes,Bagging,0.9156462585034012,0.0215038562513892,0.5930555555555556,0.1460712345246508,0.8654761904761905,0.0977423727386,0.6911904761904762,0.1069365739071636,0.9393207994579946,0.0282675851537179
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8990646258503402,0.0238801794200385,0.7291666666666666,0.1196783884695422,0.7006024531024531,0.0932751824977238,0.7043446190892011,0.0686774401357154,0.9492737974254742,0.0249688235434703
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9093537414965986,0.0348607307294943,0.8291666666666666,0.1448778220892809,0.690858585858586,0.0870137530806544,0.7504162366701066,0.1018126699448492,0.9605394647696476,0.0240814835448641
d_num_tg,No sampling,,After,Yes,Bagging,0.9156037414965986,0.0173469908796069,0.5930555555555556,0.1228283581081972,0.8680952380952383,0.0934789922681286,0.6941575091575092,0.084942853402358,0.9395867208672088,0.0261885754346383
d_num_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.901190476190476,0.0274787516933104,0.7416666666666666,0.15,0.7053552003552004,0.0948759252308204,0.7108455527960171,0.0834390937979906,0.9537516937669376,0.0220869189487268
d_num_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.913562925170068,0.0328681762805435,0.8291666666666666,0.1448778220892809,0.7074891774891775,0.080326090381667,0.7587856897144822,0.0959035559235273,0.9606165311653116,0.0225379543838062
d_num_tg,No sampling,,After,Yes,XGBoost,0.9093962585034012,0.0231797246530248,0.5194444444444445,0.1366768288904727,0.9121428571428573,0.1128503614599113,0.6478821178821178,0.1062791589110303,0.9362999661246614,0.0349354793638548
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8846513605442177,0.025396607907485,0.7791666666666666,0.1179247641507075,0.6313888888888888,0.0698990674446349,0.6911690433749257,0.0621694284710927,0.9424288617886178,0.0305354112563737
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8908588435374151,0.0334406732172903,0.8027777777777778,0.1493039405597409,0.6397496947496948,0.0775767930191551,0.7073015873015873,0.0967664193748296,0.9440692750677508,0.0351333360790805
d_num_tg,No sampling,,After,Yes,XGBoost,0.9340986394557824,0.0260161005282374,0.6805555555555556,0.1070436048222094,0.9065476190476192,0.1074087309650772,0.7729945054945055,0.0913019226962545,0.9799669715447152,0.0172470542240076
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9423044217687075,0.0276131838908809,0.8166666666666667,0.1457737973711325,0.8481637806637806,0.1078167010817529,0.8218599194063589,0.0879281341407184,0.979631605691057,0.0138008450468544
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9505527210884356,0.0138412938603859,0.888888888888889,0.0874007373475126,0.8346031746031747,0.0700494732129006,0.8559103641456585,0.0422547634674183,0.9796968157181573,0.0114916221419505
d_num_tg,No sampling,,After,Yes,XGBoost,0.93609693877551,0.0316333673845906,0.6930555555555555,0.1443976954263621,0.9040476190476192,0.1213949533295249,0.7780769230769231,0.1210109670569149,0.9770265921409214,0.0206763164179245
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9443452380952382,0.0229161933741339,0.8416666666666666,0.1314977819838291,0.8348015873015873,0.0750199540936923,0.8314822595704949,0.0748981232362508,0.9848712737127372,0.0120051783410932
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9464285714285714,0.021104030606153,0.851388888888889,0.1093700395700557,0.8337698412698413,0.0710493571322359,0.8381115779645192,0.0709723473920908,0.9787466124661244,0.0150061395093504
d_num_tg,No sampling,,After,Yes,XGBoost,0.9114795918367348,0.0278704087423421,0.5805555555555555,0.137183980276286,0.8595238095238095,0.1421410624438028,0.6801120448179271,0.1140682145218471,0.9520215108401084,0.0237733410159731
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9072704081632654,0.0396811249545354,0.7791666666666666,0.1305038313613818,0.7107142857142856,0.1112414201865912,0.7381372549019607,0.1030738640649859,0.958314701897019,0.0297291126071769
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9093537414965986,0.0394839947223384,0.8527777777777779,0.1204736024566746,0.6882323232323233,0.0993238158030335,0.7589766081871345,0.0994214007357078,0.9558290989159892,0.028991714462859
d_num_tg,No sampling,,After,Yes,XGBoost,0.9361819727891156,0.0313044437582637,0.6805555555555556,0.1443375672974064,0.9189285714285712,0.1056086586199739,0.7748992673992674,0.1154682995709172,0.9772162940379404,0.0165899003025574
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9402636054421768,0.0340822277586644,0.8055555555555556,0.1502313031443328,0.8480555555555556,0.1195997052930016,0.8152544351073763,0.1028285758240881,0.9850948509485096,0.0107468130745123
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.960841836734694,0.0194339931535724,0.8763888888888889,0.0791666666666666,0.8880952380952382,0.0631014771797983,0.8805882352941176,0.0616202793204429,0.9801092479674796,0.0124397490460747
d_num_tg,No sampling,,After,Yes,XGBoost,0.9362244897959184,0.0268275237894139,0.6930555555555555,0.1443976954263621,0.91,0.0963068014212911,0.7773992673992673,0.1034849086255923,0.9752176490514906,0.0199994359947678
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403061224489796,0.0312615382003368,0.8055555555555556,0.1502313031443328,0.8383333333333333,0.0913361043104931,0.8141690009337068,0.1011276818852228,0.9830191395663956,0.0118132378551884
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9588010204081632,0.0207110198854218,0.888888888888889,0.1178511301977579,0.8684920634920635,0.0573692604830749,0.874140989729225,0.0719764728033525,0.9813440040650409,0.0122966957370556
d_num_tg,No sampling,,After,Yes,XGBoost,0.923937074829932,0.015674250784359,0.6305555555555555,0.0909059342886309,0.891904761904762,0.0968447807815467,0.7315750915750915,0.0627742650597772,0.9574665481029812,0.0240793608419743
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9236394557823132,0.0283472079363728,0.7916666666666666,0.1070436048222094,0.7764285714285715,0.0991643085525379,0.7764939309056956,0.0732728349912352,0.9513177506775068,0.0285287886298402
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9236394557823132,0.037331868916014,0.8166666666666667,0.1346291201783626,0.7619444444444444,0.1288424844624983,0.7808006535947714,0.1053500257786621,0.962110433604336,0.0275968740483902
d_num_tg,No sampling,,After,Yes,XGBoost,0.9341411564625852,0.0180679270811349,0.6805555555555556,0.1070436048222094,0.9079761904761906,0.0774231569886893,0.7714560439560438,0.0717028177744941,0.9760162601626016,0.0183110087743933
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9402210884353742,0.021859861765083,0.8166666666666667,0.1089724735885168,0.8359126984126984,0.0902596353652399,0.8188725490196077,0.0626476320375001,0.9782621951219512,0.0151255235871832
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9443027210884352,0.0210328156147828,0.8541666666666666,0.1007782218537318,0.8293253968253967,0.0837104938165239,0.8355718954248367,0.0612272170434192,0.9802218834688348,0.0135673101057231
d_num_tg,No sampling,,After,Yes,XGBoost,0.9361819727891156,0.0173075554166775,0.6930555555555555,0.107124667768187,0.910357142857143,0.0754315813793384,0.7800274725274724,0.0694439037803155,0.974159891598916,0.0172604099931433
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9402636054421768,0.0195922224103431,0.8166666666666667,0.1346291201783626,0.8338780663780664,0.0774467431898144,0.8161456336920733,0.0670596805118931,0.978678861788618,0.0138566374420233
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9463860544217686,0.0191387461952993,0.8541666666666666,0.1007782218537318,0.8371031746031745,0.0744322700472652,0.8401470588235295,0.058380871221381,0.9792606707317072,0.0154890145154901
d_num_tg,No sampling,,After,Yes,XGBoost,0.915688775510204,0.023326342700949,0.6305555555555555,0.1545603082582617,0.8401587301587302,0.1141970555579711,0.7048276233570351,0.1038699451700483,0.9455106707317074,0.0290753103703096
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9175595238095238,0.0308841207867536,0.7791666666666666,0.1305038313613818,0.7603860028860028,0.1258118664369016,0.7589841024128949,0.0871690999800289,0.9511094173441736,0.0320614096144631
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9154336734693878,0.0408851151142503,0.7791666666666666,0.1525819451966713,0.7301984126984127,0.1085591938827275,0.7517810457516341,0.1248157780001404,0.9610624153116532,0.0266542582904647
d_num_tg,No sampling,,After,Yes,XGBoost,0.930059523809524,0.0209417300127227,0.6555555555555556,0.1024017143953709,0.9004761904761904,0.0836375399879629,0.7542857142857142,0.0833300405902624,0.9674661246612466,0.0216731769989871
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9381802721088436,0.0188319145617828,0.7916666666666666,0.1330726618555942,0.8460714285714286,0.0956776315743312,0.806645299145299,0.0634067974501939,0.9783934620596206,0.0148644831326131
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9443027210884354,0.0264440743715722,0.8291666666666666,0.1077709763031463,0.8426587301587303,0.0897345420941544,0.8313235294117647,0.0779635095639582,0.9777024051490514,0.0182639794634913
d_num_tg,No sampling,,After,Yes,XGBoost,0.9321428571428572,0.0184938716581304,0.6805555555555556,0.1070436048222094,0.8913095238095238,0.0736673938770398,0.7659615384615384,0.0737390938435934,0.9688702574525744,0.0229023737267858
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9402636054421768,0.0236107240483527,0.7916666666666666,0.1443375672974064,0.8543650793650794,0.0955609606655655,0.810802628743805,0.0802996586629104,0.9790337059620596,0.0146084502003808
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9401785714285712,0.0255272406264131,0.8291666666666666,0.1077709763031463,0.8230555555555557,0.0920534768088234,0.82109477124183,0.075243118068093,0.9777176490514906,0.0189462692364256
d_num_tg,No sampling,,After,Yes,XGBoost,0.9155612244897962,0.0254897877485648,0.6180555555555556,0.0990405360333726,0.8595238095238095,0.146945467849614,0.7086834733893557,0.0836968040200922,0.9503679708672086,0.0273418323761263
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9298894557823132,0.0251084074780087,0.7916666666666666,0.1070436048222094,0.8045093795093796,0.1016768924049175,0.7902388323750553,0.0696739222400697,0.9570164295392954,0.0285090054610404
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9113945578231292,0.0451578651504996,0.8041666666666666,0.12226167292601,0.7141666666666666,0.1190785740178452,0.7543627450980392,0.1173371019009193,0.9622103658536584,0.0282112869307923
d_num_tg,No sampling,,After,Yes,XGBoost,0.9278911564625852,0.0268202455313928,0.6680555555555555,0.1054915741764346,0.8779761904761905,0.1163762785477211,0.7539468864468863,0.0916280291129087,0.9715099932249324,0.0232006710067762
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9422193877551022,0.0333754170429865,0.8041666666666666,0.1344355483741806,0.8527777777777779,0.1159035891390281,0.8209663865546218,0.1012107081438381,0.9762364498644986,0.0170255616751776
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9381802721088436,0.0207587516886062,0.8291666666666666,0.1077709763031463,0.812936507936508,0.0764686143433489,0.81577964519141,0.0634572802508998,0.9766141598915988,0.0187158208537066
d_num_tg,No sampling,,After,Yes,XGBoost,0.9258503401360546,0.0250815747643656,0.6680555555555555,0.1054915741764346,0.8636904761904762,0.1090586005075766,0.7482326007326007,0.0866613567162249,0.970379403794038,0.0244866847562569
d_num_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.942219387755102,0.0321032683261471,0.8041666666666666,0.12226167292601,0.8533730158730158,0.1155417980319962,0.8220378151260505,0.0943416007658022,0.976869071815718,0.0169387601486513
d_num_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9381802721088436,0.0226765164265124,0.8291666666666666,0.1077709763031463,0.8075396825396826,0.0554491611606433,0.815294117647059,0.0701308712361825,0.978384993224932,0.0168269731510183
d_num_tg,No sampling,,After,Yes,MLP,0.8127551020408162,0.0233465990829671,0.1111111111111111,0.152525043481026,0.1813492063492063,0.1933647542689712,0.1267557932263814,0.1502622931413492,0.626009485094851,0.1602195474518476
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7984693877551021,0.1218783947128584,0.8527777777777779,0.0909059342886309,0.4861525974025975,0.121290357331916,0.6082850974442758,0.110938629859605,0.8737940379403794,0.0864759531845171
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8415816326530612,0.0548140359040739,0.8527777777777779,0.0909059342886309,0.5404135338345865,0.1251755163762604,0.6509625237886107,0.0821670315415212,0.9125271002710026,0.03562447816811
d_num_tg,No sampling,,After,Yes,MLP,0.9258503401360546,0.0350171885165089,0.6041666666666666,0.2009093908540198,0.9208333333333334,0.1093700395700557,0.7117823842823843,0.1686668994747837,0.936537093495935,0.0719536528704808
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9299744897959183,0.0401730820855103,0.8652777777777778,0.0842656184006528,0.7755050505050505,0.138398813979925,0.8103468899521531,0.0931003736473542,0.9619283536585366,0.0394354519101716
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9217687074829932,0.0397841972098587,0.9125,0.0800390529679106,0.7214940614940615,0.1280850434805747,0.7996828970822778,0.0921038502283516,0.9565929878048782,0.0473555975748629
d_num_tg,No sampling,,After,Yes,MLP,0.8211309523809524,0.0323012028952166,0.1222222222222222,0.1346291201783626,0.3166666666666666,0.3531603350069515,0.1643850267379679,0.1705981590662841,0.7320265921409215,0.0983430904657994
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8189200680272108,0.0542122514804868,0.8027777777777778,0.0989528507253159,0.4940019388935797,0.0900725050174138,0.6032363261093912,0.0666314703232998,0.8812898035230352,0.0615359505545241
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8067602040816327,0.0546707375079155,0.825,0.1391941090707505,0.4676183293830352,0.096687833220794,0.5901899766899767,0.0951333993417846,0.8866658197831978,0.0740474618250144
d_num_tg,No sampling,,After,Yes,MLP,0.9053571428571427,0.0480709996991772,0.4819444444444444,0.2404061956125276,0.869047619047619,0.233102412458296,0.5995404595404595,0.2464972248837041,0.9148280826558268,0.0636583451946869
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9258503401360544,0.0381911602128603,0.8763888888888889,0.0791666666666666,0.7497222222222222,0.1315538028549824,0.8028749570003442,0.093207874304751,0.954933943089431,0.0463896672433446
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9134778911564628,0.0400934472409371,0.8527777777777779,0.0909059342886309,0.7250505050505052,0.1508064147749415,0.7729630502086418,0.0918601647600716,0.9536094173441734,0.0456853270907851
d_num_tg,No sampling,,After,Yes,MLP,0.8435374149659864,0.0214860273348193,0.2625,0.1525819451966713,0.5283333333333332,0.2454078238361605,0.3333466533466533,0.1647928732111512,0.6944800135501354,0.127924205436548
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.825170068027211,0.0571447551919953,0.8138888888888889,0.1404358295529393,0.5028874067109361,0.0945583350732889,0.6118245614035087,0.0928075216382688,0.9094181910569106,0.0311228348470709
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.79421768707483,0.0275869527168509,0.7152777777777778,0.0990405360333726,0.4298401598401599,0.0484651170590239,0.5357353363646269,0.062254928985806,0.8744859417344173,0.0376518312005896
d_num_tg,No sampling,,After,Yes,MLP,0.8928571428571427,0.0432241366236195,0.5041666666666667,0.2192553686153811,0.7722619047619048,0.1846167584637671,0.5875777000777,0.2062904115591225,0.8937559281842817,0.0764906318344253
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9156462585034012,0.0435031055023368,0.8777777777777779,0.1089724735885168,0.7302350427350428,0.155238195333975,0.7824281961588464,0.0947340390375217,0.95670054200542,0.0412377008300875
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.911309523809524,0.0375081939927122,0.851388888888889,0.0940042847723206,0.7010858585858586,0.1068801936912983,0.764423257341214,0.0885100702380102,0.9531995257452576,0.0532982401887212
d_num_tg,No sampling,,After,Yes,MLP,0.8251700680272108,0.0419002028121134,0.1972222222222222,0.1384437310486345,0.4372222222222222,0.3414389485040562,0.2570592152945093,0.1706705228823651,0.7304352981029811,0.125031244649189
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8332908163265305,0.0438747700234019,0.8152777777777779,0.0993905036823046,0.5163854691060574,0.1140686759955929,0.6239479099593515,0.0829003951518349,0.9059849254742548,0.0389238959780748
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8394557823129253,0.0450327965236198,0.888888888888889,0.1037491633165727,0.5182095755122071,0.0743040990173891,0.6518857915539839,0.0764671208230132,0.9227430555555556,0.0400121034546478
d_num_tg,No sampling,,After,Yes,MLP,0.9136479591836734,0.04744122608121,0.6069444444444445,0.2010821418668942,0.8311904761904761,0.1671767704029429,0.6894588744588745,0.1818562576086913,0.9348399390243902,0.060834062556323
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9052295918367348,0.0349723768032811,0.8527777777777779,0.1204736024566746,0.6793512043512043,0.1024540162006186,0.750250257997936,0.0879215661457698,0.9462356029810298,0.0371116401810737
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9383503401360545,0.0328059417126311,0.8652777777777778,0.0630531081267564,0.8147877122877123,0.1384359652827471,0.8297660818713449,0.0720804181192247,0.9599373306233062,0.0373773193207245
d_num_tg,No sampling,,After,Yes,MLP,0.7735119047619048,0.0879763174600066,0.5277777777777778,0.2319901817845842,0.4024254830137183,0.1769326948967713,0.438017094017094,0.1715978350994791,0.7363372289972899,0.1582067791783631
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8169642857142858,0.0489541377606826,0.888888888888889,0.0874007373475126,0.4872587719298245,0.0867364173005229,0.6230355062196494,0.0697072027997704,0.9182621951219512,0.0412167919933356
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8476615646258503,0.0571040123729879,0.8277777777777778,0.1130388330520878,0.5438232600732601,0.1187491652813674,0.6509617918313572,0.1074999753079687,0.9098585704607046,0.0503303153971784
d_num_tg,No sampling,,After,Yes,MLP,0.85625,0.0913934584979291,0.6680555555555555,0.2058603221172604,0.6148412698412699,0.2202985247312103,0.620006105006105,0.1878551548656947,0.8970841802168023,0.0993551644291473
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8990646258503402,0.0556531865770199,0.851388888888889,0.1839478337887009,0.67,0.1396689206924984,0.7384320990028354,0.1399673763368404,0.9377532181571816,0.0604003842775377
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8907738095238095,0.0418262121397389,0.9125,0.1125,0.6274854312354312,0.0888261081620982,0.7379758272492827,0.0842378100980023,0.9397806571815718,0.0517016520437074
d_num_tg,No sampling,,After,Yes,MLP,0.776998299319728,0.1317658564311266,0.4819444444444444,0.1185121887777324,0.4602922077922078,0.1912485842922686,0.4458171113895303,0.1260091476211425,0.7630233739837399,0.1055449639391849
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8147108843537415,0.0753433991400357,0.888888888888889,0.0874007373475126,0.4994442714148596,0.1095642973996467,0.6280081394709344,0.0837264066856218,0.9097840447154472,0.0325560780069265
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.810204081632653,0.0645982083741612,0.7763888888888889,0.1357208122908527,0.4719921500068558,0.1167111484852386,0.5827779230685409,0.1182247316354671,0.8801693766937669,0.0694481217010073
d_num_tg,No sampling,,After,Yes,MLP,0.8908588435374151,0.0397537651407561,0.6569444444444444,0.2605083172056764,0.6808333333333334,0.1788873792206829,0.6420968084203378,0.1851415617599328,0.9137491531165312,0.0627071804982397
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8846938775510205,0.035886872433128,0.826388888888889,0.1397542485937368,0.6343512043512043,0.1150623835182053,0.7043338130886927,0.0874278367982574,0.94194783197832,0.0433282496488914
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.880484693877551,0.0394343576375837,0.8625,0.180710403685012,0.5993789543789543,0.0896601730208816,0.6999513936356041,0.1179827062738535,0.943627201897019,0.0431642122009506
d_num_tg,No sampling,,After,Yes,MLP,0.89906462585034,0.0377397774868543,0.4333333333333333,0.1719980620045857,0.8833333333333332,0.1833333333333333,0.5734965034965035,0.1933808876330908,0.9244757791327912,0.0691306970408914
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8990221088435375,0.0397119996128844,0.8777777777777779,0.1089724735885168,0.6683158508158509,0.1371803537521174,0.7474853801169591,0.0871025540941364,0.9370299796747968,0.0398262219141725
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8826530612244898,0.0441771956152719,0.8763888888888889,0.1369940185231133,0.6128625541125541,0.10298402995799,0.7149449546131469,0.1025220062797644,0.9295943428184282,0.0398902685276848
d_num_tg,No sampling,,After,Yes,MLP,0.9505952380952382,0.0188046333335582,0.8652777777777778,0.0842656184006528,0.8504365079365079,0.0867955118906141,0.8533986928104577,0.0570144752749273,0.9694215785907858,0.0352377778441522
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.95671768707483,0.0340204074831292,0.8652777777777778,0.1155452051988503,0.8813888888888888,0.1208448270395643,0.8696732026143792,0.1023933759311433,0.974569783197832,0.03245652047109
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9527210884353744,0.0183541540550597,0.8652777777777778,0.1011221758292633,0.861547619047619,0.0838446989826612,0.8575443510737628,0.0572467251612119,0.9724822154471544,0.0355296264825572
d_num_tg,No sampling,,After,Yes,MLP,0.9011479591836736,0.0344378569206458,0.4333333333333333,0.1973786547054501,0.9357142857142856,0.1513544292886935,0.5684926184926186,0.2036924905609198,0.9214668021680218,0.0501295411727677
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9053146258503402,0.0496044480724123,0.8638888888888889,0.1307032261779843,0.6845544733044734,0.132777023766119,0.755891812865497,0.1173696020374911,0.9489871273712736,0.0519374913773032
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8908163265306124,0.0382751310138266,0.9,0.1089724735885168,0.6297943722943722,0.0944925071611336,0.7348870281765019,0.0826537489559003,0.9480995934959352,0.0366637699431953
d_num_tg,No sampling,,After,Yes,MLP,0.9507227891156462,0.022660766919375,0.8152777777777779,0.0821795121804834,0.8968253968253969,0.116696357306113,0.847387955182073,0.0637484956319516,0.9678861788617888,0.0361701700787359
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.958843537414966,0.0242233533556958,0.8777777777777779,0.0935414346693485,0.881547619047619,0.0866727442051851,0.8762745098039216,0.0712392366260576,0.9724974593495936,0.0349771651501243
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9506802721088436,0.0207672838873848,0.8652777777777778,0.0842656184006528,0.8559920634920634,0.1051346857806452,0.8545751633986928,0.0603083746008004,0.9728057249322491,0.0306571201493081
d_num_tg,No sampling,,After,Yes,MLP,0.8969387755102038,0.0338693795980662,0.4194444444444444,0.1938283891602168,0.919047619047619,0.133077986785544,0.5515462315462314,0.1938835613853086,0.9459993224932248,0.0363686874127662
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.911437074829932,0.0380050912341473,0.8638888888888889,0.0877971146071061,0.7021367521367521,0.1204219435982812,0.7685070519435844,0.0898035028867903,0.9544148035230352,0.033050857103486
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9053146258503402,0.0278134351926874,0.9,0.075,0.6633916083916085,0.0765594543634812,0.7610066833751044,0.0649578399613122,0.9565455623306234,0.0261763423452235
d_num_tg,No sampling,,After,Yes,MLP,0.9589285714285714,0.0260204081632652,0.8638888888888889,0.0877971146071061,0.8916666666666666,0.1003081671403766,0.8746358543417367,0.0787421115290364,0.9752328929539292,0.0416568208703592
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9547619047619048,0.0201928480073599,0.8652777777777778,0.0630531081267564,0.8722222222222221,0.0953793595188299,0.8653431372549021,0.0581592599627575,0.970957825203252,0.0390413481300907
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9630102040816328,0.0239201148820249,0.8916666666666666,0.1089724735885168,0.8940476190476192,0.0792817022357481,0.8879411764705882,0.0740826247788079,0.9776829268292684,0.0290594684521618
d_num_tg,No sampling,,After,Yes,MLP,0.9011479591836734,0.0304804240883076,0.4708333333333333,0.1945882404805936,0.9040476190476192,0.0993062671430033,0.5891086691086691,0.1804525780341662,0.9444080284552844,0.0347743461734131
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9136479591836734,0.0350719951716334,0.8777777777777779,0.075,0.7163347763347764,0.1303881571596073,0.7781150737807084,0.0670529775357885,0.9476905487804878,0.0285740242034579
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8825680272108845,0.0436402643601423,0.875,0.1369306393762915,0.6088850038850039,0.1015597650627238,0.7132384553571793,0.1060765379688497,0.9457698170731708,0.0471055362371422
d_num_tg,No sampling,,After,Yes,MLP,0.965093537414966,0.018298570923278,0.8652777777777778,0.0842656184006528,0.9277777777777778,0.0814130604986269,0.8914495798319327,0.0567494269899825,0.9746731029810298,0.0297494210968359
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9527210884353744,0.0242233533556958,0.8652777777777778,0.0842656184006528,0.8673809523809524,0.1084013101457737,0.8602404295051354,0.0673225787084457,0.9724170054200544,0.0378170705216604
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.950722789115646,0.0292184653880163,0.8527777777777779,0.0716860438920218,0.8658333333333333,0.1268690512805999,0.8548366013071895,0.0817613555527449,0.9722230691056912,0.026961491884443
d_num_tg,No sampling,,After,Yes,MLP,0.8909013605442176,0.0333958571258953,0.4444444444444445,0.1863389981249824,0.7907142857142857,0.1799421990844223,0.5549816849816851,0.1931251733512438,0.9229107384823848,0.039946305389022
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8826105442176871,0.0494995293102773,0.8763888888888889,0.0560567668628071,0.6236140248640248,0.121945593677384,0.721676238764003,0.0901124497465233,0.9411238143631436,0.0394355203295152
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8536989795918368,0.0487618170052527,0.85,0.1346291201783626,0.5490639997257645,0.0973025343478246,0.6609681020733653,0.1012217685556989,0.94192581300813,0.0350080271364259
d_num_tg,No sampling,,After,Yes,MLP,0.9341836734693876,0.0344649056828279,0.7180555555555556,0.1886078382959379,0.8748809523809523,0.127950692673412,0.7734760827407887,0.1341565131139582,0.9649661246612468,0.0504680813234211
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.938265306122449,0.0274515030999097,0.8777777777777779,0.075,0.7991161616161616,0.12301973145024,0.8289164086687307,0.0666643624621012,0.9656487127371272,0.0446038776374778
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9465561224489796,0.0226388988256688,0.8652777777777778,0.0630531081267564,0.8396284271284271,0.1103208368443352,0.8460371517027865,0.0565872768585857,0.9702752371273712,0.0386712782283913
d_num_tg,No sampling,,After,Yes,MLP,0.8991071428571429,0.0313538350818428,0.4583333333333333,0.2041241452319315,0.9040476190476192,0.0993062671430033,0.5727960927960928,0.2021989804310548,0.9267852303523036,0.0486747671381568
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8702806122448979,0.0488410865559571,0.851388888888889,0.1228283581081972,0.5963461538461539,0.1140312122886513,0.6899020277967647,0.0953919991423336,0.9446383807588076,0.0459281997806571
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8641581632653061,0.0431631388270556,0.875,0.1118033988749894,0.5666390626916942,0.0830493955740352,0.6841267309688362,0.0853504236805412,0.937202743902439,0.0366970388193517
d_num_tg,No sampling,,After,Yes,MLP,0.9424319727891156,0.0330847885356615,0.7180555555555556,0.1801330526768107,0.925,0.1,0.7952380952380952,0.133582887209036,0.9711932588075882,0.0443232366770724
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9362244897959184,0.0233688878973831,0.8652777777777778,0.0630531081267564,0.7910858585858586,0.1081258195944574,0.820966632266942,0.0585875424056882,0.9647222222222224,0.0426740136599557
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.946513605442177,0.029273692492507,0.8777777777777779,0.075,0.8310173160173161,0.1183496888148827,0.8482103543171654,0.0768723750253986,0.9689828929539296,0.0405117813049657
d_num_tg,No sampling,,After,Yes,MLP,0.8088860544217686,0.0618309701901782,0.2,0.1600781059358212,0.4199999999999999,0.3798245208865097,0.2537806637806638,0.1994312155354637,0.7051600609756097,0.1265403358762617
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8415816326530612,0.0662567769439407,0.8277777777777778,0.0807946642902721,0.5370257228151964,0.1218254103983785,0.6461578420980763,0.1071775750425305,0.9025220189701896,0.0600616335529285
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.800170068027211,0.0423756152392231,0.8625,0.1038327982864759,0.4524404761904762,0.058892756071414,0.591707660155936,0.0680724383078432,0.895353150406504,0.0444216234108595
d_num_tg,No sampling,,After,Yes,MLP,0.9114795918367348,0.0394716313757769,0.5652777777777778,0.2345577990839595,0.8341666666666667,0.1453181375847871,0.6501098901098902,0.2123962272455571,0.9461763211382112,0.0474471687534501
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9074404761904764,0.0390569333462431,0.8638888888888889,0.067700320038633,0.6860683760683761,0.1169717524887653,0.760859993120055,0.0891902354030923,0.9494139566395664,0.042991665532305
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9218962585034016,0.0418752803807845,0.8527777777777779,0.1328114787542435,0.7465873015873016,0.1425613339514598,0.786267082590612,0.1105981747211022,0.9576295731707316,0.0423833598235829
d_num_tg,No sampling,,After,Yes,MLP,0.816921768707483,0.03695371216782,0.1736111111111111,0.128086884574495,0.4072727272727272,0.2951652040880088,0.2209961967856704,0.1429743192305686,0.7003336720867208,0.1092826151571464
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8230017006802722,0.0514561361235799,0.8138888888888889,0.1288302069478359,0.4922510822510823,0.1083578560847856,0.6079671510792792,0.1032899625874325,0.899396172086721,0.0420483712928692
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8351615646258503,0.0564657385040619,0.8138888888888889,0.1288302069478359,0.5315609545253508,0.1335587128351292,0.6295870797987502,0.1003709124927692,0.9202574525745256,0.0375716498427991
d_num_tg,No sampling,,After,Yes,MLP,0.9011904761904764,0.0549059693934416,0.5277777777777778,0.2916666666666667,0.8353787878787878,0.235728568461654,0.5983088548878023,0.2663064169288771,0.8940082994579945,0.0907709945528521
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9280187074829932,0.0277516225664311,0.8541666666666666,0.1152443057161611,0.779949494949495,0.1207182277925557,0.8004657530441619,0.0577503352961451,0.9584044715447152,0.0354395575643647
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9092687074829932,0.0494285393623351,0.875,0.1369306393762915,0.7091774891774892,0.1300679782038707,0.7680610067606971,0.0964363064201094,0.9493919376693768,0.0374026959464695
d_num_tg,No sampling,,After,Yes,MLP,0.8356292517006801,0.0484929528584402,0.2597222222222222,0.1530363972683913,0.6523809523809524,0.2999338551419587,0.3361021984551396,0.1539573136142666,0.7325406504065041,0.0889380545797138
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8290391156462587,0.0446438491953265,0.851388888888889,0.1460712345246508,0.5087707390648568,0.0969900706470134,0.6258695652173912,0.0798481015578049,0.905164295392954,0.0457191677704517
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8580782312925171,0.0265884649625324,0.8638888888888889,0.067700320038633,0.555989010989011,0.0726179297707384,0.671969696969697,0.0444497528969365,0.9350584349593496,0.0179330129355999
d_num_tg,No sampling,,After,Yes,MLP,0.9072704081632654,0.034030847033156,0.5430555555555555,0.2305262698937175,0.8482142857142858,0.155930796397973,0.6322619047619048,0.1954908714978842,0.9095384485094852,0.0927488262104702
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9279761904761904,0.0323068827146638,0.9013888888888888,0.1087332362558324,0.7418434343434344,0.1183237541228105,0.8075877192982455,0.0884097691232532,0.9572916666666668,0.0385278840628691
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9238520408163264,0.0331782246480353,0.8763888888888889,0.1369940185231133,0.7376845376845377,0.1140912339321751,0.7915494618900192,0.0965539961362541,0.9628506097560976,0.0365621941355541
d_num_tg,No sampling,,After,Yes,MLP,0.8374149659863945,0.0326026440776127,0.275,0.1561249499599599,0.4778571428571427,0.2997089480057932,0.3387912087912088,0.1873708869957218,0.7247772696476965,0.1530246345806905
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8149234693877551,0.0566565399002323,0.8125,0.170018381359193,0.4747151949357832,0.1116011193972748,0.5939701760228077,0.1211031886237062,0.8952887872628725,0.067881942204543
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8102465986394558,0.0787210274631998,0.851388888888889,0.1228283581081972,0.4869190531690532,0.1233227147413047,0.6117385085170929,0.1164018813909217,0.9082232384823848,0.0627856619542407
d_num_tg,No sampling,,After,Yes,MLP,0.9052295918367348,0.0415495586341132,0.5111111111111111,0.2150581316760656,0.8889285714285714,0.1624466160350054,0.619554612054612,0.2035237114329711,0.910403963414634,0.0638387739266522
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9342261904761904,0.0312406274991227,0.8763888888888889,0.0969141945801083,0.7950563325563326,0.1316411613857504,0.8200855173378393,0.0661799400329414,0.9737550813008132,0.0295263149258644
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9238520408163268,0.0307932632174905,0.85,0.1346291201783626,0.7334812409812409,0.0856662184210023,0.7846143545137354,0.0999465994214457,0.955158367208672,0.0537104769502139
d_num_tg,No sampling,,After,Yes,MLP,0.759013605442177,0.0558696118780053,0.3986111111111111,0.2095381826780026,0.3217324342324342,0.0826048415764795,0.3380527805527805,0.1109525906303258,0.716347391598916,0.0918045119253533
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8148384353741497,0.099477848648896,0.763888888888889,0.1317615691736824,0.5221585865115277,0.205403450013018,0.6006696264803681,0.1560565012341793,0.8704285230352303,0.0698752815746065
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8190051020408162,0.0381967687419362,0.8138888888888889,0.1288302069478359,0.4781221719457013,0.0656839492517109,0.599328565154652,0.0773617143747136,0.8985569105691056,0.0468553878596716
d_num_tg,No sampling,,After,Yes,MLP,0.890986394557823,0.0574115630137356,0.6541666666666666,0.1998697492535242,0.69,0.1753027830915333,0.6629291365669074,0.1759552195014078,0.928098746612466,0.0540099791754955
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9012329931972788,0.04079198271346,0.8638888888888889,0.1307032261779843,0.6781468531468532,0.1241937431262938,0.7459488189828747,0.0947071037042591,0.9414735772357724,0.0480159148978966
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8828231292517007,0.0238233378293646,0.8638888888888889,0.067700320038633,0.6083333333333334,0.0658986407598403,0.7113780828883803,0.0534784733861556,0.9473382452574526,0.0366773390315763
d_num_tg,No sampling,,After,Yes,MLP,0.8253401360544217,0.0434796631473721,0.3972222222222222,0.1685312368013057,0.4857142857142856,0.1502831794100905,0.4196581196581196,0.1529783946397825,0.8089295392953929,0.0606190815352547
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8517857142857143,0.0441256892255233,0.8291666666666666,0.1336584577695453,0.5485606060606061,0.088185179562678,0.653298141599057,0.0825726589059309,0.9144800135501354,0.0450102592598183
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7963860544217687,0.0469213071668463,0.8180555555555555,0.127815513751483,0.4477302938719347,0.0656697580223019,0.5740297949658563,0.0691983592773627,0.8900177845528457,0.0508633851521035
d_num_tg,No sampling,,After,Yes,MLP,0.8453231292517007,0.0766789944757241,0.6430555555555555,0.2168668946612184,0.5547313797313798,0.2040057835739503,0.5815342844290213,0.1962954003116966,0.890564024390244,0.0814724965727633
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8886904761904761,0.0551492617015169,0.851388888888889,0.1228283581081972,0.6491154678654678,0.1512880162945175,0.7252729305438284,0.1201616669987764,0.94204945799458,0.045603159156824
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8804421768707483,0.059258946677691,0.9,0.075,0.6130529274646922,0.1369439229039089,0.7239455886092041,0.1149371340743117,0.9400575880758806,0.0409123846686133
d_num_tg,No sampling,,After,Yes,MLP,0.894982993197279,0.0327021845629751,0.4097222222222222,0.1799401906807432,0.9107142857142858,0.1591190672138961,0.5457109557109557,0.1788499708312334,0.940784214092141,0.0365240445611178
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8929421768707483,0.0478801907716817,0.8763888888888889,0.1118810131841462,0.6646176046176046,0.1591754942816105,0.7387876430116302,0.0913645247186571,0.9527989498644986,0.0402092892364686
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9093962585034012,0.0369225138736662,0.8763888888888889,0.0969141945801083,0.6898124098124099,0.0942710578702043,0.765912564873394,0.0787075686115981,0.946050982384824,0.0365400267596909
d_num_tg,No sampling,,After,Yes,MLP,0.9568027210884354,0.0193124582111744,0.8277777777777778,0.0807946642902721,0.915277777777778,0.0932626220233308,0.8642760180995476,0.0620641982838117,0.977721036585366,0.0337376361629196
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588860544217688,0.0274154262317673,0.8902777777777778,0.0834374349770866,0.8835173160173161,0.1158925392799786,0.8807103543171655,0.0735109011757894,0.9774161585365851,0.0256712261789032
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9526785714285716,0.0306388360038238,0.8527777777777779,0.1067187372905474,0.8678174603174604,0.108917902157684,0.8568954248366014,0.094132504954679,0.9773746612466124,0.0342333043355017
d_num_tg,No sampling,,After,Yes,MLP,0.903188775510204,0.0336771464786125,0.4458333333333333,0.205015243335709,0.9607142857142856,0.0821428571428571,0.5781929181929182,0.1953486504525247,0.9266099254742546,0.0466133636909416
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.897108843537415,0.0387810109178649,0.8763888888888889,0.0969141945801083,0.6579396094101976,0.1014633106465071,0.7433567251461988,0.0759674477020173,0.9490023712737128,0.0316107090558095
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.890858843537415,0.043219975189485,0.8875,0.1179247641507075,0.6317269331975215,0.1062892164752962,0.7327437845951777,0.0975900167963364,0.9462847222222224,0.0358329147828727
d_num_tg,No sampling,,After,Yes,MLP,0.9589285714285714,0.0273831969756449,0.8652777777777778,0.0842656184006528,0.8940476190476192,0.1059427199685571,0.8762254901960784,0.0797933973163596,0.971753048780488,0.0369937697738699
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9526360544217688,0.0227258870039772,0.8402777777777779,0.0773923984208612,0.8855555555555557,0.1152345969996815,0.8568090569561159,0.066301923755829,0.9702752371273712,0.0326421357256393
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9609268707482992,0.0281746637705403,0.8902777777777778,0.1004330899432829,0.8837698412698411,0.0977984945714319,0.8835947712418302,0.0832522096486347,0.97928777100271,0.0259682771406179
d_num_tg,No sampling,,After,Yes,MLP,0.8949829931972788,0.0270041573268714,0.4347222222222222,0.1820504356246123,0.91,0.1113552872566004,0.5569191919191919,0.1704481072506219,0.9338507791327912,0.0475373344243608
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8909013605442178,0.0440994625694816,0.8652777777777778,0.1011221758292633,0.6473719336219336,0.1104954145837635,0.7309542796384901,0.0815326795259828,0.9492149390243902,0.0394593214211094
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8969387755102038,0.0473343194389795,0.9,0.1457737973711325,0.643918303918304,0.1189791644290267,0.7453416518122401,0.1178406925742483,0.9405919715447156,0.0499706164512753
d_num_tg,No sampling,,After,Yes,MLP,0.958843537414966,0.0204981364189416,0.8527777777777779,0.0716860438920218,0.9098809523809523,0.103221669667465,0.8749626517273578,0.0571252169729349,0.9771239837398374,0.0334268193967381
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9548894557823128,0.0373169760806522,0.8527777777777779,0.0716860438920218,0.9009343434343432,0.1504799674881788,0.8691009386210625,0.0930952705717188,0.9727938685636858,0.0318141908651044
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9629676870748298,0.030414046831085,0.902777777777778,0.08936504412303,0.8911111111111112,0.1198558805347715,0.8924673202614379,0.085718102365702,0.9734349593495936,0.0364438393613977
d_num_tg,No sampling,,After,Yes,MLP,0.8951105442176871,0.0404841616300688,0.4458333333333333,0.2197299478905868,0.8214285714285715,0.1862629258629328,0.5590909090909092,0.2180973590337741,0.9348272357723576,0.0455394527608565
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.907312925170068,0.0384693163294716,0.826388888888889,0.1280868845744949,0.6925907425907426,0.1211451049960944,0.7480254557963536,0.1066519189062509,0.9470553861788618,0.049828491378303
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8825255102040817,0.0384674601563896,0.8875,0.1419727086450068,0.6066766566766567,0.0810698557226232,0.7144858192913113,0.0929070678686294,0.939604505420054,0.0490501447603038
d_num_tg,No sampling,,After,Yes,MLP,0.9589285714285716,0.0242229055945914,0.8527777777777779,0.0716860438920218,0.9037698412698412,0.1023211419364327,0.8747058823529412,0.0723746579874507,0.9724542682926828,0.0320760686810978
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9548044217687076,0.0177770413524209,0.8777777777777779,0.075,0.8648809523809524,0.0874299651333854,0.8664705882352941,0.0499738707410748,0.9751871612466124,0.0360116776137853
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.958843537414966,0.0290461802046101,0.8777777777777779,0.0935414346693485,0.8852777777777778,0.1112225135971319,0.8776797385620915,0.0847464197360586,0.976659891598916,0.0255678287702854
d_num_tg,No sampling,,After,Yes,MLP,0.8950255102040817,0.0297567111600619,0.4333333333333333,0.1973786547054501,0.8883333333333333,0.1598697386415995,0.5528699078699079,0.1911374937952147,0.9159400406504064,0.0566510273885134
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8846513605442178,0.052124203040189,0.851388888888889,0.1349511228391804,0.6435482654600302,0.1386877238043207,0.7167844932844935,0.1041744822411161,0.9436204268292684,0.0404697912848173
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8784863945578232,0.0339784044040853,0.8875,0.0673145600891813,0.5971328671328671,0.0775228296895555,0.7111707191717962,0.0678046888934755,0.9337228997289972,0.0379987866080656
d_num_tg,No sampling,,After,Yes,MLP,0.9381377551020408,0.0384656743863603,0.7277777777777777,0.1755942292142123,0.8805555555555555,0.1638888888888889,0.7879384830855418,0.1593975169249011,0.9670731707317074,0.052463978127537
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9361819727891156,0.0215904776613839,0.8652777777777778,0.0630531081267564,0.7891414141414141,0.100940632677703,0.8203947368421053,0.0543598972630191,0.9640938346883468,0.047169554518038
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9485969387755104,0.0306308109326746,0.8902777777777778,0.0834374349770866,0.8362193362193363,0.119381528090587,0.8555340557275543,0.0767108871111667,0.9672188346883468,0.0387410387234928
d_num_tg,No sampling,,After,Yes,MLP,0.8950680272108844,0.0336453276895764,0.4583333333333333,0.1963203164898291,0.8633333333333333,0.141578403877302,0.5701492951492952,0.1825129305524322,0.9262330623306234,0.0404677230839416
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8825680272108845,0.034835831538253,0.8652777777777778,0.1155452051988503,0.6140584415584416,0.0853966529612706,0.7122448165869218,0.0760981395436785,0.9460018631436314,0.0425262623597923
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8826530612244898,0.0307412954442735,0.9,0.0935414346693485,0.6072011322011323,0.0820595698981533,0.7199327865117339,0.0639282270113326,0.9377117208672086,0.0332714133083581
d_num_tg,No sampling,,After,Yes,MLP,0.936309523809524,0.0282811930924783,0.7180555555555556,0.1618577049962919,0.8907142857142858,0.0986024795813565,0.7815567765567766,0.106302764518303,0.9652743902439024,0.0477940855475382
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.934183673469388,0.027198790892555,0.8527777777777779,0.0716860438920218,0.787449494949495,0.1137341358286442,0.8139490884072927,0.0711084280333899,0.9644063346883468,0.0468084966394245
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.942389455782313,0.0238877859167104,0.8652777777777778,0.1011221758292633,0.8188636363636362,0.1024152922045289,0.8335716742837487,0.0673174529470571,0.9690210027100272,0.0387905602156394
d_num_tg,No sampling,,After,Yes,MLP,0.8231292517006803,0.0396079636136316,0.0375,0.0800390529679106,0.15,0.3201562118716424,0.06,0.128062484748657,0.4770570799457995,0.1335960642572385
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7574829931972789,0.0947858858365779,0.7527777777777778,0.1583333333333333,0.4039328808446455,0.1134906727969901,0.5196902529127593,0.1262009613303219,0.8504319105691056,0.0954181557592314
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.769812925170068,0.0891274918128178,0.6652777777777777,0.2181440018784737,0.4669557416267942,0.2090170308155905,0.4854584377610694,0.1423156590801003,0.8042953929539296,0.151578590549327
d_num_tg,No sampling,,After,Yes,MLP,0.8705782312925171,0.0394122333264274,0.2986111111111111,0.1965412735845126,0.7916666666666667,0.331767153956573,0.4023232323232323,0.2341734152649316,0.7286161924119241,0.1812506260801374
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9156462585034012,0.042328322821255,0.8388888888888889,0.0982485510212633,0.7228607503607504,0.1269689910158905,0.7722093223254214,0.1031664842767513,0.9464075203252033,0.0374407198429029
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9236819727891156,0.0394269307558653,0.8277777777777778,0.1379412113103904,0.7801953601953602,0.1495825747373555,0.786340897664427,0.1012178101845991,0.9534078590785908,0.0463800693986453
d_num_tg,No sampling,,After,Yes,MLP,0.8105017006802722,0.0497336496672789,0.0625,0.0838525491562421,0.1833333333333333,0.3074085229787879,0.0822843822843822,0.1103420168545019,0.552992039295393,0.1438272618213553
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7205357142857143,0.0940243298377564,0.7152777777777778,0.1780000780274485,0.3678074715774944,0.1259984715269231,0.4701228141403215,0.1071499593298634,0.8044207317073171,0.0934981683576919
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7483843537414966,0.1012852554471,0.638888888888889,0.2602082499332666,0.3406693014587751,0.1659921967978713,0.4404316706115806,0.1996472987280731,0.7746485433604338,0.1234390347869888
d_num_tg,No sampling,,After,Yes,MLP,0.8642857142857142,0.0800670536847167,0.3125,0.238812164681785,0.78,0.3944616584663204,0.4209435009435009,0.275694966598077,0.7265497967479676,0.1925322821434387
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.921811224489796,0.0457272137698857,0.8152777777777779,0.0993905036823046,0.7779761904761904,0.1684252693795775,0.7845378151260504,0.1083827164962105,0.9515862127371276,0.0479009317858041
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8843962585034015,0.0539736446202791,0.826388888888889,0.1280868845744949,0.6383481877599525,0.1236828285293956,0.7097754368094925,0.10866545500852,0.9392445799457996,0.037766383304845
d_num_tg,No sampling,,After,Yes,MLP,0.8394132653061224,0.0320466844450207,0.1,0.1346291201783626,0.325,0.4479118216792229,0.1512121212121212,0.2041194216433385,0.538432418699187,0.1610018566130719
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7142006802721088,0.094561264191291,0.7319444444444445,0.1801330526768107,0.3514054272181207,0.0882825454606709,0.466241823235738,0.1050882491887183,0.8154928861788617,0.1056171951591958
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7594387755102041,0.0932047656385103,0.6097222222222223,0.1945882404805936,0.3927887246852764,0.1265688285902863,0.4615291536263403,0.1271308056258258,0.7940108401084012,0.1154553102080267
d_num_tg,No sampling,,After,Yes,MLP,0.8662414965986395,0.0443659210772055,0.225,0.2947456530637899,0.469047619047619,0.4721315105617354,0.2727960927960928,0.3311356833104271,0.7258231707317072,0.2228749033688642
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.930017006802721,0.0379599494290401,0.8388888888888889,0.0982485510212632,0.7819660894660895,0.1317618106165795,0.8031415548675611,0.0981617279936607,0.9575956978319784,0.0360686592526665
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9054421768707483,0.0483380036951358,0.8027777777777778,0.1136515141415488,0.7064377289377289,0.1344198952452089,0.743860877684407,0.1065601821560253,0.9391133130081302,0.0450014473814728
d_num_tg,No sampling,,After,Yes,MLP,0.8147534013605442,0.0334887492132758,0.0486111111111111,0.0596575877636514,0.2666666666666666,0.3958114029012639,0.0765079365079365,0.0955281297983292,0.5061610772357724,0.1261205610244259
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7696428571428571,0.0780820633782672,0.7513888888888889,0.1687885758377424,0.4124011029390286,0.1206996673791147,0.5283374344953292,0.1332111020587452,0.8536238143631436,0.0857578787451355
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7572704081632653,0.0858766603444463,0.5305555555555556,0.3102418411497714,0.3093833943833944,0.1716769575239526,0.3814379823075475,0.2107800062319843,0.7208367208672086,0.2257190913862085
d_num_tg,No sampling,,After,Yes,MLP,0.8786139455782311,0.0350997140454515,0.3111111111111111,0.2195323312053248,0.9333333333333332,0.1040832999733066,0.4205772005772005,0.2260746929854558,0.83227472899729,0.1026925193229489
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9052295918367348,0.0458054205830705,0.8402777777777779,0.1359764072673393,0.6867229992229993,0.1274473825784422,0.7503519828984226,0.1150775435374432,0.9452845528455284,0.0401026938349625
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9113945578231292,0.0347310600072029,0.8138888888888889,0.1160699023098676,0.7264621489621489,0.121365520986517,0.7551822523881347,0.0856842682874197,0.9398026761517616,0.0524098517877582
d_num_tg,No sampling,,After,Yes,MLP,0.821045918367347,0.0397412127991529,0.1125,0.1179247641507075,0.3,0.3785938897200182,0.1553246753246753,0.1658510204113801,0.5524822154471545,0.1324607078472052
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7756802721088436,0.0590775913186287,0.8013888888888889,0.140002480136762,0.4199117703761666,0.0935410058064804,0.5473438413438414,0.1016889578719065,0.8647433943089432,0.0542060229764388
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7942602040816327,0.0429200496975705,0.7416666666666666,0.1274754878398196,0.4369435466494289,0.0646793212639201,0.5462346445824706,0.0735777078720095,0.8614828929539294,0.0555994765288367
d_num_tg,No sampling,,After,Yes,MLP,0.8557823129251702,0.0504739012673774,0.2958333333333333,0.2375,0.6107142857142858,0.3473274217053423,0.3728715728715729,0.2579068772776837,0.6960365853658537,0.140641184870724
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8906462585034014,0.0603908547359593,0.851388888888889,0.1228283581081972,0.6723618538324421,0.1473837459397109,0.7322191527083168,0.1030183719038851,0.9418800813008132,0.0558344575158888
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.86828231292517,0.043299683776144,0.85,0.1224744871391589,0.5788866688866688,0.1022418163079102,0.6843807379411095,0.0969750796839661,0.9321553184281844,0.0525918955075333
d_num_tg,No sampling,,After,Yes,MLP,0.7902210884353742,0.0346315048909259,0.0597222222222222,0.0958333333333333,0.0972222222222222,0.1635118072529048,0.0670588235294117,0.1028386043600009,0.5541759823848238,0.1498349774001183
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7898384353741497,0.0898373487994919,0.85,0.1089724735885168,0.4605303309521575,0.1316084198557315,0.5895551832720617,0.1248982315110738,0.8787754065040649,0.0816848021969168
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7141156462585034,0.0991888509025394,0.6027777777777777,0.1261062162535129,0.3475249044327991,0.1305383408266949,0.4265239646962021,0.110222501760248,0.7817301829268293,0.0769597442860539
d_num_tg,No sampling,,After,Yes,MLP,0.8847363945578233,0.039182807065074,0.3736111111111111,0.1873147232749085,0.8266666666666665,0.1976528944049812,0.4967676767676767,0.2166417514711825,0.7850220189701897,0.1089713047717117
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8618622448979592,0.0666078680251739,0.8638888888888889,0.0877971146071061,0.5876845376845377,0.1300092992024334,0.6885735179852827,0.1004312933170012,0.9370282859078592,0.0391660480621901
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8846513605442178,0.0297971426475562,0.8375,0.1125,0.6187121212121212,0.0702547264176726,0.7068726964469997,0.0689439810032228,0.9428777100271002,0.0376642592508125
d_num_tg,No sampling,,After,Yes,MLP,0.8456207482993199,0.0213234128095623,0.075,0.1145643923738959,0.4,0.4898979485566356,0.1212121212121211,0.1728424213026863,0.7527498306233062,0.140072623114411
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8231292517006803,0.0573661413448592,0.8013888888888889,0.1011221758292633,0.5008549783549784,0.1114337182040606,0.6087078761563889,0.0912677645593551,0.9065226964769648,0.0334240385610849
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8307397959183673,0.0728485084355898,0.763888888888889,0.1816207893141947,0.5086807310336721,0.1343244138782617,0.6050995670995671,0.1456420892053038,0.8986390582655825,0.0740558902314764
d_num_tg,No sampling,,After,Yes,MLP,0.942517006802721,0.0285027620761845,0.7555555555555555,0.0999999999999999,0.9046428571428572,0.1207972031369695,0.8148992673992673,0.0826422664882044,0.953141090785908,0.0413744899977783
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.94234693877551,0.0272229724425612,0.7916666666666666,0.0912870929175276,0.8752777777777776,0.1277502989776888,0.8224903038138333,0.0739175911415832,0.958576388888889,0.0363389600666335
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9547619047619048,0.0315332906567006,0.8763888888888889,0.0969141945801083,0.8650252525252526,0.1111160610697222,0.866436311366652,0.0922556697698141,0.9683536585365854,0.0381873569683454
d_num_tg,No sampling,,After,Yes,MLP,0.8518707482993196,0.0177751600414338,0.1083333333333333,0.1224744871391588,0.5,0.5,0.1744444444444444,0.1909075142898929,0.792075711382114,0.1057987015161725
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8598639455782313,0.0617390859740827,0.8402777777777779,0.1359764072673393,0.5959294871794871,0.1662159864460398,0.6774305809280234,0.1108597992011617,0.9354480013550136,0.0434507206045273
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8229166666666667,0.061491190299513,0.7513888888888889,0.098689327352725,0.5027224246341893,0.1299180993625844,0.5942317536264905,0.1087326120373483,0.8806317750677508,0.0497785686286985
d_num_tg,No sampling,,After,Yes,MLP,0.950722789115646,0.022660766919375,0.8041666666666666,0.0932626220233308,0.9069444444444444,0.1098978903177686,0.8447452057746176,0.0678476510631638,0.9633443428184284,0.031839583450553
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9465986394557822,0.0391462280628528,0.8652777777777778,0.1155452051988503,0.8466269841269842,0.1415645056476349,0.8474331550802139,0.1047065886565437,0.9466996951219514,0.0487039110496841
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9465986394557822,0.0291892179928814,0.7902777777777777,0.0791666666666666,0.8943253968253968,0.1270914786802671,0.8335434173669467,0.082318229503071,0.9540743563685636,0.0464278264117045
d_num_tg,No sampling,,After,Yes,MLP,0.8600340136054422,0.0257891495162865,0.1625,0.1375,0.7,0.458257569495584,0.2557575757575757,0.20225481326492,0.7908722899728996,0.0845981530045368
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.853996598639456,0.0601113495634324,0.8138888888888889,0.0849836585598797,0.5677777777777778,0.1450585237366007,0.6597000896233632,0.1107223839209466,0.909856029810298,0.0506559019427087
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.837202380952381,0.0688443298778365,0.8,0.1274754878398196,0.5329532967032968,0.1538768394115515,0.6306841709015621,0.1283695944518567,0.8853040311653115,0.0570174159534564
d_num_tg,No sampling,,After,Yes,MLP,0.9486394557823128,0.032111910560599,0.8027777777777778,0.1136515141415488,0.9023809523809524,0.1255994695743959,0.8398992673992675,0.0896059444723868,0.9533079268292683,0.0441694565587782
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9486819727891156,0.0305442898901469,0.826388888888889,0.0838525491562421,0.8748809523809523,0.127950692673412,0.8445168067226889,0.0841480432963808,0.9624009146341462,0.0381351142767658
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9485544217687074,0.0309300631583346,0.8166666666666667,0.075,0.8843253968253968,0.1318453500662393,0.8443627450980392,0.0867902504769669,0.9571502371273712,0.0462879304222838
d_num_tg,No sampling,,After,Yes,MLP,0.8581207482993196,0.0320297575138847,0.1486111111111111,0.1922545332509888,0.5,0.5,0.2155555555555555,0.2595437592448775,0.8230318428184283,0.1068027041721372
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8456207482993197,0.0497835661385504,0.8027777777777778,0.1136515141415488,0.5495542039659688,0.1016492293015429,0.6391402446882324,0.0725841933028522,0.9098060636856368,0.0315062840362307
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8371598639455783,0.0678190906554874,0.7902777777777777,0.1250694251650302,0.5275679875679875,0.1204501182454955,0.6265978270245333,0.1130035003341795,0.8982410230352305,0.074061467556705
d_num_tg,No sampling,,After,Yes,MLP,0.9486819727891158,0.0331065547294763,0.8041666666666666,0.0746519702798705,0.9073232323232324,0.1418994198815417,0.8443203597228365,0.0811651496954255,0.9550525067750676,0.0420408460277777
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9485969387755104,0.0230710693397272,0.7916666666666666,0.1070436048222094,0.9057142857142856,0.1073593051773495,0.8361294261294262,0.0697623327040498,0.9569596883468836,0.0442918883135658
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9547193877551022,0.0272462368669792,0.8388888888888889,0.0807946642902721,0.8958333333333333,0.1193555871035767,0.8617717086834734,0.0783116110580535,0.9646460027100272,0.0392290916051398
d_num_tg,No sampling,,After,Yes,MLP,0.8910289115646257,0.0353812266027301,0.3611111111111111,0.2140872096444188,0.9833333333333334,0.0499999999999999,0.4876989676989677,0.2329736290346248,0.8236111111111111,0.1060309873378351
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8556972789115646,0.0549168330687966,0.8388888888888889,0.1261062162535129,0.5621037296037296,0.1289321508357356,0.6651784434736381,0.1131167028186635,0.9359451219512196,0.0413298461760331
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8538265306122449,0.043733366035862,0.788888888888889,0.1136515141415488,0.5517224442224442,0.0885088852990109,0.6449720893141946,0.0863386866408899,0.9167479674796748,0.0447310518203095
d_num_tg,No sampling,,After,Yes,MLP,0.9217261904761904,0.0331002202502424,0.6541666666666666,0.1918929823278242,0.8904761904761905,0.1477150225642485,0.7221828171828172,0.147141379718235,0.9568114837398374,0.045567715578821
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.946471088435374,0.0334376458993219,0.8638888888888889,0.1040832999733066,0.8441558441558442,0.1340627895486084,0.8455130473241927,0.0903020293292198,0.9615853658536584,0.046925315054515
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9464285714285714,0.0308575067240901,0.9013888888888888,0.0746519702798705,0.8223212898212899,0.1317202911335838,0.8528356430291414,0.0792102997280709,0.9650076219512196,0.04247877530277
d_num_tg,No sampling,,After,Yes,MLP,0.8868622448979593,0.0320051410807987,0.3486111111111111,0.1936939883194909,0.9583333333333334,0.0853912563829966,0.4761294261294262,0.2079860751801191,0.8137178184281844,0.0961984733203624
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.864030612244898,0.0455014615165142,0.8638888888888889,0.0877971146071061,0.5730584693084694,0.1064089953057358,0.6838850138210752,0.0915384280361632,0.9328887195121952,0.0281197168099518
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8537414965986393,0.0344041145809215,0.8013888888888889,0.1702224851317958,0.5417016317016318,0.0844477247173639,0.6403463203463202,0.1050912143819227,0.917387364498645,0.0337228923809744
d_num_tg,No sampling,,After,Yes,MLP,0.9217687074829932,0.0289240669246512,0.6541666666666666,0.1748511271529773,0.8672619047619048,0.1225684708452849,0.7226120448179272,0.1360593202612808,0.9587830284552844,0.0419400055009006
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9402636054421768,0.0383437640484609,0.8875,0.1038327982864759,0.7988353313353314,0.1296655230924009,0.8343249054007569,0.0992528737282202,0.9569588414634148,0.0520906591243941
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9526785714285714,0.0317491602614995,0.9125,0.0800390529679106,0.8483621933621933,0.1300593210702146,0.8698462957750882,0.0731693121399821,0.9637881097560976,0.0399069593226952
d_num_tg,No sampling,,After,Yes,MLP,0.8126275510204082,0.0305602650620337,0.0625,0.1152443057161611,0.135,0.2214158982548452,0.0828205128205128,0.1456719450747261,0.4839972899728997,0.093555526530866
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.765391156462585,0.096132409719763,0.6902777777777778,0.1967178605685479,0.406053656488439,0.1409244763658173,0.5041771009188148,0.1576297166453509,0.8133384146341462,0.1396012332735607
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7841836734693878,0.0558616518287112,0.5986111111111111,0.2251928186145276,0.4055000636618284,0.1308927178714546,0.4688590085226242,0.1458809740033562,0.8179344512195122,0.07529435508646
d_num_tg,No sampling,,After,Yes,MLP,0.8415816326530614,0.0318049946438953,0.1375,0.180710403685012,0.4964285714285714,0.4591612806331268,0.19,0.2047853438042797,0.6684815379403793,0.2266476598733875
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8952380952380953,0.0660584040603734,0.8027777777777778,0.1136515141415488,0.6839971139971139,0.1393902825472848,0.7301270143685005,0.1177255828331562,0.933478997289973,0.0524010586965252
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.925765306122449,0.0297893459498672,0.8027777777777778,0.1594260539142415,0.7772474747474748,0.1078850092075497,0.77671875767851,0.111027719358873,0.9511593834688348,0.0449071685717571
d_num_tg,No sampling,,After,Yes,MLP,0.7985544217687075,0.0555327449815911,0.025,0.05,0.109090909090909,0.2982039903064858,0.0327485380116959,0.0705254429552343,0.437233231707317,0.1168959763777025
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7464710884353741,0.1707545719451819,0.7666666666666666,0.2025874296857203,0.4220329824973788,0.1152855456244952,0.5253563551458289,0.1210751285187649,0.8285586043360433,0.0884107940304739
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7409013605442177,0.0821166649555818,0.6916666666666667,0.1689427911059441,0.3701312576312576,0.0934157377493805,0.4753287063813379,0.1046622730230555,0.802489837398374,0.0736805946670343
d_num_tg,No sampling,,After,Yes,MLP,0.8539965986394558,0.0343537414965986,0.1875,0.2110242877016766,0.6416666666666667,0.4346933785248325,0.258030303030303,0.2229536230447323,0.6660814701897019,0.1670965140503442
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321003401360544,0.0242466628159848,0.8388888888888889,0.0807946642902721,0.7927272727272727,0.1074929614512268,0.8069794584500466,0.0579049594679704,0.9571451558265582,0.0366730639458603
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.911309523809524,0.042782842407022,0.8277777777777778,0.1261062162535129,0.7331998556998557,0.1681555499523558,0.7620039626695974,0.1043004082515867,0.9471189024390244,0.0500568395323543
d_num_tg,No sampling,,After,Yes,MLP,0.8148384353741497,0.024146702954456,0.0111111111111111,0.0333333333333333,0.025,0.075,0.0153846153846153,0.0461538461538461,0.4703582317073171,0.1380384920273169
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7713010204081633,0.1077289756756507,0.7152777777777778,0.1267242193812129,0.457916586337639,0.1984314366876126,0.5368628886734539,0.1495681144750233,0.8549043021680216,0.0689333902070613
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7201530612244897,0.0729983205371207,0.5944444444444444,0.1874536979866998,0.3263546012810718,0.1010974412047316,0.4163873384565407,0.1189217484816031,0.7777845528455285,0.113268829342081
d_num_tg,No sampling,,After,Yes,MLP,0.8762755102040817,0.0530846581779533,0.3680555555555555,0.2438479148066588,0.7766666666666667,0.3681937895547216,0.462994782994783,0.2611034906713564,0.7626117886178861,0.2102945334283144
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9198554421768708,0.0431354888097796,0.8152777777777779,0.0821795121804834,0.7602380952380953,0.1261970648175159,0.7784413462354639,0.0873611806678634,0.953202066395664,0.0325271644905837
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9320578231292516,0.0366617914798185,0.8388888888888889,0.0982485510212633,0.7978174603174604,0.1241800076028094,0.8080551311433665,0.0827847032454705,0.9564405487804876,0.0401316577528195
d_num_tg,No sampling,,After,Yes,MLP,0.8128826530612244,0.0407314034693786,0.0333333333333333,0.0999999999999999,0.025,0.075,0.0285714285714285,0.0857142857142857,0.3907156165311652,0.125998318333495
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7142857142857142,0.0829452210918509,0.75,0.125,0.3569224215496452,0.0732440561712859,0.4742750907521705,0.0590278448551838,0.83289972899729,0.0460723049432597
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7614370748299321,0.0924320999097937,0.6069444444444445,0.1671347593344298,0.3980567385830543,0.1339774659666784,0.4699529396439919,0.1305364585090059,0.800794376693767,0.0987772552186951
d_num_tg,No sampling,,After,Yes,MLP,0.8621173469387754,0.0278751107507396,0.2083333333333333,0.2212653007891959,0.5383333333333333,0.4470924587450192,0.2774114774114774,0.2679732189207165,0.7537796409214093,0.1905291959617123
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9111394557823128,0.0673032265548083,0.851388888888889,0.1093700395700557,0.7331962481962482,0.1771858063841104,0.775925617210447,0.1334889655497807,0.9482240853658536,0.040127239468427
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9216836734693878,0.0319601219660527,0.8152777777777779,0.0602368012283373,0.7661507936507936,0.1334445456922323,0.7813725490196078,0.07011791847559,0.950619071815718,0.0449388072824665
d_num_tg,No sampling,,After,Yes,MLP,0.8107993197278912,0.0358708505399565,0.0861111111111111,0.0794949334514121,0.2559523809523809,0.3157904993120951,0.1206371406371406,0.1153615604885768,0.5502608401084012,0.0964796262456279
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7986394557823129,0.0826104895123076,0.7902777777777777,0.0791666666666666,0.4688545372755899,0.1060377473309863,0.5803792605269924,0.0946430927787737,0.8800872289972899,0.0599643471998309
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7590136054421769,0.1194838036901014,0.775,0.1561249499599599,0.4216071428571428,0.1273028237060743,0.5356638530551574,0.1325083659776882,0.8293318089430894,0.0970304780776654
d_num_tg,No sampling,,After,Yes,MLP,0.8602040816326528,0.0334853753433682,0.3486111111111111,0.1677568511599783,0.667142857142857,0.1908056674239223,0.4346664446664446,0.1734461580750704,0.7345164295392954,0.1114789754081289
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8599064625850341,0.0581825470535787,0.8013888888888889,0.1155452051988503,0.5751964701964701,0.1040985347360002,0.6621483449172236,0.0993192571808968,0.9264524051490516,0.0354297980644417
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8909013605442176,0.0321245178578688,0.8625,0.1305038313613818,0.630000555000555,0.0889412771414756,0.7224486349563749,0.0908666470379055,0.9443826219512196,0.037643381853539
d_num_tg,No sampling,,After,Yes,MLP,0.8067176870748298,0.0350991732731591,0.0875,0.1256234452640111,0.2160714285714285,0.3170787016833904,0.1063888888888889,0.1370886101652396,0.5515794376693766,0.1311979959950869
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.7941326530612246,0.0637916079456879,0.85,0.1224744871391589,0.450359477124183,0.0973031683677076,0.5848036311514573,0.1034706555090153,0.8815531842818428,0.0564446314574572
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.7963010204081633,0.0393214279829833,0.7277777777777777,0.135400640077266,0.4409885620915032,0.0618945540250079,0.5422459118034565,0.0684398748978892,0.8732469512195122,0.0420644432446791
d_num_tg,No sampling,,After,Yes,MLP,0.8660714285714285,0.0341610325400034,0.3333333333333333,0.1767766952966369,0.7027777777777777,0.3098311965738285,0.4275894040599922,0.200404287480556,0.7440497967479675,0.1198256654974741
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8703656462585034,0.0474770302390462,0.826388888888889,0.1397542485937368,0.604070374070374,0.1073536695027831,0.6838351491117678,0.085192240269804,0.926174627371274,0.0408598413450577
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8680697278911564,0.0619030828106363,0.8388888888888889,0.1488380924957646,0.5929653353182764,0.1200586725044271,0.6851441424073001,0.1168838430774017,0.9347425474254744,0.0588236957058166
d_num_tg,No sampling,,After,Yes,MLP,0.8538690476190476,0.0173790573171136,0.1236111111111111,0.0969141945801084,0.7,0.458257569495584,0.2066666666666666,0.1552536753307428,0.8040040650406504,0.0979241434349302
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8562925170068028,0.0587175103370091,0.8375,0.1256234452640111,0.5683778884514179,0.126089407500033,0.6664426351082697,0.1106759752181949,0.907422933604336,0.0599828344376129
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8313350340136054,0.0453822196836315,0.788888888888889,0.1136515141415488,0.5129269015298427,0.0950979788856881,0.6113549783549784,0.0758569491720589,0.8983460365853657,0.0426406591948487
d_num_tg,No sampling,,After,Yes,MLP,0.94234693877551,0.0353255692383049,0.7902777777777777,0.0969141945801084,0.882878787878788,0.1478058066309616,0.8241682732472206,0.0932780627093769,0.9523238482384824,0.0415887225183888
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9547619047619048,0.0287706650686877,0.8402777777777779,0.1106326503945979,0.8908333333333334,0.1039130245285289,0.8599206349206348,0.0895551490231203,0.963849085365854,0.0422392011948916
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9568027210884354,0.029896561265331,0.8402777777777779,0.1106326503945979,0.903531746031746,0.1126722038046832,0.8659430438842204,0.0920806234214696,0.9600389566395666,0.0455070600225688
d_num_tg,No sampling,,After,Yes,MLP,0.8457057823129253,0.0244629497245862,0.1,0.1224744871391589,0.45,0.4716990566028302,0.1589898989898989,0.1853397457232547,0.7921747967479674,0.110354951834897
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.845705782312925,0.0450782341477297,0.7902777777777777,0.1369940185231133,0.5424973719091367,0.0949336661621998,0.6326721513780337,0.0819256041938372,0.9076617547425472,0.0443446849048639
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8308673469387756,0.0662765815759886,0.775,0.1561249499599599,0.5195003770739064,0.1275684953756882,0.6098313207260574,0.1167981334926362,0.8892996273712737,0.0605501877329358
d_num_tg,No sampling,,After,Yes,MLP,0.9342687074829932,0.0283937217312992,0.7541666666666667,0.0732433159635289,0.8662518037518037,0.1400177891667586,0.796362484264961,0.0666253155994954,0.9504437669376694,0.0396815041098068
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9465986394557824,0.02772565276893,0.8013888888888889,0.140002480136762,0.8777777777777779,0.1093188788999897,0.8284478919773038,0.0995530153974909,0.9646951219512196,0.0358989824429222
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9547619047619048,0.0301254520975936,0.8638888888888889,0.1040832999733066,0.8844696969696969,0.1274880558813606,0.8649980437519137,0.0855395872904133,0.9586102642276424,0.0417516738476395
d_num_tg,No sampling,,After,Yes,MLP,0.853784013605442,0.0328017811951815,0.125,0.1854049621773915,0.5,0.5,0.1835897435897436,0.2372366297530866,0.7862525406504065,0.1041535792951011
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8495748299319728,0.0456347533834486,0.788888888888889,0.1493039405597409,0.5465717615717616,0.1132816497600892,0.6363537360024101,0.1027412803907226,0.9107215447154472,0.0507027793222755
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8187074829931973,0.0465184243048454,0.7375,0.1625,0.4733653846153847,0.1031151512939016,0.5733410465635529,0.1185679841995765,0.8944740853658535,0.0416262278512678
d_num_tg,No sampling,,After,Yes,MLP,0.9403061224489796,0.0326203820671474,0.7430555555555556,0.1648336703737706,0.8944444444444445,0.1195090264683275,0.798673777203189,0.1256020390170714,0.9676143292682928,0.0396499360257725
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9506802721088434,0.034619392833031,0.8527777777777779,0.0909059342886309,0.8714285714285716,0.1352464553269639,0.8556372549019609,0.0935497187845038,0.9674246273712735,0.0363981902621034
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9465561224489796,0.0261940995483712,0.8402777777777779,0.0773923984208612,0.8572474747474746,0.1193666888734497,0.8419101675758022,0.0727146841530818,0.9640701219512195,0.0416649513825004
d_num_tg,No sampling,,After,Yes,MLP,0.8517857142857143,0.0183397689157624,0.1222222222222222,0.1224744871391589,0.5666666666666667,0.4725815626252608,0.1939393939393939,0.1827585111579578,0.7781114498644986,0.1131705149669976
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8661989795918368,0.0496539847477335,0.7777777777777778,0.0745355992499929,0.5992346542346543,0.116941646234386,0.6677691967475249,0.0790428194181166,0.9118436653116532,0.0432334175488821
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8166241496598641,0.0565489137236066,0.75,0.1581138830084189,0.4817846240446859,0.096977639701128,0.5775839598997494,0.0999257138708377,0.895117716802168,0.0506021606792101
d_num_tg,No sampling,,After,Yes,MLP,0.9423469387755103,0.0201964285535274,0.7652777777777777,0.1179247641507075,0.9021284271284272,0.1172535016576522,0.8135554667211015,0.0669590783166257,0.9534662940379404,0.0422087121964214
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9547619047619048,0.0220803715149483,0.8527777777777779,0.1067187372905474,0.8890476190476189,0.1052428833692522,0.8618086978381095,0.0673697522076785,0.9627989498644988,0.0430739856605146
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9506802721088436,0.0226843273127486,0.8527777777777779,0.0716860438920218,0.862936507936508,0.1066164611628022,0.8533496732026145,0.0646802224324211,0.9605487804878048,0.0430771780041095
d_num_tg,No sampling,,After,Yes,MLP,0.8888605442176869,0.0279328645344098,0.3458333333333333,0.1835699230992557,0.9833333333333334,0.0499999999999999,0.4807758907758909,0.1970023861168041,0.8017115514905149,0.1006188962817146
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.855952380952381,0.0387944331139303,0.8388888888888889,0.1379412113103904,0.5576299191005074,0.0854139622718194,0.6596348380833508,0.0777171383198407,0.9322510162601626,0.0346474397116765
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8497874149659864,0.0183967015522408,0.85,0.1089724735885168,0.5331854746560628,0.0386106907517843,0.6515874847546674,0.0448959568071867,0.9223772018970192,0.0331463897626891
d_num_tg,No sampling,,After,Yes,MLP,0.930017006802721,0.0281443316848747,0.6791666666666666,0.1687885758377424,0.902142857142857,0.1260081791967878,0.7523382173382174,0.13453316494373,0.9597205284552844,0.0467702759712928
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9362670068027212,0.0294777800866134,0.8402777777777779,0.0954703269782466,0.8136766011766012,0.115784368728841,0.8170116467639688,0.0690006339961084,0.9594588414634148,0.0470273581105759
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9506377551020408,0.0358171148833394,0.8763888888888889,0.1369940185231133,0.8615873015873016,0.135352809235723,0.8560957996252114,0.1049324235457455,0.964722222222222,0.0428863456292754
d_num_tg,No sampling,,After,Yes,MLP,0.8827380952380952,0.0400413603902744,0.3125,0.2110242877016766,0.85,0.3201562118716424,0.434048174048174,0.2525282118050261,0.8192022357723576,0.0962822657610388
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8375425170068027,0.0400195264839553,0.8027777777777778,0.1384437310486345,0.513671614333379,0.078215493581411,0.6215994933858712,0.0882046205994316,0.9214109078590786,0.0476082109657043
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8372448979591838,0.0369148509673892,0.8138888888888889,0.1511529762268088,0.5102668165168165,0.0735325087507534,0.6223501936659831,0.0899516049204742,0.9215997628726288,0.0440801004102196
d_num_tg,No sampling,,After,Yes,MLP,0.9237244897959184,0.0337003002431067,0.6416666666666666,0.1973786547054501,0.8720238095238095,0.1216166260899248,0.7200757575757576,0.1589924839835803,0.9603184281842818,0.0452805486924056
d_num_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9423894557823128,0.0301800377444936,0.8638888888888889,0.0877971146071061,0.8277777777777778,0.1257999097136028,0.8366900093370682,0.0772654046021967,0.9623136856368564,0.0417483506164091
d_num_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.94234693877551,0.0329363859712597,0.888888888888889,0.1037491633165727,0.8146320346320348,0.1357282616258647,0.8403364918535197,0.0858009598060632,0.9634603658536586,0.0442760609323313
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6627320460704607,0.1396963408888253
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6800787601626015,0.1314166581604366
d_num_tg_pca,No sampling,,After,Yes,SVM,0.855952380952381,0.0207156889374251,0.1458333333333333,0.128086884574495,0.65,0.45,0.2312121212121212,0.1900206197629843,0.9310933265582656,0.0369541217384429
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.818452380952381,0.0786364655588072,0.851388888888889,0.1228283581081972,0.5056349206349207,0.1391912581637451,0.6236801866446455,0.1204819920887747,0.9171646341463416,0.0517506779513711
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.8618197278911565,0.0553061119896903,0.851388888888889,0.0940042847723206,0.5762509794127441,0.1153042077653765,0.6800337586390219,0.0980246399306107,0.9281571815718156,0.0423450839671752
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8374149659863945,0.0067686220211334,0.0236111111111111,0.0473242362150022,0.2,0.4000000000000001,0.0422222222222222,0.0845905169363301,0.9264439363143632,0.0362957911954078
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8183248299319729,0.0902220601901926,0.8013888888888889,0.1507504376260462,0.5211824851985035,0.1558764795056393,0.6124550118515962,0.1288634613223646,0.9158824525745256,0.050999765790214
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.8434098639455783,0.0642499501216423,0.75,0.1677050983124842,0.5457216394716394,0.1376893347455859,0.6173761153819035,0.1334012316982185,0.920718157181572,0.0393512791341318
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6627320460704607,0.1396963408888253
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6800787601626015,0.1314166581604366
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9252168021680216,0.0370565507487203
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7030187074829932,0.1477516149493458,0.6625,0.2907425837403252,0.3678727046374105,0.1200406716964441,0.4298288617175382,0.1056014558000914,0.853862635501355,0.0770018647389695
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7984268707482993,0.060471217001443,0.5791666666666666,0.2330727711824499,0.4340426322043968,0.1281484299613434,0.4804865506011017,0.1463446978497319,0.800860433604336,0.1024104883822988
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.926771680216802,0.0377546928462174
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.688562925170068,0.1848629726128886,0.6125,0.2875,0.3701400127885697,0.1269965154722672,0.4075826226778075,0.0842549269756257,0.7880335365853658,0.1387117811434533
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7818027210884353,0.0793991413381807,0.5416666666666666,0.2641811247357893,0.4148609120348251,0.1566329083933687,0.4403153519472305,0.1580883904063006,0.7303099593495934,0.1392709907073885
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6627320460704607,0.1396963408888253
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6800787601626015,0.1314166581604366
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9273890582655826,0.0372528042203378
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7050595238095239,0.1494339486608685,0.6625,0.2907425837403252,0.372418159182865,0.1240308323145085,0.4327528383257254,0.1085949596411147,0.8548348577235773,0.0755467651397152
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7984268707482993,0.060471217001443,0.5791666666666666,0.2330727711824499,0.4340426322043968,0.1281484299613434,0.4804865506011017,0.1463446978497319,0.7999381775067751,0.1021970323794278
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9270765582655828,0.0372457949286956
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.688562925170068,0.1848629726128886,0.6125,0.2875,0.3701400127885697,0.1269965154722672,0.4075826226778075,0.0842549269756257,0.7880335365853658,0.1387117811434533
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7818027210884353,0.0793991413381807,0.5416666666666666,0.2641811247357893,0.4148609120348251,0.1566329083933687,0.4403153519472305,0.1580883904063006,0.7303099593495934,0.1392709907073885
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6627320460704607,0.1396963408888253
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6800787601626015,0.1314166581604366
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9226939363143632,0.0363578479287084
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214888211382113,0.1437878159615296
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.91699864498645,0.0400926036320181
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7217936991869919,0.1436701259482158
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6627320460704607,0.1396963408888253
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6800787601626015,0.1314166581604366
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9245723238482386,0.0383851789502784
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6927721088435375,0.2086783204975876,0.5125,0.3727012878968894,0.3518745333553815,0.2236984380285207,0.3340226929932812,0.1611908207922962,0.7742987804878048,0.1565023534743016
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214888211382113,0.1437878159615296
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9166937669376696,0.0406046112089017
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7217936991869919,0.1436701259482158
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6627320460704607,0.1396963408888253
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6800787601626015,0.1314166581604366
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9031266937669375,0.0475741794588704
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214888211382113,0.1440332548188235
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7824635840108402,0.1241882915295068
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7205589430894308,0.1448942437196948
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6627320460704607,0.1396963408888253
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6800787601626015,0.1314166581604366
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9003768631436314,0.0492317743969321
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6927721088435375,0.2086783204975876,0.5125,0.3727012878968894,0.3518745333553815,0.2236984380285207,0.3340226929932812,0.1611908207922962,0.7742987804878048,0.1565023534743016
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214888211382113,0.1440332548188235
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7824635840108402,0.1241882915295068
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7205589430894308,0.1448942437196948
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6633570460704606,0.1412511485798923
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6800787601626015,0.1314166581604366
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7812593157181571,0.1280319062562471
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214735772357723,0.1431518273385286
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7806343157181571,0.1257213288955225
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214735772357723,0.1431518273385286
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6627320460704607,0.1396963408888253
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6800787601626015,0.1314166581604366
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7757715108401084,0.1165452044183146
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6927721088435375,0.2086783204975876,0.5125,0.3727012878968894,0.3518745333553815,0.2236984380285207,0.3340226929932812,0.1611908207922962,0.7742987804878048,0.1565023534743016
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214735772357723,0.1431518273385286
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7806343157181571,0.1257213288955225
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214735772357723,0.1431518273385286
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6716349085365854,0.1359223140646396
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7742346938775511,0.1905525729078149,0.125,0.3010398644698074,0.11875,0.2990218428476421,0.071578947368421,0.1443909743114294,0.6908561991869918,0.1694105708012361
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.6811763211382114,0.1327145054079841
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7843080962059621,0.1256315470936112
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214735772357723,0.1431518273385286
d_num_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7806343157181571,0.1257213288955225
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.690688775510204,0.2094471000814811,0.5125,0.3727012878968894,0.3507349322157803,0.223949502394285,0.3326781551781551,0.1600984561867713,0.7733765243902438,0.1575643523944034
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4979591836734693,0.3333791444294135,0.5,0.5,0.082312925170068,0.0823213578634331,0.1413533834586466,0.1413640480166201,0.7214735772357723,0.1431518273385286
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8208333333333334,0.0379599494290401,0.0125,0.0375,0.0125,0.0375,0.0125,0.0375,0.6630047425474255,0.123161516683516
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6870748299319727,0.0485480177341477,0.7777777777777778,0.1343709624716425,0.3214170176079585,0.0516346446705348,0.4532134884298763,0.0692486992254034,0.7232486449864498,0.0691963544736068
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6063775510204081,0.0876984356013437,0.725,0.1346291201783626,0.2638515591627209,0.045017272738924,0.3833798817409985,0.0570098674456435,0.6532926829268293,0.0635611581151564
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8354166666666666,0.0085889615586101,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.6101388888888889,0.0888094452173803
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.5558673469387756,0.2081454970241188,0.6888888888888889,0.2980259123707944,0.3896172780520606,0.3101970232177792,0.3334279702410048,0.0826158849078413,0.6089871273712737,0.0762072679867102
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.4774659863945579,0.1210993029977573,0.7,0.225,0.2002730325284797,0.0621627135087657,0.3077496159403882,0.0904664502517057,0.566280487804878,0.0972651956903543
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8354166666666666,0.0085889615586101,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.5804979674796747,0.0892737608142431
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.5594812925170067,0.1841588653040304,0.7277777777777777,0.2843120351538664,0.2265121136173768,0.0993261340771629,0.3395853387469772,0.1384117083666594,0.6269986449864499,0.1104765667424255
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5610119047619048,0.1420241458003003,0.8375,0.1256234452640111,0.2689757418405447,0.0670576639442596,0.4010762522076235,0.0778926274292622,0.6713719512195121,0.0851642272629445
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.623949864498645,0.1061226238191998
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.5599914965986394,0.1121175081711465,0.7916666666666666,0.1330726618555942,0.2542755714494845,0.0671596513965836,0.3829646827081835,0.0905750329433326,0.6528760162601626,0.1085648243043956
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5513180272108843,0.1777891280507798,0.6791666666666666,0.2312781514396319,0.2372911746708463,0.0683433803767936,0.3373234706461843,0.1006279373937444,0.6020223577235773,0.1063667372605696
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8805272108843537,0.0390499670416861,0.5152777777777777,0.1927955883543212,0.7149206349206348,0.1713730068680397,0.5737867851103144,0.1588281108024036,0.7682410230352305,0.1168552440305321
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8519132653061223,0.0611148660730742,0.6527777777777778,0.1479019945774904,0.585007215007215,0.1507439515716211,0.6006994073813295,0.1142522049707294,0.8424995765582656,0.070358723140674
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8291666666666666,0.0676394133636425,0.7513888888888889,0.1592626237801366,0.5187834224598931,0.140673061942632,0.599640768588137,0.1303390733460731,0.8222870088075881,0.0834632876374916
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8394557823129251,0.0344666889481019,0.25,0.2622022120425379,0.4301282051282051,0.3903230341728722,0.2712049062049062,0.2478105080755158,0.6579653624661247,0.0733231478539655
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6973214285714285,0.0880825662129593,0.6555555555555556,0.1709857044056932,0.3204453525117141,0.0714108846462776,0.42231566482969,0.0886517914826745,0.7186957994579946,0.0962036738218608
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7279336734693878,0.1102188844959757,0.6402777777777777,0.1548408681338504,0.3689362125288898,0.1393141215908608,0.4542958953797146,0.130397722404965,0.7224059959349592,0.0583445808790699
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8456207482993197,0.045137144567727,0.1777777777777777,0.2387758130315734,0.3202380952380952,0.3623606933827722,0.220530303030303,0.2779624741801339,0.6754628218157182,0.1268052156474652
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.693877551020408,0.1016592212948922,0.5791666666666666,0.2644766845426392,0.3155943276995908,0.1983855125318496,0.3823101290108962,0.1723820940568256,0.678965108401084,0.1112965428902009
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6909438775510204,0.1347538885868001,0.5791666666666666,0.1412370938056524,0.3425373492438373,0.1701684830247622,0.4111986103250958,0.1460085704855602,0.6633434959349593,0.0957382940705313
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.829251700680272,0.0182755880686741,0.0375,0.0800390529679106,0.1666666666666666,0.3415650255319866,0.0585858585858585,0.1213635417848532,0.7093805047425474,0.0447099578758642
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7116071428571428,0.1161500584010592,0.6416666666666666,0.1626601774661928,0.3686027568922306,0.1427153671368495,0.4441752610134963,0.1075788627722377,0.720514481707317,0.0946860064127955
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7012755102040816,0.0833622225365624,0.6513888888888889,0.1581687741341858,0.3259960317945914,0.0735160603904067,0.4237837514934289,0.081086003505627,0.7044173441734418,0.0661818925430982
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.884778911564626,0.0443491309005491,0.5152777777777777,0.2083749958341664,0.7004761904761905,0.1728440241643963,0.5817146742146742,0.1873618279339098,0.833744918699187,0.0894132520462679
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8272534013605443,0.0646420858813187,0.6652777777777777,0.127815513751483,0.5095726495726496,0.1449049391024596,0.5699269088399523,0.125699817856486,0.8303387533875339,0.0688943613529786
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7713010204081632,0.0531011543298798,0.6777777777777778,0.1166666666666666,0.4019215506715506,0.072201624065483,0.4990178548362691,0.0759255879842327,0.8168191056910569,0.0646336647246303
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8270833333333334,0.0415036769431457,0.2375,0.1625,0.4161904761904761,0.3033837888813591,0.2958774558774558,0.2020289044366326,0.6690248136856369,0.1005640727310775
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7714285714285715,0.0688891503628529,0.6041666666666666,0.1847013354941791,0.393556104198519,0.1253293627084815,0.4700019702631763,0.1392908398028256,0.7355648712737127,0.107933799085575
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.661734693877551,0.1461385908928934,0.65,0.1837117307087383,0.3210020825148922,0.1410522289105766,0.409048600644526,0.1337306686811389,0.6962262872628726,0.1246157718056084
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8495748299319729,0.0626057114244886,0.2777777777777778,0.2415229457698239,0.5349999999999999,0.4254703279900961,0.3353998778998779,0.2795018068650616,0.7619338584010841,0.1296305167678421
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7730867346938776,0.0878521227275978,0.6541666666666666,0.1559580606017741,0.4361202686202686,0.1747993147938418,0.5021965534465535,0.1275432471568969,0.7658290989159892,0.0909155468418768
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7176020408163265,0.1209682891101791,0.7138888888888889,0.0999999999999999,0.3710324105718843,0.1419690249010642,0.4780320303507394,0.1333710668376733,0.7468898204607045,0.0824805194291622
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8334183673469389,0.0291021380149315,0.1097222222222222,0.1149426185344476,0.35,0.3905124837953327,0.163030303030303,0.1699013920247199,0.7082825203252032,0.0849325308241393
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.732610544217687,0.0928924988289061,0.6680555555555555,0.1900749121326174,0.3878868423719682,0.1511538354409589,0.4617094820384294,0.0993451080832638,0.7446790311653118,0.1123015654431475
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7136479591836734,0.0804925096197581,0.6555555555555556,0.2260776661041756,0.3365444862155388,0.1030482063738604,0.4255586294154511,0.1055924169936102,0.7457804031165312,0.0688936530436052
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8746173469387756,0.0546588989041884,0.5902777777777778,0.1799401906807432,0.650937950937951,0.2157347754051041,0.6089293085655315,0.1718331280709382,0.7966120426829268,0.0877495145269456
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8148809523809524,0.0592959682180469,0.7027777777777777,0.1288302069478359,0.4783455433455433,0.1281557322423933,0.5637216326097737,0.1200583340448196,0.8131825880758807,0.0651608966596816
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8148384353741497,0.0500243798734697,0.7152777777777778,0.1267242193812129,0.4735142716760364,0.0932077540839515,0.5650452289368699,0.0961946010784085,0.8179937330623306,0.0892913858538434
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.87453231292517,0.0334614245908899,0.4069444444444444,0.2002168962788994,0.6966666666666665,0.2677363748912525,0.4938994338994338,0.206404982140856,0.7638711043360434,0.1248991175713971
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7571003401360544,0.1134793248419028,0.7041666666666666,0.057282196186948,0.426925851925852,0.1464664267300957,0.5151569192820393,0.109227935322355,0.7656999491869918,0.0711890285725243
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7879251700680273,0.0817918922358581,0.701388888888889,0.1167410477176825,0.4476606400135812,0.1329803343655204,0.5360947840397063,0.1188110196761313,0.7991425304878048,0.0968816551110874
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8417091836734694,0.0475141770701398,0.4625,0.2168668946612184,0.5134920634920634,0.2109002855879368,0.4717557932263815,0.2026105917370799,0.7760416666666667,0.0788061367998824
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7593537414965986,0.0860907972110346,0.5652777777777778,0.1820504356246123,0.3812398420293157,0.1437203439126387,0.4443468541552471,0.1448110701166365,0.6988617886178862,0.1312389297039068
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7879251700680272,0.0744574157716048,0.6402777777777777,0.1443976954263621,0.4400320512820513,0.1730455349609882,0.5113437074434517,0.1439387541578048,0.7575622459349594,0.0995097586237563
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8559098639455783,0.0440745532982258,0.4555555555555555,0.2198484326378819,0.5494444444444444,0.2513445326122573,0.4884139553257201,0.2144509155012993,0.729321222899729,0.108894327307332
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7096938775510204,0.073479868630725,0.7166666666666666,0.135400640077266,0.3456429677134011,0.097677080143363,0.4582101212196459,0.0922973755515411,0.7202701558265583,0.0890393602608196
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7511904761904762,0.0854373512573121,0.6541666666666666,0.12226167292601,0.3896320346320346,0.1379765958210274,0.479077907570279,0.1220817388847903,0.754628641598916,0.0846614917924065
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8601615646258504,0.0416690310657767,0.5027777777777778,0.1626601774661928,0.606489898989899,0.1767994997785429,0.5384670953401604,0.1491257366126183,0.7885403963414633,0.0819345505583676
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8252125850340135,0.0689516403613737,0.6791666666666666,0.126449924212446,0.505275974025974,0.1474024012345256,0.5736735778841042,0.1332835747933287,0.7737330623306233,0.0817788115415626
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8230017006802722,0.0456693020053613,0.7027777777777777,0.1611589967151143,0.4807491201608849,0.0927551012927724,0.5673445378151261,0.1111888910259346,0.8017424627371273,0.1080131586510852
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8599914965986395,0.0459301957869195,0.5555555555555556,0.2024159633581853,0.5908333333333333,0.2089059486053905,0.5586789371619093,0.1809556519999257,0.7641027269647696,0.1359309587837062
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.76921768707483,0.0841168222160193,0.6305555555555555,0.1736055554666638,0.4135912698412697,0.1207634695858799,0.4835406494613655,0.1030743307105899,0.7785514058265581,0.0736421466926344
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7570578231292517,0.0505130670985931,0.663888888888889,0.1956115765717583,0.3751978576978577,0.0759829757385013,0.4720635052553558,0.0959579859184464,0.7722925135501356,0.0954987437713455
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8561649659863946,0.0382000814102064,0.4833333333333333,0.175,0.6021062271062271,0.1739840030613662,0.519029304029304,0.1434993185878814,0.7138596714092141,0.1144891181603629
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7636054421768709,0.092342201492102,0.6180555555555556,0.1137278671996348,0.4190283086478739,0.1295878225427593,0.4799590373783922,0.084465578830408,0.7063092818428184,0.0692059173229297
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.699404761904762,0.0692695864197131,0.6138888888888889,0.1740051084818425,0.3081012627723154,0.0703992482999168,0.404772248118561,0.0900087348616352,0.6726990176151761,0.1047478086322106
d_num_tg_pca,No sampling,,After,Yes,DecisionTree,0.8664115646258503,0.031500941870069,0.4055555555555555,0.1699673171197595,0.6736904761904763,0.2082866954600531,0.4879936729936729,0.16106809045931,0.7411492208672087,0.0971667410351096
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7983418367346939,0.0420265289068572,0.6555555555555556,0.1883775759242885,0.4279069541569541,0.0916303772240836,0.5134798312917845,0.1193077549189911,0.7498306233062331,0.1206788256669087
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7511054421768708,0.0757068286357171,0.6763888888888889,0.1170380992099011,0.3822300283136196,0.110127772576405,0.4832039940735593,0.1133461127958969,0.7766277100271004,0.097551996875484
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8703656462585034,0.0160750837185352,0.2222222222222222,0.0931694990624912,1.0,0.0,0.3543434343434343,0.1221519123252929,0.9180648712737126,0.0532006663051389
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8908163265306122,0.0482652491933717,0.701388888888889,0.1409910359640719,0.6779761904761905,0.1431435895826255,0.6825513538748833,0.1279299412790558,0.902043529810298,0.0378822042016901
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8763180272108843,0.048483352952938,0.7388888888888889,0.119605834120061,0.6210384060384061,0.1326973105489816,0.6684913263551034,0.1151810734129135,0.8901939363143633,0.0509411684712851
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8642006802721088,0.0207900772652192,0.1847222222222222,0.1269979221177347,0.8,0.4,0.2921212121212121,0.1849521153458952,0.913919376693767,0.0630378382379513
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.882780612244898,0.0431035435475624,0.6777777777777778,0.1293681224688335,0.6552813852813852,0.148172954081146,0.6592639687453928,0.1186209334438431,0.9007977642276422,0.0390052830510092
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8680697278911567,0.0612552035819872,0.7513888888888889,0.126449924212446,0.6023232323232323,0.1469539867534969,0.6619435844513243,0.1315272071228443,0.8852057926829268,0.05535321524337
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8684098639455783,0.0202474271773604,0.2097222222222222,0.1250694251650302,0.8,0.4,0.3276767676767677,0.1851849892867038,0.9181377032520326,0.0624172506126867
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8723214285714285,0.0539229135944035,0.663888888888889,0.1504622507105648,0.6277236652236652,0.1489074252706059,0.6353340802644207,0.1295778074438108,0.9008003048780489,0.037874322313327
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8721938775510205,0.0587391183554426,0.7388888888888889,0.119605834120061,0.6219734432234432,0.1558960736525272,0.6661157796451914,0.1256645385076413,0.8883341802168021,0.0506763969620395
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8951955782312924,0.0244458000144223,0.3805555555555555,0.1314977819838292,0.95,0.15,0.5350649350649351,0.152693991720902,0.9245248983739836,0.0488688951716446
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8909013605442176,0.0470339571538429,0.6888888888888889,0.1416666666666666,0.6747655122655122,0.14727943193915,0.677704678362573,0.1352758785858646,0.9052074864498646,0.0416111940650829
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8763180272108844,0.0561196949695341,0.7388888888888889,0.1320248293146238,0.6278277278277278,0.1353693464386586,0.670447419797265,0.1206592646382355,0.9037923441734416,0.0398420066010032
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8930272108843539,0.0150790986797261,0.3555555555555555,0.1034139470499238,1.0,0.0,0.5154689754689754,0.1204777070959009,0.9157503387533876,0.0531738564406846
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8971088435374149,0.0443005992676112,0.6888888888888889,0.1416666666666666,0.7104797979797979,0.1553759478158623,0.6903097203793798,0.1255382776630954,0.9085602981029812,0.0376745101561386
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8887329931972789,0.0419654057015455,0.7388888888888889,0.119605834120061,0.6561141636141636,0.1114831469346249,0.6897357363998231,0.1052487962746082,0.9041048441734416,0.0397348731294972
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8909863945578232,0.0182082029007839,0.3555555555555555,0.1301708279317776,0.98,0.0599999999999999,0.5054922854922855,0.1414450223682272,0.93067581300813,0.0453326269258643
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8971513605442176,0.048667191707861,0.6888888888888889,0.1416666666666666,0.701010101010101,0.1531708860243937,0.6907921765197307,0.1395556804431487,0.9099923780487806,0.0316398101797425
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8826105442176871,0.0406483264851211,0.726388888888889,0.1242337626322964,0.6384770784770785,0.1121987800045984,0.6735308860386259,0.1037709137934338,0.9043555216802168,0.0463326990830799
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8930697278911565,0.0283510657469507,0.3805555555555555,0.1190238071423808,0.9333333333333332,0.1999999999999999,0.5356709956709957,0.14502412610141,0.9317132452574526,0.0466521675056316
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9075255102040816,0.0459755132250135,0.6888888888888889,0.1416666666666666,0.746031746031746,0.1668106898505767,0.7117366946778712,0.1422979809009964,0.9047747289972898,0.0455549559697011
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8990221088435375,0.0378350002247343,0.7388888888888889,0.119605834120061,0.6864502164502164,0.1125266773830063,0.7083212934296526,0.107593959090801,0.9065752032520324,0.0391380706143119
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8971513605442178,0.0256990248352268,0.4041666666666666,0.1419727086450068,0.93,0.1552417469626002,0.5530536130536129,0.154591969148628,0.9328827913279132,0.048964336125389
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9032738095238096,0.0529391372204095,0.6888888888888889,0.1416666666666666,0.7418434343434342,0.1873219336077052,0.7065648189100202,0.1478849930644001,0.9145181233062328,0.031988781220829
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8989370748299319,0.043398202475308,0.7138888888888889,0.1145643923738959,0.7057936507936508,0.125233493186011,0.7038095238095238,0.1079107112030156,0.9130504742547426,0.0329755439221172
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.897236394557823,0.023728946805392,0.3930555555555555,0.1242337626322964,0.95,0.15,0.5496103896103897,0.1459123901240888,0.922714261517615,0.0604555524399376
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9012329931972788,0.0536914384372022,0.6888888888888889,0.1301708279317776,0.736904761904762,0.1855624464075499,0.7036457659987072,0.1399713930951441,0.9137474593495934,0.0308553126138251
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8969387755102041,0.0446951426891007,0.726388888888889,0.1242337626322964,0.6928823953823954,0.1285516080929831,0.7028041918521793,0.1140093267240966,0.912505081300813,0.0376131958688723
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8580782312925169,0.0188737202707552,0.1625,0.0976281209488331,0.7666666666666667,0.3958114029012639,0.263030303030303,0.1511721369779151,0.9147662601626017,0.0601800476140132
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8784863945578232,0.0511487897252759,0.6763888888888889,0.1518977177796515,0.6436599511599511,0.1478461228902917,0.6500562019679667,0.1310111796062343,0.9043936314363143,0.0359164662579472
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8620323129251701,0.0524747543638887,0.7513888888888889,0.126449924212446,0.5808634421134421,0.1377319658386624,0.6483967271118973,0.1199190866420462,0.891705623306233,0.0465748908668469
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8601190476190477,0.0149427773037338,0.1597222222222222,0.0954703269782466,0.8,0.4,0.263030303030303,0.1511721369779151,0.9178108062330624,0.0652813228194394
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8868197278911565,0.0462755383299871,0.6902777777777778,0.1297031868022781,0.6702561327561327,0.1559450925482896,0.6726549216177699,0.1243196524898658,0.8991268631436314,0.035679594020027
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8577380952380953,0.0565566332133013,0.701388888888889,0.1294352047250755,0.5768165168165169,0.1266892936304474,0.6258534817435746,0.1185693304332078,0.8860848577235773,0.0482559423977418
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8683673469387754,0.0158574186407347,0.2097222222222222,0.0969141945801083,0.9,0.3,0.3353535353535353,0.1427927034106852,0.917008807588076,0.0552567444109323
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8826530612244898,0.0540093187652811,0.701388888888889,0.1409910359640719,0.6493742368742368,0.1547226454660936,0.6685177404295051,0.1376633689281813,0.9033477303523036,0.035553819396005
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8536989795918368,0.0585653673621967,0.726388888888889,0.1109460579641195,0.5718500943500945,0.1357676728606394,0.6305414003892936,0.1116352860474156,0.884657012195122,0.0444526551394604
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8868622448979592,0.0186391861697815,0.3180555555555555,0.1250694251650303,1.0,0.0,0.4686002886002886,0.1485632911434735,0.925466632791328,0.0418591905538422
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8950255102040817,0.0482658671698945,0.7138888888888889,0.1391941090707505,0.6919330669330669,0.1567435448600476,0.6949307091257555,0.1317913708247822,0.9147035907859078,0.0280193201668809
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.882440476190476,0.0538632754667297,0.7763888888888889,0.1236735173304652,0.640209235209235,0.1342766074143735,0.6925237559138486,0.1132951809827342,0.903160569105691,0.0378988850944057
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8826955782312925,0.0226320307606204,0.3180555555555555,0.1118810131841462,0.9166666666666666,0.1707825127659933,0.465974025974026,0.1346106245416785,0.9333282520325202,0.0396253879472273
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8928996598639456,0.053817344677264,0.701388888888889,0.1409910359640719,0.6944444444444444,0.1837605823485942,0.6894397759103641,0.1438884643865671,0.9144063346883468,0.0331783342033627
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8846088435374149,0.0439146141518965,0.7388888888888889,0.119605834120061,0.6480525030525031,0.1227936665830866,0.6828787878787879,0.1037987895741622,0.8967538956639565,0.0440606438782988
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8826955782312925,0.0161960779089147,0.3069444444444444,0.0913821341644221,0.9666666666666666,0.1,0.4583061383061382,0.1139955378062574,0.9210408197831976,0.0524088014513195
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8868197278911565,0.056998737618083,0.6888888888888889,0.1622326861160982,0.6708333333333333,0.1950437193788505,0.6713655462184873,0.1625453729032053,0.91182418699187,0.0354285390279107
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.886734693877551,0.0361970329657056,0.726388888888889,0.1242337626322964,0.6500185925185924,0.1125377174430823,0.6801350189198486,0.1007409848963085,0.8980504742547424,0.0474758652997229
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8930272108843538,0.0286529297969736,0.4041666666666666,0.1305038313613818,0.885,0.1844586674569671,0.5476689976689977,0.1491898035787406,0.9221476964769646,0.0467886074013041
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8949829931972788,0.0510282023525018,0.6763888888888889,0.1518977177796515,0.7108730158730159,0.1756935828987686,0.6827120591826474,0.1398163425214142,0.913658536585366,0.0345655580243083
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8969387755102041,0.0395870551090147,0.7138888888888889,0.1274754878398196,0.6962878787878787,0.1235612847762464,0.6980255786525136,0.1066230796382882,0.911408367208672,0.041193723745573
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8992346938775511,0.0247125873162559,0.4291666666666666,0.1344355483741806,0.91,0.1577973383805949,0.5745920745920745,0.1465631131563764,0.9318114837398376,0.0428536941718314
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9033163265306124,0.0480179477875935,0.701388888888889,0.1409910359640719,0.7234307359307359,0.1586479857891931,0.7076759300211313,0.1391570304694637,0.9186754742547424,0.0331215643511557
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8888180272108842,0.0372921657085732,0.726388888888889,0.1362315227022651,0.6558080808080807,0.1135118594610149,0.683063295493636,0.10584898175141,0.9055132113821138,0.0395584212494753
d_num_tg_pca,No sampling,,After,Yes,RandomForests,0.8971088435374149,0.0317991967562271,0.4277777777777777,0.1561249499599599,0.89,0.1813835714721705,0.5667074592074592,0.1627080411763993,0.9239778116531164,0.040274185494398
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9074404761904764,0.0452745436832785,0.7138888888888889,0.1274754878398196,0.7410714285714286,0.1676352477215326,0.7208609854198089,0.1301040874817574,0.916332147696477,0.030982952536601
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8949404761904761,0.0354528871308046,0.726388888888889,0.1242337626322964,0.6752020202020202,0.0979073557446132,0.6957223942208463,0.0996810875415746,0.9058036924119242,0.0459784059168588
d_num_tg_pca,No sampling,,After,Yes,AdaBoost,0.8579931972789115,0.0146483275314219,0.1458333333333333,0.1007782218537318,0.8,0.4,0.2411111111111111,0.1534822143554646,0.8929657859078592,0.059592919693251
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8456207482993197,0.0524007059504339,0.7152777777777778,0.1137278671996348,0.5455627705627706,0.1177926218832207,0.6113979579072458,0.1009699106737689,0.8746299119241193,0.0685187587969738
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8083758503401359,0.0677468313165378,0.7513888888888889,0.098689327352725,0.4793483967013378,0.1132928728251221,0.5754640614915214,0.0981408268371258,0.8772704945799458,0.0559405781907395
d_num_tg_pca,No sampling,,After,Yes,AdaBoost,0.882780612244898,0.0288145192502226,0.3069444444444444,0.1646228855428201,0.85,0.3201562118716424,0.4407303807303807,0.2161247621800781,0.8987817581300813,0.0539675817409909
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.855952380952381,0.0487141005889134,0.7388888888888889,0.1320248293146238,0.5624896019013667,0.1158232304482401,0.6326047471620228,0.1093312915595537,0.8858494241192412,0.0602166340988651
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8104166666666666,0.0768075229310889,0.8013888888888889,0.1011221758292633,0.4831931956931957,0.1190499279779305,0.5959084774874247,0.1088513490034623,0.8832647357723576,0.058497347947342
d_num_tg_pca,No sampling,,After,Yes,AdaBoost,0.8826955782312925,0.031922005415567,0.3444444444444444,0.1615893285805442,0.78,0.3249615361854384,0.4733799533799533,0.2119133385502545,0.9015193089430896,0.0581451939298754
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8475765306122449,0.0457144826397301,0.7388888888888889,0.1320248293146238,0.5429040404040404,0.1095887559891109,0.6187650498796009,0.1009605844451876,0.889275491192412,0.0606616917896266
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8186224489795919,0.0715022295950177,0.788888888888889,0.0816496580927726,0.5005878924996572,0.1238264216812161,0.6035556538404835,0.1011315876209376,0.8898141090785909,0.0577615093779509
d_num_tg_pca,No sampling,,After,Yes,AdaBoost,0.9073979591836734,0.0293846350542035,0.5027777777777778,0.1527525231651946,0.8966666666666667,0.1353596033616463,0.6308966033966035,0.147659537984948,0.9157588075880758,0.0503214529978859
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8867772108843537,0.0575348110294405,0.826388888888889,0.0838525491562421,0.6467676767676768,0.1691093119609289,0.7184065449215536,0.1266545703695819,0.8931554878048781,0.0663813213217347
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8763605442176872,0.0395932649004868,0.8388888888888889,0.0583333333333333,0.6055128205128205,0.1029480793159614,0.698193579352551,0.0754340338977515,0.8994948340108401,0.0521707829851406
d_num_tg_pca,No sampling,,After,Yes,AdaBoost,0.9093537414965986,0.0349611842900103,0.5402777777777777,0.1625,0.8623809523809524,0.1552475895431453,0.6536471861471862,0.1550675559226905,0.9396764905149052,0.039828307382111
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8928571428571429,0.0469950460060823,0.763888888888889,0.1317615691736824,0.6643223443223443,0.138966928883233,0.7053973168214654,0.1251869548868117,0.9056317750677508,0.0600525416488374
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8927721088435374,0.0414556296588684,0.851388888888889,0.0940042847723206,0.6423815073815075,0.1107009840654748,0.7290230478156174,0.0965492903973788,0.9172425474254744,0.0563152043660972
d_num_tg_pca,No sampling,,After,Yes,AdaBoost,0.915561224489796,0.038687766220411,0.576388888888889,0.1720485235171881,0.8673809523809523,0.1476960244768237,0.6830587059998825,0.1562095612674251,0.9437288279132792,0.0455661641445099
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8907312925170068,0.0500910971925698,0.763888888888889,0.1536590742882148,0.6516666666666666,0.1369824716190513,0.699640522875817,0.1346462496402504,0.9084425813008132,0.0614718953286556
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8948129251700679,0.043255574917483,0.8388888888888889,0.1130388330520878,0.645050505050505,0.1065167679518711,0.7284348125214998,0.1078897244998753,0.9264608739837398,0.0546442121388839
d_num_tg_pca,No sampling,,After,Yes,AdaBoost,0.9113945578231292,0.0381594340359231,0.5888888888888889,0.1795054935711501,0.8301984126984128,0.1639737520014318,0.6777075702075701,0.1543177755531808,0.928265159214092,0.0476548402449392
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8762755102040816,0.0576609620737633,0.763888888888889,0.1193151755273029,0.6153146853146853,0.1353867866348716,0.6788296722197652,0.1260133238381224,0.8891014566395665,0.0662137707722927
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8825680272108845,0.0372914628307275,0.8138888888888889,0.1288302069478359,0.6151226551226552,0.0958503604191783,0.6971097976670733,0.0959500734056205,0.9029247120596208,0.0674779401420391
d_num_tg_pca,No sampling,,After,Yes,AdaBoost,0.9217687074829932,0.0376788007567976,0.701388888888889,0.1409910359640719,0.8108333333333334,0.1344252167150527,0.7455370609782375,0.12418066605796,0.942823509485095,0.023471179147592
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8784013605442178,0.0470914958603828,0.7388888888888889,0.1320248293146238,0.6327494727494727,0.1564558366345709,0.6728350287483414,0.1166862755446117,0.9010535230352305,0.0621428327308063
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8844387755102041,0.0480997962796855,0.788888888888889,0.1384437310486345,0.6288364413364412,0.1244495530038704,0.6962033760872771,0.1203084743435173,0.912574102303523,0.0587911541563617
d_num_tg_pca,No sampling,,After,Yes,AdaBoost,0.9155612244897956,0.0374087811833129,0.638888888888889,0.1207614728849119,0.8212698412698414,0.1470619287387247,0.7142598577892696,0.1219589816424689,0.934764566395664,0.0321600943700256
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8948554421768706,0.0421592302161676,0.7388888888888889,0.119605834120061,0.6763708513708513,0.1336054144417646,0.702046783625731,0.1148879606352696,0.8861373644986449,0.0653001386208345
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9072704081632652,0.0299613398086167,0.8138888888888889,0.1017212967977808,0.7081060606060607,0.1287094458137771,0.747003056283242,0.0721771219797652,0.9230809620596204,0.0383964534396172
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.860204081632653,0.0250697520613175,0.1847222222222222,0.1495943589251353,0.775,0.3944933459514875,0.2819191919191919,0.1973378843194968,0.8060107554200542,0.0764848401499479
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8641156462585033,0.0550210809245491,0.701388888888889,0.1616430395105902,0.599484126984127,0.1464968492683478,0.6352975406236276,0.126467949806278,0.87190760501355,0.0692803635995082
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.851530612244898,0.061047019334096,0.6777777777777778,0.1709857044056932,0.5609874847374847,0.1489389854263801,0.6056605975723622,0.1455602611673357,0.8676109417344173,0.0560979872923664
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.8477465986394558,0.0186924510572044,0.0875,0.0976281209488331,0.5,0.5,0.1466666666666666,0.1590713792726514,0.8563042005420055,0.0686763145588936
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8806122448979593,0.0501321487046967,0.701388888888889,0.1409910359640719,0.6407606282606282,0.1567126612787102,0.663017470145953,0.1350374686183653,0.9008121612466125,0.054023098934298
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8640731292517007,0.0576424780335147,0.763888888888889,0.1431297003109805,0.5922007159507159,0.1519380291985789,0.6568645879404393,0.128796148966421,0.8981948678861787,0.0436764209884219
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.8497874149659863,0.0132419147724089,0.0972222222222222,0.08936504412303,0.6,0.4898979485566356,0.1652525252525252,0.1471999653983803,0.8786178861788618,0.0783318360558592
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8867772108843537,0.0434818458149494,0.7388888888888889,0.119605834120061,0.6467893217893217,0.1264235678046092,0.685890952872377,0.1154598427703266,0.9235272696476964,0.0343988266298175
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8762329931972788,0.0712693220928658,0.788888888888889,0.1266557012797555,0.6308699633699634,0.1826701319901111,0.6919616239117519,0.1489782157967396,0.9129077743902438,0.0413134155816311
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.8785714285714287,0.0253047280356079,0.3069444444444444,0.1331378775722538,0.8800000000000001,0.1989974874213239,0.4442890442890442,0.1566633353892631,0.860865514905149,0.0660200391057012
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.890986394557823,0.0290146720860467,0.6902777777777778,0.1297031868022781,0.673502886002886,0.1082046171678826,0.6750995134896064,0.096026380176847,0.9156584518970188,0.039055326052359
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8642006802721088,0.0333563192994478,0.6888888888888889,0.1522972240208089,0.580487567987568,0.0923817863722026,0.6234302668435795,0.1017383059671876,0.8842420392953929,0.0487886905710168
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.8930272108843536,0.0255124715545567,0.3555555555555555,0.1622326861160982,1.0,0.0,0.5025396825396826,0.1847392665998074,0.8943559451219512,0.0829052854380843
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8846513605442177,0.0456300987051236,0.701388888888889,0.1409910359640719,0.6609343434343434,0.144216022061641,0.6697360388149862,0.1172177890988754,0.9196434620596206,0.0293641511201893
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8887329931972789,0.0446873967968803,0.7763888888888889,0.095105935087611,0.652986457986458,0.1296116246798948,0.7034947663275837,0.1027315096337201,0.9110336212737128,0.0418355852029685
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.8889030612244897,0.0245725127194134,0.3430555555555555,0.1336584577695453,0.95,0.15,0.493044733044733,0.1614631413295565,0.9087618563685635,0.0679350189416689
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8866496598639456,0.0428115646853024,0.6888888888888889,0.1416666666666666,0.6581782106782107,0.1368842599105003,0.6674292348518354,0.1251539471823088,0.9241937669376694,0.0333735106525246
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8763605442176872,0.0555701670474868,0.7513888888888889,0.1134221465734683,0.6268772893772894,0.161957477629896,0.6758239962651726,0.1263933537720488,0.9198217310298104,0.0407742540047637
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.8868622448979592,0.0369870835271068,0.4055555555555555,0.139692121785335,0.8233333333333335,0.2413158373031768,0.5378621378621378,0.1678852676995156,0.8554336043360434,0.124214575004792
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8910289115646257,0.0462322549891705,0.7027777777777777,0.1404358295529393,0.691410533910534,0.1624588143802652,0.6835663914688683,0.1183651027294744,0.9045702066395664,0.0471259981669554
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8519132653061225,0.0337452477016435,0.6291666666666667,0.1681703005884214,0.5685191197691197,0.1176040687454547,0.5805514351489582,0.0939391644446261,0.8795024559620597,0.0439584660961399
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.897236394557823,0.0362318995727139,0.4430555555555555,0.1431903356453298,0.8964285714285714,0.2317028797615513,0.5826406926406926,0.1635443120459594,0.9277883638211382,0.0575484159428211
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8909438775510203,0.051378156894738,0.6763888888888889,0.1297031868022781,0.6936904761904762,0.1738633722847403,0.6772525676937442,0.1356329856894573,0.9263465447154472,0.0345786809162902
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8743197278911564,0.047756346646378,0.7138888888888889,0.1145643923738959,0.6202813852813853,0.1402256594991035,0.6575576195390437,0.1164565092832717,0.9164371612466125,0.0406744383994052
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.9013180272108844,0.0372194810068164,0.4680555555555555,0.140002480136762,0.8964285714285714,0.2317028797615513,0.6074425574425575,0.1603423756698511,0.9364566395663956,0.0479533815012756
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8909013605442176,0.0433069474019579,0.6763888888888889,0.1297031868022781,0.6904761904761905,0.1520801078212323,0.6739852648211782,0.1188221681213603,0.9281084857723576,0.0321577570234174
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8825255102040815,0.0541053093093908,0.7388888888888889,0.119605834120061,0.6437518037518039,0.1648172667549597,0.6821448228414173,0.1334292671417215,0.9216226287262872,0.0406420726340363
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.9053571428571427,0.0318708572007519,0.5027777777777778,0.1719980620045857,0.8516666666666668,0.1510058865666427,0.621569264069264,0.1742490156489307,0.8896532012195122,0.0733508530164497
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.864030612244898,0.0419730509699767,0.6652777777777777,0.1149426185344476,0.5905194805194804,0.1307255754764789,0.6211687306501548,0.1094397294604355,0.8973831300813009,0.0476787186913431
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.886734693877551,0.037282930291357,0.7027777777777777,0.1288302069478359,0.6629334554334554,0.1393454317038183,0.6733846872082166,0.1074391398456646,0.9061263550135502,0.0303971574378508
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.9094812925170068,0.0401376983189806,0.601388888888889,0.1484292760879739,0.8016666666666667,0.1578413408739576,0.6834033613445378,0.1444495361417009,0.9371659044715448,0.0476660139961978
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8950680272108844,0.0482311545913996,0.7138888888888889,0.1274754878398196,0.6984704184704185,0.1772342307209453,0.6966134793998571,0.1285372346972082,0.9228116531165312,0.0295401075328386
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8868197278911565,0.0426056898243081,0.7527777777777778,0.1252774698197742,0.6461363636363635,0.1344492942268199,0.6901926384588923,0.1152547799914228,0.9154522357723576,0.0413114108461907
d_num_tg_pca,No sampling,,After,Yes,Bagging,0.9013180272108844,0.041496881794785,0.5513888888888889,0.1722502217382865,0.7954761904761904,0.1832079039081605,0.6407326986738752,0.1604941218937854,0.9412165481029808,0.0516845450903585
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8951105442176871,0.0394419664484018,0.7027777777777777,0.1160699023098676,0.6901190476190476,0.1459420499636546,0.6911764705882353,0.1140771224155018,0.9256546409214093,0.0327857531548639
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8908588435374151,0.0394882294230715,0.7277777777777777,0.1099242163189409,0.6636327561327561,0.1269742648443864,0.6906742346061231,0.1102177717930526,0.9265811314363144,0.0373275440143023
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.8992346938775511,0.0320500405573372,0.5041666666666667,0.1412370938056524,0.8300000000000001,0.1656301099840645,0.6163369963369963,0.1439142069340369,0.915550897696477,0.0644947053804607
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8744897959183673,0.0359844615493599,0.7527777777777778,0.1121135337256142,0.6132215007215007,0.1202496826891991,0.6677333708603059,0.0887392827329985,0.8946078929539295,0.056612585287202
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8579931972789115,0.0445520618646468,0.763888888888889,0.1317615691736824,0.5608663558663559,0.1137197033336138,0.6424347526958915,0.109557784003982,0.8888164803523037,0.0683845845187179
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.923809523809524,0.0367351859692411,0.663888888888889,0.139692121785335,0.8446428571428571,0.1447897549181284,0.7392733247145011,0.1297496719986161,0.9477845528455284,0.0372451079389987
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9092687074829932,0.049215230605948,0.7763888888888889,0.1357208122908527,0.718575036075036,0.1537124094125194,0.7420837633298933,0.1351975329955148,0.9334239498644988,0.0405563912979135
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9278911564625852,0.0335976909662231,0.8138888888888889,0.1160699023098676,0.7759920634920634,0.117527229172119,0.789091970121382,0.0982427492731322,0.9397688008130082,0.0336579494575684
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.9135204081632652,0.0409309614696562,0.6138888888888889,0.1550089603144856,0.8246428571428572,0.1628282921395678,0.6972220426632191,0.1427729615131117,0.9368224932249324,0.037622225391889
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9052295918367348,0.0435484787773103,0.763888888888889,0.1317615691736824,0.7063095238095237,0.1384107927730329,0.7293300653594772,0.1228903145129226,0.9296849593495936,0.0459778327714595
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9052721088435371,0.0359392211996299,0.763888888888889,0.1193151755273029,0.7078643578643579,0.1269687326691281,0.7283126934984521,0.1038446866514041,0.9315718157181572,0.0380034679736032
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.9013180272108844,0.0373135850111259,0.5527777777777778,0.1730044957668891,0.7938095238095239,0.1647240529049785,0.6379029304029304,0.1647372442667205,0.9286365176151762,0.0462388138678821
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8826955782312924,0.0480319689701902,0.7513888888888889,0.1134221465734683,0.6375613275613274,0.1413538029827784,0.684304656471839,0.117725804036402,0.909957232384824,0.0406001250138506
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8743622448979591,0.0397192821678756,0.788888888888889,0.1136515141415488,0.596977466977467,0.1100310602782162,0.6771310629514964,0.1052251919634675,0.9153125,0.0483299320354478
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.9217687074829932,0.0329088224371043,0.6138888888888889,0.1333333333333333,0.879047619047619,0.141696875530646,0.7177073906485671,0.1242268341789322,0.942617716802168,0.0331816480331542
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9116071428571428,0.042060667529135,0.7513888888888889,0.1134221465734683,0.7363888888888889,0.1503619604015672,0.7405345471521941,0.1218457931188039,0.9208900745257452,0.0438859753015866
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9216836734693878,0.0391825071869136,0.788888888888889,0.1136515141415488,0.7646031746031745,0.1338225388612898,0.7713632119514473,0.108247441310458,0.9350601287262872,0.0408496483623421
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.9176445578231294,0.0355311194252928,0.6513888888888889,0.1479606742047058,0.8219047619047618,0.1450938002960627,0.718623141564318,0.1288961192774498,0.9375084688346884,0.0383800105828612
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9095238095238096,0.0401680195264712,0.7388888888888889,0.119605834120061,0.7363888888888889,0.1503619604015672,0.7317433383609854,0.1161538181421953,0.9213067411924118,0.044529600757217
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9093962585034012,0.0371119893118462,0.763888888888889,0.1317615691736824,0.718015873015873,0.1245243153550279,0.7354248366013072,0.1133867504212376,0.9298043699186992,0.0424055809899654
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.9033588435374148,0.0353480012346672,0.5777777777777777,0.142886901662352,0.7907142857142857,0.1409935991857001,0.659532967032967,0.1324524628037905,0.9367924288617888,0.0402787267021084
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8991496598639456,0.0415397031340097,0.7388888888888889,0.1433720877840437,0.6905128205128206,0.1375973877946559,0.707469654528478,0.1241308606985933,0.9173509485094852,0.037581501769811
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8991496598639456,0.0539375782214361,0.763888888888889,0.1193151755273029,0.6963125763125764,0.1717068157555543,0.7219794584500466,0.1369157538911541,0.9297052845528456,0.0354562903122244
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.9218537414965986,0.0338307157881978,0.638888888888889,0.1330726618555942,0.8607142857142858,0.1490759519700689,0.7267733247145012,0.1218526179514047,0.9443572154471545,0.0382877456858495
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9116071428571428,0.0418935798549721,0.763888888888889,0.1054092553389459,0.7519444444444444,0.1683986396971538,0.7462111254758313,0.1064327605359014,0.9276956300813008,0.0368678129559809
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.909438775510204,0.0413028157650841,0.7513888888888889,0.126449924212446,0.7398629148629148,0.160906101774558,0.7355711677383504,0.1147246670630062,0.9334137872628728,0.0396915759561466
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.9218537414965986,0.0338307157881978,0.638888888888889,0.1330726618555942,0.8547619047619047,0.1381978272469662,0.7262788192199957,0.1231479325880821,0.9389007452574524,0.0453967589312507
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9053996598639455,0.0458794753726562,0.763888888888889,0.1054092553389459,0.7194264069264069,0.1627399466811672,0.7335243746621456,0.1187802339344712,0.9270934959349594,0.0418753144586438
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9094812925170068,0.0431791342322471,0.7513888888888889,0.1134221465734683,0.7396464646464646,0.1648177596267427,0.7370623958085258,0.1168780088687768,0.9307325542005422,0.0456171938141099
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.91156462585034,0.0341499181834282,0.6138888888888889,0.1210486587194495,0.8311904761904761,0.1608031500351423,0.6956744236156001,0.1082035917397459,0.9414676490514904,0.03576646439078
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8931547619047618,0.0471965778782532,0.7277777777777777,0.1464866319270578,0.6781168831168831,0.172752759351756,0.694579463364293,0.140787357597215,0.9190608062330624,0.0360053275771925
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8970663265306122,0.0441818806161944,0.763888888888889,0.1193151755273029,0.6843686868686868,0.1588518506118577,0.7147915130964667,0.12033412834241,0.9282105352303522,0.0494492239831788
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.919812925170068,0.0333606544981586,0.6263888888888889,0.127815513751483,0.8583333333333334,0.1493039405597409,0.7182018961430725,0.1193899935419264,0.9477726964769648,0.0348340830676715
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9116496598639456,0.0466993920478714,0.7763888888888889,0.095105935087611,0.7442063492063492,0.1820531992219273,0.7516619981325864,0.1225179333655304,0.931459180216802,0.0354096408162507
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9073979591836734,0.0478545107795794,0.7513888888888889,0.126449924212446,0.7332972582972582,0.1740236744515782,0.7331408271810749,0.1278116354668192,0.9340396341463414,0.039275511569453
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.9197704081632652,0.0280212880625951,0.6263888888888889,0.127815513751483,0.8516666666666666,0.1188953788467453,0.7160040939452703,0.1104052099057883,0.9430572493224932,0.0382382812419684
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9074829931972788,0.0469570265464039,0.788888888888889,0.0989528507253159,0.7214357864357863,0.1725970474565391,0.7455349157206742,0.1209383997745996,0.927530487804878,0.0368291357916369
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9053571428571427,0.0468984748861047,0.7388888888888889,0.119605834120061,0.7305194805194806,0.1735124483054727,0.7257878860046042,0.1244715307420498,0.9302464430894308,0.0432011439829136
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.907482993197279,0.0331819021416435,0.5902777777777778,0.1167410477176825,0.8285714285714286,0.1669385537424581,0.6775399600399601,0.1115014305691921,0.943586551490515,0.0389050924965672
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8889880952380953,0.0439821738552628,0.7277777777777777,0.1464866319270578,0.6629983904983905,0.1635866470840186,0.685514275885793,0.1318671741144238,0.9204420731707318,0.0429387720923102
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8971938775510205,0.0474722134860472,0.7513888888888889,0.1134221465734683,0.6870454545454544,0.1617966972237915,0.7126793699936114,0.1252475635017369,0.9196290650406505,0.0596916923639251
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.9177295918367344,0.038662549725596,0.638888888888889,0.1330726618555942,0.8369047619047618,0.1595460183545459,0.7184216763628528,0.1280596913221441,0.9455648712737128,0.0381728229009158
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9177295918367347,0.0449347639873672,0.763888888888889,0.1054092553389459,0.7775,0.1787320309538525,0.7605575307045894,0.1186300024216752,0.9289854336043358,0.0387681587637525
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8991921768707483,0.0462421854034209,0.7388888888888889,0.119605834120061,0.705479797979798,0.1755170786518501,0.7126342912333624,0.1236219540611576,0.9369258130081304,0.0387817001874966
d_num_tg_pca,No sampling,,After,Yes,XGBoost,0.915688775510204,0.0391110476814767,0.638888888888889,0.1330726618555942,0.825,0.1637543165552474,0.7136597716009481,0.1290068071428646,0.9399119241192412,0.042987793165829
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9197278911564626,0.0414843993443114,0.7763888888888889,0.095105935087611,0.7669264069264068,0.1456805044113943,0.7665472504791391,0.1101717852904934,0.925060975609756,0.0440412118013051
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9012755102040816,0.0446071285599885,0.7388888888888889,0.119605834120061,0.7109343434343434,0.1712550246444549,0.716143063163187,0.1217554163861613,0.9327896341463416,0.0435937338419134
d_num_tg_pca,No sampling,,After,Yes,MLP,0.83125,0.0125327126444341,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.4224093834688346,0.1882526257984291
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6051870748299321,0.2210923763385019,0.7777777777777778,0.2946278254943948,0.2941905901116427,0.1698994150612904,0.410280349030349,0.1981654517166104,0.7431800474254743,0.2077597803535383
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6850765306122449,0.0999379496650877,0.5458333333333333,0.3047369083871091,0.2529663436255728,0.1191095534210424,0.3374544538892364,0.1620259654027819,0.6517454268292684,0.199280850693803
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8499574829931973,0.035201642468656,0.125,0.1936491673103708,0.35,0.45,0.1769230769230769,0.2527247959445355,0.6634027777777779,0.182747227493118
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8928996598639456,0.0675446452323572,0.851388888888889,0.1349511228391804,0.6581637806637807,0.1681224843614939,0.7358124147655041,0.1469560305565705,0.921767445799458,0.0528948019801475
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8539115646258504,0.0521329244680958,0.8013888888888889,0.1607815115131228,0.5463636363636363,0.1141897802586978,0.6466111920116497,0.1254885852468297,0.9133960027100272,0.0673173449169846
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8189625850340138,0.0253065853315138,0.0125,0.0375,0.05,0.15,0.02,0.06,0.4342843834688347,0.1986293003994669
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6415816326530612,0.1661319601900391,0.7125,0.2503123049312598,0.3125488863961404,0.1152054182015527,0.4139092348658623,0.1305866914606085,0.7279767953929539,0.1866750365479059
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.701828231292517,0.0864771356817475,0.75,0.2091650066335189,0.3378588808104893,0.0920389055958208,0.457398727318082,0.1169998104441723,0.776547256097561,0.1228410280345855
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8354591836734695,0.0120316368406965,0.025,0.05,0.2,0.4,0.0444444444444444,0.0888888888888888,0.6294910230352304,0.1958169345908901
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8909013605442176,0.0629470567746591,0.8763888888888889,0.1250694251650303,0.6513616938616938,0.1494805376494434,0.7377382423367751,0.1249659393160852,0.9353751693766936,0.0547574518622579
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.892984693877551,0.0451990178582464,0.888888888888889,0.0874007373475126,0.6415096015096016,0.121532604163119,0.7399283530068292,0.0975730098147645,0.936065379403794,0.0349723270279755
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8354591836734695,0.023764686888589,0.1375,0.205015243335709,0.2208333333333333,0.2875,0.1640151515151515,0.2271088424270176,0.567295054200542,0.1994002285898295
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.70046768707483,0.2059633039523515,0.6180555555555556,0.2380840771193609,0.3599400780379042,0.1355255295917908,0.4302553927553927,0.1436285681503185,0.7393402777777778,0.1720554722415392
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7511054421768707,0.0607476232336626,0.7291666666666666,0.2060289219179353,0.375554971344445,0.088794875770172,0.4901657711726361,0.1179392937129333,0.8302295054200541,0.1422045120109129
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8375850340136054,0.0346501867419402,0.1111111111111111,0.1891134286318369,0.29,0.3961060464067671,0.1476923076923077,0.2341496006892998,0.6842420392953928,0.2501282460553706
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9053571428571427,0.0522572585381645,0.8763888888888889,0.1250694251650303,0.6834307359307359,0.1510364302593699,0.7607814210213591,0.1250239783215607,0.929631605691057,0.0451824928851236
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8681122448979591,0.0431562489271632,0.913888888888889,0.0794949334514121,0.5772104366222014,0.0913322871822186,0.7024403432824485,0.0738167973820333,0.9422544037940378,0.0327835565741093
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8231717687074831,0.0337791933119371,0.1,0.1089724735885168,0.3035714285714285,0.3837416488488374,0.1338888888888889,0.1427345373346905,0.5809671409214093,0.2218225995670973
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7753401360544216,0.0700744767027122,0.7375,0.2465385365414502,0.4059085424379541,0.1141152391792453,0.5165088128246023,0.1474134603584451,0.8105995934959349,0.170588104259768
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7573129251700681,0.0916721881895679,0.6402777777777777,0.2993337509276968,0.3764056776556776,0.1445674402133474,0.4557853815350068,0.1893567557644056,0.8018792344173443,0.1434446562320543
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8374574829931973,0.0170365916830705,0.0736111111111111,0.1495943589251353,0.2666666666666666,0.4163331998932266,0.0993650793650793,0.1780952380952381,0.674195460704607,0.1679304175680804
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.890986394557823,0.0410531148871341,0.888888888888889,0.1178511301977579,0.6300815850815851,0.1061946749906272,0.7327401837928154,0.0973317516348386,0.9340709688346884,0.0361887590693134
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8723214285714285,0.0545614471596078,0.851388888888889,0.1093700395700557,0.593894993894994,0.120628971748395,0.6955749289522342,0.1107303250761541,0.9201202574525746,0.0455288482897163
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8148384353741497,0.0288610315181001,0.1222222222222222,0.1224744871391588,0.3333333333333333,0.3162277660168379,0.1673637473637473,0.1522476484825212,0.5307367886178862,0.1658436002449806
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6766581632653061,0.1869278227666167,0.611111111111111,0.2788866755113585,0.3848906485671192,0.2364866700981597,0.3881966516741629,0.13685831721369,0.7388160569105692,0.1123287951365775
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.4087159863945578,0.1998604197686277,0.825,0.187082869338697,0.2145603674175102,0.0805560194877797,0.3310522681595746,0.0910649598416599,0.5725753726287264,0.1682255960202174
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8477891156462587,0.0277502871974161,0.1458333333333333,0.2034852574512463,0.29,0.3818231120412814,0.1885614385614385,0.2513077558852405,0.6663135162601626,0.1531669006453268
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8414540816326529,0.0455430182090452,0.851388888888889,0.1228283581081972,0.5245399045399045,0.0828116199492772,0.6438468472793415,0.0814085756164169,0.9125067750677508,0.0403982560138422
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8333758503401361,0.0576222156011331,0.8138888888888889,0.1511529762268088,0.5083957708957708,0.1131965590307046,0.6217610891523935,0.119251379459668,0.8911424457994579,0.0761123510316242
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8314625850340136,0.0412853928673809,0.125,0.1936491673103708,0.2766666666666666,0.3927255190757704,0.1595848595848596,0.2392726593097584,0.5206927506775068,0.1375722861631717
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6371598639455782,0.1694752850780971,0.6625,0.3667850187780302,0.2441782862527543,0.1386190901112934,0.3494979167215475,0.1947842656070297,0.6916099254742548,0.1995003771142534
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6286139455782312,0.2483719847835649,0.6305555555555555,0.2280655363900668,0.3463346753802466,0.1918598371444368,0.3987856576833736,0.1727761468254271,0.6466844512195122,0.2712231094863443
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8374149659863945,0.0194681469676927,0.1583333333333333,0.153432938662683,0.45,0.3749073959733997,0.2118104118104118,0.1749896317046292,0.6407190040650407,0.1647186428636868
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8477465986394558,0.0334684468802684,0.888888888888889,0.1037491633165727,0.5295874958374958,0.0627771139135244,0.6612774525245921,0.0667337148282427,0.9237449186991872,0.0348219716984617
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8352891156462586,0.0509555994278817,0.851388888888889,0.1093700395700557,0.5191723627249942,0.1014070898833166,0.6376897285969839,0.08593849703161,0.9273399390243904,0.0393606453643567
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8353741496598639,0.0092776746237998,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.7519546070460704,0.1218711225996727
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8085459183673469,0.0644457552599545,0.75,0.1581138830084189,0.4724262910292321,0.1215585688810174,0.5692561479441276,0.1196833344892603,0.8952642276422763,0.0596963734484772
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.775595238095238,0.0423546218749394,0.7027777777777777,0.1795054935711501,0.4031709956709957,0.071515296459346,0.5060271455019205,0.0921821517780902,0.8556122967479676,0.0819845860483111
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9319727891156464,0.043576924568539,0.7388888888888889,0.089752746785575,0.8672619047619048,0.1682334939998612,0.7897312001723765,0.1105004016775817,0.941633638211382,0.043625096794607
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9032738095238096,0.045347233096079,0.8763888888888889,0.1118810131841462,0.6741125541125541,0.1257283306737986,0.7552549046801301,0.1026577312326086,0.9482206978319784,0.0409153318568867
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9011479591836736,0.0556704153163237,0.8763888888888889,0.0969141945801084,0.677014652014652,0.1471686534843989,0.7560589822226651,0.1142088834457703,0.9427371273712736,0.0427240471084718
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8076693766937668,0.0810358788300075
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8353741496598641,0.0667873837638163,0.8625,0.1525819451966713,0.5198785936285937,0.1363948485776095,0.6424450393237578,0.1342316127254981,0.9087923441734416,0.0587982084105401
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7840136054421769,0.0697727269986555,0.7152777777777778,0.1780000780274485,0.4310917221753135,0.1134922481938189,0.5269867953048731,0.1235760478681257,0.8744224254742547,0.0561756330292094
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9319727891156464,0.0405653244551455,0.7763888888888889,0.110318352457281,0.8460317460317459,0.1501322168612804,0.7965258271140624,0.0932388729957622,0.9397315379403792,0.0424779687127007
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9032738095238096,0.0393199568423647,0.888888888888889,0.1037491633165727,0.6656782106782108,0.1033740896835971,0.7566766738593365,0.0910557929722698,0.94920054200542,0.0393616102104547
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9115221088435372,0.0508370607248238,0.9013888888888888,0.0932626220233308,0.6976495726495726,0.1446919502412162,0.7798704989242073,0.1130790199657061,0.9427447493224932,0.0442508377992855
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8353741496598639,0.0016663195529137,0.0111111111111111,0.0333333333333333,0.1,0.3,0.0199999999999999,0.0599999999999999,0.8524822154471545,0.0660132683479325
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8167091836734695,0.0379967189474369,0.8125,0.1505199322349037,0.4757486631016043,0.0639378335856499,0.5941785537117346,0.0788575375991593,0.9095579268292684,0.0512249017199304
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7881377551020408,0.0466553395608939,0.75,0.1854049621773915,0.4284352425180598,0.0723211450911897,0.5366337173293696,0.0923726883177061,0.8826930894308942,0.0603798018859226
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9236819727891156,0.0436487344722948,0.726388888888889,0.1362315227022651,0.8457142857142858,0.1781480695766236,0.7613004642416407,0.1243041635821231,0.9391412601626016,0.0421256833976049
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9094812925170066,0.0404423458299051,0.8763888888888889,0.1118810131841462,0.6873526473526473,0.1159573608054443,0.7658129280420302,0.1012789375157867,0.9469706978319784,0.0405779404423033
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9094812925170068,0.0482703613066039,0.8638888888888889,0.1040832999733066,0.7091552891552892,0.1628264197452459,0.7679614365682477,0.108841583812928,0.9470511517615176,0.0415954446565671
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8353741496598639,0.0016663195529137,0.0111111111111111,0.0333333333333333,0.1,0.3,0.0199999999999999,0.0599999999999999,0.8266717479674798,0.088616354200042
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8208758503401361,0.0501625188889722,0.8125,0.1397542485937368,0.4827183600713012,0.0904412396569523,0.6029645754702961,0.1029975212730975,0.8995731707317074,0.0615183845481836
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8145408163265306,0.0591939353055196,0.7625,0.1891593243802694,0.4738095238095238,0.0968494635715877,0.576560886223555,0.115914336773627,0.899150575880759,0.0641904085937586
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9216836734693878,0.0490951961496626,0.701388888888889,0.1409910359640719,0.8385497835497835,0.1822368517647138,0.7513118202746687,0.1331117728370582,0.9388016598915988,0.0403869374855866
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9094812925170068,0.0415016733612176,0.8763888888888889,0.0969141945801084,0.6946428571428572,0.1268145258765454,0.7679159239453358,0.093897298010595,0.9493868563685636,0.0376415922106116
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9136054421768708,0.0539010349381389,0.888888888888889,0.1037491633165727,0.7077777777777778,0.1465973346743919,0.781782531194296,0.1192518674230253,0.948151253387534,0.0413948778878108
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7848839769647697,0.1245047731874931
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7653486394557824,0.0571572965488744,0.7,0.2106537443294089,0.3941819291819292,0.0862105626842888,0.4936703428711101,0.1053659958992604,0.8548831300813008,0.0787336384985887
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.747108843537415,0.0491897330927157,0.7152777777777778,0.2175063856023031,0.3674833556611049,0.0803930283676975,0.4782755666493393,0.1089262080138347,0.8195740176151762,0.0934710791581109
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8888605442176871,0.0323135964842546,0.4055555555555555,0.1504622507105649,0.8800000000000001,0.1989974874213239,0.5356476856476856,0.1615300647487521,0.9296629403794038,0.0406773456214568
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8929421768707485,0.0523504361590419,0.8763888888888889,0.1118810131841462,0.6464289958407606,0.1173952399576695,0.737605121072075,0.1042126878108691,0.9339439363143632,0.0399035931873116
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8970663265306124,0.0563723082950314,0.913888888888889,0.0794949334514121,0.6562269756387404,0.1278433671544937,0.7570663914688682,0.1034706470503221,0.9342598238482384,0.0425770421304031
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7497196815718158,0.1357804757955086
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7879676870748299,0.0561620692193291,0.7763888888888889,0.2157432244333269,0.4252324146441794,0.100688927281175,0.5425556029230771,0.1315995269284434,0.8633570460704607,0.0412173219534635
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7468962585034014,0.0772100063819242,0.6666666666666666,0.1677050983124842,0.3752098997493734,0.1126404971708447,0.4720953382488791,0.1213392021488669,0.8143072493224933,0.099619190003172
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8888605442176871,0.0323135964842546,0.4055555555555555,0.1504622507105649,0.8800000000000001,0.1989974874213239,0.5356476856476856,0.1615300647487521,0.932997120596206,0.0414236145046701
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8950255102040817,0.0510297787596622,0.8763888888888889,0.1118810131841462,0.6534469696969698,0.1220415389827238,0.7416150670794633,0.104756674117334,0.9355182926829269,0.0403520667404908
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8990646258503402,0.0591659553977188,0.913888888888889,0.0794949334514121,0.6655555555555557,0.1357888747590003,0.7617877042267943,0.1041986625839019,0.9336695460704606,0.0431654835965567
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8314200680272108,0.0210338899179904,0.0375,0.0800390529679106,0.2,0.4000000000000001,0.0622222222222222,0.1306394529484361,0.4762576219512195,0.185734231633361
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6122448979591837,0.2316925655732664,0.6402777777777777,0.3338797604594271,0.28651444093059,0.1746591027316988,0.353354566972988,0.1749342474554866,0.6303929539295392,0.2521958722384861
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.640093537414966,0.1276156653078072,0.5916666666666666,0.203100960115899,0.2671154948709128,0.1018627737208261,0.3604831180503577,0.1248536676069967,0.6898289295392954,0.1690084427552932
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8312925170068027,0.0076360354832121,0.05,0.1,0.09,0.1813835714721705,0.0641025641025641,0.1283332692947917,0.5579894986449865,0.2365180404429974
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8823979591836734,0.0513429431029184,0.888888888888889,0.0874007373475126,0.6261223580341228,0.130271149519938,0.7245784925578302,0.0903843065924129,0.9251659891598916,0.0381776187784358
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8807397959183675,0.0531272925342346,0.913888888888889,0.1121135337256142,0.6042207792207792,0.1186379116737888,0.723488662367381,0.110130924658887,0.9412068089430894,0.0482544206752838
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8416666666666666,0.0199822694904411,0.0625,0.1152443057161611,0.25,0.4031128874149275,0.0967676767676767,0.1712493925642575,0.5807418699186992,0.1375072175674065
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6644557823129252,0.2101756146378177,0.675,0.2318404623873926,0.3385768398268398,0.1222123198332675,0.427034178914795,0.1328056565821574,0.7013423102981029,0.2337148673394721
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6750425170068027,0.1140347101005205,0.5347222222222222,0.2656556354882513,0.2707532720690615,0.1454090874784691,0.3496812414915863,0.173684177511778,0.6624618902439025,0.1796237811525001
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333758503401361,0.0102895548621608,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.5853675474254743,0.1661513073064958
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8888180272108844,0.0498056383921163,0.8638888888888889,0.1307032261779843,0.637443944943945,0.1431163383624993,0.7255260482252675,0.1170083360712097,0.928622120596206,0.0341165939167188
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.859736394557823,0.0574745803780186,0.851388888888889,0.1752478403734424,0.5681439393939395,0.1239175752244677,0.6705930344165638,0.126207618179379,0.9278565379403794,0.0404625988210092
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8334608843537415,0.0290743280100975,0.0875,0.1256234452640111,0.3,0.3999999999999999,0.1301010101010101,0.1813151289949317,0.4895316734417344,0.1353431981305634
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7482142857142857,0.117803539606105,0.726388888888889,0.249617763345836,0.4027478253164752,0.1747316485445256,0.5019618956221716,0.1850760844968459,0.8353802506775068,0.1086296095793108
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5916666666666668,0.1432372908130985,0.6416666666666666,0.1719980620045857,0.2475454808349545,0.0588491317954965,0.3502230280426514,0.0790283386430483,0.7008163956639566,0.1149280356081021
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8456632653061223,0.0190189364339668,0.0958333333333333,0.1264499242124459,0.375,0.4643543905251677,0.1483760683760683,0.190327583618685,0.6770553861788617,0.1800814056398979
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8909438775510206,0.0527091720403826,0.8638888888888889,0.1040832999733066,0.6471717171717171,0.1430042634517268,0.7325527723050944,0.1131884760796698,0.9221290650406504,0.0631689058949974
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8638605442176871,0.0724624520385229,0.8763888888888889,0.0969141945801084,0.6006204906204905,0.154213761348472,0.6978661768583836,0.1107192696650825,0.9285941734417344,0.0365710256589697
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8271683673469388,0.0164087556194618,0.0375,0.0800390529679106,0.15,0.3201562118716424,0.0555555555555555,0.1138550085106621,0.4911034891598916,0.1358139536702183
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7428571428571429,0.0896951254817878,0.7625,0.171846588560844,0.3823513251454428,0.1059442578728855,0.5055568319736234,0.1262873638232848,0.8476761517615177,0.1035419964507184
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7323554421768707,0.155097734277917,0.6888888888888889,0.2195323312053248,0.3957201730731142,0.1844253933547907,0.4929839366031269,0.1959173960587563,0.7896815718157182,0.1910094741832619
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8519557823129251,0.0387338099259008,0.1125,0.2267294643402131,0.3,0.4582575694955839,0.1479365079365079,0.2692999238388155,0.6698009823848239,0.2189658331823666
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.878656462585034,0.0605246280315855,0.8763888888888889,0.1250694251650303,0.6214108187134503,0.1451542494703291,0.7154687834961087,0.1150581478325351,0.9309366531165312,0.0420119357707705
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8826955782312925,0.0547540643022495,0.9013888888888888,0.0932626220233308,0.6202129896247544,0.129507802147083,0.7273420806919259,0.1039571216106268,0.9348992208672088,0.0338064599645766
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8085884353741497,0.0246904864990471,0.05,0.1,0.0833333333333333,0.1707825127659933,0.0619047619047619,0.1242665557209513,0.4870816395663956,0.1354696070954391
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5543367346938775,0.2066157505474558,0.75,0.2680951323690902,0.2651968911358312,0.1174267541344016,0.3728934534677569,0.141533898133855,0.7232799796747967,0.1756756720057604
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7015731292517007,0.1070240895695152,0.5166666666666666,0.2839454172900137,0.3186607544502281,0.1800496263913336,0.3635718448218448,0.1750650629603267,0.6993690718157181,0.1721911882952654
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8396683673469388,0.0574843297000769,0.1305555555555555,0.2333333333333333,0.3,0.458257569495584,0.1705738705738705,0.2933169481615205,0.6807130758807588,0.1731706593196392
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8640731292517007,0.0387828986948735,0.8388888888888889,0.0807946642902721,0.5731672494172495,0.0861775183759009,0.6763507476355773,0.070178690005932,0.9218453590785908,0.0355421178284821
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8168792517006803,0.0736936499337751,0.8652777777777778,0.1283576816729113,0.4945702075702075,0.0945730283494695,0.6207857700696576,0.092334482842661,0.917627879403794,0.0409999646743391
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8088860544217689,0.0475454401037439,0.0875,0.1858258593414813,0.1888888888888888,0.3260311278026935,0.0992275698158051,0.1816590824647152,0.5579547764227643,0.1779714926479486
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6094812925170069,0.239543642475824,0.6263888888888889,0.3410818165126302,0.2466934652648938,0.138772861185317,0.3335523591587664,0.1784711248523344,0.6426880081300813,0.2553428948653347
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5870323129251701,0.2229159854852765,0.6083333333333333,0.3313482558678507,0.255207655019685,0.2127672284249253,0.3220772847679518,0.1849376165749693,0.6873246951219512,0.1862380602967134
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8232568027210885,0.0461367515712849,0.0875,0.1256234452640111,0.2875,0.4185167260695801,0.1247222222222222,0.1787320309538524,0.6672916666666667,0.1478243781409355
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8414115646258503,0.0639572241168199,0.875,0.125,0.5324847456465104,0.1030920050884004,0.6553182957393483,0.099998568340453,0.9269393631436316,0.0509121644322547
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8227465986394558,0.0692712696254732,0.826388888888889,0.1505199322349036,0.5025562522273048,0.1175969256470675,0.6146584896584897,0.1149407168804954,0.9137356029810298,0.0394575998279768
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0111111111111111,0.0333333333333333,0.1,0.3,0.0199999999999999,0.0599999999999999,0.825829945799458,0.1062739451493182
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7940051020408163,0.0741587892440508,0.8,0.1,0.4530615475855414,0.0982252012821187,0.5733647249436723,0.0987816078805559,0.8866988482384823,0.0535082518829884
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7919642857142858,0.0407618373888551,0.726388888888889,0.2160648693744028,0.4241156813602633,0.0755481289996379,0.5277439699639188,0.1122165108021732,0.8806326219512195,0.0529597770369929
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9340136054421768,0.0452880171837941,0.7513888888888889,0.1382555001919755,0.8728174603174603,0.167938387970693,0.7933726567550097,0.1223989306124719,0.9385543699186992,0.0440258784962143
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9073554421768708,0.0492630487417434,0.8763888888888889,0.1118810131841462,0.689062049062049,0.1374383662105328,0.7646941891658543,0.1125809686621091,0.9441810636856368,0.034498432859534
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9136054421768708,0.047019965152667,0.888888888888889,0.1037491633165727,0.69991452991453,0.1313552869534441,0.7786928104575164,0.1102236194199406,0.9455182926829268,0.0426660708223758
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8161610772357722,0.088201431488951
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.802253401360544,0.0580114760877818,0.7875,0.1484292760879739,0.4581080031080032,0.0913746538657335,0.5729782407988042,0.0978793872431024,0.8870138888888889,0.0539048208315234
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7984268707482993,0.0706615385112816,0.726388888888889,0.2087079964394699,0.4574539242147601,0.1213424446726958,0.5445517493778362,0.1296360847632743,0.8704412262872628,0.0652863588911669
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9299319727891158,0.0465734172517144,0.7138888888888889,0.1600781059358212,0.8773809523809524,0.171366556243158,0.7701099880511644,0.1450181234652434,0.93885924796748,0.0410097419100946
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9032738095238096,0.0453858841431232,0.8638888888888889,0.1181453906563152,0.6752489177489178,0.12750338463718,0.7521746098758484,0.1085388086626337,0.9466742886178862,0.0385969877697165
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.901190476190476,0.0531119617227753,0.9013888888888888,0.0932626220233308,0.6703661616161616,0.1416953828770385,0.7608018874979435,0.1087115750005838,0.9433468834688348,0.0414122677551507
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8374574829931973,0.0057737093355899,0.0236111111111111,0.0473242362150022,0.2,0.4000000000000001,0.0422222222222222,0.0845905169363301,0.8339837398373984,0.0726288886129963
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8269557823129251,0.0521796450893915,0.8,0.15,0.5042710815156636,0.0910477550232633,0.6074281723321971,0.0878146791464146,0.8978887195121951,0.0541986018202136
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7838860544217686,0.0478039602492034,0.7152777777777778,0.159480493408372,0.4203205128205128,0.0709103305842205,0.5226631098370229,0.0854691975971909,0.8926930894308944,0.0498790543150575
d_num_tg_pca,No sampling,,After,Yes,MLP,0.93609693877551,0.0446849696092292,0.7763888888888889,0.1236735173304652,0.8673382173382173,0.1717814745373405,0.8068390433096315,0.1160250013389893,0.9428260501355012,0.0383905190477852
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9012755102040816,0.0410872703634901,0.8638888888888889,0.1181453906563152,0.6673701298701298,0.1163086501550479,0.747262329174094,0.0993645864782581,0.9491353319783198,0.040019550758676
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9073979591836734,0.0510890269855325,0.888888888888889,0.1037491633165727,0.6860317460317461,0.1404164166210518,0.768590460107488,0.1158750738241287,0.9451295731707317,0.0404075923414374
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8522239159891599,0.0612937129279775
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.83125,0.0549935583093855,0.85,0.1346291201783626,0.5113046757164404,0.1172104295956662,0.6313530570026733,0.1061657090764127,0.9107850609756096,0.0722504632882282
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7962159863945578,0.0739087084178478,0.7125,0.1940521837032502,0.4459515484515484,0.1367743600407692,0.5396876807403124,0.1497501607107968,0.8666971544715446,0.0740032264677515
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9320153061224492,0.0454540210553829,0.726388888888889,0.1242337626322964,0.8761904761904763,0.1696334583862559,0.7836414565826331,0.126499492619405,0.938222391598916,0.043860753523152
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9032738095238096,0.0444981660730327,0.8638888888888889,0.1181453906563152,0.6727505827505826,0.1238433849059752,0.7515089863696676,0.1088636567063467,0.9447789634146344,0.0372337621975839
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.903188775510204,0.0589142286292213,0.8763888888888889,0.0969141945801084,0.6851068376068377,0.1581707601068067,0.7612238663581374,0.1229587208219028,0.9456275406504066,0.0416817056100004
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7670706300813007,0.097413091260711
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7650510204081632,0.0673124116984468,0.75,0.1936491673103708,0.4088569992099404,0.0914175809350437,0.5154899812830849,0.0958127001864454,0.8712118902439023,0.0791486040143409
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7303571428571429,0.0747208543282547,0.6527777777777778,0.1677050983124842,0.3532092172533349,0.0938866685600513,0.4484909439219784,0.1031025427571887,0.8051498983739837,0.0991779768694585
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8888605442176873,0.034796059674805,0.3805555555555555,0.1632993161855452,0.9,0.2,0.5158552558552559,0.1891665944793571,0.9317191734417346,0.0387153722473606
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8908588435374151,0.0526078338347166,0.8763888888888889,0.1118810131841462,0.6411259655377303,0.1189180194541966,0.7339209105457591,0.1048239819284477,0.9340091463414634,0.0411558377615623
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8970238095238094,0.0595198006424563,0.913888888888889,0.0794949334514121,0.6572727272727275,0.1287758362363355,0.7578110960396598,0.1056450269282095,0.9358494241192412,0.0415102144178993
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7691471883468834,0.1312085699661058
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7529336734693878,0.042994953928689,0.75,0.25,0.3773520923520924,0.0727391979847073,0.4904859548435744,0.105605969432922,0.8623856707317072,0.0984632100311777
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7384353741496599,0.067721944749384,0.6777777777777778,0.2042941778688543,0.3569587846793729,0.0843269192736463,0.4604241060796788,0.1106794791372039,0.8219952574525745,0.0983360052336325
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8909013605442178,0.033448321380244,0.3930555555555555,0.1472549753922691,0.9,0.2,0.5336330336330336,0.167893297278588,0.932444952574526,0.0357598400333096
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8929421768707485,0.0523504361590419,0.8763888888888889,0.1118810131841462,0.6464289958407606,0.1173952399576695,0.737605121072075,0.1042126878108691,0.9361509146341463,0.0409569511509287
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8929421768707483,0.0586089806299885,0.9013888888888888,0.0932626220233308,0.6463636363636365,0.1232939488237331,0.7465830258642211,0.1062497185816211,0.9346070460704606,0.0432834404734999
d_num_tg_pca,No sampling,,After,Yes,MLP,0.7882227891156462,0.0732577897604471,0.0375,0.0800390529679106,0.0293650793650793,0.0677212507301328,0.0326203208556149,0.0727921227070571,0.4467234078590786,0.1846109107691819
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.4493622448979592,0.294275954795108,0.7,0.4115519408288582,0.1733030516281747,0.1057145574853569,0.2568923707217718,0.1403462562840718,0.6173424796747968,0.2073036973357206
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5122023809523809,0.3006816458523194,0.5458333333333333,0.4209983174946585,0.1552721088435374,0.1284391979209994,0.2149246221614642,0.1445486847489532,0.4548035230352304,0.1798881092594497
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8395833333333333,0.0196537594534807,0.0375,0.1125,0.1,0.3,0.0545454545454545,0.1636363636363636,0.4951659891598916,0.1830952054381909
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9031037414965984,0.0708796760023464,0.8638888888888889,0.1181453906563152,0.6957309941520468,0.1713085105686098,0.7612636165577341,0.1390815887348257,0.9335492886178862,0.0423579049974512
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8764030612244899,0.0726943965582404,0.851388888888889,0.1228283581081972,0.6265873015873016,0.1699166314037975,0.7100892358564993,0.1360250213064857,0.9362660907859078,0.0396071711706404
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8230017006802722,0.0168466631380668,0.025,0.075,0.0333333333333333,0.0999999999999999,0.0285714285714285,0.0857142857142857,0.4926439701897019,0.1149565974513096
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.4539115646258503,0.2975329807526697,0.6527777777777778,0.4330127018922193,0.1369533933974927,0.1004458511102697,0.2223085938256216,0.1550964667454346,0.5476837737127372,0.1982498588802719
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.4601190476190476,0.2501113870975325,0.675,0.33166247903554,0.1872201054334777,0.0795222388506131,0.2753055547037165,0.1030745480577308,0.5444232723577236,0.1819724763688284
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.4981648035230352,0.1451122234983309
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.878528911564626,0.0770205993243274,0.8638888888888889,0.1181453906563152,0.6396687742082479,0.165898791362498,0.7196967798283588,0.1276869601070058,0.9256842818428184,0.05396298903764
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8641581632653061,0.0679690573076027,0.851388888888889,0.1564027031593621,0.5955067155067155,0.1783436348025461,0.6855020796197266,0.1396160748374868,0.9251109417344172,0.0488937184226003
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8354166666666668,0.0157283620179087,0.0611111111111111,0.0999999999999999,0.2,0.33166247903554,0.0915151515151515,0.1484650574318311,0.4849805216802168,0.1463416417231933
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5357568027210885,0.2885822191148475,0.4291666666666666,0.4322301663080293,0.1012611198325484,0.0985187914287181,0.1578091735178826,0.1482604843362997,0.5425796070460704,0.1696128043422103
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5082908163265307,0.2993204073169855,0.5,0.4506939094329986,0.1028722600151171,0.0843025226697853,0.1673946138555938,0.1379170179324753,0.5788143631436313,0.174305947445482
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0111111111111111,0.0333333333333333,0.1,0.3,0.0199999999999999,0.0599999999999999,0.5876498983739837,0.1333752394674252
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8928571428571429,0.0508312109948114,0.826388888888889,0.1152443057161611,0.6589141414141413,0.1415034913436506,0.7254613812101361,0.1159811025714336,0.9293970189701896,0.0317965361268104
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8743197278911564,0.0587994063998536,0.8763888888888889,0.1118810131841462,0.6094663751281398,0.1580309252735178,0.7076542470257641,0.1163036543784469,0.9267047764227644,0.0402563783226473
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8210884353741497,0.0268563478591956,0.0375,0.0800390529679106,0.0833333333333333,0.2006932429798715,0.0506493506493506,0.1126880654781042,0.5638270663956639,0.2006360931685788
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5790391156462585,0.2808514267454772,0.475,0.4394598957811736,0.127453981592637,0.1224575091813861,0.1927368421052631,0.1767583449674297,0.544221714092141,0.203446207251763
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6342261904761904,0.2502566370112949,0.3652777777777777,0.3714881858447482,0.1425359371072057,0.1332008584330209,0.1850347487075176,0.1743936730310001,0.5076253387533876,0.221231371455467
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8291666666666666,0.0138187467107289,0.0,0.0,0.0,0.0,0.0,0.0,0.5061111111111111,0.1087085756625976
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9073979591836734,0.0358742772066264,0.8638888888888889,0.1307032261779843,0.6816239316239316,0.1057616228089401,0.7559580323357413,0.0938284131734319,0.9333130081300812,0.0470618491600813
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9031462585034014,0.0565418006315583,0.826388888888889,0.1505199322349037,0.7061764705882354,0.1592703108266055,0.7449894419306183,0.1240059920324667,0.9334154810298102,0.0407692375974698
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8167942176870747,0.0374803512239148,0.05,0.1,0.1222222222222222,0.3,0.0635294117647058,0.1322888733823115,0.4772044376693766,0.1723028933014455
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.3933673469387754,0.253243570468468,0.7375,0.3555365663331973,0.1923711725705081,0.0623974073757414,0.2772051924683503,0.0722356342955461,0.6024322493224932,0.1193428400509947
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5543367346938775,0.238509327716243,0.4180555555555555,0.3420983045851002,0.1454795204795204,0.0942494462040651,0.1963138679669646,0.1292070798496476,0.4770469173441734,0.1701135047321407
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0143112522786622,0.05,0.0612372435695794,0.2833333333333333,0.3947573094109003,0.0826262626262626,0.1017606459210011,0.520640243902439,0.1315425648859891
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7879251700680273,0.080739963836861,0.8638888888888889,0.1181453906563152,0.4545656098287677,0.1238085423122361,0.5882217036844987,0.1200691936095108,0.905641090785908,0.0693423956522834
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8028061224489795,0.1317688128425962,0.8763888888888889,0.0969141945801083,0.5048208898944193,0.1419150397180331,0.6259591567852437,0.1233234304783557,0.8872781165311654,0.1238588431127086
d_num_tg_pca,No sampling,,After,Yes,MLP,0.7923469387755102,0.0590028833208827,0.05,0.082915619758885,0.0666666666666666,0.1166666666666666,0.0531818181818181,0.0879060824905932,0.4296392276422763,0.1664616934043952
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5277210884353741,0.3002978207068644,0.5375,0.4331930862790863,0.1492176870748299,0.109186963520905,0.2123057644110275,0.1456228973357758,0.5919232723577236,0.1741485938186104
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.3711734693877551,0.2501275907694339,0.7680555555555555,0.2989855533485039,0.2194113488789099,0.1035323984613394,0.2864381635434266,0.0496981634038833,0.5683824525745258,0.1407162482761602
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8270833333333334,0.0310217146479409,0.1305555555555555,0.1889297341459105,0.2291666666666666,0.3057606634826222,0.1618538324420677,0.2222753502348564,0.5859705284552846,0.1478427838008703
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8286989795918368,0.0823290980520617,0.8638888888888889,0.1040832999733066,0.528017596438649,0.1406424498780392,0.643242449558239,0.117489784616808,0.917940379403794,0.0503882472613196
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.794515306122449,0.0641175775390756,0.788888888888889,0.1689427911059441,0.4501069763569763,0.1056212856040396,0.564284980715384,0.1085500651345357,0.8920977303523034,0.050905831185371
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6971002710027101,0.0686227763427323
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7074404761904761,0.100992605444223,0.6652777777777777,0.2451261013347121,0.3595212630506748,0.1570491795661163,0.4343787571454914,0.119061646969937,0.821771680216802,0.0910147767805966
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6795493197278911,0.1408390273960283,0.7416666666666666,0.1952562418976663,0.3482249647497325,0.1401130467378975,0.4515747795139275,0.115290846004689,0.790989159891599,0.1063190180269492
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9341836734693878,0.0467322832805704,0.8138888888888889,0.1017212967977808,0.834957264957265,0.1875138293290426,0.8125676937441643,0.117400956411673,0.9504124322493226,0.0394120714053103
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9198979591836736,0.041177978999259,0.763888888888889,0.08936504412303,0.7745851370851371,0.1523718959881609,0.764672834045899,0.1107382170985798,0.9415752032520326,0.0491365206792324
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9197704081632652,0.0436652143810539,0.788888888888889,0.0989528507253159,0.759848484848485,0.1575520815546524,0.7698813209494324,0.1203536154309566,0.9393267276422764,0.0458811630904294
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6221324525745258,0.1186264760175701
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7260204081632653,0.0536426478329308,0.6277777777777778,0.2109831483528693,0.3284523809523809,0.078373578458901,0.4247786814634641,0.110285642178971,0.7811500677506775,0.1010339570285661
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6590561224489797,0.1470428966749563,0.6916666666666667,0.2569857324184879,0.323414432310984,0.1304533683768949,0.4161976953422407,0.138160788076163,0.7590955284552845,0.1293383887383505
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9320578231292516,0.0507976998710053,0.7763888888888889,0.110318352457281,0.8321608946608947,0.1785248939104345,0.7980307386112339,0.1339066331640958,0.9490701219512194,0.0400185654835117
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.91781462585034,0.0406734896187058,0.7763888888888889,0.095105935087611,0.756547619047619,0.145554479103184,0.7623692810457516,0.1115042077997156,0.943396849593496,0.0322021329378709
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9301445578231292,0.0342867698132117,0.788888888888889,0.0989528507253159,0.8021284271284271,0.1361949671488138,0.7908690844758957,0.1009479661373619,0.9280919715447156,0.0326734557869445
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6471832655826558,0.2039380688372789
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7307397959183672,0.1226519555533073,0.7,0.1785357107135712,0.3809691039954198,0.1153755324097289,0.4809020173726056,0.1235911502417343,0.806167852303523,0.1267687472098467
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7387755102040816,0.0947299902672932,0.625,0.25,0.3590125152625152,0.1536083079862913,0.4463621161447248,0.1761513607947347,0.7713516260162601,0.1414566773697045
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9280187074829932,0.0469068961852805,0.763888888888889,0.08936504412303,0.8282142857142857,0.191292929022161,0.7870938375350139,0.1242934000883289,0.9422874322493224,0.0390402866644356
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9341836734693876,0.0458706290018535,0.8138888888888889,0.1160699023098676,0.8273629148629148,0.1740406541292678,0.809737834405017,0.1208479204866133,0.9421316056910568,0.0385317406902338
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.919812925170068,0.0460002576666753,0.7513888888888889,0.1592626237801366,0.7723268398268398,0.1710450573237996,0.7552224925057742,0.1481048735861988,0.9408316395663956,0.0347398707544281
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.5858096205962059,0.1085393780233199
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6793792517006803,0.1179951426396131,0.576388888888889,0.2402617207223082,0.2975101769276624,0.1142144591524571,0.3821304599085958,0.1383710359614913,0.7611229674796748,0.1504138141797769
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7160714285714287,0.1012945357592721,0.6430555555555555,0.2375,0.3473365600314045,0.1299656469673494,0.4353063935687025,0.1394260288335745,0.7564684959349595,0.1351568101561969
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9381377551020408,0.0445298415606483,0.8013888888888889,0.0842656184006528,0.8492063492063491,0.1586507737995969,0.8184873949579833,0.112518885054533,0.9472603319783198,0.0334731963790178
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9197704081632652,0.0404872871443738,0.7763888888888889,0.095105935087611,0.7598809523809524,0.142503580334542,0.7655392156862745,0.1142777433869013,0.9430614837398372,0.037994914108796
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9321428571428572,0.0331470176490624,0.8013888888888889,0.1155452051988503,0.7983730158730159,0.1163080886764097,0.7962535014005602,0.1012233720277614,0.937741361788618,0.036442385272133
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7235382791327913,0.1150114824211927
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.699234693877551,0.0873339476055476,0.6625,0.2564785566085399,0.3158829503829504,0.1198180469129856,0.419319487983281,0.1511548896417938,0.7947603319783199,0.1130890668795703
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6663690476190476,0.1067275197383666,0.6666666666666666,0.2236067977499789,0.3024260560187334,0.1164995602789327,0.404194597486852,0.1292254441200308,0.7512669376693767,0.1326881428828491
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8909013605442178,0.0358523005440578,0.4055555555555555,0.1699673171197595,0.9,0.2,0.535119325119325,0.1919973560604767,0.9293199525745258,0.040126371775266
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.903231292517007,0.0413907810785826,0.8763888888888889,0.1118810131841462,0.6701984126984127,0.1174655008610751,0.7540321950151672,0.0993013461443161,0.9380724932249322,0.0423319581296817
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8990221088435375,0.0584893251783406,0.8763888888888889,0.0969141945801083,0.6740620490620491,0.1362405028633456,0.7529322157031135,0.105693562073859,0.9336111111111112,0.0433439742775194
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6401930894308944,0.1239038903249256
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6832057823129251,0.0938931951281559,0.6763888888888889,0.2045065198634671,0.3139371304077186,0.1178449860109676,0.4214469055848366,0.1356153164722882,0.8054285230352303,0.1029121537584474
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7511479591836736,0.0637970626847767,0.7138888888888889,0.2633913438213184,0.3721084169453735,0.1104636584801382,0.4788146530888467,0.1418805270620238,0.7945909552845528,0.1444202001247186
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8909013605442178,0.0358523005440578,0.3930555555555555,0.1671347593344298,0.9,0.2,0.5279764679764679,0.1944836061272123,0.9352422086720868,0.0381545245177539
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.903231292517007,0.0424264341401762,0.8638888888888889,0.1181453906563152,0.6729256854256853,0.118925786241658,0.7511082184069799,0.1030182833004243,0.9361661585365854,0.0408907453898838
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8969812925170068,0.0566826969602651,0.8763888888888889,0.0969141945801083,0.6651731601731603,0.1243118735778067,0.748253853130014,0.1004788710543575,0.9343868563685638,0.0431392665339791
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8374149659863945,0.0372708068490132,0.1055555555555555,0.170579079087156,0.3333333333333333,0.4472135954999579,0.1518326118326118,0.2284979712738341,0.597295054200542,0.1429715239256134
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5645833333333333,0.3271779369868121,0.475,0.4534589286804263,0.1627891156462584,0.181458565199755,0.1968845189897821,0.1759252512535888,0.6186077235772357,0.1962896941909661
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5944727891156463,0.2734152842713657,0.4625,0.4259181259350205,0.1628254780172938,0.1782346526891886,0.2063056432711605,0.1766576069142576,0.5884993224932249,0.1796053673900742
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8271683673469388,0.0133766503819449,0.0,0.0,0.0,0.0,0.0,0.0,0.4990540311653116,0.0895187940292104
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8683248299319727,0.1032494762168241,0.8763888888888889,0.0969141945801084,0.6366372224266962,0.2122993633623241,0.7193966587397737,0.164332623640595,0.9120350609756096,0.0609890367267054
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8765731292517007,0.0534461099009363,0.8013888888888889,0.1702224851317958,0.5974164724164723,0.1340221398884924,0.6826846528084918,0.1461758787508444,0.9244080284552846,0.0446092142352835
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8374574829931973,0.0168294859163882,0.0847222222222222,0.12226167292601,0.3266666666666666,0.4168133075290823,0.1239316239316239,0.1641047898709455,0.4962694783197833,0.165586155042168
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.4756802721088435,0.2712294996542883,0.825,0.291547594742265,0.230390858097625,0.1291534771651672,0.3472122370806581,0.162216510236635,0.6655445460704608,0.1782353854312138
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5721938775510205,0.2777941492352659,0.5625,0.4515597967047111,0.1671394082108367,0.134123367630984,0.2390371762740183,0.18075214362814,0.6709154810298102,0.1352436352819629
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8312925170068027,0.0076360354832121,0.0,0.0,0.0,0.0,0.0,0.0,0.4905132113821137,0.1666465413315119
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8970238095238094,0.0541429667606604,0.8388888888888889,0.1379412113103904,0.6762466781584429,0.1418385595295535,0.7368621933621933,0.1128857493252047,0.9310797764227642,0.0475351971046743
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.880484693877551,0.0643287933126237,0.826388888888889,0.1505199322349037,0.6261580086580087,0.1535316633013137,0.704407103904008,0.1391628188526209,0.9229166666666666,0.038017245439707
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8271258503401361,0.0168629116920934,0.05,0.114564392373896,0.15,0.3201562118716424,0.065079365079365,0.138095238095238,0.4667183265582656,0.2067271504479093
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5769982993197279,0.2705894315261231,0.575,0.3960744879438714,0.1974038142261815,0.1361474607699076,0.2733299373040752,0.1783363994634667,0.6716869918699188,0.1687778133544539
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5784013605442176,0.2806343528706108,0.6166666666666666,0.3645773809037892,0.226487902853449,0.1512771315427019,0.3047379232394712,0.1742777113277394,0.6584646002710028,0.2023224659988043
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8312925170068027,0.0076360354832121,0.0,0.0,0.0,0.0,0.0,0.0,0.445383638211382,0.2113340118968495
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8539115646258502,0.124016533553634,0.851388888888889,0.1349511228391804,0.6053457653457655,0.2125698412708878,0.695411525608894,0.1913387747053604,0.908979505420054,0.0945395157658377
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9034438775510204,0.0662309210816992,0.8763888888888889,0.0969141945801084,0.6912332112332111,0.1866245769931984,0.7644750021220609,0.144849065185216,0.9376227981029812,0.0458631780192534
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8189200680272108,0.0154383578281202,0.0,0.0,0.0,0.0,0.0,0.0,0.4380775745257453,0.1323498952007531
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.4581632653061224,0.2678533770386398,0.7125,0.3164747225293041,0.2245678632144797,0.1160022078068293,0.3150937605469018,0.1254769192989275,0.6244004065040649,0.2106821123004088
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.4257227891156462,0.2759819522179738,0.7125,0.3994136327167614,0.1615619865587175,0.1108431013144472,0.2570076134172455,0.1608541372457844,0.5756478658536585,0.193485801865643
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.5222018970189702,0.1829389053573773
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8991921768707483,0.063727717352983,0.8638888888888889,0.1307032261779843,0.6733386058386059,0.1629765214249663,0.7496303704895035,0.1395647232430336,0.9293258807588078,0.0644178292724872
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8907312925170068,0.0546372487917152,0.9013888888888888,0.0932626220233308,0.6424708624708625,0.1156268596362349,0.7420668334223322,0.0917689578882434,0.9285238821138212,0.0388574237061066
d_num_tg_pca,No sampling,,After,Yes,MLP,0.7598214285714285,0.1992759409035729,0.1125,0.2981715110469141,0.0663265306122448,0.1525331024901435,0.0480701754385964,0.0978192502774296,0.4817640582655826,0.1765861669879576
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6027636054421769,0.2164172487993602,0.5125,0.3466356155965512,0.1912826528220771,0.1218462541966014,0.2594336557335746,0.1567444411560554,0.565891768292683,0.1958810152366723
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5447704081632653,0.1975801537196951,0.5083333333333333,0.3867600461957431,0.1950579694243288,0.2061591258027759,0.2352433786721445,0.1615507648409438,0.5337381436314363,0.2104296797198449
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8395408163265307,0.0148933378972322,0.075,0.082915619758885,0.44,0.4715930449020638,0.1196581196581196,0.1220756996332111,0.5404352981029811,0.137284210009259
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8127976190476189,0.0637556800236052,0.825,0.15,0.4825112971823498,0.1025875120887392,0.6007591801394857,0.1022075849279475,0.8968724593495935,0.0702224838008156
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8083758503401359,0.1034249327684086,0.7902777777777777,0.0969141945801084,0.5085942931337669,0.1806081369961663,0.6032493186208356,0.1426935520940392,0.8827024051490515,0.0930867620983421
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8128401360544218,0.0342512953518904,0.0986111111111111,0.1748511271529774,0.1295238095238095,0.2236858827679115,0.1114285714285714,0.1956464950373713,0.4965582655826558,0.1601369640729486
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5662414965986395,0.252620355126685,0.4791666666666666,0.2809025631780529,0.1771032673522914,0.1116438741120429,0.2454595872371658,0.1441025902137467,0.5515243902439024,0.1546488605756114
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5258078231292517,0.2656859859335834,0.5375,0.35816371954736,0.201007041209235,0.1295950925860147,0.2557821742295719,0.143509420649292,0.5353641598915988,0.1543254221356957
d_num_tg_pca,No sampling,,After,Yes,MLP,0.823001700680272,0.0213874068086482,0.0861111111111111,0.1855921454276674,0.1634615384615384,0.3071208635896803,0.0842857142857142,0.1494972678900051,0.4956470189701897,0.1450357583436562
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8063350340136054,0.0841298121002607,0.8138888888888889,0.1288302069478359,0.4767108381814264,0.1129920547421558,0.5945735930735931,0.1134703066898214,0.8829835704607045,0.0737542642710768
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8085034013605444,0.056067085143302,0.7791666666666666,0.205015243335709,0.4576685977421272,0.1143725485991902,0.5715525991036827,0.1396537176048239,0.8894673102981031,0.0607454980584827
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6029395325203252,0.1645065189939649
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7097363945578231,0.0493710331609789,0.7402777777777778,0.2530714106510036,0.3231802489735926,0.0702276506634203,0.4429039479039479,0.1185757363612036,0.8352811653116531,0.0980526802612242
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6936649659863944,0.0945886830699047,0.6430555555555555,0.2564785566085398,0.3107308769661711,0.1148518253751702,0.4051802885497864,0.138383309897023,0.7619850948509487,0.1260164149577793
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9341411564625852,0.0355989238627912,0.8013888888888889,0.1011221758292633,0.8327747252747253,0.1464180588148464,0.8053661208072972,0.0890389115629758,0.9461407520325202,0.0367963363198876
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9238520408163268,0.0357479038810597,0.8138888888888889,0.064009547898905,0.7697222222222222,0.1399594848783297,0.7855345471521943,0.0896109478082197,0.9485950203252032,0.0360255395280003
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9198129251700682,0.0382119809846039,0.788888888888889,0.0989528507253159,0.7616666666666667,0.1517582141287764,0.7687861811391223,0.1068471652537751,0.9334349593495934,0.0324862487400908
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6746358401084012,0.1107131494072957
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7117772108843538,0.0728571929763796,0.6888888888888889,0.2647063362378098,0.3322036860628191,0.093792928598424,0.4329900996748823,0.128776533605346,0.8133553523035231,0.0996846538442671
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6624999999999999,0.0832573320650423,0.6541666666666666,0.2149370062754822,0.2875958551252668,0.0792179123199733,0.3908117146011883,0.0967211757314727,0.7478362127371274,0.1472315390705251
d_num_tg_pca,No sampling,,After,Yes,MLP,0.942219387755102,0.0333754170429865,0.763888888888889,0.1536590742882148,0.9083333333333334,0.135400640077266,0.8103480832892597,0.1151774681023568,0.9464151422764226,0.0406850929407249
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9281037414965988,0.040148055574891,0.8138888888888889,0.1017212967977808,0.7805555555555557,0.1441771030262331,0.7927450980392157,0.1122850374824945,0.9479471544715448,0.0311996831181919
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9240221088435372,0.0418026942774582,0.7763888888888889,0.095105935087611,0.7780555555555556,0.1497706580075015,0.7754411764705882,0.1198642081395685,0.9267886178861788,0.0405247011531785
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6240785907859079,0.1647385512980126
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7508928571428573,0.058641557549696,0.6541666666666666,0.2357390859969272,0.3643794290504817,0.1084945357505322,0.45699577420132,0.1310025603466302,0.8309637533875339,0.0827247642166294
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6973639455782312,0.1106002605191991,0.6166666666666666,0.220321734440038,0.3249878546002688,0.111688120541585,0.4093206895009551,0.1193062654297511,0.7351736111111111,0.1306515243824971
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9341836734693878,0.0418734456764735,0.8013888888888889,0.1155452051988503,0.8234126984126984,0.1560412122304108,0.805126050420168,0.1156795631560898,0.95001439701897,0.0330331814356245
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9136479591836736,0.0455747607890307,0.7763888888888889,0.095105935087611,0.7475,0.1707438790183186,0.7551423902894492,0.1199325002516744,0.9436331300813008,0.0419989772355948
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9280187074829932,0.0379941498077904,0.8013888888888889,0.1011221758292633,0.7822871572871573,0.131725933098792,0.7888802889576885,0.1091620060743674,0.94364837398374,0.0393064746137272
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6460975609756097,0.1666840495409093
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6870748299319727,0.1252174574315044,0.7,0.1952562418976663,0.332954808290486,0.1045196703721031,0.4375606326682145,0.1058307726808324,0.8166387195121951,0.0899708116754721
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6855017006802722,0.0758758960829514,0.6166666666666666,0.2131118642090737,0.2996991896991897,0.088009548495603,0.3900754750829713,0.1125168731969539,0.7482469512195121,0.0944736964272437
d_num_tg_pca,No sampling,,After,Yes,MLP,0.9299744897959183,0.0396567908241578,0.7513888888888889,0.1382555001919755,0.8452380952380952,0.1466536962587518,0.7808446455505279,0.1064181610395196,0.948401930894309,0.0351227702499318
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.923937074829932,0.0354370771152439,0.788888888888889,0.1136515141415488,0.7721681096681097,0.1399799364714084,0.7752318295739349,0.109137546013331,0.941731029810298,0.0332403125590559
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9198554421768708,0.0413715819570348,0.788888888888889,0.0989528507253159,0.7583333333333334,0.153432938662683,0.7692156862745099,0.1171777403663777,0.928579776422764,0.0436293082129608
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6816852981029811,0.1575597146201333
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6771258503401361,0.1104361062128822,0.701388888888889,0.211845396981436,0.3196394595892639,0.0988939594997829,0.4236726482457033,0.1048011545539214,0.8044114159891599,0.0690281559016702
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6889880952380952,0.0758356698733669,0.6652777777777777,0.2181440018784737,0.3087247100725362,0.0995146339664952,0.4137462584166651,0.119719362025376,0.7329632452574526,0.1302447794768782
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8889030612244898,0.0307248554691833,0.3930555555555555,0.1671347593344298,0.8871428571428572,0.186093020408875,0.5212032412032412,0.1836853351960264,0.9287508468834688,0.0430862670242474
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9011904761904764,0.0440715796464952,0.8638888888888889,0.1181453906563152,0.6691161616161615,0.1226672989139094,0.7479461630710116,0.1041800956207519,0.9377286585365854,0.0390828806142646
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9032312925170068,0.0508060263536788,0.888888888888889,0.0874007373475126,0.6762463924963925,0.1327591756824117,0.761263564436939,0.1029774360788619,0.9337228997289972,0.043496702193389
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6947247628726287,0.1956962652834423
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6743622448979592,0.0803430705203197,0.663888888888889,0.2452323161593693,0.293689124495576,0.0760317447567806,0.397951614948519,0.1022830018724411,0.7913397696476965,0.0710649800915759
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6937074829931972,0.1119469155867619,0.6291666666666667,0.2308273164077423,0.3272913120294886,0.1405839998772839,0.4137077375366849,0.1459819352141137,0.7144563008130081,0.1665524996890977
d_num_tg_pca,No sampling,,After,Yes,MLP,0.8909438775510203,0.0291867716450865,0.4055555555555555,0.1504622507105649,0.8871428571428572,0.186093020408875,0.5389810189810189,0.1611034157927286,0.9299246273712738,0.0416785676818346
d_num_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8990646258503402,0.0477317361970138,0.8638888888888889,0.1181453906563152,0.6641378066378065,0.1281527932845347,0.7448326480581831,0.1095471268437111,0.936501524390244,0.0419349262276609
d_num_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9073554421768708,0.0510290702680871,0.913888888888889,0.0794949334514121,0.6822564935064935,0.1313093433920977,0.7746416174125152,0.1017841404742994,0.9331521002710026,0.042487266894593
d_num_to,No sampling,,After,Yes,SVM,0.8394557823129253,0.0129355154623157,0.0611111111111111,0.0612372435695794,0.45,0.4716990566028302,0.1066666666666666,0.1069440836934752,0.889866192411924,0.052081803715393
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8599914965986395,0.0207263757960644,0.1972222222222222,0.1136515141415488,0.775,0.325,0.3053535353535354,0.1568788330800048,0.8128048780487804,0.1012725362970919
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.8212585034013606,0.1329409922416911,0.3222222222222222,0.2643125254525618,0.6772222222222222,0.3414064049389427,0.3588111888111888,0.1741341447750742,0.7826498983739837,0.1108874863522922
d_num_to,No sampling,,After,Yes,SVM,0.9363095238095236,0.039095676653447,0.6944444444444444,0.1767766952966369,0.9228571428571428,0.1358570677482141,0.7777566877566877,0.1368262258748313,0.9607206978319782,0.0500106727555334
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.9362244897959184,0.0295344809313693,0.8875,0.1038327982864759,0.7831088356088356,0.1117831916404303,0.824901257153579,0.077725639163322,0.9538363821138212,0.0503237523104075
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.9341836734693878,0.031347348257376,0.8875,0.1038327982864759,0.7689529914529915,0.1055219872053592,0.8195796197266786,0.0859699029938085,0.95558858401084,0.0441401301334014
d_num_to,No sampling,,After,Yes,SVM,0.8931122448979592,0.0414776010377608,0.4458333333333333,0.180710403685012,0.8869047619047619,0.175872460746359,0.5659526584526584,0.1803644111134443,0.9033079268292684,0.0772402474500512
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.884906462585034,0.0386951714651216,0.8625,0.1305038313613818,0.6174694311536417,0.0707323774628934,0.7151009877635264,0.0788745828370222,0.9341370257452576,0.0533630509178622
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.8993622448979591,0.0466770321348077,0.85,0.1457737973711325,0.671937185621396,0.1098977560561211,0.7415081822202565,0.0998529803969182,0.9336543021680216,0.0658072587060309
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8083765243902439,0.0831509917101788
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6778429878048781,0.1131162276372482
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.707582147696477,0.1166077539885572
d_num_to,No sampling,,After,Yes,SVM,0.8909013605442176,0.0305721818340848,0.3722222222222222,0.1504622507105649,0.9416666666666668,0.1181453906563152,0.5183916083916085,0.15466401419429,0.950758807588076,0.0407089165427916
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8559098639455783,0.0368710709015808,0.85,0.1457737973711325,0.5486471423313528,0.0725333599167598,0.662198678514468,0.0815697205065873,0.941065379403794,0.0469346776239328
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.8871173469387754,0.0530032941061497,0.8625,0.1625,0.6277272727272728,0.1069315967859106,0.7202010604604818,0.1163087771518249,0.940071985094851,0.0505776771706628
d_num_to,No sampling,,After,Yes,SVM,0.8764455782312925,0.0306990454953641,0.2847222222222222,0.168994164922277,0.9416666666666668,0.1181453906563152,0.4103574203574203,0.1919351277951762,0.942597391598916,0.0456502974148992
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8292517006802722,0.0315178086781352,0.8625,0.1305038313613818,0.4945454545454545,0.0504844650473665,0.6261773590306693,0.0662745592608752,0.9337076558265582,0.0512072009114448
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.8747448979591838,0.0547988636003981,0.875,0.125,0.6017074592074592,0.1170809242759691,0.706158545527874,0.1064636362282997,0.936229674796748,0.0478258216745196
d_num_to,No sampling,,After,Yes,SVM,0.83125,0.0085889615586101,0.0,0.0,0.0,0.0,0.0,0.0,0.8645409891598916,0.0772428198338528
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8226190476190476,0.0850620276983634,0.2361111111111111,0.2132747315344954,0.55,0.3674234614174766,0.2802272727272727,0.1832840060111741,0.6737914972899729,0.1146965844310809
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6415391156462584,0.3139256347954189,0.3986111111111111,0.4071624368725583,0.432312925170068,0.3965013416080548,0.2369377990430622,0.156704732216058,0.6931834349593495,0.1111507961644763
d_num_to,No sampling,,After,Yes,SVM,0.8970238095238094,0.0263068632701796,0.4097222222222222,0.1409910359640719,0.955,0.0906917857360852,0.5575058275058276,0.1398999185855337,0.9482511856368564,0.038195150346276
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8702806122448979,0.0230616650194714,0.875,0.1118033988749894,0.5781376466670584,0.0497194874052039,0.6918107427637646,0.0460086202776737,0.9509857723577236,0.0434944209309285
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.9014455782312925,0.0451276719938285,0.8875,0.1179247641507075,0.6657017543859649,0.0946304724133609,0.7547862302815863,0.0858448345355184,0.9544529132791328,0.0472098476576685
d_num_to,No sampling,,After,Yes,SVM,0.8764455782312925,0.0306990454953641,0.2847222222222222,0.168994164922277,0.9416666666666668,0.1181453906563152,0.4103574203574203,0.1919351277951762,0.9353463753387532,0.0533176955475134
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8353741496598639,0.0259359317437551,0.8625,0.1305038313613818,0.5024866310160429,0.0490790702207768,0.6333391627441971,0.069103808732671,0.9340049119241194,0.0508848633838659
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.8747448979591838,0.0547988636003981,0.875,0.125,0.6017074592074592,0.1170809242759691,0.706158545527874,0.1064636362282997,0.9359595189701896,0.0480101270237948
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6225948509485095,0.1027085993012401
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6778429878048781,0.1131162276372482
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7069647696476965,0.1255321404282428
d_num_to,No sampling,,After,Yes,SVM,0.8354166666666668,0.0085889615586101,0.025,0.05,0.15,0.3201562118716424,0.0422222222222222,0.0845905169363301,0.9328548441734418,0.0460547522690902
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8397108843537415,0.0565194804932592,0.7791666666666666,0.1179247641507075,0.5311599185128596,0.1180358405269592,0.6248140212190555,0.1030773675789982,0.931039972899729,0.0423094905047566
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.8190476190476191,0.0443329052253914,0.7291666666666666,0.1434326206504875,0.4764835164835165,0.0833111994112997,0.5727366836062487,0.0969937294532759,0.8919232723577235,0.0438777187259507
d_num_to,No sampling,,After,Yes,SVM,0.83125,0.0085889615586101,0.0,0.0,0.0,0.0,0.0,0.0,0.9346180555555555,0.0451396714230867
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8396683673469388,0.0527267284946727,0.7555555555555555,0.1274754878398196,0.5314568764568764,0.0876196045531207,0.6146707678286625,0.0831430555382891,0.9117234078590788,0.0431167079621865
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.7901785714285714,0.0371673790638636,0.6416666666666666,0.1421560175769331,0.4177555777555778,0.0609782323894177,0.5016196618027282,0.0829571243838646,0.8749119241192412,0.0469623456377686
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8372383130081301,0.0927344408106372
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6756588753387534,0.1141849943350302
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.6984358062330622,0.1179992643016086
d_num_to,No sampling,,After,Yes,SVM,0.839498299319728,0.0082383215125342,0.0486111111111111,0.0596575877636514,0.35,0.45,0.0844444444444444,0.103661367019472,0.9339828929539296,0.036485281622228
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8271258503401361,0.0818487608571316,0.851388888888889,0.0940042847723206,0.5179101161995898,0.1474821621779167,0.6372212709741314,0.1350257273922423,0.9232655826558264,0.0524368864582776
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.808715986394558,0.036410274794695,0.6791666666666666,0.1382555001919754,0.4516483516483516,0.0676439359861774,0.5391003199698852,0.0903475359435031,0.8745384485094851,0.0640040156738334
d_num_to,No sampling,,After,Yes,SVM,0.83125,0.0085889615586101,0.0,0.0,0.0,0.0,0.0,0.0,0.933093665311653,0.0466788900785955
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8396683673469388,0.0527267284946727,0.7555555555555555,0.1274754878398196,0.5314568764568764,0.0876196045531207,0.6146707678286625,0.0831430555382891,0.9114456300813008,0.0435559657433737
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.7922619047619046,0.0377713775669133,0.6541666666666666,0.1455950434138012,0.4222427572427573,0.0623681454276641,0.5087625189455853,0.0855449012727007,0.8746070460704607,0.0469609079043341
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6225948509485095,0.1027085993012401
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6778429878048781,0.1131162276372482
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7066327913279132,0.1247244365137034
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9319325880758808,0.0464258059005595
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8165391156462585,0.054362361947625,0.4472222222222222,0.1730044957668891,0.5011904761904761,0.2078872775842857,0.4447120271033314,0.1260524506314035,0.758540819783198,0.1053331973010359
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.7901360544217686,0.0555012909469184,0.4597222222222222,0.1891593243802694,0.4241735749630486,0.142880394798616,0.4138825227060521,0.1087777483483281,0.7250973915989161,0.104050054479057
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9324762872628728,0.0466188860563042
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8414115646258503,0.0268820479126286,0.3722222222222222,0.1874536979866998,0.566468253968254,0.1604403161587846,0.4179038118744,0.1312597318131628,0.7417335704607046,0.1180300064022483
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.64953231292517,0.2907664735535056,0.4222222222222222,0.3934357211370958,0.4237178349600709,0.3990640204984178,0.2623269869873059,0.1595874407553263,0.713954945799458,0.1157416085809775
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8160670731707317,0.0740463973972026
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6778429878048781,0.1131162276372482
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.707582147696477,0.1166077539885572
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.934017615176152,0.0366848456261381
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8311224489795919,0.0403736087912008,0.3722222222222222,0.1605113357021518,0.5216450216450217,0.1928983150186456,0.413367509683299,0.1404468717893499,0.764579945799458,0.1026632709904008
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.7738095238095238,0.0760714684934902,0.4472222222222222,0.2059867849051379,0.3914835164835165,0.1499842490275413,0.3879957134368899,0.1271783781153306,0.7160984078590786,0.1086864641410924
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.931901253387534,0.0480528640685799
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8414115646258503,0.0268820479126286,0.3722222222222222,0.1874536979866998,0.566468253968254,0.1604403161587846,0.4179038118744,0.1312597318131628,0.7417335704607046,0.1180300064022483
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.64953231292517,0.2907664735535056,0.4222222222222222,0.3934357211370958,0.4237178349600709,0.3990640204984178,0.2623269869873059,0.1595874407553263,0.7136771680216801,0.1161241321285256
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6287559281842818,0.1042362239570578
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6778429878048781,0.1131162276372482
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7111932588075881,0.1238815570495851
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9283519647696478,0.0457096621436041
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.845578231292517,0.0283648029414413,0.3597222222222222,0.1646228855428201,0.5835497835497836,0.1631443162196256,0.4205103668261564,0.1340047083713778,0.7408189363143632,0.1179111562026321
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7127007113821139,0.1157279336768953
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.913704268292683,0.0460047464000136
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8414115646258503,0.0268820479126286,0.3722222222222222,0.1874536979866998,0.566468253968254,0.1604403161587846,0.4179038118744,0.1312597318131628,0.7417335704607046,0.1180300064022483
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.713954945799458,0.1157416085809775
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6225948509485095,0.1027085993012401
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6778429878048781,0.1131162276372482
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7066327913279132,0.1247244365137034
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7517708333333333,0.0936554821932652
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8434948979591838,0.0299106160764044,0.3597222222222222,0.1646228855428201,0.5875180375180376,0.1688592402755325,0.4172661600525377,0.1284059804254143,0.7495553861788617,0.1111546958409285
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7066573509485095,0.1123348329003024
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.716844512195122,0.1006997126483184
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8414115646258503,0.0268820479126286,0.3722222222222222,0.1874536979866998,0.566468253968254,0.1604403161587846,0.4179038118744,0.1312597318131628,0.7417335704607046,0.1180300064022483
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7119139566395664,0.1165368670366862
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6287559281842818,0.1042362239570578
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.6778429878048781,0.1131162276372482
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7111932588075881,0.1238815570495851
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7114888211382114,0.1092694006674279
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.845578231292517,0.0283648029414413,0.3597222222222222,0.1646228855428201,0.5835497835497836,0.1631443162196256,0.4205103668261564,0.1340047083713778,0.7408189363143632,0.1179111562026321
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7118445121951219,0.1153994586684686
d_num_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7095011856368563,0.1088687050117603
d_num_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8414115646258503,0.0268820479126286,0.3722222222222222,0.1874536979866998,0.566468253968254,0.1604403161587846,0.4179038118744,0.1312597318131628,0.7417335704607046,0.1180300064022483
d_num_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.564625850340136,0.3270616430270917,0.4,0.4898979485566356,0.0656462585034013,0.0804053143595588,0.112781954887218,0.1381359418563739,0.7121917344173441,0.1161399896903928
d_num_to,No sampling,,After,Yes,DecisionTree,0.8599064625850341,0.0297553746480393,0.2472222222222222,0.097182531580755,0.7333333333333333,0.3265986323710904,0.363116883116883,0.1438961038961038,0.6149220867208672,0.0505652547435103
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7159438775510204,0.0957470249338228,0.4472222222222222,0.2206367049145621,0.3218539793539793,0.1261320753833575,0.3355131362889983,0.110273011638664,0.6087025745257453,0.0853001350062863
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6708333333333333,0.0619613864148553,0.7166666666666666,0.1567907310185565,0.2996880655576307,0.0605263853435261,0.4204132898988294,0.083504858391457,0.6890650406504065,0.0834341324736464
d_num_to,No sampling,,After,Yes,DecisionTree,0.8538265306122449,0.0177737362142656,0.2097222222222222,0.0791666666666666,0.7416666666666666,0.225,0.3182828282828283,0.1009539743054653,0.5962025745257452,0.0399248006799416
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7327380952380953,0.140626978007078,0.3847222222222222,0.3098218574170217,0.3152727743904214,0.1706248317869621,0.2953990453990454,0.159517965256856,0.593519647696477,0.1002757085822597
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.553656462585034,0.1455952420683259,0.6277777777777778,0.178924254613199,0.2263076151952613,0.0649875498539549,0.3267156327077837,0.0861409637311769,0.5831876693766938,0.1046459571329565
d_num_to,No sampling,,After,Yes,DecisionTree,0.8579081632653061,0.0201521642212613,0.2458333333333333,0.1214066857027788,0.675,0.2897556441785618,0.3487157287157287,0.1585069294803159,0.6130386178861789,0.0573859725786739
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7757227891156463,0.1225141033477877,0.2472222222222222,0.2093309447846745,0.3300925925925925,0.3201752911737401,0.2362545787545787,0.1775074551132388,0.5644342818428184,0.0722055963673945
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6274659863945578,0.1131415497731333,0.6555555555555556,0.1293681224688335,0.2773869579118733,0.0785676321501053,0.3782754253435419,0.0743913562139032,0.6387228997289973,0.0664591886289795
d_num_to,No sampling,,After,Yes,DecisionTree,0.8475765306122449,0.0178745966694267,0.1597222222222222,0.1239539565053626,0.5433333333333333,0.3932909581693657,0.2374669774669774,0.1718106598938744,0.5724830623306233,0.0583523001444688
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7598214285714285,0.1482998377811116,0.4333333333333333,0.276511000383951,0.5423359073359073,0.2935081752961547,0.3721732538365398,0.1164085383106353,0.6298069105691056,0.0705588786857616
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5636479591836735,0.1715168990557253,0.6847222222222222,0.2239559108396114,0.253689597782917,0.0907491078562692,0.3513515463192468,0.1074603167132969,0.613031842818428,0.1098837376034711
d_num_to,No sampling,,After,Yes,DecisionTree,0.882482993197279,0.0375866692475253,0.3680555555555555,0.2017716668800541,0.7357142857142857,0.3008774017508688,0.4817316017316017,0.2288592573169731,0.6742602472899729,0.1073779413645554
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7446003401360544,0.0785776057183974,0.5791666666666666,0.1886078382959379,0.3662499999999999,0.1065705781329104,0.4302616731927076,0.1053317142019296,0.7233739837398374,0.0936248813937695
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7266581632653061,0.0975641545068855,0.8,0.1600781059358212,0.3933900772430184,0.1028333877322164,0.5051595509753405,0.0578607920926406,0.8267522018970188,0.0453533439686114
d_num_to,No sampling,,After,Yes,DecisionTree,0.8435799319727891,0.0335493669713713,0.2972222222222222,0.1880085695446413,0.5572619047619047,0.2892286098841368,0.3587881562881563,0.1841823755121945,0.6576846205962059,0.1074249129045588
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7981292517006803,0.1002133697105325,0.5166666666666666,0.2076655965729518,0.4915981240981241,0.197691812842019,0.4657234071536728,0.1555161296140496,0.6777917513550136,0.1059426605456917
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6790816326530612,0.07647432737505,0.6597222222222222,0.2150984916523384,0.3086109595860235,0.0739619913092333,0.4004345351043644,0.0741823945424863,0.6891573509485095,0.0842114591344565
d_num_to,No sampling,,After,Yes,DecisionTree,0.8681547619047618,0.0375944837214157,0.3555555555555555,0.2048034287907418,0.7333333333333334,0.2229848026709942,0.4462698412698412,0.2018333862308961,0.6534756097560975,0.1225109117276533
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8022959183673469,0.1102010962159664,0.5041666666666667,0.2461156570937059,0.6135897435897436,0.2687275211154697,0.4612470389088036,0.1341839598413104,0.6882846375338753,0.0660576992531286
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6915391156462586,0.0916361838459647,0.6305555555555555,0.2064918615560644,0.3042031113520677,0.060261729596094,0.3970113295000851,0.1028955448759233,0.6783341802168021,0.1042767532503044
d_num_to,No sampling,,After,Yes,DecisionTree,0.8619472789115645,0.0270363035317895,0.2819444444444444,0.1618577049962919,0.6838095238095238,0.3090340447528824,0.3796114996114996,0.1929458968121648,0.659322069783198,0.092900659171132
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6617346938775511,0.1432632862475592,0.6930555555555555,0.2282557654133722,0.3305555555555555,0.103399784792266,0.4072083962361681,0.1099800369462412,0.7150825711382114,0.1130154367924984
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6250425170068028,0.1097483204161517,0.7402777777777778,0.1629267899668096,0.2861891244955761,0.0640161850183917,0.4033624973030599,0.0620747490360275,0.6896383807588076,0.0660940429757153
d_num_to,No sampling,,After,Yes,DecisionTree,0.8784013605442178,0.0356337162140451,0.3319444444444445,0.1981248904661456,0.7523809523809525,0.3191186843384097,0.4469930069930068,0.2243878393928355,0.7746006944444445,0.0875704944683654
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8064625850340136,0.0992725766955804,0.7055555555555555,0.1637240225365708,0.5150784722523853,0.1500346186413421,0.5680471815211654,0.1046361727311856,0.8450724085365854,0.0705133027521881
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8332482993197278,0.0302156853974422,0.7680555555555555,0.1436744970797222,0.5066300366300366,0.0560224057106336,0.6029489732235728,0.0631320244676349,0.8645824864498645,0.0528444304065291
d_num_to,No sampling,,After,Yes,DecisionTree,0.8722363945578232,0.0309769294612272,0.3680555555555555,0.2306768422611068,0.6964285714285714,0.2935073115786272,0.4462628384687209,0.2313210750723787,0.750719427506775,0.091254140391287
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7939625850340135,0.0655747336902829,0.6180555555555556,0.2380840771193609,0.4718326118326118,0.1208212027560782,0.4912459309192522,0.0763580417389035,0.7714799288617885,0.0750707989291438
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7020408163265305,0.0818919492995584,0.775,0.16583123951777,0.3543481873590232,0.1020776849037361,0.4707335340266375,0.0770523338354491,0.7821392276422763,0.0477784703915148
d_num_to,No sampling,,After,Yes,DecisionTree,0.8700255102040817,0.0591408508039461,0.3555555555555555,0.2333333333333333,0.72,0.3658171978218386,0.4519325119325119,0.2670873282162275,0.6963338414634147,0.1377389298611725
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8170493197278912,0.0590346917032216,0.4958333333333333,0.2461156570937059,0.5090278562017693,0.1187955544222606,0.4530523866404505,0.1198533823665672,0.7557092649051491,0.0795547826473524
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6605867346938776,0.1013163500679057,0.7041666666666666,0.0800390529679106,0.3098501206395944,0.1023268053497299,0.4224394675810335,0.0966050792943348,0.7640917174796746,0.0697260776905083
d_num_to,No sampling,,After,Yes,DecisionTree,0.8598214285714286,0.0417148175548299,0.2944444444444444,0.2343726851737538,0.5323809523809524,0.331052057617239,0.37004329004329,0.2643414111088745,0.7283367208672088,0.1003317390308838
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7471513605442176,0.1106092904364197,0.625,0.2850438562747845,0.3618627450980392,0.1710913248694914,0.4326314350536319,0.167036759982221,0.7569342818428184,0.0584077210399096
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6723214285714285,0.1133020476888292,0.7388888888888889,0.1637240225365708,0.3654517318408464,0.2238148715628107,0.447666530341725,0.118126928811446,0.7318754234417344,0.1195074566191368
d_num_to,No sampling,,After,Yes,DecisionTree,0.8868622448979593,0.0393976680642512,0.6166666666666666,0.181429508808977,0.7005627705627705,0.1799265699813646,0.6381546815757342,0.1375546092974438,0.87571222899729,0.0692324418208632
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.825,0.050133014103996,0.6180555555555556,0.1385064178216221,0.492117882117882,0.1076548103618862,0.5422556390977443,0.1086204782785243,0.8252261178861788,0.0766732490395624
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8188350340136055,0.0280086409507296,0.7902777777777777,0.0969141945801084,0.4778583916083916,0.0512149421333167,0.5921086477722634,0.0513449533950164,0.855092310298103,0.0597696261271997
d_num_to,No sampling,,After,Yes,DecisionTree,0.8661564625850341,0.0269101418376429,0.4180555555555555,0.1305038313613818,0.676984126984127,0.1580062859336862,0.5027088107970462,0.1130922076673935,0.740391683604336,0.0915101730655212
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7469812925170067,0.0853293023418458,0.7152777777777778,0.1385064178216221,0.3941078374669705,0.1219275295470067,0.4960878289316423,0.1065602213957786,0.7760823170731707,0.0861400747728641
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7325680272108844,0.0857512270572835,0.7402777777777778,0.1530363972683913,0.3710061438389612,0.0851184515924584,0.4864096152553503,0.0927763671056004,0.803872798102981,0.0716429774551885
d_num_to,No sampling,,After,Yes,DecisionTree,0.8866921768707483,0.0353143350995662,0.4555555555555555,0.1892969448600091,0.8191666666666666,0.1935792258137909,0.5531724484665661,0.1801053249111502,0.760265921409214,0.0767357218344031
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8045068027210884,0.0677134024790029,0.7402777777777778,0.1185121887777324,0.4674825174825174,0.1045934127764533,0.5649336507412732,0.0993686979435422,0.8279535060975609,0.0694786555640945
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7595238095238096,0.0597173118139041,0.726388888888889,0.1848892311027815,0.3908333333333333,0.0706566423707715,0.4988305626598466,0.0911868892567441,0.8410831639566396,0.060797252273282
d_num_to,No sampling,,After,Yes,DecisionTree,0.868154761904762,0.0237977148193161,0.3555555555555555,0.1301708279317776,0.7338095238095238,0.1962395916329399,0.4620845820845821,0.1309959850507207,0.6975156673441736,0.0799755195894466
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7387329931972789,0.0872805390759493,0.6652777777777777,0.1698140322692902,0.3755402584022519,0.1002988138945807,0.4655706957319861,0.0975119998832852,0.778314701897019,0.0823973317715181
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7530612244897958,0.0967528276845406,0.6777777777777778,0.1964971020425266,0.3942261101471628,0.1293600627756979,0.486238156121413,0.1370965857533799,0.7633125846883468,0.1090447150105911
d_num_to,No sampling,,After,Yes,DecisionTree,0.8949829931972788,0.0353561571196271,0.5916666666666666,0.1274754878398196,0.7466666666666667,0.1683526964010007,0.6506981254040077,0.1155470465954818,0.8594914464769647,0.0649823084355682
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8437074829931973,0.0272548274006865,0.6152777777777778,0.1336584577695453,0.5300432900432901,0.0690445011441681,0.5635380116959064,0.0809543783102574,0.785015243902439,0.04600710332933
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.85578231292517,0.0396005692908285,0.7402777777777778,0.1185121887777324,0.5578144078144078,0.0990738478347582,0.6322578728461081,0.0956535332718566,0.8382482215447155,0.0510289920182892
d_num_to,No sampling,,After,Yes,DecisionTree,0.882482993197279,0.0438128213942527,0.4416666666666666,0.1561249499599599,0.75,0.2097617696340303,0.5502963702963702,0.1705312796851276,0.7426206808943089,0.14072902737253
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8148809523809524,0.0523619681341466,0.6666666666666666,0.1677050983124842,0.4760281385281385,0.1093352290774699,0.5450303110314552,0.1059915482623141,0.8060586043360433,0.0606704825358149
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8001275510204081,0.042444006207489,0.6777777777777778,0.1615893285805442,0.4381601731601731,0.0901602870648581,0.5276499549268427,0.1062391384652205,0.8163702574525746,0.0975958052493805
d_num_to,No sampling,,After,Yes,DecisionTree,0.8536989795918368,0.0478267949178629,0.4055555555555555,0.1956115765717583,0.5802380952380951,0.1840155827474335,0.4645107343636755,0.1965129927325818,0.7208384146341463,0.112609795728151
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7818877551020408,0.0555409474523763,0.6541666666666666,0.1656741279339253,0.4129704725099462,0.1131879228623019,0.500183223209539,0.1180049609066596,0.7619618055555556,0.1333761106331385
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8067176870748298,0.0454801621607587,0.7027777777777777,0.1404358295529393,0.458104126265891,0.0735168385822639,0.5477625741692237,0.0801654089912177,0.8324750169376693,0.0483408456740641
d_num_to,No sampling,,After,Yes,DecisionTree,0.8826105442176871,0.0309490226274846,0.4805555555555555,0.1934697794373983,0.7265476190476191,0.1216525129219563,0.5598414004296358,0.1484506917036449,0.7638397696476965,0.1266222115739222
d_num_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8231292517006803,0.0449483393387446,0.7291666666666666,0.1196783884695422,0.4936981147507463,0.087808978862413,0.5820294199551166,0.07353072320403,0.8233032689701897,0.0685877751154723
d_num_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7697278911564626,0.0747937354477855,0.7402777777777778,0.1629267899668096,0.4134422358687064,0.1301890206338274,0.5244999902058726,0.1331112936210491,0.8007719342818429,0.0814433504324529
d_num_to,No sampling,,After,Yes,RandomForests,0.8907312925170068,0.0396015735391395,0.3555555555555555,0.2333333333333333,0.8666666666666666,0.3055050463303893,0.476086136086136,0.2651406774600378,0.8794698509485095,0.0413250924014522
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8722363945578231,0.0382474684425622,0.6430555555555555,0.0976281209488331,0.6195238095238095,0.1129133597399357,0.6291021671826625,0.0988411737261591,0.9116742886178862,0.0311342962001678
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8352891156462585,0.0350517589296617,0.826388888888889,0.0838525491562421,0.5073064435564436,0.0646627827219671,0.6272920938710412,0.0684003479497359,0.9263177506775068,0.0233934386823998
d_num_to,No sampling,,After,Yes,RandomForests,0.8866071428571429,0.0353888895654268,0.3555555555555555,0.2122956533809499,0.825,0.2991887178502707,0.4743001443001443,0.238754070763419,0.8739253048780486,0.0416654568192635
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8722789115646258,0.0357396856552008,0.6805555555555556,0.1070436048222094,0.6179154179154178,0.1089430065786228,0.6419332645338838,0.086410575885317,0.9122560975609756,0.0306860702687161
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8272108843537416,0.0381034938515453,0.8388888888888889,0.0982485510212633,0.493750979412744,0.0706743666435451,0.6193496290132445,0.0753824138283843,0.9241260162601628,0.0299804417188662
d_num_to,No sampling,,After,Yes,RandomForests,0.8907312925170068,0.0396015735391395,0.3680555555555555,0.2238008166999297,0.8333333333333333,0.3073181485764296,0.4902275502275502,0.2547928682404963,0.8727040989159891,0.0457299571283206
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8701955782312926,0.0373545478863052,0.6430555555555555,0.0976281209488331,0.6128571428571428,0.1118966280957058,0.6251805985552116,0.0964665143596582,0.916296578590786,0.0316113099083848
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8312074829931972,0.0391581401833195,0.8138888888888889,0.064009547898905,0.5045014789132437,0.0757602088144848,0.620030530872636,0.0664137104258582,0.9218910907859078,0.0264002920239364
d_num_to,No sampling,,After,Yes,RandomForests,0.8886904761904763,0.0375455744473465,0.3930555555555555,0.2160648693744029,0.7880952380952382,0.2947384404846435,0.5049353424353423,0.2431084285023754,0.9191539634146344,0.026364219092416
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.890986394557823,0.0316454512914639,0.7041666666666666,0.0976281209488331,0.6834343434343435,0.131573324191541,0.6850459482038429,0.0826294518462727,0.9358036924119242,0.0161975756946826
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8744472789115646,0.0476327308146989,0.826388888888889,0.1397542485937368,0.592943167943168,0.10950600770829,0.6878665916127217,0.1154196876111155,0.9505284552845528,0.014455951636802
d_num_to,No sampling,,After,Yes,RandomForests,0.8927721088435374,0.0414556296588684,0.3805555555555555,0.2340761984198023,0.8333333333333333,0.3073181485764296,0.5004839604839605,0.2636008634191195,0.9167115514905148,0.0217308185999669
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8991496598639456,0.0298170043893078,0.7291666666666666,0.1320905623678946,0.6992424242424242,0.1184622068309361,0.7051982898422527,0.089866650425596,0.9463838075880758,0.0124407533238382
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8806122448979592,0.0316754839504148,0.826388888888889,0.0624999999999999,0.6135431235431235,0.086723606424051,0.7002715121136174,0.0639382850390397,0.9515396341463416,0.0068687948580448
d_num_to,No sampling,,After,Yes,RandomForests,0.8968962585034015,0.0395870779409145,0.3930555555555555,0.2300739615379754,0.8666666666666666,0.3055050463303893,0.5186657786657787,0.2597774924004619,0.9168614498644988,0.0314079515052683
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8991496598639456,0.0268132349712556,0.7055555555555555,0.089752746785575,0.7078968253968253,0.111303751654089,0.7009103641456582,0.0746382972004796,0.9458595867208672,0.0119064270927995
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8826105442176871,0.0415338931676895,0.851388888888889,0.1093700395700557,0.6141630591630591,0.110085870074241,0.7095352909903994,0.0982010573194701,0.9479090447154468,0.0114345755924965
d_num_to,No sampling,,After,Yes,RandomForests,0.9031037414965988,0.0384112155804584,0.4555555555555555,0.2198484326378819,0.8300000000000001,0.2983100549577384,0.5765567765567765,0.2418393316283068,0.9309493563685636,0.019486080568485
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9093962585034012,0.0359722271358044,0.7527777777777778,0.1121135337256142,0.7326262626262625,0.1343771174622727,0.7363192294461643,0.1040743088996319,0.95119918699187,0.0164279909099106
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9053146258503402,0.0293921700926668,0.8013888888888889,0.0630531081267564,0.6995959595959595,0.123030303030303,0.7412354415450391,0.071940754630548,0.9620155826558264,0.0064294440314518
d_num_to,No sampling,,After,Yes,RandomForests,0.8989795918367347,0.0399344027757897,0.4305555555555555,0.2274557343992697,0.825,0.2991887178502707,0.5504728604728605,0.2475110506581151,0.9351820799457996,0.0187405629645991
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8991071428571429,0.0252853254299811,0.7277777777777777,0.0763762615825973,0.6900396825396825,0.0847694563695094,0.706454248366013,0.0730823829537119,0.9485992547425474,0.0077179824355379
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9073979591836736,0.033524221749884,0.851388888888889,0.0755764881134044,0.6838383838383839,0.0896059803308344,0.7562418300653595,0.0781449631677338,0.9583070799457994,0.0131023538711
d_num_to,No sampling,,After,Yes,RandomForests,0.905187074829932,0.0325142537544612,0.4680555555555555,0.1958333333333333,0.9323809523809524,0.1121587795793744,0.5978266178266177,0.1885528082596784,0.9397357723577237,0.0231844755585594
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9136479591836734,0.0341729103186086,0.7402777777777778,0.1310348766126365,0.7585714285714286,0.141886384236635,0.7404629220109096,0.1031211394507251,0.9512406842818428,0.0151629424048024
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9114795918367344,0.0262001373646549,0.8152777777777779,0.0602368012283373,0.7078030303030303,0.0862763492088821,0.7559554523563811,0.0675140260868716,0.9604988143631435,0.0113285858084847
d_num_to,No sampling,,After,Yes,RandomForests,0.8866071428571429,0.0398632027933979,0.3555555555555555,0.2333333333333333,0.8166666666666667,0.3023059524536176,0.4676878676878676,0.2624363218230608,0.9033892276422764,0.0253540622389325
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8866496598639456,0.0301584371202922,0.6430555555555555,0.0976281209488331,0.6792857142857142,0.1064836865919098,0.654594017094017,0.0825656205068298,0.9164261517615178,0.0313434466903576
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8375425170068027,0.0358105531602179,0.8388888888888889,0.0807946642902721,0.5116883116883117,0.0698287692138644,0.6340820430522947,0.0716866718213439,0.9274517276422763,0.0242545270554319
d_num_to,No sampling,,After,Yes,RandomForests,0.8886904761904763,0.0352572391068257,0.3555555555555555,0.2122956533809499,0.85,0.3023059524536176,0.4788455988455988,0.2396311577636425,0.9036009485094852,0.0360242909198732
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8825680272108845,0.0309860025214714,0.6305555555555555,0.0909059342886309,0.6613888888888889,0.10529192672618,0.6428174603174602,0.0862621106771284,0.9190379403794038,0.0322349589708892
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8334183673469389,0.0423648638400441,0.8388888888888889,0.1130388330520878,0.5050592544710192,0.0772802424122391,0.6280740586644477,0.0846922116390486,0.9299093834688348,0.0208436868544866
d_num_to,No sampling,,After,Yes,RandomForests,0.8886479591836736,0.0388110413128109,0.3555555555555555,0.2333333333333333,0.85,0.3023059524536176,0.4713242313242313,0.2612184776488759,0.8996443089430894,0.0257738959934031
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8825680272108842,0.0310425398806784,0.6430555555555555,0.0976281209488331,0.6533730158730159,0.0939649107218432,0.6463888888888889,0.0891486990847706,0.916209349593496,0.0275226607574655
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8353741496598639,0.0276855913958512,0.826388888888889,0.0624999999999999,0.5082738095238095,0.0541644412997827,0.6272943722943722,0.0475367697293675,0.9297349254742548,0.0189154077716738
d_num_to,No sampling,,After,Yes,RandomForests,0.8969387755102043,0.0372358692812093,0.4055555555555555,0.2182633475618132,0.85,0.3023059524536176,0.5316816516816516,0.2414516959107188,0.9416598915989158,0.0218481730489312
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8950255102040815,0.0350095732810301,0.6916666666666667,0.0816496580927726,0.7011904761904761,0.137725284418853,0.6908123249299719,0.0924561127374754,0.9466412601626016,0.017809469334386
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8701955782312926,0.0325909150761306,0.7763888888888889,0.095105935087611,0.5872552447552447,0.0885946802719421,0.6660087719298246,0.081842916169052,0.950629234417344,0.0114592090074241
d_num_to,No sampling,,After,Yes,RandomForests,0.8968962585034015,0.0384750722461243,0.3930555555555555,0.223179362347368,0.8666666666666666,0.3055050463303893,0.5218981018981019,0.247851909476946,0.9321400745257452,0.0268858873086655
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9013180272108844,0.0351101158528838,0.7541666666666667,0.1214066857027788,0.6986904761904762,0.1104482851661587,0.7186764705882352,0.0931608458255131,0.9484662940379404,0.0186148760206031
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8909013605442176,0.0357543507049938,0.851388888888889,0.0940042847723206,0.6347727272727273,0.1010700611178295,0.724392230576441,0.086951112071182,0.9514939024390244,0.0101354298848164
d_num_to,No sampling,,After,Yes,RandomForests,0.8989795918367347,0.0366723417351683,0.4180555555555555,0.2125,0.85,0.3023059524536176,0.5462271062271062,0.2374285465809776,0.94123560298103,0.0203787976390199
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8971513605442176,0.0241693010216407,0.6791666666666666,0.0813300887330964,0.7063311688311689,0.092053089157102,0.6878987910953854,0.0690642371775551,0.95026168699187,0.011193397850163
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8786139455782314,0.0213951813742773,0.851388888888889,0.0755764881134044,0.5962587412587413,0.0504621210472419,0.7002042986253513,0.0527018584213972,0.9530868902439024,0.0116941821841006
d_num_to,No sampling,,After,Yes,RandomForests,0.9010204081632656,0.0403494234814832,0.4430555555555555,0.2274938949119783,0.8380952380952381,0.305059378629466,0.5629728604728605,0.2478026405954192,0.9557291666666666,0.0185059003142071
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.907482993197279,0.0347185661456165,0.7166666666666666,0.1233220715579061,0.725,0.1024516797657455,0.7190196078431372,0.108605991721951,0.953678861788618,0.0223201186196738
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9136054421768708,0.0271788448705323,0.8013888888888889,0.1011221758292633,0.7229761904761905,0.0896314838348446,0.7554893360853113,0.073783046865734,0.959580792682927,0.0134376988696322
d_num_to,No sampling,,After,Yes,RandomForests,0.905187074829932,0.0349824805917884,0.4555555555555555,0.1973786547054501,0.95,0.1067187372905474,0.5917859917859917,0.1936848834505952,0.947818428184282,0.0178498359004579
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9136479591836736,0.0327714568507772,0.7777777777777778,0.0931694990624912,0.7301406926406926,0.0978215180927841,0.7509846921224631,0.0892986238168998,0.9572289972899728,0.018929519214484
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9114795918367344,0.0276810204565617,0.8638888888888889,0.0877971146071061,0.6920454545454546,0.0878691543831566,0.7654566563467491,0.0720752863295092,0.961034891598916,0.0108257230091159
d_num_to,No sampling,,After,Yes,RandomForests,0.9072278911564624,0.0350963920268959,0.4680555555555555,0.1958333333333333,0.95,0.1067187372905474,0.6039072039072038,0.1941982532082237,0.9511331300813008,0.0223854895031016
d_num_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9096513605442176,0.0302039870704685,0.7402777777777778,0.0683384144452363,0.7329184704184704,0.107921865024167,0.7340239078087375,0.0812798635638695,0.9610882452574524,0.0144237109343563
d_num_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.928061224489796,0.029108348909095,0.8763888888888889,0.0969141945801084,0.7501082251082251,0.1013362956102395,0.8034210526315789,0.0765697640351996,0.9671587059620596,0.0095825172864025
d_num_to,No sampling,,After,Yes,AdaBoost,0.8497448979591837,0.0136150051426023,0.1111111111111111,0.0671854812358212,0.75,0.4031128874149275,0.1911111111111111,0.1103082101865853,0.8805885840108401,0.0439071834473684
d_num_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8210034013605443,0.0273302018367146,0.7666666666666666,0.1384437310486345,0.478931623931624,0.0530871929450834,0.5852538169417965,0.0672919069189575,0.8832888719512194,0.0372625465410752
d_num_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7491496598639455,0.0386479357969739,0.6680555555555555,0.1635648868865876,0.3630342791023905,0.0576262858178309,0.4662241828008418,0.0798389598336578,0.8368927845528455,0.0711131803922674
d_num_to,No sampling,,After,Yes,AdaBoost,0.8538265306122449,0.0218859777066682,0.1611111111111111,0.0807946642902721,0.85,0.2291287847477919,0.2638383838383838,0.1101749357971694,0.8972171409214094,0.0387252791587695
d_num_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8291666666666668,0.0228176539758827,0.7777777777777778,0.1343709624716425,0.4931699346405229,0.0483611394139494,0.5996773064957208,0.063852816240725,0.8979238651761519,0.032361604962943
d_num_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7800170068027211,0.0331191927625424,0.6680555555555555,0.1537155562141393,0.4025104062604063,0.0606035269846213,0.4985869842007949,0.0844141400721049,0.8660899390243901,0.0531195451585896
d_num_to,No sampling,,After,Yes,AdaBoost,0.8599914965986395,0.0259994538476261,0.2111111111111111,0.1136515141415488,0.8333333333333333,0.2108185106778919,0.3242424242424243,0.140989984383138,0.9057613482384824,0.0477439085229569
d_num_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8394557823129251,0.0223723504032661,0.7777777777777778,0.1343709624716425,0.5132323232323233,0.0524130543539363,0.6142772648897296,0.0665448531368139,0.901960535230352,0.0432414541874773
d_num_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7882227891156461,0.0278974101687382,0.6805555555555556,0.1645701471510958,0.4143797868797868,0.0594003383509504,0.5110952806335766,0.0868244078315977,0.8835577574525745,0.0465416497852102
d_num_to,No sampling,,After,Yes,AdaBoost,0.8990646258503402,0.0302320733885814,0.5055555555555555,0.1775606312721876,0.8111904761904762,0.1364684559001907,0.6082176157176158,0.1645916025336808,0.928147442411924,0.0393253366735409
d_num_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8724064625850338,0.0358272074953285,0.7763888888888889,0.110318352457281,0.6027078477078477,0.1047025157971312,0.6716566934658198,0.0825267883322266,0.9180978997289972,0.0425923461314647
d_num_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8561224489795919,0.0361000184979818,0.8013888888888889,0.1702224851317958,0.5455278055278054,0.0879083296581104,0.6440438381857148,0.1117417961791312,0.9303980352303522,0.0289339315377726
d_num_to,No sampling,,After,Yes,AdaBoost,0.9196428571428572,0.0329620618921168,0.6027777777777777,0.1685312368013057,0.8757142857142858,0.1263680242427664,0.7035159448394743,0.1383811998467898,0.946651846205962,0.032757551869163
d_num_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9032312925170068,0.0349344939111022,0.8277777777777778,0.0982485510212633,0.6877602952602953,0.1255160398316456,0.7438880288957688,0.0857346329522007,0.9505945121951218,0.0282218283300198
d_num_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8971513605442176,0.034420635392128,0.8138888888888889,0.1404358295529393,0.6516161616161616,0.0874822121059796,0.7216339869281045,0.1056753604899773,0.9458142784552848,0.0269865652456664
d_num_to,No sampling,,After,Yes,AdaBoost,0.9258503401360544,0.0268215935059589,0.6402777777777777,0.1443976954263621,0.8897619047619049,0.117609407740689,0.7346148459383753,0.1108055269264339,0.9600389566395664,0.0238415554670074
d_num_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9135204081632652,0.0345918116509049,0.8027777777777778,0.0989528507253159,0.7256818181818182,0.1159583228777827,0.7580263157894737,0.091117192751331,0.9593030149051492,0.0270707206909243
d_num_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8991921768707483,0.0268749525794712,0.8388888888888889,0.0982485510212633,0.6596176046176045,0.0791844727782121,0.7349735747568564,0.0707637686860319,0.9566035738482384,0.0283681163248214
d_num_to,No sampling,,After,Yes,AdaBoost,0.9175595238095238,0.03242152467536,0.6430555555555555,0.1125,0.8357142857142857,0.1445141990999383,0.721941391941392,0.1093883784176833,0.9382931063685638,0.0585617550130343
d_num_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8889455782312925,0.0260915893134733,0.7777777777777778,0.1086533734200441,0.6517987567987567,0.1007515249463581,0.7002248267728144,0.0617856229918851,0.9335158367208672,0.0468328716990306
d_num_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.905187074829932,0.0236831559078663,0.8388888888888889,0.0807946642902721,0.6803535353535353,0.0719031058221743,0.747561059511524,0.0545543194513101,0.9587004573170732,0.016206561258649
d_num_to,No sampling,,After,Yes,AdaBoost,0.9216836734693878,0.0244528609421437,0.6527777777777778,0.1118033988749894,0.8555952380952382,0.1174367804066947,0.7323550958845078,0.0890606201481204,0.9494148035230352,0.0466361542940415
d_num_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9094812925170068,0.0295274107591579,0.788888888888889,0.1384437310486345,0.7076731601731602,0.0955825438059797,0.7399880829524792,0.0957033134025502,0.9405907012195124,0.0467170041121675
d_num_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9238095238095236,0.0187053570220564,0.8375,0.0800390529679106,0.7537950937950938,0.1009776395994732,0.7863872917588088,0.046967776020644,0.965502201897019,0.0094579324360272
d_num_to,No sampling,,After,Yes,AdaBoost,0.9341411564625852,0.0201554380899798,0.7152777777777778,0.0817559036264524,0.8672619047619048,0.0733882949572661,0.7821148459383753,0.0709124000878408,0.9494308943089432,0.0463557456863763
d_num_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9156462585034012,0.0234354728827042,0.763888888888889,0.1536590742882148,0.7400396825396827,0.0656269188611953,0.7433330214676964,0.0950184986130604,0.9402426321138212,0.0519538329225093
d_num_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9259778911564628,0.0207493883538216,0.85,0.0935414346693485,0.748517316017316,0.0737836539510953,0.7919311759791635,0.0591398232631996,0.9659290311653118,0.0172288697616053
d_num_to,No sampling,,After,Yes,Bagging,0.8475765306122449,0.0221270284318277,0.1722222222222222,0.1379412113103904,0.5349999999999999,0.4019708391855752,0.2492851592851592,0.1866789281861841,0.7543021680216802,0.1140743498109836
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8372874149659865,0.0442875600796676,0.8041666666666666,0.0746519702798705,0.5264189976689977,0.1018770262667197,0.6283764747837974,0.0680517257696546,0.8962025745257453,0.0335231712247907
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.7962585034013605,0.0521664095181192,0.65,0.2549509756796392,0.4296961264009319,0.1297026822694772,0.5012609688499782,0.1465968671622447,0.8323640752032521,0.0689962972032536
d_num_to,No sampling,,After,Yes,Bagging,0.8701955782312926,0.0298674331734638,0.2347222222222222,0.171846588560844,0.7666666666666666,0.3958114029012639,0.3464180264180264,0.219778905534976,0.8482592310298103,0.0618301895665184
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8107142857142857,0.0385260391433215,0.8166666666666667,0.075,0.4664969834087481,0.0572991295993104,0.5923286278938453,0.0592861261750489,0.9204391090785908,0.0347281884400328
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8166666666666668,0.040262415666752,0.851388888888889,0.0755764881134044,0.482632098293863,0.069117152867968,0.6112695473862522,0.0535891302455123,0.9045714769647696,0.0353158214805178
d_num_to,No sampling,,After,Yes,Bagging,0.8702380952380953,0.0251776797187176,0.2319444444444444,0.1541666666666666,0.7666666666666666,0.3958114029012639,0.345982905982906,0.215688509906491,0.8493762703252032,0.0606192642199564
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8375,0.0368869278831356,0.8277777777777778,0.0583333333333333,0.5166491841491841,0.0665443796285416,0.633090007627765,0.0535669404809754,0.9276566734417344,0.0264012049758308
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8209183673469387,0.0320860050435364,0.875,0.0968245836551854,0.4871037296037295,0.0496005023782918,0.6208923143980352,0.0369353797614767,0.9208943089430894,0.028415799836626
d_num_to,No sampling,,After,Yes,Bagging,0.8865646258503401,0.0440332528511913,0.423611111111111,0.2198879133659793,0.8066666666666666,0.1953913451967046,0.5265201465201466,0.2274665816497434,0.8362940379403796,0.1075809651111093
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8437925170068027,0.0463724711526102,0.7555555555555555,0.1145643923738959,0.5443144437262084,0.1109397536439002,0.6221216660577275,0.0774660640154962,0.9081893631436314,0.0413853558778961
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8643282312925169,0.0442035601779219,0.8041666666666666,0.1087332362558324,0.5741841491841492,0.1019243356358314,0.6669932853524185,0.0977335616549841,0.91239837398374,0.0555809202832034
d_num_to,No sampling,,After,Yes,Bagging,0.8927295918367347,0.0396567908241578,0.4180555555555555,0.180710403685012,0.8583333333333334,0.2109831483528693,0.5496070596070595,0.1910366775214872,0.8627739668021681,0.0637327163969294
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8724489795918368,0.0314671811314793,0.8277777777777778,0.0807946642902721,0.5903613053613054,0.0739293301513666,0.6860450038138826,0.0609508557216866,0.9358557757452576,0.0252160118891564
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8662840136054422,0.0276800082179304,0.913888888888889,0.0794949334514121,0.5661638361638361,0.0616820741553884,0.6964798689741483,0.0530739367238795,0.9451291497289974,0.0195104751862673
d_num_to,No sampling,,After,Yes,Bagging,0.8906887755102041,0.0398157410730082,0.4055555555555555,0.1874536979866998,0.85,0.2034425935955617,0.5347585747585747,0.1984981733862774,0.8731686144986449,0.0552121094694676
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8684098639455783,0.0341050270112705,0.8402777777777779,0.0535218024111047,0.5831468531468531,0.0788868704059111,0.6845135566188197,0.053607913061493,0.9383265582655828,0.0228720881292958
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8498724489795919,0.0270439247026173,0.8875,0.0875,0.5339865771483417,0.0478100202027022,0.6637534151584494,0.045607047462355,0.9463160569105692,0.0199045131581024
d_num_to,No sampling,,After,Yes,Bagging,0.8928146258503402,0.0247990806961386,0.4555555555555555,0.1527525231651946,0.824047619047619,0.102460932215091,0.5726640026640026,0.1343808025205692,0.8557422933604336,0.0553204909154601
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8826955782312925,0.0291360643983235,0.6902777777777778,0.1297031868022781,0.6433333333333333,0.0937369794435085,0.6591930807410683,0.0922483977860979,0.9212699017615176,0.0291943920854796
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8764880952380952,0.0425702260460362,0.7388888888888889,0.1433720877840437,0.6173051948051947,0.1354834374222384,0.6653195488721805,0.1230548534015827,0.926573509485095,0.034044013348239
d_num_to,No sampling,,After,Yes,Bagging,0.8989370748299319,0.0356195343769846,0.5055555555555555,0.1488380924957646,0.8297619047619047,0.1555957390599287,0.6173351648351649,0.1492184915606792,0.9035399728997292,0.0426768821485639
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8930272108843538,0.0341277845485118,0.7763888888888889,0.0769424388025807,0.6657142857142857,0.11679511879031,0.7111904761904762,0.0804134723203285,0.9500652100271004,0.0122513863928771
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8971088435374149,0.0390513557729923,0.8638888888888889,0.067700320038633,0.655959595959596,0.1019736367377945,0.7413219215985403,0.0796576816173301,0.9545481876693768,0.0226246752139784
d_num_to,No sampling,,After,Yes,Bagging,0.9092687074829932,0.0313291203033372,0.5305555555555556,0.1224744871391589,0.8914285714285715,0.1427428113919633,0.6573051948051948,0.1205906873948539,0.9160890921409214,0.0327208159372517
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8847789115646257,0.0227090175276197,0.7902777777777777,0.0969141945801084,0.6312678987678988,0.0815505003649185,0.6961208167477516,0.0535849190466243,0.9477786246612464,0.0196365896915226
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8971088435374149,0.0306906827669258,0.9013888888888888,0.0746519702798705,0.6431623931623932,0.0769252842799772,0.747204106522992,0.0622459036076093,0.9567577066395664,0.0192715895262586
d_num_to,No sampling,,After,Yes,Bagging,0.9113520408163266,0.0232613104860463,0.5791666666666666,0.1028246889937755,0.8414285714285714,0.0939447900778241,0.682106227106227,0.0897088985053217,0.9379365684281842,0.0279201678474329
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8972363945578232,0.0474349766295289,0.7402777777777778,0.0882900837517378,0.7017496392496392,0.1637059191551421,0.7137870411322423,0.1140738248470732,0.924147611788618,0.0342536629492329
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9054421768707483,0.0331829916911104,0.8180555555555555,0.127815513751483,0.6848124098124099,0.0798008843400218,0.7415514275885793,0.0892786687936432,0.9470287093495934,0.0346988344259104
d_num_to,No sampling,,After,Yes,Bagging,0.9196003401360544,0.023897772860909,0.6291666666666667,0.0800390529679106,0.8654761904761905,0.122572806815058,0.7234820081878907,0.0761322724544445,0.9383354505420056,0.0201247606956225
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9073554421768708,0.0212452764973976,0.7777777777777778,0.0931694990624912,0.7089285714285715,0.0836952176398527,0.7368051255589955,0.0575898133574827,0.9543635670731708,0.0178046582148191
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.915688775510204,0.0311629937845217,0.8388888888888889,0.1130388330520878,0.7108333333333334,0.0886757409150552,0.767014963880289,0.0899381776330807,0.9623890582655829,0.0204804287642468
d_num_to,No sampling,,After,Yes,Bagging,0.9133928571428572,0.0294554496866578,0.6041666666666666,0.1106326503945979,0.8373809523809523,0.1314926086228765,0.6974746821805645,0.1070399366189785,0.941644647696477,0.0229167766579751
d_num_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9115221088435376,0.0226184482172127,0.8027777777777778,0.0989528507253159,0.7183730158730159,0.0871893307857805,0.7519031647746817,0.0582120743034055,0.95496358401084,0.0207997605566707
d_num_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.919812925170068,0.0281738617549371,0.851388888888889,0.1093700395700557,0.7260353535353536,0.0923549065143247,0.7794143446852425,0.0801439279057225,0.9621828421409214,0.0202560338932496
d_num_to,No sampling,,After,Yes,XGBoost,0.9073554421768708,0.0295188385831344,0.5555555555555556,0.1263812574008591,0.8555952380952382,0.1365741868121548,0.6625631231513583,0.1080498658055682,0.9270274390243902,0.0281879696543654
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8908163265306122,0.0362756537211202,0.826388888888889,0.1397542485937368,0.6331529581529581,0.0939691871392695,0.7141273415267222,0.1030601179359526,0.9427985264227644,0.0334210569440995
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8786139455782314,0.0336326723675863,0.826388888888889,0.0624999999999999,0.6096969696969697,0.090728554823396,0.6972412090833143,0.06613935781223,0.9450732554200544,0.0197402235949744
d_num_to,No sampling,,After,Yes,XGBoost,0.9341411564625852,0.0203286877236275,0.7152777777777778,0.0990405360333726,0.8761904761904763,0.0952306544712384,0.7810434173669467,0.0738364541014254,0.9715506436314362,0.013553504117394
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9340561224489796,0.0258064222013831,0.8138888888888889,0.0849836585598797,0.8027777777777778,0.101447851956888,0.8050555309843237,0.0763741027778375,0.9765709688346884,0.0114134389579275
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9424319727891156,0.019916120556527,0.825,0.114564392373896,0.8324531024531024,0.0761051365579111,0.8236227824463118,0.0690417215754816,0.9753743224932248,0.0171823125723266
d_num_to,No sampling,,After,Yes,XGBoost,0.9362670068027212,0.0212707872673146,0.726388888888889,0.1362315227022651,0.8811507936507936,0.0896177687863145,0.7837914862914863,0.0972471155621958,0.9690193089430894,0.0130978214251707
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9361394557823128,0.0251511005937394,0.826388888888889,0.1007782218537318,0.8055050505050506,0.0989848612406005,0.8114882795223352,0.0765145999452392,0.980271002710027,0.0086691206328227
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9424319727891156,0.019916120556527,0.825,0.114564392373896,0.8324531024531024,0.0761051365579111,0.8236227824463118,0.0690417215754816,0.9756131436314364,0.0156080936694158
d_num_to,No sampling,,After,Yes,XGBoost,0.9113945578231292,0.0191375655069133,0.6166666666666666,0.105079335107654,0.8121428571428572,0.077441002340733,0.695002154708037,0.0812162768362748,0.9415345528455286,0.0174114779962395
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9011054421768708,0.0307725630065988,0.7763888888888889,0.110318352457281,0.6880952380952381,0.1078442649728224,0.7240009337068161,0.0859163721172105,0.9544347052845528,0.0225672151122222
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9134778911564624,0.01845184213452,0.8638888888888889,0.0381881307912986,0.6969191919191919,0.0561421965189868,0.7700894392844857,0.0412106901304456,0.9569304708672088,0.0219761975159715
d_num_to,No sampling,,After,Yes,XGBoost,0.9361819727891156,0.0172059450341586,0.726388888888889,0.0958333333333333,0.8787698412698413,0.0905355642694143,0.7888064713064713,0.0609310746003239,0.9690074525745258,0.0165287881401465
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403911564625852,0.0231487825201921,0.8152777777777779,0.0993905036823046,0.8297619047619047,0.0787165966941668,0.8190802987861812,0.0693064067592153,0.9727227303523036,0.0152740050422978
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9465561224489796,0.0185989916095877,0.851388888888889,0.0940042847723206,0.8409920634920635,0.088079873177457,0.8408888643176569,0.0575135177047451,0.9754005758807588,0.0151042957285917
d_num_to,No sampling,,After,Yes,XGBoost,0.938265306122449,0.0159308904022431,0.7513888888888889,0.0813300887330963,0.8728174603174603,0.0972280934411192,0.8009493284493285,0.0511625053819332,0.9674754403794038,0.0177694377187979
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.938265306122449,0.0243721486796866,0.826388888888889,0.1007782218537318,0.8134920634920635,0.0878905100027942,0.8159378839255,0.0727003553800206,0.97420054200542,0.0142859568220809
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9485969387755104,0.0187523137079571,0.851388888888889,0.0940042847723206,0.8507142857142858,0.0859045507335594,0.8460359231411863,0.0580304609899083,0.9771832655826558,0.0144690484538602
d_num_to,No sampling,,After,Yes,XGBoost,0.917687074829932,0.0261652022676859,0.6430555555555555,0.0976281209488331,0.8371428571428572,0.1186192292250717,0.7221703296703297,0.0859557434857251,0.9422865853658536,0.0311114529886382
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9176020408163263,0.0277748997768647,0.7541666666666667,0.0921389349478999,0.7537698412698413,0.0729363028306009,0.7532843137254902,0.078428324082913,0.9588440040650408,0.026119580179199
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9073979591836736,0.020974980081983,0.763888888888889,0.08936504412303,0.7058225108225108,0.0610284109508832,0.7317973856209151,0.065092108360431,0.9613905826558268,0.0209947580616799
d_num_to,No sampling,,After,Yes,XGBoost,0.9383503401360545,0.0222855639961541,0.7291666666666666,0.0703414292338922,0.8904761904761905,0.0969781516876966,0.7987017884076708,0.0662897822555035,0.9656122967479674,0.0211413724538486
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9341411564625852,0.0221255578499546,0.8277777777777778,0.1130388330520878,0.7943939393939394,0.0811603590255451,0.8057091257555655,0.067481905511968,0.9751617547425476,0.0137742624141411
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9424319727891156,0.0200914339455369,0.826388888888889,0.1007782218537318,0.8398304473304474,0.0968071028092783,0.8264672711189739,0.0601056986141807,0.9735213414634148,0.0179185961889128
d_num_to,No sampling,,After,Yes,XGBoost,0.9383078231292517,0.0205031184526297,0.7277777777777777,0.0763762615825973,0.890873015873016,0.0944286034467523,0.7973199023199024,0.0654759582293924,0.9643157181571816,0.0213539144138068
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.938265306122449,0.0225210140914923,0.8388888888888889,0.1130388330520878,0.8038888888888888,0.0776208734813001,0.8168202368666766,0.0710226869451493,0.9757825203252032,0.0160672780605871
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9383503401360545,0.0155962673715787,0.826388888888889,0.0838525491562421,0.8162193362193364,0.0807265264998632,0.8164882795223353,0.0483694243252559,0.9750143970189702,0.016359261382929
d_num_to,No sampling,,After,Yes,XGBoost,0.917687074829932,0.0279004879030856,0.6416666666666666,0.1040832999733066,0.8357142857142856,0.1238095238095238,0.7208263305322128,0.0960028622542102,0.9502604166666668,0.0296653707267143
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9280187074829932,0.0321570544627332,0.7791666666666666,0.0875,0.7926587301587301,0.1050585401725615,0.7848529411764706,0.0912084726675729,0.9621036585365854,0.0255603654100038
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9136054421768708,0.0152277376880033,0.788888888888889,0.0816496580927726,0.7255555555555555,0.0572626610076672,0.7518674136321195,0.0433661334414035,0.9571536246612464,0.0254353150919641
d_num_to,No sampling,,After,Yes,XGBoost,0.9321003401360544,0.0208645902547406,0.6777777777777778,0.1024017143953709,0.895873015873016,0.0879376539951677,0.7662759462759462,0.0764953864076391,0.9710018631436316,0.0197831461524422
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403486394557822,0.026573673463815,0.8152777777777779,0.0993905036823046,0.8355555555555554,0.1087868002159938,0.8204481792717087,0.0782930564200981,0.9730504742547426,0.0169782266798317
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9341836734693876,0.019989143647502,0.8013888888888889,0.1011221758292633,0.8133116883116884,0.0888448383194133,0.8015914786967417,0.0624824847788566,0.9709366531165312,0.019129593355823
d_num_to,No sampling,,After,Yes,XGBoost,0.9362670068027212,0.0169070736624052,0.7277777777777777,0.0763762615825973,0.878373015873016,0.0871483593978073,0.7914865689865689,0.0548318132495523,0.9666107723577236,0.0206953740684395
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403061224489796,0.0250310730582214,0.826388888888889,0.1007782218537318,0.8234920634920634,0.0939363416425141,0.8211666420954348,0.0768197628986035,0.9748484078590784,0.017428158280914
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9403061224489796,0.0194076980017719,0.8138888888888889,0.0849836585598797,0.836655844155844,0.0956600017433983,0.8199686716791981,0.0580743590451946,0.9739540989159892,0.0173343840680783
d_num_to,No sampling,,After,Yes,XGBoost,0.911437074829932,0.0281429507171146,0.6291666666666667,0.1484292760879739,0.7892857142857143,0.0771608591576133,0.6936185383244207,0.1306972662430394,0.9513160569105692,0.0285624904134058
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9279761904761904,0.0346888751895855,0.7916666666666666,0.1070436048222094,0.7829365079365079,0.1014244105761556,0.7863725490196078,0.100388231387715,0.9627481368563686,0.020273716705655
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9177295918367347,0.0224103347671962,0.8138888888888889,0.0849836585598797,0.7408333333333333,0.1070079176717519,0.7689472455648926,0.0572425011089423,0.9614828929539296,0.0278035390909913
d_num_to,No sampling,,After,Yes,XGBoost,0.930017006802721,0.0166818444010447,0.6902777777777778,0.0863013132383665,0.8748015873015873,0.0928793980249411,0.7655708180708181,0.0543847712991012,0.969698509485095,0.0188334457785762
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403486394557822,0.026573673463815,0.8402777777777779,0.1106326503945979,0.8155555555555555,0.0941105207904875,0.8236227824463118,0.0803336026402903,0.9714879742547426,0.0169385848541549
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9341836734693878,0.0221331956413641,0.8138888888888889,0.0849836585598797,0.8121212121212121,0.1120879352747644,0.8062273330384786,0.0596018457353977,0.973108909214092,0.020378463152403
d_num_to,No sampling,,After,Yes,XGBoost,0.9321428571428572,0.0207081830314239,0.7027777777777777,0.0849836585598797,0.878968253968254,0.107527967498724,0.77497557997558,0.065172342448591,0.96994918699187,0.0208898073301906
d_num_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403486394557822,0.026573673463815,0.8402777777777779,0.1106326503945979,0.8155555555555555,0.0941105207904875,0.8236227824463118,0.0803336026402903,0.9705809620596206,0.0194905220557315
d_num_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9362244897959184,0.0170057397626998,0.8013888888888889,0.0842656184006528,0.8259415584415585,0.0987167249137795,0.8073496240601503,0.0501608900218424,0.9739464769647695,0.0166828198541713
d_num_to,No sampling,,After,Yes,MLP,0.8150085034013606,0.0646908379159947,0.2833333333333333,0.1567907310185564,0.4757142857142856,0.2930599375283612,0.3266594190123602,0.171541469044384,0.7174043021680216,0.1091259345431331
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8315901360544217,0.0475622421444315,0.7902777777777777,0.1677568511599783,0.5062107418725066,0.1059072990627934,0.6094885073646683,0.1078203814081878,0.8761492208672086,0.0893442720807224
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8317602040816328,0.0705733775275511,0.7430555555555556,0.1550649505494032,0.5137674825174826,0.1276186730111801,0.6024582289055973,0.1319902213256819,0.886710704607046,0.0690268487432282
d_num_to,No sampling,,After,Yes,MLP,0.9114795918367344,0.030771153124208,0.5666666666666667,0.1808544534517558,0.8696428571428572,0.1221166893903712,0.6649209124209124,0.1490088774586315,0.9331588753387532,0.0675337230898682
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9136479591836734,0.0561509313676668,0.875,0.125,0.7073135198135198,0.1523861758543745,0.7781687395851482,0.1331207785685549,0.9469486788617888,0.0581204614002819
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9115221088435372,0.0261093542793184,0.8777777777777779,0.1089724735885168,0.6941863691863691,0.0773742845636065,0.7686425511193313,0.0591459039053523,0.9466243224932248,0.0415964496093172
d_num_to,No sampling,,After,Yes,MLP,0.8170493197278912,0.0456403977819038,0.2861111111111111,0.2179449471770336,0.3829761904761904,0.2872774944953701,0.2993781218781218,0.2017224545982554,0.7550110094850948,0.1329672848393512
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8516581632653061,0.0492156897339998,0.8875,0.1179247641507075,0.5471212121212121,0.0895562640478577,0.6707829830987726,0.0823826624834764,0.911183096205962,0.0400316898227829
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8294217687074831,0.0530126892972426,0.7527777777777778,0.137183980276286,0.5081422743922743,0.1183002702699317,0.5993511974930739,0.1048961446160978,0.8754480013550137,0.0716845807056714
d_num_to,No sampling,,After,Yes,MLP,0.8828231292517007,0.0605858246739151,0.5319444444444444,0.1876850938259201,0.7475108225108225,0.2233164465152451,0.5989598997493734,0.1839228487849906,0.9082350948509486,0.0895290551974269
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9241496598639456,0.0562148795651969,0.8875,0.1038327982864759,0.765798319327731,0.1762897182348247,0.8097358197358198,0.1225491144952307,0.951644647696477,0.046356032534574
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.919812925170068,0.0369165158873849,0.8875,0.1038327982864759,0.7307249694749695,0.1253114240264876,0.7923408029878617,0.0831525619275096,0.9588914295392956,0.0406852160570298
d_num_to,No sampling,,After,Yes,MLP,0.8170918367346939,0.0506465897295035,0.1972222222222222,0.0989528507253159,0.4716666666666667,0.2877161023570901,0.26367112419744,0.1324591997062724,0.7353633130081301,0.0963153843496043
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8395408163265307,0.0444757969092531,0.8625,0.1179247641507075,0.5168465847877612,0.0803363446493672,0.6437156177156178,0.0869518320876238,0.907074017615176,0.0531096049636499
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8066326530612244,0.0441942965344534,0.8388888888888889,0.1130388330520878,0.4624297181147027,0.0686718357939465,0.59313882532418,0.074856576255491,0.9146942750677504,0.042185183132499
d_num_to,No sampling,,After,Yes,MLP,0.9054421768707483,0.0316825597461461,0.5819444444444445,0.1525819451966713,0.8228571428571427,0.1411292326821779,0.6663525363525364,0.1120140041711473,0.9457613482384823,0.0435029482660049
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9444727891156462,0.0486120944877164,0.9125,0.1125,0.8181673881673882,0.1554374529912386,0.853184789067142,0.1151275998005534,0.9507909891598916,0.051146758098499
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9176445578231291,0.0366367594528258,0.8388888888888889,0.1130388330520878,0.7288095238095238,0.1096244361755294,0.7752188121625462,0.0931251980584691,0.954231029810298,0.0509037474871692
d_num_to,No sampling,,After,Yes,MLP,0.8312074829931972,0.0243418682815617,0.2222222222222222,0.1559023911155809,0.4083333333333333,0.2849220166213126,0.275974025974026,0.1783456528894789,0.7042030826558265,0.1098939192092668
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8601190476190477,0.0531326513192819,0.85,0.1457737973711325,0.5711904761904761,0.1076150968512075,0.6741506519467537,0.1010937162596521,0.9199568089430894,0.0406306374217412
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8561224489795919,0.0471115295533279,0.8041666666666666,0.1087332362558324,0.5585642135642136,0.0894938166897672,0.6550064108578041,0.0847343750697382,0.9137254403794036,0.0341258011024089
d_num_to,No sampling,,After,Yes,MLP,0.9279761904761904,0.0333617382098147,0.6444444444444445,0.2195323312053248,0.911309523809524,0.0733110085065944,0.7264410589410589,0.1628145964342052,0.9496392276422764,0.0413150985702457
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.93609693877551,0.0299387662841764,0.9,0.0935414346693485,0.7792560217560218,0.1189740384109963,0.8276709264247964,0.0743775410807917,0.9497772696476964,0.0477306690648382
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9341411564625852,0.0287444210664483,0.875,0.125,0.7820146520146519,0.1100906838647341,0.8163818860877685,0.078289371836697,0.9559315718157182,0.041311172173754
d_num_to,No sampling,,After,Yes,MLP,0.7917942176870748,0.0972727512350615,0.4555555555555555,0.1181453906563152,0.4725396825396825,0.1827215105446587,0.4404070004070005,0.1199341238851818,0.772679539295393,0.1252187213075516
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7759778911564625,0.1261198693244062,0.85,0.1224744871391589,0.4511938358339287,0.1161053405698816,0.5801966873706004,0.1189821050266149,0.8885052506775069,0.0818122359664644
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.7838010204081632,0.0599677474602593,0.7902777777777777,0.1768257931160245,0.4272250053867701,0.0922542059076621,0.5503300773855497,0.1100139612599734,0.863882960704607,0.0963796583613443
d_num_to,No sampling,,After,Yes,MLP,0.8599914965986393,0.038265329743001,0.5541666666666666,0.1525819451966713,0.6278787878787879,0.1805049091925987,0.5645059515647752,0.1116952043561693,0.9015184620596208,0.0691770459809167
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8661564625850341,0.0592290442050959,0.8625,0.1525819451966713,0.5821085858585858,0.1262858318321925,0.6876628332257624,0.1209247222999538,0.9167547425474254,0.070434139033068
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8661564625850341,0.0635841232597733,0.875,0.125,0.5874175824175825,0.1385330762207078,0.6954678362573099,0.1217980949192898,0.925,0.0490990337545513
d_num_to,No sampling,,After,Yes,MLP,0.8088860544217689,0.0708020511605416,0.3958333333333333,0.1239539565053626,0.5387057387057388,0.2200830483915002,0.4098565323565323,0.0927211581822768,0.8096163617886178,0.072312114207015
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8190476190476191,0.0520392184406327,0.8527777777777779,0.1204736024566746,0.4821891704786442,0.0723892326846095,0.613743254711218,0.085917483842236,0.9211568428184282,0.041912670449359
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.831547619047619,0.0562661785599354,0.875,0.1118033988749894,0.511563714063714,0.0899719636220358,0.6394360290402827,0.0863232467966659,0.9085374322493224,0.037559355446181
d_num_to,No sampling,,After,Yes,MLP,0.8439200680272109,0.0813632552538165,0.6527777777777778,0.2165063509461096,0.5748501498501499,0.2045433519363913,0.5876949846983803,0.1656807413965902,0.8991251693766937,0.0686997192203639
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8973214285714285,0.0453747305200507,0.875,0.1479019945774904,0.6549586086428192,0.0942603669473458,0.7415887758612217,0.0960336545052541,0.9410967140921408,0.0428725725589929
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9014455782312926,0.0495985258592604,0.9,0.1224744871391589,0.667094017094017,0.1229416695097052,0.7590425261013498,0.1057415011740066,0.9464312330623306,0.0469021816226358
d_num_to,No sampling,,After,Yes,MLP,0.8929421768707483,0.0291269736453015,0.3708333333333333,0.1484292760879739,0.95,0.15,0.5214685314685316,0.1653105192364512,0.9355564024390244,0.0500023382344773
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8971513605442176,0.0375983302504058,0.875,0.1118033988749894,0.6518560606060606,0.0922378351828049,0.7419263533164462,0.0819273155071351,0.945133807588076,0.044932156008148
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8993622448979591,0.0399895221262771,0.9125,0.0800390529679106,0.6548176333470452,0.0965324077987371,0.7568729808203492,0.0739618376778589,0.9484544376693764,0.0333262901270629
d_num_to,No sampling,,After,Yes,MLP,0.950595238095238,0.0308339477483799,0.85,0.0935414346693485,0.8741666666666668,0.1354237177651438,0.8546755368814193,0.0854015744811366,0.9629395325203254,0.0377256165625104
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.95671768707483,0.0235213980539453,0.8763888888888889,0.0791666666666666,0.8819444444444443,0.1083351139454805,0.8730737382672367,0.0631192683805951,0.965609756097561,0.0421940755721095
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.956845238095238,0.0310643404315662,0.8763888888888889,0.0969141945801083,0.8898809523809523,0.1248528044903904,0.8751190476190477,0.0795933324875119,0.9577108739837398,0.0458154456496615
d_num_to,No sampling,,After,Yes,MLP,0.8744047619047619,0.0270651390204572,0.3472222222222222,0.1479019945774904,0.7916666666666667,0.1796988221070652,0.4648451548451549,0.1510569088205021,0.9214075203252032,0.0410664450764071
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.901190476190476,0.0288941774448142,0.875,0.0968245836551854,0.6687125374625376,0.0918471016038414,0.7499741019214702,0.0525645556526708,0.9477845528455284,0.0429140835241581
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9074829931972788,0.0304536946629879,0.9,0.1089724735885168,0.6744900932400932,0.0749543976191915,0.7657203302373581,0.0654301139210295,0.9494588414634147,0.0270235192172877
d_num_to,No sampling,,After,Yes,MLP,0.95671768707483,0.0252300374947169,0.85,0.1089724735885168,0.900429292929293,0.1080278149372764,0.8671545284780577,0.0781077845053537,0.9625846883468836,0.036131850622689
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.952721088435374,0.0242956328951887,0.8638888888888889,0.0877971146071061,0.8678751803751805,0.1002112053689118,0.8607301341589266,0.0682829041631445,0.9681300813008132,0.0357113231886137
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9445578231292516,0.0302971787195382,0.851388888888889,0.1460712345246508,0.8302164502164502,0.1068417640770372,0.8333795272494962,0.103352330375266,0.963013211382114,0.0414928906467323
d_num_to,No sampling,,After,Yes,MLP,0.8971088435374149,0.0357087175769558,0.4194444444444444,0.20172864061517,0.9023809523809524,0.169181704033243,0.5497280497280497,0.210052559780474,0.9272527100271002,0.056357528309295
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9136479591836734,0.0374653967873048,0.8625,0.1419727086450068,0.702936507936508,0.1069089244402574,0.7684019084369064,0.1032868925320947,0.9439981368563688,0.0470367324806119
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8951530612244898,0.0332830776576411,0.8875,0.0875,0.6446969696969698,0.0741906127189326,0.7417836257309942,0.0555999284167157,0.9440514905149052,0.0340580717187358
d_num_to,No sampling,,After,Yes,MLP,0.9485969387755104,0.0245978063270395,0.851388888888889,0.1228283581081972,0.863946608946609,0.1165958651590749,0.8464230523518449,0.0729153979192498,0.9639464769647696,0.0367038421542612
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9506377551020408,0.0263203624517565,0.8388888888888889,0.0982485510212633,0.8839971139971141,0.1220602576776495,0.8517876894347483,0.0738573307578302,0.9608519647696476,0.0413234251083759
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9445153061224488,0.0354777608802502,0.826388888888889,0.1007782218537318,0.8534415584415583,0.1373843370381685,0.8351587301587301,0.1028121227165135,0.9608976964769648,0.0446480130611876
d_num_to,No sampling,,After,Yes,MLP,0.8971513605442176,0.0223013353034998,0.4458333333333333,0.1305038313613818,0.9047619047619048,0.119878055954039,0.5814751914751916,0.1119172456738287,0.9190675813008128,0.0456158710382665
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9053146258503402,0.0412358199683954,0.8375,0.1484292760879739,0.6874621212121211,0.1096217044018274,0.7471046734483267,0.1087146088575716,0.9442920054200544,0.0415034541353955
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8909438775510203,0.020611980041966,0.875,0.125,0.6336309523809522,0.0582721070815087,0.726931669637552,0.0435775684745813,0.9476676829268296,0.0343600604332184
d_num_to,No sampling,,After,Yes,MLP,0.954719387755102,0.0240679683864064,0.851388888888889,0.0508606483988904,0.8902777777777778,0.1170974190815303,0.8658888643176569,0.0647366251722597,0.9664710365853658,0.0368654082961347
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9506377551020408,0.0307027255518116,0.8638888888888889,0.1181453906563152,0.8608225108225108,0.1241118360490682,0.8545658263305322,0.0901062509281429,0.9662931910569104,0.0313342505851827
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9527210884353744,0.0303309305839041,0.8638888888888889,0.0877971146071061,0.880030525030525,0.1204338507866514,0.863731007554537,0.0697754260236027,0.96989837398374,0.0257773188277572
d_num_to,No sampling,,After,Yes,MLP,0.8971938775510203,0.0271422390941176,0.4208333333333333,0.1170380992099011,0.94,0.1280624847486569,0.5704095904095904,0.1219800466905153,0.9275169376693768,0.0367298081627266
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8806972789115648,0.0373904140223362,0.875,0.0968245836551854,0.6098717948717949,0.0811368313673836,0.7133986928104576,0.0655421649838203,0.9481368563685638,0.0346852585986581
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8848214285714284,0.0290932230652803,0.9125,0.0800390529679106,0.6137713675213676,0.07812329989384,0.7283014876569863,0.0504644902764658,0.9477032520325204,0.0331070773108204
d_num_to,No sampling,,After,Yes,MLP,0.9404336734693878,0.0380585162614875,0.7541666666666667,0.1650441860028196,0.8717063492063492,0.1279575844724972,0.8025657185951303,0.1383896593199422,0.9613804200542008,0.0408888351924677
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9464710884353742,0.0277642565372498,0.8763888888888889,0.0969141945801084,0.8297799422799423,0.1082899051453287,0.8468365767359576,0.0765654647189177,0.958995596205962,0.0436159889370981
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9444302721088436,0.0259451651530993,0.9,0.1089724735885168,0.8073989898989898,0.1090539622479221,0.8441796894196274,0.0748303870882178,0.9602726964769648,0.0453607712193118
d_num_to,No sampling,,After,Yes,MLP,0.8991921768707485,0.0334322392925593,0.4222222222222222,0.1314977819838292,0.95,0.15,0.5761305361305361,0.1406463990908184,0.9433324864498646,0.0311713669835527
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.87453231292517,0.0443472762558209,0.85,0.1224744871391589,0.5990656565656566,0.0989517583964324,0.6965996993763179,0.0900725360998018,0.9344351287262872,0.0399620000817752
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8684098639455782,0.0302781095959496,0.913888888888889,0.0794949334514121,0.5734798534798535,0.0679014971727842,0.7005775696312782,0.0517228637660135,0.9350186314363144,0.0364162422393046
d_num_to,No sampling,,After,Yes,MLP,0.9403486394557822,0.0335583101363542,0.7541666666666667,0.1448778220892809,0.8938095238095236,0.1222993984332828,0.8047041847041847,0.118085705860826,0.9598949864498646,0.0448143953258574
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9444302721088436,0.0259451651530993,0.8763888888888889,0.0969141945801084,0.8131132756132755,0.0846393096822834,0.8405340557275542,0.0755021978038307,0.9602074864498644,0.0417275226225073
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.942389455782313,0.0271518612096472,0.9,0.1089724735885168,0.7943253968253968,0.0946666137699063,0.8389332399626517,0.0783878614482112,0.9581233062330624,0.0482137242859655
d_num_to,No sampling,,After,Yes,MLP,0.7985969387755102,0.0473838831557646,0.1361111111111111,0.1892969448600091,0.1652777777777777,0.2178785551971896,0.1469187675070028,0.1985344878043291,0.6042361111111111,0.1853357994647315
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7924744897959185,0.0580697179296369,0.7375,0.2267294643402131,0.4308882053618895,0.1033101027551927,0.5359225157367573,0.1318419351416038,0.8613465447154471,0.083339694941098
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8127976190476189,0.0918560326316663,0.7791666666666666,0.1972466729757437,0.4883640250358517,0.1765993462930051,0.5941755904913799,0.1797279090277065,0.8812118902439025,0.0937311678611636
d_num_to,No sampling,,After,Yes,MLP,0.9095238095238096,0.0379454698424972,0.5444444444444445,0.1892969448600091,0.8841666666666667,0.1483450369914679,0.6490079365079365,0.18910826805826,0.9245418360433606,0.0564340247131019
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9135204081632652,0.0457749239723754,0.875,0.125,0.716220952250364,0.135469342285558,0.777804040644598,0.1038721964502295,0.9369994918699186,0.0498402040066461
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.923937074829932,0.0375747640800108,0.8638888888888889,0.1181453906563152,0.7566161616161616,0.1433565107505551,0.7944067370537958,0.0920516122915597,0.9543114837398374,0.0368243136385348
d_num_to,No sampling,,After,Yes,MLP,0.8187925170068027,0.0452588694564185,0.1736111111111111,0.1397542485937368,0.4049999999999999,0.3172844850358183,0.2302109002109002,0.1736948275190028,0.710097391598916,0.1253621555170005
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8394132653061224,0.0626770624633203,0.8402777777777779,0.0773923984208612,0.5341106197723844,0.1269999094409511,0.6468730526439505,0.1069864058339078,0.9216717479674796,0.0408155499665991
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.841454081632653,0.03932326683136,0.7902777777777777,0.1369940185231133,0.5274754901960784,0.0823272930707196,0.6254891627270144,0.0731761169175476,0.9164193766937668,0.0384247621424253
d_num_to,No sampling,,After,Yes,MLP,0.901232993197279,0.0365760196217448,0.4916666666666666,0.2673169155390906,0.8884920634920637,0.1211773779056956,0.5775587810881929,0.2368688187161967,0.9083511178861788,0.0645962961958473
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9361819727891156,0.0363342340124402,0.8875,0.0875,0.7772727272727273,0.1235506734143223,0.8257297655904466,0.0988139505465216,0.9573543360433604,0.0511067081153049
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9197704081632652,0.0404005762377868,0.85,0.1561249499599599,0.7361752136752137,0.136019596610612,0.779398395721925,0.1178741260113184,0.9468775406504064,0.0503362805025776
d_num_to,No sampling,,After,Yes,MLP,0.8354166666666666,0.0364727775774098,0.1972222222222222,0.2101586702153081,0.3758333333333333,0.350603646111484,0.2463228438228438,0.2369424633800658,0.7240497967479674,0.0990995541749107
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8313775510204081,0.0588528756697063,0.875,0.1118033988749894,0.5101022588522588,0.104486273998756,0.6402621774360904,0.101723484572541,0.9151727642276424,0.0510410024763852
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8253401360544217,0.0346850187102481,0.8388888888888889,0.1379412113103904,0.4866892911010557,0.0666614219765646,0.6137681159420291,0.0833176040605934,0.896716632791328,0.0416543154935196
d_num_to,No sampling,,After,Yes,MLP,0.9279336734693876,0.035759431500026,0.6666666666666666,0.1936491673103708,0.8904761904761905,0.116130937126259,0.7406065503124326,0.1541782508984218,0.9468106368563683,0.0418443668826241
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9134353741496598,0.0305283951791197,0.825,0.1,0.7276839826839827,0.1279690748779176,0.7641999820523175,0.0749442653611252,0.9406885162601626,0.0540721753121607
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9056122448979592,0.0561478889980511,0.875,0.125,0.7018939393939394,0.17256406024215,0.7661176224875915,0.1213253054858654,0.9377362804878048,0.0519155201659912
d_num_to,No sampling,,After,Yes,MLP,0.8496598639455784,0.0267527602058044,0.1847222222222222,0.1867577902584581,0.48,0.4085747585611883,0.2506005106005106,0.2302059751795713,0.722592310298103,0.1196373276425984
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8621173469387756,0.0388480987901045,0.8875,0.1179247641507075,0.5581718281718281,0.0809146880047066,0.6824200818251163,0.0855319785803401,0.932971714092141,0.0371520716262334
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8375,0.0482289057486835,0.7513888888888889,0.1592626237801366,0.5201465201465201,0.102662534893366,0.6069716775599129,0.1000929293764166,0.9023848238482384,0.0532966034945578
d_num_to,No sampling,,After,Yes,MLP,0.917687074829932,0.0379647112438482,0.6069444444444445,0.1848892311027815,0.8748809523809523,0.1459782564649414,0.6984706959706959,0.1602547569250141,0.9353777100271004,0.0379453870657819
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9383503401360545,0.0275147783798697,0.8763888888888889,0.0791666666666666,0.7901334776334776,0.0932265796511469,0.8275567595459237,0.0710310909144064,0.950533536585366,0.0521328648573068
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9322278911564628,0.0507401600228172,0.8763888888888889,0.0969141945801084,0.7917532467532468,0.1605185873971707,0.821458570669097,0.1089695028584969,0.9526515921409212,0.0416491697628707
d_num_to,No sampling,,After,Yes,MLP,0.7715561224489795,0.0696454138268005,0.3208333333333333,0.1778049024445989,0.3787012987012986,0.2546207629270462,0.3195454545454545,0.1448175875866132,0.6789879742547427,0.1373649266520195
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8142431972789115,0.0974525504355796,0.825,0.1600781059358212,0.5046380090497737,0.1660381921067491,0.6162105737399856,0.1569366666802898,0.8789998306233062,0.0799104835292942
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.837797619047619,0.059672509233375,0.7777777777777778,0.1559023911155808,0.521933491345256,0.113094052000557,0.6185851636585247,0.1199104844743498,0.9055436991869918,0.0503030787741785
d_num_to,No sampling,,After,Yes,MLP,0.8686649659863945,0.064888934276897,0.6555555555555556,0.0857969178415583,0.6557234432234432,0.1857785905045365,0.6398943447856491,0.1097143093230521,0.9024059959349592,0.0505776524116812
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.884906462585034,0.0447674201637417,0.8625,0.1305038313613818,0.6283929520771626,0.0990163308849163,0.7180562368488066,0.0836759412672947,0.9415802845528456,0.0371358504988969
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.897236394557823,0.0426973428919403,0.8763888888888889,0.0969141945801084,0.655990675990676,0.1158152040953245,0.7450294854784019,0.0936429063261294,0.9421138211382114,0.0403867884470629
d_num_to,No sampling,,After,Yes,MLP,0.8273384353741496,0.0298192171686368,0.4444444444444445,0.1263812574008591,0.4966197691197691,0.1081019694483729,0.4557838506522717,0.0899143899364283,0.8028412940379402,0.0618802632747872
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8188775510204082,0.0726125253965385,0.8041666666666666,0.1344355483741806,0.4913328991270168,0.1208259946324352,0.6061735274641453,0.1246724169805906,0.8945867208672087,0.0593629882597223
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8313350340136054,0.0418856395556484,0.8152777777777779,0.1495943589251353,0.4989056776556776,0.0722576753392559,0.6156258234519105,0.091694526228341,0.8989947493224932,0.0382088303135409
d_num_to,No sampling,,After,Yes,MLP,0.8640731292517007,0.0744203215023324,0.6180555555555556,0.1385064178216221,0.6664862914862915,0.2149986954402223,0.6188622639711568,0.1351161038977963,0.9159908536585366,0.0430126339167629
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8888605442176871,0.0550391479908618,0.85,0.1346291201783626,0.6453299478299479,0.1336538052301327,0.7255114725315963,0.1166753154923544,0.9417699864498644,0.0432303805325203
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8867772108843537,0.0403764070814673,0.9,0.1224744871391589,0.617332251082251,0.0910902006063852,0.7279979387358577,0.0899632887590167,0.9285577574525744,0.0486652125645254
d_num_to,No sampling,,After,Yes,MLP,0.8846938775510204,0.0266794132991828,0.3833333333333333,0.1190238071423808,0.86,0.1609347693943108,0.5185780885780886,0.1220861463913554,0.9386839430894308,0.0494966069355372
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8970238095238094,0.0411720960356761,0.85,0.1224744871391589,0.652310606060606,0.1024183719466524,0.7353986928104574,0.1024006497294712,0.9449102303523036,0.045000365489552
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9055272108843536,0.0418151249427576,0.8875,0.1305038313613818,0.6717523652817772,0.1004657211163129,0.7601099279117856,0.0989078144558562,0.9483003048780488,0.0411625315642473
d_num_to,No sampling,,After,Yes,MLP,0.9465561224489796,0.0305371871311871,0.8402777777777779,0.0954703269782466,0.8587842712842713,0.1155097206844913,0.8431110865398791,0.0777231705975289,0.9640625,0.041610677808439
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.954719387755102,0.0302069794011214,0.8638888888888889,0.1040832999733066,0.8832828282828282,0.128104634450185,0.8662221730797584,0.0854792603110428,0.9643944783197832,0.0338141355249043
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9465561224489796,0.0356261312825113,0.851388888888889,0.1093700395700557,0.8541666666666666,0.1415317985471816,0.8451190476190475,0.097812276497434,0.9654674796747968,0.0310117366925153
d_num_to,No sampling,,After,Yes,MLP,0.8991921768707483,0.0396583406333396,0.4097222222222222,0.211845396981436,0.95,0.15,0.5473926073926074,0.2152224910133774,0.931363482384824,0.0321726861574004
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8991921768707483,0.0479366571849138,0.8875,0.1038327982864759,0.661977466977467,0.1241167991181551,0.7521836347048353,0.1035995507233463,0.9517242547425476,0.035717843414045
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8846938775510204,0.0370292619235691,0.8625,0.0875,0.6218560606060605,0.0947272844161978,0.717655069045162,0.0747348677582034,0.9448399390243905,0.0412300932003564
d_num_to,No sampling,,After,Yes,MLP,0.9568877551020408,0.028103194752161,0.8763888888888889,0.0969141945801084,0.8857323232323232,0.1207050235446199,0.8738253722541648,0.0776260397943913,0.9601024728997288,0.0448155724479347
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9505102040816328,0.0265131636325239,0.851388888888889,0.0940042847723206,0.8673304473304473,0.1071783119439357,0.8533239962651727,0.0722985127622008,0.9671654810298104,0.0352719019327221
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9424319727891156,0.0352656466505352,0.8388888888888889,0.0807946642902721,0.8412193362193363,0.1430237926701928,0.8341783380018674,0.0940555750333654,0.9611458333333334,0.0338903605010873
d_num_to,No sampling,,After,Yes,MLP,0.8909438775510203,0.0318584048600193,0.3958333333333333,0.1760385847856467,0.8883333333333333,0.1598697386415995,0.5261449661449662,0.1900376400594881,0.9417606707317072,0.0448421414719276
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9012755102040816,0.0435025237528026,0.8638888888888889,0.1181453906563152,0.6683982683982685,0.098228914393602,0.7482724458204333,0.0928749448323105,0.9469164972899728,0.0402943855296933
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8869897959183672,0.0591419970156966,0.875,0.0968245836551854,0.6437686874528981,0.1550070562723612,0.7328370167843852,0.1177666159850905,0.9469190379403796,0.0369359563862303
d_num_to,No sampling,,After,Yes,MLP,0.9547193877551022,0.0201409034340059,0.8388888888888889,0.0807946642902721,0.8944841269841269,0.0915809827673623,0.8611783134306353,0.059485838064271,0.9595409891598916,0.0327203377461565
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9547619047619048,0.0271558222662502,0.8763888888888889,0.0969141945801084,0.8828860028860028,0.1257478717572917,0.8697380706668632,0.0671797223380032,0.9667030826558266,0.027126098446633
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.960841836734694,0.0195240113674413,0.8763888888888889,0.0791666666666666,0.9055050505050506,0.1028201957487478,0.8838692319032877,0.052052883483207,0.964032012195122,0.0371995800569521
d_num_to,No sampling,,After,Yes,MLP,0.8950680272108844,0.0295227269857022,0.4458333333333333,0.1525819451966713,0.8897619047619049,0.1450469077304886,0.5725219225219226,0.1534722715563147,0.9436551490514904,0.0424959385319112
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.915688775510204,0.0469369461649341,0.8875,0.1179247641507075,0.7099440836940837,0.127509926104875,0.7835445476436187,0.1094526811464691,0.9547171409214092,0.0439620009855448
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.886734693877551,0.0348266973745171,0.8625,0.1179247641507075,0.6286229946524065,0.089001382795088,0.7198047585518982,0.0721442768357192,0.9450025406504066,0.0255711737988399
d_num_to,No sampling,,After,Yes,MLP,0.9526785714285714,0.0225436781354399,0.8402777777777779,0.0773923984208612,0.8930555555555555,0.1140260014748639,0.8585885055776696,0.0544497610060261,0.9608206300813008,0.0472881036299036
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9608418367346936,0.0235541531579271,0.888888888888889,0.0874007373475126,0.8966666666666665,0.1117813120713613,0.8854430193129883,0.0630344479526798,0.9682960704607046,0.0423781748989174
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.944472789115646,0.0291501758183883,0.8138888888888889,0.1288302069478359,0.8598304473304473,0.1089880601768299,0.8283148387560152,0.0966623111585607,0.9635645325203251,0.0396631780300987
d_num_to,No sampling,,After,Yes,MLP,0.8889455782312925,0.0354520458076251,0.4083333333333333,0.1600781059358212,0.835,0.1924188140489385,0.5376223776223777,0.1779168798499316,0.934139566395664,0.0385133208732172
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8952380952380953,0.0331819021416435,0.9,0.1224744871391589,0.6334217171717171,0.0786945439537388,0.7407856897144823,0.0843765400897808,0.9494740853658536,0.0392966021991334
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8787840136054422,0.0354732767390263,0.8625,0.1179247641507075,0.6003263403263405,0.0743206710212216,0.7043225711337165,0.0767964646820014,0.9388279132791328,0.0308901512733758
d_num_to,No sampling,,After,Yes,MLP,0.9505952380952382,0.0228848949295775,0.7777777777777778,0.1221906524884598,0.9327777777777776,0.1032930028823077,0.8378571428571429,0.0793460691518257,0.9634603658536588,0.0417167041657714
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9485119047619048,0.026403335084627,0.8875,0.1038327982864759,0.8333333333333333,0.1066825798315084,0.8528991596638654,0.074351752083734,0.959308096205962,0.0410109110553965
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9383078231292517,0.024155086160994,0.9,0.1089724735885168,0.7725,0.0703655578276408,0.8280508870214751,0.0715309815289633,0.9593504403794038,0.0447834344478398
d_num_to,No sampling,,After,Yes,MLP,0.8969812925170068,0.0249557445882525,0.4583333333333333,0.1290994448735805,0.8988095238095237,0.1411856579921478,0.5888711288711289,0.1132970814363851,0.9384468157181572,0.027022640547415
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8807397959183673,0.0395285850806645,0.9,0.0935414346693485,0.6050429635723752,0.0905707153420359,0.7193455062010722,0.0780015724379019,0.943606029810298,0.033648970966066
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8849914965986395,0.0375371237487871,0.9,0.1089724735885168,0.6211679496973614,0.0979382389261934,0.7267628958738126,0.071053201751289,0.9369800135501356,0.0329576590368306
d_num_to,No sampling,,After,Yes,MLP,0.9404336734693878,0.0358519223872784,0.7291666666666666,0.1818596070232932,0.9107142857142858,0.1052747189020673,0.7933549783549784,0.1339952997438404,0.9627540650406504,0.0401778731616738
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9444302721088436,0.0289784203497526,0.8763888888888889,0.0969141945801084,0.8190656565656566,0.1103336695939028,0.8418365767359575,0.0809668830756342,0.9589219173441734,0.0449681144568272
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9383503401360545,0.0256853398612742,0.888888888888889,0.1037491633165727,0.7786688311688311,0.0767262980770319,0.8271353629170966,0.0735103633214359,0.9596629403794036,0.0468840779871567
d_num_to,No sampling,,After,Yes,MLP,0.8229591836734695,0.0173802534571989,0.025,0.075,0.0333333333333333,0.0999999999999999,0.0285714285714285,0.0857142857142857,0.3810027100271003,0.1593701341731543
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7551020408163265,0.0854240629088537,0.7305555555555555,0.217146903679923,0.3856319187348599,0.118549645556495,0.5005664237449136,0.1481218357160759,0.8204920392953928,0.1425718556594426
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.7780187074829932,0.0647006174420362,0.7125,0.1858258593414813,0.419690412786388,0.1111653792955095,0.5174610363990937,0.1158715843311431,0.8271400745257452,0.0827369211676868
d_num_to,No sampling,,After,Yes,MLP,0.8354591836734693,0.0395517869354193,0.1236111111111111,0.2015995067233824,0.2964285714285714,0.380000671320567,0.1566666666666666,0.23,0.6370833333333333,0.1881376593873727
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9073979591836736,0.041442545926774,0.8138888888888889,0.1017212967977808,0.7195887445887446,0.1538369188012166,0.7527265521006267,0.094296657098296,0.947351795392954,0.0357591945341473
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.923809523809524,0.044239267366036,0.8625,0.1419727086450068,0.7514529914529914,0.1417970265097301,0.7936631016042781,0.1182084603905536,0.952356876693767,0.0352782084240132
d_num_to,No sampling,,After,Yes,MLP,0.8292091836734693,0.0318145702124914,0.1097222222222222,0.1873147232749085,0.2160714285714285,0.3267857142857143,0.1263888888888888,0.1924951899350946,0.4866878387533876,0.1316715608231926
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7530612244897958,0.0994123266617582,0.7388888888888889,0.1320248293146238,0.4006914354397192,0.1166126523022744,0.5141592399602698,0.1257858754261758,0.8369910230352303,0.0876257942667805
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8126275510204082,0.0791629788812038,0.6791666666666666,0.1863855770528753,0.5033322534019129,0.1616172259682335,0.5538982810561758,0.1317578475495893,0.8509510501355013,0.0903885752583818
d_num_to,No sampling,,After,Yes,MLP,0.8518707482993196,0.0200689279747111,0.1472222222222222,0.1204736024566746,0.5833333333333333,0.4166666666666667,0.2286868686868687,0.1779471186132351,0.7020528455284551,0.153108491332079
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9238945578231292,0.0398468516727121,0.8375,0.158607219255619,0.7697557507851626,0.1262878604455266,0.7872434574369558,0.0948852004959724,0.9372603319783196,0.0502401222185793
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9176870748299318,0.0365167381398716,0.8013888888888889,0.1283576816729113,0.7444264069264069,0.1252861200403998,0.7646630055530984,0.103670328355617,0.9523941395663956,0.0319122286776845
d_num_to,No sampling,,After,Yes,MLP,0.8148809523809524,0.0236321135761779,0.025,0.075,0.025,0.075,0.025,0.075,0.4285848577235772,0.1362543571685179
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7715561224489796,0.089746351840505,0.725,0.2150581316760656,0.4154070112893643,0.1489234822038392,0.5209224793244177,0.1651453341142009,0.8293131775067751,0.0924206482719088
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.7843962585034013,0.0785703357295085,0.6152777777777778,0.2418461976821908,0.3842948717948718,0.1715713840048391,0.4650880470765381,0.1899044019102993,0.7590531842818428,0.1311949784186415
d_num_to,No sampling,,After,Yes,MLP,0.8664115646258503,0.0547584716040494,0.2847222222222222,0.2314282346166469,0.6916666666666667,0.4150803135137424,0.3777383727383727,0.2720407248574304,0.7462271341463416,0.1895015682655237
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9238945578231292,0.0289496797576937,0.8625,0.0673145600891813,0.7373989898989899,0.0921755534001727,0.7922626418988648,0.0717687698191129,0.9586483739837398,0.0375787724441562
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8909013605442178,0.0485927538505537,0.8,0.1600781059358212,0.6579156954156955,0.1469919627456175,0.7113011472531596,0.1238198166188089,0.9408062330623306,0.0380986718297981
d_num_to,No sampling,,After,Yes,MLP,0.8250850340136054,0.0139934572978596,0.0,0.0,0.0,0.0,0.0,0.0,0.4295316734417344,0.1082636450513884
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.753188775510204,0.0623312225506986,0.7625,0.2981715110469141,0.3471231510147919,0.1366861241827195,0.4758164396936775,0.1850508911515248,0.8085416666666667,0.1796730280557099
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.7964285714285714,0.0744688256755874,0.6305555555555555,0.1987810073646093,0.4508017202096149,0.1198575514706541,0.5075843016632491,0.1302149393362366,0.8331080623306233,0.1009161320443691
d_num_to,No sampling,,After,Yes,MLP,0.84375,0.0342177388474879,0.1125,0.1419727086450068,0.4,0.4898979485566356,0.1745454545454545,0.2174533292760153,0.5526414295392954,0.2255240575449161
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9217261904761904,0.0258575068945661,0.8388888888888889,0.0982485510212633,0.7476587301587302,0.0955963277323682,0.7825388225465624,0.062334355467896,0.9447925135501356,0.0448483854704018
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.91781462585034,0.0561890999042879,0.8625,0.1419727086450068,0.7398124098124098,0.1599437074450058,0.786453388372893,0.1294664541988103,0.9426261856368564,0.0579243236090694
d_num_to,No sampling,,After,Yes,MLP,0.8190901360544217,0.0291644663595591,0.1111111111111111,0.1806623615723233,0.3416666666666667,0.3881043674065005,0.1326262626262626,0.1568202882143541,0.4917039295392954,0.1530069425217483
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7351190476190477,0.0835043105787539,0.788888888888889,0.0989528507253159,0.3852089030605654,0.1179374005433272,0.5102724014336917,0.108312128459208,0.8352523712737128,0.0722825112093521
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8190901360544217,0.0743829535580714,0.7027777777777777,0.2039539708420069,0.4869329608300196,0.1422764957014031,0.5654046088070855,0.1584458310224215,0.8567818428184282,0.0754000864240331
d_num_to,No sampling,,After,Yes,MLP,0.8519132653061223,0.0236465281472652,0.2097222222222222,0.1250694251650302,0.65,0.3,0.3064646464646464,0.1646329547658028,0.6819393631436315,0.1406015110449509
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8886904761904761,0.0438176072368852,0.875,0.125,0.6350810300810302,0.1300031616940427,0.7280312353774461,0.1020891857179367,0.9403878726287264,0.0418998192479881
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8579931972789117,0.0406410102495079,0.7875,0.1772180859844728,0.5618381180223285,0.0908330154876718,0.6464819633560379,0.0985225667126321,0.9216285569105692,0.0508288885880745
d_num_to,No sampling,,After,Yes,MLP,0.8126700680272109,0.0419947516383019,0.0597222222222222,0.0958333333333333,0.1722222222222222,0.3166666666666666,0.0798930481283422,0.1279709870891092,0.4452870934959348,0.1485656135148039
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7529761904761905,0.0610251621093882,0.851388888888889,0.1093700395700557,0.3999528478057889,0.0712827643610906,0.5398153263968591,0.0693504344142638,0.882054539295393,0.0639934392538215
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8168792517006803,0.0520825697570016,0.7402777777777778,0.1310348766126365,0.4863799762329174,0.1108652522264886,0.578252464067244,0.0926331770688164,0.8766590447154471,0.053521919456452
d_num_to,No sampling,,After,Yes,MLP,0.8437925170068027,0.0374261733369251,0.2708333333333333,0.1818596070232932,0.5785064935064935,0.3216464498345644,0.3371479982006297,0.1973992719966255,0.6962466124661246,0.1325139369890883
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8806547619047619,0.0585139833067459,0.8625,0.1179247641507075,0.6291552891552892,0.1395875948618239,0.7173315649748873,0.1097424159020136,0.9395282859078592,0.0399840232605923
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8809098639455784,0.0468218042750323,0.8375,0.1375,0.6205554168054169,0.1091718702032282,0.7038723011706589,0.0970041778565949,0.94055216802168,0.0395173058246481
d_num_to,No sampling,,After,Yes,MLP,0.8456207482993197,0.0143105575408148,0.0722222222222222,0.0953793595188299,0.4,0.4898979485566356,0.1208080808080808,0.1565410211964024,0.7641827574525745,0.1172841812059122
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8561649659863946,0.0499389529971075,0.9,0.075,0.5605995475113122,0.1215933715189956,0.6837202145680407,0.0893573600140989,0.920451388888889,0.030317605998318
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8582057823129251,0.0556229868809557,0.85,0.1658312395177699,0.556381118881119,0.1117790395968707,0.6681390977443609,0.1229452167578763,0.917341632791328,0.0594171568412194
d_num_to,No sampling,,After,Yes,MLP,0.94234693877551,0.0328831049456239,0.788888888888889,0.1689427911059441,0.8607539682539682,0.1002118017142784,0.8124906629318394,0.1139836895928856,0.9559247967479674,0.039741220087439
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.940221088435374,0.0268465188272301,0.8027777777777778,0.1384437310486345,0.8543650793650792,0.1102296384473788,0.8151307189542484,0.0876433850175345,0.9573102981029812,0.0386261761667959
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9484268707482992,0.0295974868032449,0.8013888888888889,0.1507504376260462,0.8885317460317461,0.1040479595722879,0.8326587301587303,0.1048142080234246,0.95197662601626,0.0476850434494769
d_num_to,No sampling,,After,Yes,MLP,0.8538265306122449,0.0238601866236458,0.1472222222222222,0.1328114787542435,0.5666666666666667,0.4725815626252608,0.2294949494949495,0.2011683048312702,0.7944385162601626,0.0865660519608626
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8456207482993197,0.0685585778884531,0.788888888888889,0.1493039405597409,0.5423565323565324,0.148767326411217,0.6382410144558482,0.1443120951359417,0.9101736111111112,0.0569651640104407
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8499574829931973,0.0323729805774135,0.8,0.1274754878398196,0.54253108003108,0.0628869007665569,0.6396400717557671,0.058342161654957,0.9068512872628725,0.0383366012841129
d_num_to,No sampling,,After,Yes,MLP,0.9485544217687074,0.0246869719641018,0.7916666666666666,0.1207614728849119,0.8972619047619048,0.0900932528976897,0.8349603174603175,0.0796535333437862,0.9594850948509486,0.0450393058251689
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9443877551020408,0.0207557907185012,0.826388888888889,0.1007782218537318,0.8462698412698412,0.0865159818597579,0.8308631873802153,0.0668798983330565,0.958494241192412,0.043169692229076
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9546768707482992,0.0239512303935322,0.85,0.1658312395177699,0.8937193362193362,0.0984074436551219,0.8546122754094891,0.0917864191254362,0.9624250508130082,0.0515124449365558
d_num_to,No sampling,,After,Yes,MLP,0.8620748299319727,0.0228946876919719,0.1847222222222222,0.1387568817112226,0.6666666666666666,0.4472135954999579,0.284040404040404,0.2054500759324337,0.80253641598916,0.1080994281218472
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8520408163265305,0.0505891638725023,0.8013888888888889,0.1507504376260462,0.5551159134982664,0.1132956026290287,0.6464791845581319,0.101678938348525,0.913847391598916,0.0536945447791456
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8561649659863946,0.0451922183429309,0.8013888888888889,0.1507504376260462,0.56003663003663,0.0996387765351635,0.6506864295125164,0.0959419382406567,0.9292276422764226,0.0292184389202732
d_num_to,No sampling,,After,Yes,MLP,0.9361394557823128,0.0286394254851424,0.7791666666666666,0.1305038313613818,0.8319047619047618,0.0907304975167789,0.7997245564892623,0.0966954876258055,0.950942581300813,0.0478491672131088
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9608843537414964,0.02150705043855,0.8625,0.1038327982864759,0.9073701298701298,0.0868485616935643,0.8788283208020051,0.0676735729679671,0.9612677845528456,0.0476369420724986
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9485544217687074,0.021127145183244,0.8277777777777778,0.1379412113103904,0.8735606060606059,0.093498616304696,0.8395419922354905,0.0735382391082448,0.9710509823848238,0.0335015916876823
d_num_to,No sampling,,After,Yes,MLP,0.8518282312925172,0.0240010292197017,0.125,0.1369306393762915,0.4666666666666667,0.4760952285695233,0.1931313131313131,0.2064310395863063,0.809175135501355,0.0933781719307786
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8438350340136054,0.0489673555966931,0.8375,0.1375,0.5309379509379508,0.0951552768598093,0.6439758116063462,0.0957663100555995,0.926521002710027,0.0440747486624814
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.853996598639456,0.0262183458926151,0.8125,0.1505199322349037,0.5410411810411809,0.0519524189429026,0.6455991136486493,0.077327841724761,0.9188380758807588,0.0298021212358947
d_num_to,No sampling,,After,Yes,MLP,0.9423894557823128,0.0314742176050312,0.7541666666666667,0.1552887096132018,0.8908730158730158,0.1095590293037978,0.8082719241542773,0.1092514610369267,0.9534713753387534,0.0372798180801185
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9567176870748298,0.0196636445062146,0.8138888888888889,0.1017212967977808,0.9200396825396826,0.0670626115279847,0.8600303454715219,0.0684497722547804,0.9562872628726288,0.038338124705946
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9567602040816328,0.0213975469857365,0.8638888888888889,0.0877971146071061,0.8848304473304474,0.0915798825866572,0.8696470342522975,0.0644864930449134,0.9603921070460704,0.0407612992177106
d_num_to,No sampling,,After,Yes,MLP,0.8703231292517006,0.0262712443975772,0.2597222222222222,0.1629267899668096,0.8,0.3144660377352202,0.3754689754689754,0.1921773697697571,0.8056173780487805,0.1002215408884214
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8417091836734694,0.0426621883509501,0.851388888888889,0.0940042847723206,0.5264423076923077,0.0812007315909565,0.645669525605587,0.0713923380146215,0.925010162601626,0.048909894884811
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8602465986394557,0.0512911079772272,0.8375,0.1375,0.5739328288670393,0.109765895920666,0.6711841100076394,0.0949093179175513,0.9090370934959348,0.0574026661751975
d_num_to,No sampling,,After,Yes,MLP,0.9281037414965988,0.0332424540767181,0.6666666666666666,0.1479019945774904,0.8873015873015874,0.13491129752937,0.749773853597383,0.1239679345920191,0.953862635501355,0.0413565135448118
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9462585034013604,0.0351130762000096,0.85,0.1089724735885168,0.8461507936507935,0.1186180145303664,0.8420687748783724,0.0937233883809552,0.959385162601626,0.0423570850572357
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9444302721088436,0.0289784203497526,0.875,0.1118033988749894,0.8188708513708514,0.1126935815539796,0.83984311268367,0.0842374939005673,0.9579225948509484,0.0462544832546906
d_num_to,No sampling,,After,Yes,MLP,0.8826530612244898,0.0277743791016289,0.3097222222222222,0.1518977177796515,0.9666666666666666,0.1,0.4498523698523698,0.1705164034596209,0.8055801151761518,0.1225068337089839
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8499149659863946,0.0549180838994952,0.8152777777777779,0.1495943589251353,0.541826923076923,0.1100427687536252,0.6469799861973774,0.1172766843601206,0.9155038956639568,0.0631729098299332
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8725765306122449,0.0404318851225078,0.775,0.1457737973711325,0.608852813852814,0.1095603112351471,0.671063264221159,0.0897058474382566,0.9260069444444444,0.0322740953173468
d_num_to,No sampling,,After,Yes,MLP,0.9219812925170068,0.0283095906780762,0.6319444444444444,0.1253467413040943,0.8792063492063493,0.1280598287047548,0.7266752854988148,0.1012940715292763,0.9496883468834688,0.0371536348440773
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9443877551020408,0.029108348909095,0.8625,0.1179247641507075,0.8236832611832611,0.0980302598183105,0.8372058823529411,0.0854816650042751,0.9575982384823848,0.0453198114547031
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9505952380952382,0.0332159880925386,0.875,0.1369306393762915,0.8458549783549785,0.1177319272700168,0.8535686028797483,0.1032009452460252,0.9613448509485094,0.0456877142733633
d_num_to,No sampling,,After,Yes,MLP,0.8250425170068028,0.0194254336850812,0.0875,0.1256234452640111,0.2333333333333333,0.3265986323710904,0.1136507936507936,0.1501745016718249,0.5613694105691057,0.1440350444873424
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7142857142857142,0.1059668480312105,0.7666666666666666,0.1136515141415488,0.3607735928141901,0.0860468598546886,0.4842987382987383,0.0943027610967778,0.8258612804878049,0.1165801448297242
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.7350340136054421,0.117784817212621,0.6055555555555555,0.1632993161855452,0.3742942025294967,0.118187421167801,0.4460086234309598,0.1100878521542213,0.7665955284552844,0.0923387664171307
d_num_to,No sampling,,After,Yes,MLP,0.862202380952381,0.0271539915976171,0.2125,0.1256234452640111,0.8083333333333332,0.3375771516754849,0.3239393939393939,0.1723020639004793,0.7574322493224932,0.1949901034203255
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321003401360544,0.0226963173684194,0.851388888888889,0.1093700395700557,0.7820526695526696,0.0878332324487022,0.8072707504054254,0.060273680589409,0.9539371612466124,0.0409961526365844
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9136904761904764,0.0298649818517618,0.85,0.1224744871391589,0.7091674991674992,0.1033099349661955,0.7662026724565424,0.0811904644871104,0.948780487804878,0.0436798058032418
d_num_to,No sampling,,After,Yes,MLP,0.7982993197278911,0.0263153826438274,0.0736111111111111,0.1140327681950334,0.1291666666666666,0.1607815115131228,0.0890151515151515,0.122475072893455,0.4855818089430894,0.1005318468171323
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7450680272108843,0.0543676654961965,0.5847222222222223,0.2661779375614073,0.3424699277330856,0.0794505662214497,0.4110476880627408,0.1313347356667303,0.7564278455284553,0.1518668300706213
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.7523809523809525,0.1055645479837478,0.6472222222222223,0.253311402559511,0.3957737291947818,0.1461560996162983,0.470035470126748,0.1526229088928944,0.8043665311653119,0.1467926713672247
d_num_to,No sampling,,After,Yes,MLP,0.8416241496598639,0.0287857720099159,0.1125,0.1525819451966713,0.29,0.3961060464067671,0.1598601398601398,0.2177528955871844,0.5319537601626017,0.2256824750880354
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9322278911564624,0.0288497237782377,0.9013888888888888,0.0932626220233308,0.7656782106782106,0.1136702716308912,0.8190487135843174,0.0649053904798718,0.9516548102981032,0.0446032909540708
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9095238095238096,0.0330550519489176,0.8375,0.158607219255619,0.7015927128427129,0.0914865141277431,0.7530768342424689,0.0884616761684765,0.9496925813008128,0.0429667724722059
d_num_to,No sampling,,After,Yes,MLP,0.81875,0.0341176395823686,0.0722222222222222,0.1238839062276542,0.1875,0.3223449239556907,0.0938636363636363,0.1499175048633841,0.4734307249322493,0.1490744496846266
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7163265306122449,0.193223756659068,0.7430555555555556,0.2417025835378862,0.3948548289366366,0.1565849198424004,0.4932901484812302,0.1795796661423316,0.7791378726287262,0.1373560167668613
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.7430697278911564,0.1431668333466507,0.6555555555555556,0.1798919428743575,0.3980988292752999,0.1725750102600907,0.485468883205456,0.1749450139475461,0.7647400067750677,0.1611791270068315
d_num_to,No sampling,,After,Yes,MLP,0.8539540816326531,0.0581452518401975,0.225,0.2549509756796392,0.5190476190476191,0.4638642775933612,0.2937373737373737,0.3014154954339018,0.6495189701897018,0.2588224916817866
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.938095238095238,0.0294100926460116,0.825,0.1274754878398196,0.8121428571428572,0.0954693290756497,0.8131915573246843,0.0931943439243169,0.9490226964769648,0.0438881673063429
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9281037414965988,0.0342685228552951,0.8277777777777778,0.1130388330520878,0.7776154401154401,0.1067728575832242,0.7951205218929677,0.0859711650196749,0.9493419715447156,0.0382101226636035
d_num_to,No sampling,,After,Yes,MLP,0.8271683673469388,0.0097793736950845,0.025,0.075,0.05,0.15,0.0333333333333333,0.0999999999999999,0.4592140921409214,0.1895739879901989
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.744812925170068,0.0868252661688747,0.8013888888888889,0.1607815115131228,0.3978488661097356,0.1261346199438404,0.5215962827884286,0.1224993531464139,0.8710281165311653,0.0745176584288867
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.7821853741496598,0.0728469202933052,0.6541666666666666,0.1656741279339253,0.4182778693614607,0.1230708953582789,0.5054658928962334,0.1336295796443781,0.8055098238482385,0.0821617311230773
d_num_to,No sampling,,After,Yes,MLP,0.8704931972789115,0.038873287926675,0.2722222222222222,0.2614064523559687,0.5547619047619048,0.4611985273530837,0.3459274059274059,0.3065059325376131,0.6622493224932249,0.2632921113583188
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9196003401360546,0.0519534337345084,0.8375,0.0976281209488331,0.761024531024531,0.1610739261073917,0.7859956156375594,0.1085346145603005,0.9569656165311654,0.0440579215226941
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.921811224489796,0.0327162496687415,0.8375,0.1681703005884214,0.7596581196581197,0.1363631219040318,0.778430980783922,0.0999511687170109,0.9496341463414634,0.0438233137955087
d_num_to,No sampling,,After,Yes,MLP,0.8188350340136055,0.0372641372745016,0.1,0.1457737973711325,0.2533333333333333,0.3347304056168851,0.129035409035409,0.1713151373240228,0.5155250677506775,0.1692175580258676
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7303571428571429,0.0987592004230178,0.7902777777777777,0.1768257931160245,0.3783499541394278,0.1084628998103384,0.5033284843021152,0.1245486118808398,0.85324864498645,0.0807589250113674
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8045918367346939,0.0497533279676053,0.7277777777777777,0.1664582029619848,0.4526884226884227,0.0876665889162116,0.5526715889416118,0.1026567860647425,0.8807909891598916,0.0574083953629886
d_num_to,No sampling,,After,Yes,MLP,0.8496598639455784,0.0310742024088681,0.2708333333333333,0.1637770333919462,0.55,0.3331972511340171,0.3512121212121212,0.2023800078687129,0.6865447154471545,0.1047659850011015
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8741496598639455,0.0620442450978466,0.8625,0.1305038313613818,0.6155292419998303,0.1539650748918299,0.706863308002627,0.1205315204762618,0.9329107384823848,0.0389697512491453
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8766581632653061,0.0607694166747128,0.8152777777777779,0.1387568817112226,0.6128571428571429,0.1488910041478334,0.6949990958175102,0.1385458845357628,0.9215531842818429,0.0555513220096899
d_num_to,No sampling,,After,Yes,MLP,0.8147108843537414,0.0268152574363144,0.1125,0.1419727086450068,0.2678571428571428,0.3207333751875281,0.1417460317460317,0.1612186676714099,0.5116759823848238,0.155956566234188
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.7692602040816326,0.0739866898815513,0.8013888888888889,0.1283576816729113,0.4212840870000313,0.134306184265902,0.5458883319409635,0.1295052732576858,0.8718106368563685,0.0615209373552662
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.7982568027210885,0.057549638965786,0.7666666666666666,0.1594260539142415,0.4621912646177352,0.0930327710561161,0.5601689363268311,0.0821770116397791,0.8817445799457995,0.0462618378266087
d_num_to,No sampling,,After,Yes,MLP,0.8497448979591837,0.0561865743732687,0.25,0.2236067977499789,0.5273809523809524,0.4135615592210017,0.325,0.2666539683615738,0.70232554200542,0.1624339689195468
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8643282312925169,0.0651477788465855,0.8875,0.0875,0.5854045954045953,0.1224854993774467,0.696812865497076,0.1004458236122288,0.9421375338753388,0.0408963324478359
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8745748299319729,0.043176852527678,0.8013888888888889,0.1507504376260462,0.6021717171717171,0.1134229308775441,0.6810684853651605,0.1078270300004391,0.9315531842818427,0.0384447727193368
d_num_to,No sampling,,After,Yes,MLP,0.8477465986394558,0.009798210031688,0.0972222222222222,0.08936504412303,0.5666666666666667,0.4725815626252608,0.1616161616161616,0.1417024478121226,0.7534959349593496,0.1354871802905224
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.83125,0.0558400471977692,0.8013888888888889,0.1507504376260462,0.507406253876842,0.1111874387983136,0.6159068523645183,0.1136931473970841,0.9053667005420054,0.0673605018771686
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8497874149659864,0.0479572424765146,0.7791666666666666,0.1625,0.5429487179487179,0.0999790411961476,0.633622302676011,0.1078474806447756,0.9032562669376694,0.0509626281070937
d_num_to,No sampling,,After,Yes,MLP,0.9444302721088436,0.0227392861283039,0.7652777777777777,0.1179247641507075,0.8912698412698413,0.0798980122771225,0.8177984270631329,0.0788196016355732,0.942453421409214,0.0488525269557783
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9505102040816328,0.0249630957658537,0.8388888888888889,0.0807946642902721,0.8767316017316018,0.106805967265155,0.8513546120202466,0.0662204182566688,0.9592255250677508,0.0422291043242805
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.946471088435374,0.0278902814799703,0.8013888888888889,0.140002480136762,0.8712698412698412,0.0910852515705254,0.8279623644329528,0.1020862668959401,0.9551058604336043,0.0384623912884637
d_num_to,No sampling,,After,Yes,MLP,0.8579931972789117,0.0173602723199657,0.1486111111111111,0.0940042847723206,0.8,0.4,0.2466666666666666,0.1482240546280203,0.7924762872628727,0.0961849541633873
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8785714285714287,0.0464838262319438,0.8625,0.1305038313613818,0.5951048951048952,0.1006219081214382,0.7035725677830942,0.1119420183735726,0.9411517615176151,0.0377297623774358
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8417517006802722,0.0470818213714301,0.7763888888888889,0.2083749958341664,0.5125740925740926,0.0945190859962891,0.6130234677603099,0.1324042008296564,0.8985840108401085,0.0528928808428054
d_num_to,No sampling,,After,Yes,MLP,0.948341836734694,0.0284338343922047,0.826388888888889,0.1397542485937368,0.8641955266955266,0.089718855871276,0.8385265860730258,0.094221509185834,0.9584366531165314,0.0431474451026658
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.96296768707483,0.017815031735996,0.8625,0.1038327982864759,0.9164285714285716,0.0722665135425242,0.8833876357560568,0.0597010034624835,0.9613101287262872,0.0367386451630842
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9505952380952382,0.0228848949295775,0.8388888888888889,0.1130388330520878,0.8667460317460318,0.0767542386577278,0.8479313479777876,0.0723851148607357,0.9571908875338752,0.0373101325262844
d_num_to,No sampling,,After,Yes,MLP,0.8559098639455783,0.0208848540374164,0.1347222222222222,0.1283576816729113,0.6,0.4898979485566356,0.2153535353535353,0.1961494446389802,0.793771172086721,0.1011691319324596
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8498724489795919,0.0564101347698911,0.7763888888888889,0.1667187418645213,0.5441759702286018,0.1137474629996317,0.6345277302377854,0.1246587250316442,0.9104988143631434,0.0572570204783931
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.845705782312925,0.0332978745960209,0.75,0.1767766952966369,0.5298970473970475,0.072658686489197,0.613178892457059,0.0909302367841486,0.8841683604336044,0.0691767673102853
d_num_to,No sampling,,After,Yes,MLP,0.9403061224489796,0.0371921511688403,0.7652777777777777,0.1625,0.8655952380952382,0.1367135828712589,0.8051267686561804,0.1346856685361668,0.949032012195122,0.0556285074700105
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9546343537414966,0.0273619649909174,0.8652777777777778,0.1011221758292633,0.8737193362193363,0.0969938060677559,0.8652025898078529,0.0789893722547704,0.9599805216802167,0.0338277812872611
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9526785714285716,0.0205283186919619,0.8277777777777778,0.0982485510212633,0.8934920634920633,0.0949217961918665,0.8532376283846872,0.0621184100013625,0.9555517445799456,0.0429441261639493
d_num_to,No sampling,,After,Yes,MLP,0.8559948979591837,0.0257191345017244,0.1472222222222222,0.1545603082582617,0.5666666666666667,0.4725815626252608,0.2244444444444444,0.216925770998876,0.7830149051490515,0.082931543659832
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8434523809523808,0.0642853206085199,0.8277777777777778,0.1130388330520878,0.5375985125985127,0.1330847197952725,0.6472273340694394,0.1244341886179054,0.9153412940379404,0.0522166673372679
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8313350340136054,0.0475522072504265,0.7375,0.1972466729757437,0.5019017094017094,0.1083257251773822,0.5892869161394534,0.1205725017067047,0.8948136856368565,0.0671604793682256
d_num_to,No sampling,,After,Yes,MLP,0.9485544217687072,0.028045759498547,0.8027777777777778,0.1266557012797555,0.8819444444444444,0.0902777777777777,0.8358263305322128,0.092787232175815,0.94861195799458,0.0468084525113162
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9484268707482992,0.0249521225222894,0.8,0.15,0.8878174603174604,0.0819361423981563,0.8307522482677282,0.0934787317522381,0.9632575372628728,0.0405938551833025
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.942219387755102,0.0346008249665518,0.8013888888888889,0.140002480136762,0.8639285714285714,0.1323540247536157,0.8217288413341045,0.1056057136813935,0.9523289295392956,0.0368193753229929
d_num_to,No sampling,,After,Yes,MLP,0.8825680272108845,0.0266502622040121,0.3333333333333333,0.1369306393762915,0.9083333333333332,0.1416666666666667,0.4730846930846931,0.1514712314564009,0.7851888550135502,0.1194358156637889
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8254251700680271,0.0550476867217059,0.8402777777777779,0.1106326503945979,0.4981224004753416,0.0907975760573169,0.6212211512531878,0.0899881203197183,0.9226507452574528,0.0377314177360117
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8541666666666666,0.0473556246431133,0.8125,0.1397542485937368,0.5523545460387566,0.0922015955414608,0.6521682548617533,0.0940786814174843,0.9224203929539294,0.0412634115025095
d_num_to,No sampling,,After,Yes,MLP,0.9198554421768708,0.0309582498454075,0.6180555555555556,0.168994164922277,0.8732142857142857,0.117972826822454,0.7089502164502164,0.1320412145296932,0.950922256097561,0.0428410676972847
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9546343537414966,0.0240535433363975,0.875,0.1118033988749894,0.8633225108225109,0.0884548056370993,0.8636322423706325,0.074077268582329,0.9594427506775068,0.0444176512580614
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9526785714285716,0.0274700995740726,0.9,0.1089724735885168,0.8401010101010101,0.1043877085413841,0.8635195832719053,0.0807037462706787,0.9604183604336044,0.0488236243257591
d_num_to,No sampling,,After,Yes,MLP,0.8784863945578232,0.028720104344165,0.3222222222222222,0.140929454377398,0.8666666666666668,0.1755942292142123,0.4555089355089354,0.1622465970319062,0.8019495257452574,0.0762725977058632
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8497448979591837,0.0401055963642777,0.8652777777777778,0.1155452051988503,0.5340909090909091,0.0749585100408516,0.6587597947437764,0.0841862743211047,0.9340193089430894,0.0396678249655501
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8642857142857142,0.0457518554367312,0.826388888888889,0.1397542485937368,0.5677855477855477,0.0999553151884464,0.6706941266209001,0.109894313213041,0.9202388211382114,0.0420232965556101
d_num_to,No sampling,,After,Yes,MLP,0.9260204081632656,0.0290008375619681,0.6555555555555556,0.1516117116555021,0.881547619047619,0.111754268106007,0.739463036963037,0.1154608301143186,0.9517479674796748,0.0451934987782682
d_num_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9464710884353742,0.0292858241581448,0.8638888888888889,0.1040832999733066,0.837936507936508,0.1122854887782648,0.8446306943830162,0.0822545426299256,0.9585552168021682,0.0446904554721291
d_num_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9485969387755104,0.0320164353723024,0.9125,0.1125,0.8182070707070708,0.1199479771302161,0.8562861811391222,0.0898100730483613,0.9610746951219512,0.0457671616885743
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6393766937669377,0.0820324232252139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6442936991869919,0.0895437097347085
d_num_to_pca,No sampling,,After,Yes,SVM,0.8540391156462585,0.0226700185887769,0.1361111111111111,0.1307032261779843,0.65,0.45,0.2157575757575757,0.1891232813522273,0.9318478997289974,0.062763496419413
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8848214285714284,0.0578770163320964,0.763888888888889,0.2204792759220492,0.6429854940381257,0.1401997558655053,0.6827680311890838,0.1551566087528955,0.932402608401084,0.0678568600142866
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.8623724489795919,0.0589059434964566,0.851388888888889,0.1564027031593621,0.5723892773892774,0.1410820404859301,0.6771260661535261,0.1313673547604494,0.9270045731707316,0.0689995845667094
d_num_to_pca,No sampling,,After,Yes,SVM,0.8354166666666668,0.0085889615586101,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.929293699186992,0.0608211840252586
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8849914965986395,0.0525294995065534,0.638888888888889,0.2602082499332666,0.639514652014652,0.1621753310855873,0.6279014939309057,0.2041316225117812,0.9290997628726286,0.065189789323684
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.868452380952381,0.0578391334394557,0.7777777777777778,0.1455354099714415,0.6039285714285715,0.1491274329043654,0.6687951122477976,0.1206678943673516,0.9220426829268292,0.0676246453091077
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6393766937669377,0.0820324232252139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6442936991869919,0.0895437097347085
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.929606199186992,0.0611180480321039
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8500425170068027,0.0505852509722342,0.4805555555555555,0.2013840995599095,0.5501190476190476,0.1916582082658251,0.506305753070459,0.187124505016429,0.8026244918699186,0.0893081869695304
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.8027210884353743,0.0401320907762666,0.5291666666666666,0.1863855770528753,0.4168614718614719,0.1224440125754957,0.4632163742690059,0.1442258568137973,0.789631605691057,0.0775754021213929
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9299110772357724,0.061308451805067
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8171343537414966,0.0423570332271054,0.3722222222222222,0.2034425935955617,0.4464285714285713,0.1555665893398092,0.3915667665667666,0.1518680913529399,0.719759485094851,0.1005891979540267
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7842687074829933,0.0547427555567462,0.4347222222222222,0.1904399147004406,0.387779304029304,0.1275367231601857,0.3942270531400966,0.1279855195715418,0.7203641598915989,0.0930548280714882
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6393766937669377,0.0820324232252139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6442936991869919,0.0895437097347085
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9293165650406504,0.0625832288081439
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8500425170068027,0.0505852509722342,0.4805555555555555,0.2013840995599095,0.5501190476190476,0.1916582082658251,0.506305753070459,0.187124505016429,0.8032689701897018,0.089605632223021
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.8006377551020408,0.0410937153444623,0.5291666666666666,0.1863855770528753,0.4122150072150072,0.1217077368848971,0.4608599931200551,0.1449470429065906,0.7893191056910569,0.0776777062554161
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9299110772357724,0.061308451805067
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8171343537414966,0.0423570332271054,0.3722222222222222,0.2034425935955617,0.4464285714285713,0.1555665893398092,0.3915667665667666,0.1518680913529399,0.719759485094851,0.1005891979540267
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7842687074829933,0.0547427555567462,0.4347222222222222,0.1904399147004406,0.387779304029304,0.1275367231601857,0.3942270531400966,0.1279855195715418,0.7203641598915989,0.0930548280714882
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6393766937669377,0.0820324232252139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6442936991869919,0.0895437097347085
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.928356199186992,0.0606224342209894
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7104590108401083,0.0991115688721971
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9277430555555556,0.0588954089131802
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7104590108401083,0.0991115688721971
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6393766937669377,0.0820324232252139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6442936991869919,0.0895437097347085
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9268665311653118,0.0593007635552932
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8562074829931973,0.0412563091429904,0.3111111111111111,0.2122956533809499,0.7016666666666668,0.293015926757119,0.3973348873348873,0.188066739141179,0.6766912262872629,0.1178642984637637
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7104590108401083,0.0991115688721971
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9283528116531166,0.0574445113958733
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7104590108401083,0.0991115688721971
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6393766937669377,0.0820324232252139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6442936991869919,0.0895437097347085
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8588863482384823,0.0721226388060638
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.708309620596206,0.1000126419059394
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.779662093495935,0.0812783610782688
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7086144986449864,0.0999301194452877
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6393766937669377,0.0820324232252139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6442936991869919,0.0895437097347085
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8689473238482384,0.0636447505735847
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8562074829931973,0.0412563091429904,0.3111111111111111,0.2122956533809499,0.7016666666666668,0.293015926757119,0.3973348873348873,0.188066739141179,0.6766912262872629,0.1178642984637637
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7086144986449864,0.0994546084162453
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.779662093495935,0.0812783610782688
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7086144986449864,0.0999301194452877
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6393766937669377,0.0820324232252139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6442936991869919,0.0895437097347085
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7530674119241193,0.0787389618725222
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7092513550135502,0.099425107954692
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7611712398373984,0.0806801000517614
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7092513550135502,0.099425107954692
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6393766937669377,0.0820324232252139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6442936991869919,0.0895437097347085
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7672586382113821,0.0898086836090479
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8562074829931973,0.0412563091429904,0.3111111111111111,0.2122956533809499,0.7016666666666668,0.293015926757119,0.3973348873348873,0.188066739141179,0.6766912262872629,0.1178642984637637
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7095562330623306,0.0988608540208
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7611712398373984,0.0806801000517614
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7092513550135502,0.099425107954692
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6422124830623306,0.0817872168643496
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8417091836734695,0.0235914224109158,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.6199889905149052,0.0977692404454614
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.6444478319783198,0.0899265426148938
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7530674119241193,0.0787389618725222
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7092513550135502,0.099425107954692
d_num_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7611712398373984,0.0806801000517614
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6354591836734693,0.309431765207085,0.3375,0.447388254204332,0.1239795918367346,0.2210785581257797,0.1342105263157894,0.1750016488512218,0.7092513550135502,0.099425107954692
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8313775510204081,0.0348510844039552,0.3291666666666666,0.2168668946612184,0.5107142857142857,0.222144898678926,0.366108336108336,0.1796797890871564,0.6300101626016261,0.1027465666948478
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6895833333333334,0.0707075719417956,0.85,0.1457737973711325,0.3361450271808328,0.0722643593843164,0.4807227662236005,0.0951591844926169,0.7535060975609756,0.094603835391234
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6974489795918368,0.0337945753920508,0.788888888888889,0.1689427911059441,0.3288402961137515,0.0394370390071832,0.4610751729216691,0.0609338331542267,0.7338346883468835,0.0661541529400801
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8437074829931973,0.0155895433930935,0.1,0.1561249499599599,0.3571428571428571,0.4528819281184959,0.1377777777777777,0.187984764289392,0.5651219512195123,0.0770256394807483
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.563265306122449,0.1198195032063009,0.6291666666666667,0.158607219255619,0.2299595141700404,0.0813589080989633,0.3350630823375565,0.1084312119420558,0.5896443089430894,0.1282004316362592
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5140731292517006,0.1888721494150991,0.788888888888889,0.1384437310486345,0.2473542831437568,0.0799193417669749,0.3709265871987287,0.1008455343005976,0.6233773712737128,0.1338542956883405
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8312925170068027,0.0118999018262148,0.0375,0.0800390529679106,0.1399999999999999,0.3104834939252004,0.0529914529914529,0.1076923076923077,0.564610433604336,0.0690690130128049
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6873299319727891,0.0780752103132243,0.4805555555555555,0.3621885635350121,0.2017205601416127,0.1331614924039197,0.281739786497851,0.1943364500650991,0.6044850948509484,0.1409748815516493
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.4389455782312925,0.1399769639275557,0.8638888888888889,0.1040832999733066,0.2187391052964109,0.0436144426453195,0.3464522478754988,0.0568399478462702,0.6088651761517615,0.0793119205820548
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8272108843537416,0.0181774002937243,0.025,0.075,0.0285714285714285,0.0857142857142857,0.0266666666666666,0.0799999999999999,0.6070189701897019,0.1008515326011419
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.5110544217687074,0.1848412384592322,0.7138888888888889,0.2861380785564899,0.2029559997673099,0.0930045294920215,0.3124495622700986,0.1349739421611638,0.5919444444444444,0.1169696393224905
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6230017006802722,0.1397136338288007,0.7388888888888889,0.3040239391159116,0.2714674507448661,0.1016551169726433,0.3892387087322636,0.1445366286512654,0.66920054200542,0.1325093921621052
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8911989795918368,0.0350606540032754,0.3694444444444444,0.1987810073646093,0.925,0.1600781059358212,0.503064713064713,0.2093308825566497,0.6937766768292682,0.0980289160907765
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8951955782312924,0.0369434624583785,0.7166666666666666,0.1842778698957998,0.6727272727272727,0.1113937065200758,0.6870536635706914,0.1262237101955194,0.8488744918699188,0.1095373352681325
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8519982993197278,0.0480526639075038,0.6430555555555555,0.2308273164077423,0.5522438672438673,0.1350462736164564,0.5802356718078888,0.1513168976089574,0.8262796409214092,0.0934121759683945
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.841454081632653,0.0309793803246404,0.1541666666666666,0.2024588435542723,0.4619047619047619,0.4354214472608049,0.1998484848484848,0.2245688826230087,0.6707981876693767,0.1396376677108706
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.5992772108843537,0.1240185814997026,0.6902777777777778,0.1712393549002876,0.2620476154280502,0.0839687329360184,0.3726943789687825,0.094409555341031,0.670848153794038,0.1284509308326392
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6068027210884354,0.1038550106632018,0.6694444444444445,0.1759892673495239,0.2587372055130142,0.07279784252976,0.3666831328936591,0.0884178090718291,0.6301346544715447,0.1173205358122137
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8375,0.0249294726869659,0.125,0.1118033988749894,0.4333333333333333,0.4163331998932265,0.1841269841269841,0.1622032728969214,0.6907003726287264,0.136904443576888
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6936224489795919,0.116052457895036,0.7138888888888889,0.2179449471770336,0.3532099222288009,0.1621653518701684,0.4520993561831776,0.1445308799085299,0.6893733062330624,0.1426971377490722
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5857993197278911,0.1658536936790192,0.7055555555555555,0.1902118701752221,0.2977067167356747,0.191857041730416,0.3855031432612404,0.1328189078604591,0.6696066226287262,0.1181570848170697
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8292942176870749,0.0221882160396934,0.1222222222222222,0.1089724735885168,0.3566666666666667,0.368796842599162,0.1705139305139305,0.1492220921255351,0.6538109756097561,0.0746431170848938
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7412840136054422,0.133836385776917,0.6930555555555555,0.2602416078271198,0.3937347241385354,0.188968120348624,0.4853012288195354,0.2045620578234771,0.7086924119241191,0.1756684021927951
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6953231292517007,0.0708370081773711,0.7152777777777778,0.2746525582946166,0.3044367045063639,0.1230724196386476,0.4248565544761197,0.1661070078359398,0.7190121104336042,0.1471208830556481
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8850765306122449,0.0395869866132365,0.3819444444444445,0.2314282346166469,0.7708333333333333,0.3102698198521911,0.4882126207126208,0.2377192240232443,0.7174322493224933,0.113987346547998
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8519557823129251,0.0417935040181003,0.7291666666666666,0.1983000672381799,0.545306686777275,0.1038048406550391,0.6154912280701754,0.118367034997543,0.8386725101626016,0.1075882037473207
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8006377551020408,0.0695954051832794,0.7166666666666666,0.1755942292142123,0.4607059091579216,0.1272306148348334,0.5479643611599461,0.1200677750665665,0.8217318766937669,0.1075448835000613
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8354591836734695,0.0395074286660361,0.2194444444444444,0.15723301886761,0.496031746031746,0.3331490420255923,0.283653731889026,0.1891422581498887,0.7237826050135502,0.0869567217143849
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7497023809523811,0.1157283012928979,0.6277777777777778,0.2182633475618132,0.4445850202429149,0.2625432398344527,0.4689558865166282,0.1829721523444621,0.7567721036585365,0.1113429011955569
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7061224489795919,0.0579910152800355,0.7069444444444445,0.2297719279827039,0.3218981946845723,0.0727220439854495,0.4362210720036806,0.1124242327521573,0.7386288956639567,0.1077789710135034
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8664115646258503,0.0316120736217544,0.3694444444444444,0.2991887178502707,0.6015873015873016,0.3322743950721441,0.4121742309977604,0.2638774185713557,0.7570346375338752,0.129335432513374
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7718537414965987,0.0918611787196769,0.6166666666666666,0.253311402559511,0.376470040966945,0.1845119765465783,0.4592658429250164,0.2031353531963153,0.7634442750677507,0.1413846084513821
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6397534013605443,0.0930806041509479,0.7388888888888889,0.1538848776051615,0.2890989124656172,0.0815158407480367,0.4120975203103706,0.1020504715918523,0.7281474424119241,0.1160667637155515
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8498299319727891,0.0520901182586034,0.3333333333333333,0.2622022120425379,0.5225396825396825,0.321489353453541,0.3869217057452351,0.2578144584467323,0.7159561314363143,0.1367232408223948
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7207482993197278,0.1265373267821955,0.6180555555555556,0.3017598843083318,0.3290886457764861,0.1756879114162831,0.4170632024636601,0.2074714981082792,0.7001261856368564,0.1816674133613769
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6623724489795919,0.1103403487047826,0.6291666666666667,0.2095381826780026,0.2944340546258704,0.1114859834164782,0.3906017550889847,0.1225874059645169,0.6708091971544715,0.1276527423266873
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8891156462585034,0.0387608689090179,0.5069444444444444,0.2771694728260431,0.7297222222222223,0.3055758831622194,0.5560082238023414,0.2444361164511548,0.8042051998644986,0.0981738811772953
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8519132653061225,0.0399225637969346,0.7291666666666666,0.1730546638107932,0.540013875013875,0.0959676398900516,0.6165195966743955,0.1154287176995991,0.8393368902439026,0.090359512417501
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8211309523809526,0.0615810226642618,0.7138888888888889,0.1952562418976663,0.482934842934843,0.1191257459195676,0.5689063451467544,0.1360914547753844,0.831276253387534,0.1068932843121593
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8724064625850341,0.0330521260418724,0.4291666666666666,0.2357390859969272,0.7023809523809523,0.2257514536406392,0.4970779220779221,0.1951964145236126,0.745369241192412,0.1215957187384909
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7589710884353741,0.1051742966105445,0.6527777777777778,0.25617376914899,0.4039761602421448,0.1805049295531721,0.4805541096091988,0.1792327926773734,0.7595033028455285,0.1230500440197549
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6973639455782312,0.1542767307130342,0.7277777777777777,0.1567907310185565,0.379493128990033,0.1661832437268354,0.47468726988393,0.1376719599233924,0.7291908028455284,0.1530056526750328
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8435799319727891,0.0310801646231183,0.3236111111111111,0.2045065198634671,0.6028787878787878,0.2297288496306397,0.3802907618697092,0.1595999968098121,0.740448424796748,0.0973629428843546
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.787797619047619,0.0665427016486043,0.6277777777777778,0.2452323161593693,0.4123989898989899,0.1176653527251406,0.486867057875942,0.1563282398780475,0.7554081978319783,0.1399219503208942
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7736819727891157,0.1045866602474342,0.7375,0.2267294643402131,0.4328997881203763,0.1281799460236206,0.5259248398660163,0.1396560401553095,0.8116992716802167,0.107695246614065
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.84375,0.0396650861560486,0.3486111111111111,0.237207422124838,0.5416666666666667,0.2578281213057536,0.3905160852219675,0.2154461927058548,0.7293309620596207,0.1751238024219446
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7308673469387756,0.0776700885083588,0.6027777777777777,0.1861525658640723,0.3410284826113,0.0780674473711939,0.4249126265716654,0.1036693341571153,0.7582346714092141,0.0963435945776668
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7391156462585033,0.0788124028757813,0.7777777777777778,0.1086533734200441,0.3959353176063702,0.1207923487100044,0.5091805231805232,0.0798297982688618,0.793096629403794,0.0815801269884547
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.9097363945578232,0.0396608931282081,0.6944444444444444,0.1677050983124842,0.7621825396825396,0.1360221202443455,0.7147918911154205,0.1237562956760167,0.8288791497289972,0.1078850490804387
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8643282312925171,0.0521985051745213,0.7041666666666666,0.2019436802675439,0.5726515151515151,0.1319802425943433,0.6275034399724803,0.1530973401644694,0.8423141090785908,0.089993234440999
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8253826530612244,0.068561372751798,0.701388888888889,0.1884236509099169,0.5014567621920563,0.121159083041335,0.574545061502862,0.1287165029706724,0.7907820968834688,0.1115060418379212
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8497874149659864,0.0648545480146964,0.3986111111111111,0.2239559108396114,0.5751984126984127,0.2421132690168252,0.4581999862882216,0.2274085550756809,0.7631012872628726,0.1113033471052369
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7652210884353743,0.0940248585466201,0.6555555555555556,0.140929454377398,0.4190151515151514,0.1422857690930216,0.4959709765094998,0.1279535985062864,0.7659446985094851,0.1087374693513641
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7036139455782313,0.1135434080117179,0.538888888888889,0.1798919428743575,0.3180093762446703,0.167960256780483,0.3954755496745554,0.1799462216956114,0.6644016768292682,0.1559059906994008
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8478741496598641,0.0386852429741819,0.3375,0.2095381826780026,0.5066666666666667,0.2375441240787777,0.3935797535797535,0.2184558086934549,0.7232672764227642,0.1081234184845979
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7407312925170068,0.0968646780898311,0.6777777777777778,0.1883775759242885,0.3808728036669213,0.1341543260432096,0.476566727713775,0.1355482855415066,0.7566772527100272,0.071729902667786
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7615221088435374,0.0460847679402853,0.6166666666666666,0.142886901662352,0.3780657904187315,0.0826109539553296,0.4621816410358609,0.0843464785134592,0.7385001693766937,0.088834198999384
d_num_to_pca,No sampling,,After,Yes,DecisionTree,0.8417517006802722,0.0347864993469214,0.3722222222222222,0.2253084305765962,0.5862518037518039,0.2469979643794429,0.40879841434795,0.1813037491641518,0.7312970020325202,0.1307526650217214
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8023809523809524,0.0491191234612503,0.6902777777777778,0.1518977177796515,0.4602380952380953,0.0766156806538051,0.538976154525233,0.0574721893059635,0.8244800135501356,0.0477763783790249
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7548894557823129,0.0657179392804507,0.7666666666666666,0.1136515141415488,0.3987726815667992,0.0933530319249967,0.5164912280701754,0.0816363667498468,0.8108985433604335,0.0436522854192852
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8622448979591837,0.0176995393677709,0.1736111111111111,0.1007782218537318,0.9,0.3,0.2834343434343435,0.1454995721553786,0.916311822493225,0.0663578686345347
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8951955782312924,0.039133319173806,0.7402777777777778,0.1722502217382865,0.6753066378066378,0.144289015849746,0.6969556243550051,0.1251618763527326,0.9129005758807588,0.0854705319126812
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8869047619047621,0.0357572829932073,0.7916666666666666,0.1547847968417225,0.639449716949717,0.1054344427003071,0.6974874579885347,0.0943275660904699,0.9134654471544716,0.0721693283470893
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.860204081632653,0.0141943140237179,0.1597222222222222,0.0954703269782466,0.8,0.4,0.263030303030303,0.1511721369779151,0.926812330623306,0.0621558779009354
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.895238095238095,0.0412086972455799,0.7291666666666666,0.1730546638107932,0.6793145743145743,0.1460599369138427,0.6940798073615412,0.1277822006751348,0.9056385501355012,0.0750365389407143
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8808248299319728,0.0553907184978268,0.788888888888889,0.1493039405597409,0.6249320124320124,0.1437035463557475,0.6907520248928918,0.1352142080276041,0.9140133807588076,0.0636077830951606
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8663690476190476,0.0181752620480693,0.1972222222222222,0.1136515141415488,0.9,0.3,0.3143434343434343,0.1602141205768106,0.9223848238482386,0.0643841179409043
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8993197278911564,0.0441599243332443,0.7513888888888889,0.1778049024445989,0.6813672438672438,0.1450695408567085,0.7077837977296182,0.139239633676501,0.902223069105691,0.0836911317383543
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8807397959183673,0.050824542548347,0.7777777777777778,0.1455354099714415,0.6228690753690754,0.1437925004548203,0.6866185070519435,0.1307285385249494,0.9145994241192412,0.0682799435621004
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8808673469387756,0.026496522228807,0.2847222222222222,0.1594804934083719,1.0,0.0,0.4211655011655011,0.1789572131320161,0.9291268631436314,0.0578081567817245
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9055697278911564,0.0467472314637031,0.7041666666666666,0.1772180859844728,0.7324999999999999,0.1740165515233583,0.7093253968253969,0.1474699761475311,0.9270299796747968,0.0575896939098475
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8910714285714286,0.0429235663855159,0.7666666666666666,0.1266557012797555,0.6627272727272727,0.1499586379730911,0.702641898864809,0.1103343723156617,0.9206233062330624,0.0568285981422098
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8849914965986393,0.0315046430144569,0.3222222222222222,0.1798919428743575,0.9666666666666666,0.1,0.4586435786435786,0.188113945260778,0.9270003387533874,0.0632915906580171
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.90140306122449,0.0385404178705875,0.7291666666666666,0.1730546638107932,0.7093109668109668,0.1596731943659274,0.7068658165020395,0.1244850767631097,0.9233011517615176,0.0660738221003665
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8930272108843538,0.0410980041061102,0.7541666666666667,0.1448778220892809,0.6745940170940171,0.1567129167933127,0.7017623716153127,0.114290236481057,0.9238033536585368,0.0604380462819053
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8829081632653061,0.0269446478001441,0.2972222222222222,0.1611589967151143,1.0,0.0,0.4357109557109557,0.1825214855657099,0.9352430555555556,0.0519272090542616
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9076105442176872,0.0399325241664236,0.7291666666666666,0.1730546638107932,0.7386399711399712,0.1607013495602695,0.7206134208069193,0.1259930172842476,0.921803014905149,0.070618335070889
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8972363945578232,0.0599740171819289,0.8138888888888889,0.1288302069478358,0.678560606060606,0.1707321140706192,0.7324792106010978,0.1380309103215354,0.9255623306233062,0.0610307738695807
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8911564625850341,0.0326446453156803,0.3833333333333333,0.1726026264767331,0.9083333333333332,0.1416666666666666,0.5206637806637807,0.1819244381329998,0.9352777777777778,0.0504141059783693
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9034438775510204,0.0377092295403428,0.7166666666666666,0.1755942292142123,0.7177525252525252,0.1427108770384356,0.706202393237997,0.1227687047799499,0.9203014905149052,0.0694720059408257
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8848639455782312,0.0523749471997225,0.7402777777777778,0.1424610083106563,0.6511002886002888,0.1711725946840306,0.6853216374269006,0.1379336382880362,0.9276812330623307,0.0556536320993995
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8993622448979591,0.035678862615883,0.4097222222222222,0.1965412735845126,0.9666666666666666,0.1,0.5502675102675102,0.2008765278420874,0.9340387872628726,0.0507743405338423
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.90140306122449,0.0337363540919477,0.7291666666666666,0.1730546638107932,0.7045490620490621,0.1322458573195067,0.7049610545972775,0.113687982662416,0.9321798780487806,0.0604413023203082
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9053996598639454,0.039100508199091,0.7541666666666667,0.1336584577695453,0.7274633699633699,0.1454225397498243,0.7277707749766573,0.0992518498666203,0.9255089769647696,0.061334844412771
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8972789115646258,0.0341124202393573,0.4208333333333333,0.1801330526768107,0.9133333333333332,0.1367885635245546,0.5570041070041069,0.1878370044886463,0.9409002371273713,0.0471256905115162
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9075255102040816,0.0433345088759163,0.7291666666666666,0.1730546638107932,0.7362049062049063,0.1685165288795515,0.7213214408570445,0.1337005371723497,0.9333917682926828,0.0601176825627122
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9075255102040816,0.0573929986518599,0.763888888888889,0.1635118072529048,0.7195923520923521,0.1720668862797549,0.7352072583419333,0.154392667675889,0.9270172764227644,0.0649560862543552
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8560374149659863,0.0151961278256385,0.1361111111111111,0.0877971146071061,0.8,0.4,0.2288888888888888,0.1391508640395846,0.926367716802168,0.077846522859834
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8889880952380954,0.0411284524421025,0.7291666666666666,0.1637770333919462,0.6633133533133534,0.1573319432902324,0.684126492702344,0.1215762499644435,0.9096849593495934,0.0787670218951196
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8641581632653061,0.0568718805067862,0.8027777777777778,0.1594260539142416,0.59375,0.1767409544195566,0.6683624609263996,0.1316713595477016,0.907603319783198,0.0756754738673038
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8539965986394558,0.018633123707214,0.125,0.0968245836551854,0.7,0.4582575694955839,0.2088888888888888,0.155301379641388,0.9249474932249322,0.0692603642518515
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8828231292517007,0.0287134317352668,0.7166666666666666,0.1664582029619848,0.6353299478299478,0.1008254997044412,0.6645934689665339,0.0984409187921018,0.9093428184281842,0.0769314113312415
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8600340136054422,0.0580147011621007,0.8027777777777778,0.1493039405597409,0.5765151515151514,0.1711961741884334,0.6612138300296195,0.1339179181778373,0.9087533875338754,0.0717591159663444
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8580782312925171,0.019058624735916,0.1486111111111111,0.1093700395700557,0.8,0.4,0.2434343434343434,0.1620026943360686,0.934262364498645,0.0605009007544107
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8952380952380953,0.0486265949173833,0.7527777777777778,0.167912013996749,0.6753823953823953,0.161956855907608,0.7039293085655315,0.1393665816575695,0.9065337059620596,0.0782066062401561
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.866326530612245,0.0607556572206034,0.7916666666666666,0.1547847968417225,0.6042368742368742,0.1790937357968514,0.6700617427471648,0.1298632988630209,0.9139896680216802,0.0754718983560907
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8952380952380953,0.0344651154835315,0.3722222222222222,0.2034425935955617,1.0,0.0,0.5113242313242313,0.2119649842763134,0.9308019986449864,0.0651369095731489
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8992772108843538,0.0334787075767119,0.7291666666666666,0.1637770333919462,0.6919624819624819,0.1268377386567271,0.7011661506707946,0.1116095115947736,0.9175313346883468,0.0780587621989477
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8889030612244898,0.0403911788399508,0.7902777777777777,0.1369940185231133,0.640538073038073,0.1220624023466675,0.7027038183694531,0.1111770785076976,0.921542174796748,0.0609871881474121
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8932397959183673,0.0347998259305039,0.3583333333333333,0.2126225137028845,0.9,0.3,0.4906171606171606,0.240463376373578,0.931327066395664,0.0583209032379341
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9034013605442178,0.0400833239167776,0.7416666666666666,0.1695582495781317,0.7064430014430014,0.1449406996642767,0.7145287237702098,0.1256674779225061,0.9160060975609758,0.0791840033213141
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8724914965986394,0.0541218116749791,0.7652777777777777,0.171846588560844,0.5994094794094794,0.1528121311807017,0.6662409700722394,0.1465395453807518,0.9188524728997292,0.0665376745959952
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.889030612244898,0.0288301675308923,0.3458333333333333,0.1559580606017741,0.95,0.15,0.4915695415695415,0.1785000732758363,0.940503048780488,0.0536981171577544
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.895238095238095,0.0368979036857688,0.7166666666666666,0.1664582029619848,0.6847222222222222,0.1408521233673693,0.69015737874097,0.1173912208206918,0.9264413956639568,0.0703730143764106
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8765306122448979,0.0546227554591297,0.7902777777777777,0.1581687741341859,0.6204761904761904,0.1685409680141047,0.6842065730667831,0.1322987535731289,0.9187212059620598,0.0671039525018525
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.9056122448979592,0.0458012963392488,0.4458333333333333,0.2589039397150997,0.95,0.15,0.5720823620823621,0.2442927909906813,0.9303810975609756,0.0570104852521733
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9034013605442176,0.0330583330319261,0.7166666666666666,0.1567907310185565,0.7203571428571428,0.135219912006977,0.7078174603174604,0.1053735526634033,0.9333612804878048,0.0553654785405861
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.90140306122449,0.0547930079468365,0.7527777777777778,0.167912013996749,0.7037878787878789,0.1710448066592896,0.7192123691581898,0.1483174187503202,0.9225685975609756,0.0652594067264533
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8994047619047618,0.0400307045835368,0.4097222222222222,0.2190969470855817,0.95,0.15,0.5441602841602842,0.2292145504310756,0.9371155149051492,0.0563012771105874
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.911692176870748,0.0439680329589322,0.7291666666666666,0.1730546638107932,0.7496717171717172,0.1661307673799111,0.7298104329451078,0.1392438659196228,0.928856707317073,0.0672950805250966
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.895110544217687,0.0533265818398168,0.7527777777777778,0.1481365736219264,0.6788383838383839,0.161661010191389,0.7078449800973021,0.1396868327111124,0.926481199186992,0.0674775244405423
d_num_to_pca,No sampling,,After,Yes,RandomForests,0.8993622448979591,0.0380801690996382,0.4208333333333333,0.2120092372201425,0.9416666666666668,0.1181453906563152,0.5518370518370517,0.2220626008488329,0.9367140921409212,0.0533472462755335
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8994047619047618,0.0412284326037091,0.7166666666666666,0.1755942292142123,0.7059018759018759,0.1640676730477556,0.6993038969973956,0.1303299102878905,0.9309874661246612,0.0601252334475419
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8930272108843538,0.0460768241015332,0.7652777777777777,0.1305038313613818,0.6634343434343435,0.14048140263856,0.706311489508084,0.1215165397695324,0.9261458333333332,0.060686462390295
d_num_to_pca,No sampling,,After,Yes,AdaBoost,0.8497448979591835,0.0187607466849921,0.1083333333333333,0.1089724735885168,0.6,0.4898979485566356,0.1788888888888888,0.1695637103033896,0.8893470528455284,0.1037483350879029
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8268282312925169,0.0614661384071975,0.7791666666666666,0.180710403685012,0.5176900876900878,0.146210740871224,0.6043619967923373,0.1098878752903208,0.8832596544715449,0.1010994428858868
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7488945578231292,0.0566683918202743,0.8388888888888889,0.1130388330520878,0.3926206391647568,0.0742608831962369,0.5307196346881504,0.0770000376657033,0.8827430555555555,0.098695276171425
d_num_to_pca,No sampling,,After,Yes,AdaBoost,0.8767431972789115,0.0325267328924069,0.2833333333333333,0.1755942292142123,0.8666666666666666,0.3055050463303893,0.4089432789432788,0.2150190375435321,0.9190324356368564,0.0903362564006132
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8373724489795918,0.0650199589040126,0.7916666666666666,0.1909406539564933,0.5296092796092796,0.152585648123109,0.6217771841684885,0.1345203720838252,0.9032571138211384,0.0939936310060254
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7715561224489796,0.0646236265505328,0.8638888888888889,0.1181453906563152,0.422562406204047,0.0957698567211274,0.5632403828610725,0.0991499982876175,0.9010306571815718,0.0930652775057738
d_num_to_pca,No sampling,,After,Yes,AdaBoost,0.8890731292517005,0.0353814309699407,0.3819444444444445,0.1865717764769842,0.885,0.1844586674569671,0.5093162393162393,0.2141896201195029,0.9248272357723576,0.0842530975065354
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8496598639455784,0.0455306127530946,0.8388888888888889,0.1379412113103904,0.540982905982906,0.1058281210197328,0.6514267857746118,0.0981166261859541,0.914806063685637,0.0868953469312255
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8065476190476192,0.0631351066807509,0.8763888888888889,0.1118810131841462,0.4763779546906481,0.1280362738996466,0.6090126388570323,0.1084941858850535,0.9084972052845528,0.0913209362770215
d_num_to_pca,No sampling,,After,Yes,AdaBoost,0.8973639455782312,0.041667187279824,0.4944444444444444,0.1861525658640723,0.825,0.1987810073646093,0.6015784215784216,0.1847320055338847,0.915768970189702,0.0690736817232139
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8786139455782314,0.0526968241562817,0.8152777777777779,0.1269979221177347,0.6206235431235432,0.1446840496307404,0.696578701656101,0.1177635407638028,0.9175533536585366,0.0771462715965008
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8538690476190478,0.0601440745231036,0.788888888888889,0.1266557012797555,0.56490675990676,0.1343710448060431,0.6498600454674623,0.1171290099350472,0.8891776761517616,0.0820295127295115
d_num_to_pca,No sampling,,After,Yes,AdaBoost,0.9014030612244897,0.0395620462720181,0.5444444444444445,0.1892969448600091,0.7899999999999999,0.1775168862332797,0.6318681318681318,0.1879200849429015,0.9164337737127372,0.0745085826553715
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.880654761904762,0.0620626123704968,0.7791666666666666,0.1179247641507075,0.6518376068376069,0.1974418219779319,0.6961760461760462,0.137526220078352,0.905342987804878,0.0680953196871809
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.866326530612245,0.0565860311456814,0.788888888888889,0.0989528507253159,0.5915404040404041,0.1433613629927678,0.6699567546316773,0.1184508143684539,0.8921197493224933,0.0789789580346154
d_num_to_pca,No sampling,,After,Yes,AdaBoost,0.9034863945578232,0.0375620370128482,0.5444444444444445,0.2051422270848528,0.7988095238095239,0.156804288952865,0.6317765567765566,0.1923914914228369,0.9194859417344174,0.0701888470841397
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.895110544217687,0.0535235080185888,0.8027777777777778,0.1384437310486346,0.6783585858585859,0.1727966312544324,0.7240337416431103,0.1293743552697888,0.9103667005420052,0.0756934641880109
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8724064625850338,0.0485381307778689,0.8013888888888889,0.1155452051988503,0.5993140193140193,0.1271726436548364,0.6799892780078538,0.1093799581509098,0.9035890921409214,0.0771438858906695
d_num_to_pca,No sampling,,After,Yes,AdaBoost,0.8971513605442176,0.0485950788533565,0.6041666666666666,0.1929756029484902,0.7331349206349206,0.1971572383438997,0.6496708683473389,0.1996807942820163,0.9043483231707315,0.0773205505514238
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8829931972789116,0.0530505260233275,0.826388888888889,0.1280868845744949,0.6226495726495727,0.1345712856813954,0.7055160920203323,0.1241696021876654,0.9212940379403792,0.0614044296308233
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8581207482993196,0.0557842086588856,0.788888888888889,0.1136515141415488,0.5625174825174825,0.1232529269728225,0.6540714104100831,0.1187740939653275,0.9050503895663956,0.0679757828288549
d_num_to_pca,No sampling,,After,Yes,AdaBoost,0.8911564625850341,0.0448331706323459,0.5555555555555556,0.2173067468400883,0.7116666666666667,0.1792034845891365,0.6108730158730159,0.202489560026879,0.9079725609756096,0.0785046856373151
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8912414965986393,0.0514715035592745,0.8152777777777779,0.1269979221177347,0.6572985347985348,0.1479235246865935,0.7189245395127748,0.1196601719597709,0.930805386178862,0.0562931598678009
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8889030612244898,0.0496430617892135,0.851388888888889,0.0940042847723206,0.6378205128205129,0.1329766689650102,0.7241665331273622,0.1094475117871715,0.915581385501355,0.0689701504474748
d_num_to_pca,No sampling,,After,Yes,AdaBoost,0.9035714285714284,0.0417489296224945,0.6055555555555555,0.2273030282830976,0.7477777777777778,0.1501480750607361,0.6544164332399627,0.1992240358961447,0.9118318089430894,0.0736940927714551
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8912840136054422,0.0672640144538722,0.7902777777777777,0.1118810131841462,0.6804545454545454,0.2043036730390904,0.7213577795725461,0.1545297835141028,0.9003870257452575,0.0768392449487832
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8890306122448978,0.0500416319805682,0.7763888888888889,0.1758412320500766,0.6422222222222221,0.1404017603913414,0.6970787155441887,0.143200694764039,0.9102684620596204,0.0752903761302314
d_num_to_pca,No sampling,,After,Yes,Bagging,0.8499574829931973,0.039697066198457,0.1625,0.1772180859844728,0.6333333333333334,0.4582575694955839,0.2417715617715617,0.2254744098350359,0.7616095020325202,0.1031371134542665
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8725765306122449,0.0742432771413026,0.7902777777777777,0.1677568511599783,0.6353913338123865,0.1907674140108784,0.6863024444458689,0.1501939295285206,0.8840099932249323,0.0859664337945816
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8540816326530614,0.0410335595337027,0.7527777777777778,0.167912013996749,0.544920634920635,0.0968060143971043,0.6285113407404429,0.1138993168698603,0.8749627371273713,0.0796520621772111
d_num_to_pca,No sampling,,After,Yes,Bagging,0.8499149659863946,0.0174599493438239,0.1,0.0935414346693485,0.6,0.4898979485566356,0.1688888888888889,0.1524126951065088,0.8848335873983739,0.0751343038780669
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8767431972789115,0.048823687917353,0.7541666666666667,0.1650441860028196,0.6243437118437118,0.1397509782659274,0.6717110177404295,0.1166907328455404,0.9201096714092142,0.0672404146758927
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8542517006802722,0.0735162694493967,0.7791666666666666,0.1419727086450068,0.5827922077922078,0.1837208873961285,0.6528947368421052,0.1434402583846459,0.9055081300813008,0.0773176678820082
d_num_to_pca,No sampling,,After,Yes,Bagging,0.8519132653061223,0.0197244546766488,0.1111111111111111,0.1178511301977579,0.6,0.4898979485566356,0.1812121212121212,0.1781264945377884,0.8870075372628726,0.0635167033648155
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8705782312925171,0.0496951609020055,0.7416666666666666,0.1785357107135712,0.6028629703629703,0.1351526925183709,0.65468806820974,0.1251257633695179,0.9210873983739838,0.0706591493161999
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8397108843537415,0.0709014910832405,0.8027777777777778,0.1266557012797555,0.5444502801120448,0.1672113707159431,0.6368377896613191,0.1314473154971542,0.9128374830623306,0.070063722318612
d_num_to_pca,No sampling,,After,Yes,Bagging,0.8683248299319729,0.0209803658553185,0.2708333333333333,0.1196783884695422,0.8516666666666666,0.1906786126793808,0.3936285936285936,0.1410759851147361,0.8223742378048782,0.1200097318867605
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8870748299319728,0.057158482537293,0.7027777777777777,0.1511529762268088,0.6807828282828283,0.1863571845397123,0.67948398687058,0.1410870440360289,0.9081012872628726,0.0602793818626663
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.882780612244898,0.0376879391662101,0.7666666666666666,0.1493039405597409,0.6496656121656122,0.1448932145452648,0.6858370860305845,0.0854043293794628,0.9200982384823848,0.0489336964714397
d_num_to_pca,No sampling,,After,Yes,Bagging,0.8932397959183674,0.0346989052396126,0.3833333333333333,0.181429508808977,0.9166666666666666,0.1707825127659933,0.5233910533910533,0.1988217056833832,0.9228108062330624,0.0500541557218125
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8889880952380953,0.0493733764335954,0.7416666666666666,0.1785357107135712,0.6578066378066378,0.1454985331686843,0.6882679738562092,0.1342156175041377,0.9223920223577234,0.0611200939600699
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8581207482993198,0.0629475880502125,0.7916666666666666,0.1547847968417225,0.5780680430680432,0.1507442849235126,0.6564595277443575,0.1264085234290979,0.9190468326558264,0.0625447051519753
d_num_to_pca,No sampling,,After,Yes,Bagging,0.8932397959183673,0.0323176520441695,0.3708333333333333,0.1858258593414813,0.9666666666666666,0.1,0.5124353424353425,0.188172601279688,0.9285315040650406,0.0487586889173969
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8971938775510205,0.0428616136583943,0.7416666666666666,0.1785357107135712,0.6883927183927183,0.141989592900138,0.7029080053073862,0.1261848855563643,0.9266827574525746,0.0611668035365193
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8725340136054422,0.0552789111460483,0.7902777777777777,0.1369940185231133,0.6130860805860806,0.159672932837578,0.6799108734402852,0.1224649568865828,0.9256038279132792,0.0565270946449227
d_num_to_pca,No sampling,,After,Yes,Bagging,0.8869472789115646,0.0304746114694356,0.4569444444444445,0.1250694251650302,0.7864285714285714,0.1664013193847047,0.5687479187479186,0.1261114171198058,0.8796709857723577,0.0806502434013312
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8826955782312925,0.036772393613174,0.7166666666666666,0.1567907310185565,0.6401207126207126,0.1198072270739959,0.6677582436483365,0.1064100219072773,0.8861822493224933,0.0642167217773007
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8890306122448978,0.0365784659774182,0.7027777777777777,0.1404358295529393,0.6588095238095237,0.1125857082322652,0.6757336969875669,0.1125453213272796,0.9064502879403792,0.0622994143111048
d_num_to_pca,No sampling,,After,Yes,Bagging,0.9076955782312924,0.0386710583328145,0.5069444444444444,0.1983000672381799,0.9,0.1527525231651947,0.6251792651792653,0.1988934183925416,0.9349297086720868,0.0552052354768605
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.905484693877551,0.0503736106584639,0.7666666666666666,0.1779513042005218,0.7020779220779221,0.1514486473644866,0.7276659786721706,0.1486429622924076,0.9287326388888888,0.0590647522610736
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8971938775510203,0.0397076977264457,0.8041666666666666,0.1344355483741806,0.6699295149295149,0.1219709434940939,0.7235279374907858,0.1009982616715876,0.9293957486449864,0.0522303070938672
d_num_to_pca,No sampling,,After,Yes,Bagging,0.9014880952380953,0.0414784073054252,0.4944444444444444,0.2022443516585266,0.8654761904761905,0.1695373523215446,0.6047030747030748,0.2027038127665941,0.9444850948509484,0.0470220063031457
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8991921768707483,0.0456409522816373,0.7666666666666666,0.1779513042005218,0.6802577977577978,0.1393007965684419,0.7139140744016905,0.135700072311153,0.928796578590786,0.0575963479744058
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8910289115646259,0.0510799149858017,0.7666666666666666,0.1594260539142415,0.6617460317460317,0.1458007144170253,0.702465834818776,0.1314457459691617,0.9300118563685638,0.048021469331841
d_num_to_pca,No sampling,,After,Yes,Bagging,0.8993622448979594,0.0414430911647462,0.5430555555555555,0.193693988319491,0.8079761904761906,0.1694797043347843,0.6253266178266179,0.1894938144935767,0.9013266429539296,0.0855350823582411
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8868622448979592,0.0228260897260763,0.7180555555555556,0.1618577049962919,0.65260989010989,0.0832366831747972,0.6726774042950513,0.0793473130894565,0.8859802676151762,0.0765642626797573
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8889455782312925,0.0360406813440101,0.6805555555555556,0.1443375672974064,0.6733982683982684,0.1188556491464526,0.6688055924124037,0.1030230341311716,0.9004878048780489,0.0528814957948922
d_num_to_pca,No sampling,,After,Yes,Bagging,0.9076955782312924,0.0449420851307119,0.6180555555555556,0.2314282346166469,0.7840367965367966,0.1564536935249919,0.6721217817270448,0.1818235083764473,0.9476918191056912,0.0503478807232328
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8991921768707483,0.0427339067777673,0.7652777777777777,0.1525819451966713,0.6809415584415585,0.1338386969907228,0.7152889576883384,0.1223106628816968,0.9295651253387536,0.0524686569545645
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9094812925170068,0.0415016733612176,0.7402777777777778,0.1629267899668096,0.7242857142857143,0.1314302008947374,0.7270424836601308,0.1287590252866317,0.9276422764227644,0.0475812954544169
d_num_to_pca,No sampling,,After,Yes,Bagging,0.9055697278911564,0.0398520457515141,0.6055555555555555,0.181429508808977,0.8018939393939395,0.1756861303324328,0.6736336032388665,0.14483866383787,0.9543199525745256,0.0408447306034899
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9053146258503402,0.045443918411626,0.763888888888889,0.1635118072529048,0.703481240981241,0.1468298385524263,0.7263183694530444,0.1336356113094518,0.9305017784552844,0.0543239943960403
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9073554421768708,0.0415800023677737,0.763888888888889,0.1635118072529048,0.7061904761904761,0.1304882588169926,0.7286928104575164,0.1287068840497437,0.9266988482384824,0.0520015578529665
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.903528911564626,0.0352170448790294,0.5069444444444444,0.1983000672381799,0.8724999999999999,0.146441588658717,0.6164010989010988,0.1705820555704703,0.9250491192411924,0.0812361239085293
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8932397959183674,0.0464636969680494,0.7541666666666667,0.1552887096132018,0.662886002886003,0.1364665133359473,0.7005830753353973,0.1312419611763755,0.9108650914634144,0.0798251366051339
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8581632653061224,0.0679884562227648,0.7652777777777777,0.180710403685012,0.569562937062937,0.1731460467438508,0.6467396325425671,0.1638259242520863,0.9081609925474254,0.081649467260978
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9220238095238096,0.0396677977152121,0.6791666666666666,0.1491294180681106,0.8266269841269842,0.1460309318904151,0.7400608705020469,0.1316576978284405,0.9354090447154472,0.0673182748772919
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9158588435374148,0.0543770576591951,0.763888888888889,0.1635118072529048,0.762449494949495,0.171267684512251,0.7524226573220381,0.1471554379844279,0.9329547764227644,0.0657160849090849
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9241071428571428,0.0418313116957042,0.8138888888888889,0.1017212967977808,0.7732112332112332,0.1533932924298491,0.7856209150326798,0.1096996080920509,0.9326778455284552,0.0685322057684819
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9139030612244898,0.0490423122429843,0.6541666666666666,0.1998697492535242,0.7921031746031746,0.1649967789831969,0.7072037276449041,0.1708193374817017,0.929697662601626,0.0701221118050034
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9139030612244896,0.0618160579855582,0.7513888888888889,0.1687885758377424,0.7667676767676767,0.1971986237643913,0.7474554599167602,0.1674779919379068,0.9257926829268291,0.0738376554878048
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9076955782312924,0.0535425530914845,0.763888888888889,0.1635118072529048,0.7346464646464647,0.1795981468092377,0.7351558383137331,0.1475997764642651,0.9285602981029808,0.0761745300869948
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.90765306122449,0.0409510955343274,0.5819444444444445,0.1525819451966713,0.8275,0.1752002822169213,0.6733974358974358,0.1421144003523412,0.9366963075880758,0.0626378196155309
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8993197278911564,0.0445945640961936,0.7902777777777777,0.1581687741341859,0.6675,0.1237347994990936,0.7210397316821465,0.1298007465503601,0.9187186653116532,0.071126474832143
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8787840136054422,0.0683700570798337,0.7902777777777777,0.1479606742047058,0.6291666666666667,0.1733131511083548,0.6933651530787754,0.1518490468814528,0.9161987635501354,0.0761845090802016
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9158588435374148,0.0434512368887023,0.6416666666666666,0.1808544534517558,0.8135317460317462,0.1517659184103259,0.709108489549666,0.1561319957955566,0.9407156165311652,0.0651215708444181
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9096938775510204,0.0431166053960888,0.7402777777777778,0.1810942817675061,0.7356746031746032,0.1487819498262619,0.7265337930043813,0.1380648781469924,0.9323026761517615,0.067513008247949
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.919940476190476,0.0425268058435797,0.7402777777777778,0.1185121887777324,0.7866883116883117,0.1562990894757989,0.7570444493586909,0.12456696916599,0.9388592479674795,0.0577360088136569
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9138605442176868,0.0435865475317172,0.6416666666666666,0.1973786547054501,0.7997222222222222,0.1538119041292053,0.701088666235725,0.1653803020251234,0.9344800135501355,0.0676354225031009
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9055697278911564,0.0575654051644149,0.7388888888888889,0.1902118701752221,0.7232539682539683,0.1838997126381387,0.7209128779717016,0.1675701893717213,0.9243072493224932,0.0748397188723143
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9138605442176873,0.0614364716445214,0.7527777777777778,0.1583333333333333,0.7603174603174603,0.2031064386179561,0.7494239274657233,0.1688211268170318,0.936690379403794,0.0611513577078696
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9036139455782312,0.0517322262389663,0.5819444444444445,0.2401171589037318,0.7757936507936508,0.1911137642857544,0.6461322990734756,0.2178393568125189,0.9444994918699186,0.0480521671634532
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9096088435374148,0.0459849290814273,0.7402777777777778,0.1629267899668096,0.7232539682539681,0.1470637490467949,0.7282516339869283,0.1429308516089632,0.9258087737127372,0.055577784542796
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9035289115646258,0.0448047154893328,0.763888888888889,0.1536590742882148,0.7026875901875902,0.1478885649622573,0.7240863187380214,0.1281336734657923,0.9188448509485097,0.0680405685995761
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9199829931972788,0.0463333166036902,0.6666666666666666,0.2015564437074637,0.8251984126984127,0.1634623229614908,0.7244747899159665,0.1644427910356359,0.9422789634146342,0.0546808793901867
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.92406462585034,0.0494987076157041,0.7763888888888889,0.1570673068747563,0.7724603174603174,0.164260810166679,0.7713398692810458,0.1521003681084504,0.9327481368563684,0.0574421920808507
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9179421768707484,0.0502399202409868,0.7777777777777778,0.1455354099714415,0.7581168831168831,0.1758815710545018,0.7612134502923976,0.1454545095132665,0.9404420731707316,0.0557771890554927
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9097789115646258,0.053544021711998,0.6416666666666666,0.2268442931469366,0.776031746031746,0.1782511413364725,0.6887984564455152,0.1965320515886827,0.9349009146341464,0.0643452728508843
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9178571428571428,0.0590125639501109,0.763888888888889,0.1728036779443976,0.7542063492063492,0.1899609599068653,0.7562418300653595,0.1740598130854279,0.9272027439024392,0.0635172500430995
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9157738095238096,0.060023247888074,0.7875,0.158607219255619,0.7400216450216451,0.1833719145133563,0.7593343653250774,0.1661640612292906,0.9367454268292684,0.0610568290064767
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9220663265306122,0.0509463216347958,0.6916666666666667,0.2025874296857203,0.8248015873015874,0.1761074495137853,0.7387745098039216,0.1716336641438258,0.9390133807588076,0.0515569704870945
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8993197278911564,0.0370204736340852,0.7166666666666666,0.1567907310185565,0.6892857142857143,0.1099114660092033,0.6984313725490197,0.1197406134767336,0.9273746612466124,0.0624312456449341
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9075680272108844,0.0452446481367189,0.7138888888888889,0.15,0.733015873015873,0.1495686246997779,0.7188417121234459,0.1357115559805733,0.918058096205962,0.0647740567054474
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.919940476190476,0.0444818322058092,0.6666666666666666,0.2015564437074637,0.8270238095238096,0.1609689780819953,0.7242460317460317,0.159855775771847,0.9489939024390244,0.0460518999119439
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9239795918367346,0.04594583771398,0.7763888888888889,0.1467826246150711,0.7728571428571428,0.1556976391924045,0.7714379084967321,0.1410918296562392,0.9364261517615176,0.0633377544488632
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9158163265306122,0.0549371719912689,0.7402777777777778,0.1629267899668096,0.7583730158730159,0.1818828287076183,0.7459477124183007,0.162096391977722,0.9395892615176152,0.0552841213652795
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.917942176870748,0.0494039569290562,0.6541666666666666,0.2220876328539405,0.8075793650793651,0.1578028917526629,0.7107102211513976,0.1902489233476378,0.9413685636856368,0.0545314341697661
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9219812925170068,0.047498271430731,0.7513888888888889,0.1945882404805936,0.7706746031746031,0.1506373929330293,0.7539404223227752,0.1594520764062168,0.9324779810298102,0.0660527085905555
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9158163265306122,0.0627246183543409,0.7625,0.180710403685012,0.7408730158730158,0.1857320911285422,0.7504901960784315,0.1816994933464398,0.935251524390244,0.0620468893709466
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9096513605442176,0.0440445204502011,0.6180555555555556,0.1947665982086707,0.8109523809523809,0.181503546563052,0.6847763347763347,0.166160688828531,0.9487381436314364,0.040724573474035
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9116496598639456,0.0468867557798061,0.7527777777777778,0.1769730048466275,0.7264285714285714,0.1489863711065888,0.7347222222222223,0.1469139855010491,0.9299686653116532,0.0608950310758609
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.905484693877551,0.0469873714785438,0.7625,0.171846588560844,0.6948304473304474,0.1333133334672714,0.7238983488132095,0.1424559731913297,0.925686822493225,0.0646366021070673
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.9158588435374152,0.040256421357663,0.6416666666666666,0.1808544534517558,0.8272222222222222,0.1585904345347661,0.709140989729225,0.1452065852926012,0.9532113821138212,0.0417436689330783
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9239795918367346,0.0431407478669686,0.8013888888888889,0.1507504376260462,0.7554761904761904,0.1331705828327832,0.7750653594771242,0.1336398581554634,0.9480149051490516,0.0440747852758599
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9198129251700682,0.0464554288021869,0.775,0.1658312395177699,0.7470238095238095,0.1364851229090929,0.7580882352941176,0.1439158742336047,0.9456783536585366,0.0524642001436883
d_num_to_pca,No sampling,,After,Yes,XGBoost,0.917984693877551,0.0492435966772521,0.6416666666666666,0.2051422270848528,0.8305555555555555,0.169626496008578,0.7122128851540616,0.1719723347262912,0.9455360772357724,0.0521324129873379
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.921938775510204,0.0428744329932055,0.788888888888889,0.1594260539142415,0.7524603174603175,0.1317736153950619,0.7665686274509804,0.1350913592297635,0.9385060975609756,0.0535493449709459
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9219812925170068,0.0524964526643797,0.8,0.1695582495781317,0.7491522366522366,0.1523873330620707,0.7705632954936361,0.155180676128722,0.9420045731707316,0.0594295071554141
d_num_to_pca,No sampling,,After,Yes,MLP,0.8148809523809524,0.0362170036338507,0.0,0.0,0.0,0.0,0.0,0.0,0.5175652100271002,0.2169556130178601
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7042517006802721,0.1276754211952316,0.4291666666666666,0.3569984827231996,0.1932649368175684,0.1604564905058697,0.2614136803065753,0.2144317171706131,0.5877532181571816,0.1886685017955269
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6984268707482993,0.1278726175343144,0.6652777777777777,0.1698140322692902,0.3455941347508064,0.1464384437507234,0.4419016671133375,0.1504615379947914,0.7831935975609755,0.1337025956849561
d_num_to_pca,No sampling,,After,Yes,MLP,0.83125,0.0085889615586101,0.0,0.0,0.0,0.0,0.0,0.0,0.5751659891598916,0.1638889651311396
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8971938775510205,0.0541666666666666,0.851388888888889,0.1752478403734424,0.6588265002970887,0.1414081748330601,0.7349305125558996,0.1390982526950466,0.9393699186991872,0.0470867729291888
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.884778911564626,0.0489270817589406,0.8763888888888889,0.1250694251650303,0.6309982174688058,0.129230997885689,0.723016480595428,0.1005905949867963,0.9301736111111112,0.052779381348736
d_num_to_pca,No sampling,,After,Yes,MLP,0.8230867346938776,0.018373497096437,0.05,0.082915619758885,0.1666666666666666,0.2581988897471611,0.0763636363636363,0.1240634335216871,0.5224068428184282,0.1304730850943998
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7085884353741496,0.160822139241382,0.7513888888888889,0.2687742237145023,0.3726156109336888,0.1878183629077994,0.4918479407133467,0.2207545749062192,0.7885569105691056,0.1911988194790217
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6775510204081632,0.091490473772693,0.5652777777777778,0.2828734012082279,0.3382017543859649,0.2422291675377526,0.3521792359388267,0.1436724306960395,0.6886788617886179,0.1539622819023775
d_num_to_pca,No sampling,,After,Yes,MLP,0.8313350340136054,0.0174143867655854,0.025,0.075,0.1,0.3,0.04,0.12,0.5936288956639565,0.1764554312636689
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8869047619047619,0.0496568789290172,0.851388888888889,0.1752478403734424,0.6187101787101785,0.1225369237341738,0.7130484352398473,0.1349425898422666,0.9309188685636856,0.0731804102836267
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8622448979591837,0.0683583035444382,0.851388888888889,0.1922545332509888,0.5704254568960451,0.1529208158553238,0.6770447330447331,0.1575213818874438,0.9196231368563684,0.072915271552969
d_num_to_pca,No sampling,,After,Yes,MLP,0.829251700680272,0.0156104014592012,0.0236111111111111,0.0473242362150022,0.2,0.4000000000000001,0.0422222222222222,0.0845905169363301,0.4875906165311653,0.1651225935932904
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.773937074829932,0.1004017397799917,0.6916666666666667,0.1865252440466616,0.4380952380952381,0.1119607654021061,0.5136866531769081,0.1082164365492061,0.8049085365853659,0.1271761433017961
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6074829931972788,0.1692789731086825,0.5902777777777778,0.2459745357190907,0.2512143775434355,0.1065260704645341,0.3432524746208957,0.1319997957614469,0.6740845189701898,0.1746979049869186
d_num_to_pca,No sampling,,After,Yes,MLP,0.8394132653061224,0.0207333519957213,0.0625,0.128086884574495,0.175,0.3544361719689455,0.09,0.1813835714721705,0.7035340447154471,0.195831692335918
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8930697278911565,0.0456214615333738,0.8388888888888889,0.1685312368013057,0.6446053946053947,0.1212503381823606,0.721453634085213,0.1220108301416006,0.92911331300813,0.0621838348037096
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8848639455782313,0.0510267144628674,0.8763888888888889,0.1369940185231133,0.6224222999222999,0.1198539194520259,0.7206967739862477,0.1109421753657994,0.9375948509485096,0.0549024126791973
d_num_to_pca,No sampling,,After,Yes,MLP,0.8416666666666668,0.0198943249195778,0.0625,0.1007782218537318,0.3,0.458257569495584,0.1022222222222222,0.1627540748764493,0.5422967479674797,0.1171038126556052
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.730654761904762,0.0849770748995295,0.6152777777777778,0.2285598025317079,0.3374837494806535,0.1219101507302405,0.4285179650345217,0.1533000344341452,0.7542505081300813,0.1468142047628582
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7698979591836734,0.0689265593681403,0.6180555555555556,0.2026302735964638,0.4111138208197031,0.1779460943859478,0.4742696835328414,0.1460604068202277,0.8202532181571816,0.0940663941697021
d_num_to_pca,No sampling,,After,Yes,MLP,0.8434523809523808,0.0417627830727212,0.0875,0.2239559108396114,0.2,0.4000000000000001,0.1079365079365079,0.2583744755476292,0.6864134485094853,0.2150334162900808
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8786564625850339,0.0441379776060021,0.8013888888888889,0.2184621121486387,0.5893523143523142,0.1191576448985968,0.6762440414762396,0.1571401310310387,0.934117547425474,0.0566952782118429
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8724064625850341,0.0500150558397928,0.913888888888889,0.1121135337256142,0.5846620046620047,0.1122697071001757,0.7088038277511962,0.102881020227292,0.9333350271002708,0.0545582136188928
d_num_to_pca,No sampling,,After,Yes,MLP,0.8313350340136054,0.0195717286413642,0.0875,0.0976281209488331,0.3416666666666667,0.3986957904635228,0.1308080808080808,0.140988717952678,0.5424822154471545,0.1518923074019285
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5838860544217687,0.2093441784055105,0.7125,0.2239559108396114,0.2817629068349748,0.0963798543405056,0.3815032923653613,0.0808487763023549,0.7038109756097561,0.1771383278703369
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7261054421768708,0.1274967004515624,0.5180555555555555,0.3235276477967361,0.2860797780650722,0.2159821720425337,0.3500325814536341,0.2305342519019502,0.6801930894308945,0.1752719717702072
d_num_to_pca,No sampling,,After,Yes,MLP,0.825297619047619,0.0424806179313978,0.1625,0.1484292760879739,0.3871428571428571,0.3681420533280209,0.2116394716394716,0.1880039589897995,0.6324661246612465,0.1266907994255053
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8482142857142858,0.1500321494385412,0.8388888888888889,0.1379412113103904,0.6086670761670762,0.1501243407957962,0.6875361197110423,0.1416155113615424,0.921742886178862,0.048316809069336
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8107142857142857,0.0660719757635874,0.851388888888889,0.1093700395700557,0.4830593319723754,0.1071087171806904,0.6076559423123238,0.092540437264815,0.8969266598915988,0.0607785487034904
d_num_to_pca,No sampling,,After,Yes,MLP,0.8149659863945578,0.0347454223940762,0.0625,0.1007782218537318,0.2,0.339934634239519,0.0871572871572871,0.1368513233487739,0.4862499999999999,0.1815134011928914
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5580357142857142,0.1952085616469242,0.6236111111111111,0.2981715110469141,0.233067000440955,0.1153241510073943,0.3226410382307948,0.164637572804737,0.6145333672086719,0.2228176496687226
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5951530612244897,0.1019901021934942,0.5402777777777777,0.2875,0.2094357075613614,0.0860817302193261,0.2941413907324577,0.1309046659152975,0.6027532181571815,0.1505530209552353
d_num_to_pca,No sampling,,After,Yes,MLP,0.8561649659863946,0.0404953230734521,0.2736111111111111,0.2735123905379384,0.53,0.4159193297851026,0.3195115995115994,0.2859717321072957,0.7783172425474254,0.1585367317178355
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8133928571428571,0.1032945320787806,0.7652777777777777,0.205015243335709,0.4961839630957277,0.1492893717114848,0.5890850128693041,0.1597637698098093,0.8861136517615176,0.0840549000502388
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8499149659863946,0.0506748501870771,0.8638888888888889,0.1181453906563152,0.5434054834054833,0.1103930395868353,0.6614423054697655,0.1005306713807355,0.9090743563685636,0.0548385583338908
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7980403116531166,0.072108593567686
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8582482993197278,0.0366185727650587,0.7388888888888889,0.1818118685772619,0.5510350760350761,0.0974376434543388,0.6270429639160289,0.1244120658892369,0.9010586043360436,0.0727744125956621
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7925170068027211,0.0587685934020608,0.7166666666666666,0.1664582029619848,0.4297747350688527,0.102214072063308,0.5358444530298077,0.1246394406071304,0.8601719173441735,0.0877153730487025
d_num_to_pca,No sampling,,After,Yes,MLP,0.9218537414965986,0.0497106545315518,0.7527777777777778,0.2166666666666666,0.7911111111111111,0.1692541215804143,0.7523068924539513,0.1686589286511175,0.9403379065040648,0.0523451110846595
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9053146258503402,0.0473155453494265,0.851388888888889,0.1564027031593621,0.6853155178155178,0.1309639638747546,0.7510403513045187,0.1197998053648138,0.9428463753387532,0.0509135393348408
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9032312925170068,0.0334077634593353,0.8638888888888889,0.1181453906563152,0.6709451659451661,0.096760655437294,0.7488366638521438,0.0826283480801686,0.9381393970189702,0.0531926617216341
d_num_to_pca,No sampling,,After,Yes,MLP,0.8354166666666668,0.0085889615586101,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.7978463753387535,0.1148906904559609
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8167942176870749,0.0302573257969137,0.6652777777777777,0.1787786496077077,0.46752109002109,0.0687155248425313,0.540502884254735,0.0878927772110619,0.8884231029810298,0.066394839968478
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7901360544217687,0.0543679979898438,0.6791666666666666,0.1491294180681106,0.4281267343767343,0.1007044121847323,0.5205194193341993,0.1073951979389573,0.8608545054200543,0.059727486196022
d_num_to_pca,No sampling,,After,Yes,MLP,0.9301020408163264,0.0548802830666926,0.763888888888889,0.2204792759220492,0.8039141414141413,0.167069611893146,0.7741907464740281,0.1887697883569081,0.9409552845528456,0.0515853410778064
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9032312925170068,0.0444253691595446,0.8763888888888889,0.1479606742047058,0.6663364413364413,0.1134481925785446,0.7515090475549487,0.1117080795280083,0.9431326219512196,0.0505098886331777
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8991496598639456,0.0374081046584386,0.851388888888889,0.1349511228391804,0.6593795093795094,0.1010882453858854,0.737185477061638,0.0958882494852242,0.9350338753387536,0.0597121808852302
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8348560298102982,0.0709110149561023
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.837670068027211,0.0599567587947352,0.6888888888888889,0.2195323312053248,0.5072979797979797,0.1499244195050916,0.580144244300591,0.170024581997343,0.8980487804878049,0.0821904316033475
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8273809523809523,0.055356750993942,0.8027777777777778,0.1493039405597409,0.4950925545043192,0.1068474044253523,0.609770295303476,0.1190508028374752,0.896767445799458,0.0725255388053816
d_num_to_pca,No sampling,,After,Yes,MLP,0.9301020408163264,0.039372309367973,0.7402777777777778,0.1895260902590693,0.8349206349206348,0.1309307341415954,0.768600076394194,0.1407349458860042,0.9371620934959348,0.0573053462951173
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8991496598639456,0.0428590830734555,0.851388888888889,0.1564027031593621,0.6617549117549116,0.1134845276756336,0.7371076027665071,0.1100144732912291,0.9462076558265584,0.0482395791578142
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8991071428571429,0.0465863210852086,0.851388888888889,0.1564027031593621,0.6655932955932955,0.1315994050399985,0.7384147923089908,0.1173147916460604,0.9354310636856368,0.0581596914914736
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8318656842818429,0.071024422141985
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8540816326530611,0.0679465933874837,0.6888888888888889,0.2265379536511364,0.5478571428571428,0.1606338423014185,0.6070209838321292,0.1834712619433046,0.8902024051490514,0.0913020341537968
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.804719387755102,0.0589329426037294,0.7541666666666667,0.1077709763031463,0.4685195441813088,0.1165411108194389,0.5697573677276193,0.0974476416275074,0.8879234417344174,0.0689842767479501
d_num_to_pca,No sampling,,After,Yes,MLP,0.9301445578231292,0.0393364120926976,0.763888888888889,0.1816207893141947,0.8046428571428571,0.0999861495195309,0.7755442433383609,0.133696809255514,0.939041327913279,0.0576781329204907
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9032312925170068,0.0404587690456374,0.8388888888888889,0.1488380924957646,0.6776659451659451,0.106216934354897,0.7422681757676373,0.1029618659281052,0.9418284214092144,0.0530864097128734
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8971088435374149,0.043269280210457,0.851388888888889,0.1564027031593621,0.6540548340548341,0.112310114036361,0.7329707901467224,0.1108992322390682,0.9351295731707318,0.0563971698469852
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7297620257452574,0.0962881267835955
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7697278911564627,0.0540431798650439,0.6291666666666667,0.2095381826780026,0.3788727938727939,0.1184571802954431,0.4706792012970502,0.147812404632277,0.8278650067750677,0.1002360222559529
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7533163265306122,0.0531005926257145,0.6166666666666666,0.1979057014506319,0.3556501831501831,0.1100442332992556,0.4484439686485723,0.1380927923409689,0.8121680216802168,0.0919685269066496
d_num_to_pca,No sampling,,After,Yes,MLP,0.8993197278911564,0.0403848007888941,0.4180555555555555,0.2335192711533675,0.93,0.1552417469626002,0.5434254634254635,0.2401808172591347,0.9409053184281844,0.049627894785119
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.901190476190476,0.0401573973288799,0.8763888888888889,0.1479606742047058,0.6547943722943723,0.0994905367452461,0.7455196703880914,0.1069345026303475,0.9410992547425474,0.0521830222841697
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8950680272108844,0.0361818478858248,0.913888888888889,0.097182531580755,0.6336596736596737,0.0898599403188627,0.7455217754531256,0.0837333935823005,0.933633130081301,0.055804682391706
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6965684281842819,0.1124853611602577
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7574404761904763,0.0507547826066498,0.5916666666666666,0.2179449471770336,0.3518253968253968,0.1145738727143571,0.4401196842373313,0.1502058887839914,0.8274483401084011,0.1048106124984171
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7470663265306122,0.0612458774292806,0.6291666666666667,0.1858258593414813,0.3560360554478202,0.1091780098099844,0.4518692997823432,0.1326795259752916,0.8129251355013549,0.0906326580956375
d_num_to_pca,No sampling,,After,Yes,MLP,0.897236394557823,0.0388704279322788,0.4055555555555555,0.2253084305765962,0.93,0.1552417469626002,0.5331690531690532,0.2323825871974259,0.9439540989159892,0.0487834770134471
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8991071428571429,0.0398396151242128,0.8763888888888889,0.1479606742047058,0.6496661671661671,0.1000664088024677,0.7417101465785676,0.1055959841664598,0.9410992547425474,0.0508487577493361
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8930272108843538,0.0376577811997806,0.913888888888889,0.097182531580755,0.6291724941724942,0.0933148891432411,0.7421884421197922,0.0861089989712416,0.9329962737127372,0.0558257284369482
d_num_to_pca,No sampling,,After,Yes,MLP,0.8046343537414966,0.0327614160687019,0.0625,0.1007782218537318,0.0761904761904761,0.1245399698154478,0.0685714285714285,0.1111310639681129,0.5391404132791328,0.1917142815968482
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6613945578231293,0.2029717730767661,0.6,0.2610076627227637,0.3125877099091385,0.1624366935731524,0.3960276474886275,0.184414227697453,0.6701863143631437,0.1837058319037517
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6664115646258504,0.1441104772939148,0.6402777777777777,0.206701945913541,0.3062854936168279,0.1313923650209467,0.4009633886204344,0.1562399719493516,0.6924271680216803,0.1602018629205695
d_num_to_pca,No sampling,,After,Yes,MLP,0.8416241496598639,0.0203009246672034,0.0736111111111111,0.1495943589251353,0.2299999999999999,0.3689173349139343,0.1019425019425019,0.1890016018763209,0.5700000000000001,0.13755842902336
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8889455782312925,0.052865858945692,0.826388888888889,0.170018381359193,0.6346270396270397,0.1421671012195753,0.7125647451963241,0.139882503141777,0.9329217479674796,0.0636178342294393
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8766581632653061,0.0387182424476139,0.8763888888888889,0.1250694251650303,0.5894155844155844,0.0838203260587032,0.7027112907433273,0.0941161611773602,0.9264668021680216,0.060625863487053
d_num_to_pca,No sampling,,After,Yes,MLP,0.8313350340136054,0.0354205455569169,0.1361111111111111,0.1973786547054501,0.3166666666666666,0.3609401304617952,0.1724675324675325,0.2257177229872931,0.5261415989159891,0.2356612912326121
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6776785714285715,0.1118513201924688,0.6041666666666666,0.2494786229987117,0.3012633930397088,0.1475019398176705,0.3926441688538463,0.1687294934548739,0.7633545054200541,0.1378380538301466
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6957057823129251,0.0708173174640034,0.601388888888889,0.2239559108396114,0.2978556015707718,0.1038656067148268,0.3946403398309024,0.1356998954890784,0.7584044715447155,0.1152873450859507
d_num_to_pca,No sampling,,After,Yes,MLP,0.8396258503401361,0.0192379942073187,0.05,0.1,0.2,0.4000000000000001,0.08,0.16,0.663340108401084,0.1363730367520503
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9013180272108844,0.0418335587603228,0.8388888888888889,0.1861525658640723,0.6548196248196249,0.0974437078546942,0.731922944616443,0.1290711239545282,0.9343885501355016,0.0641671143169229
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8932397959183674,0.0528222949207186,0.8638888888888889,0.1421560175769332,0.6438636363636363,0.1360562402282618,0.7329166105801589,0.126724660419597,0.927356876693767,0.0653920589848812
d_num_to_pca,No sampling,,After,Yes,MLP,0.8312925170068027,0.0220300466570749,0.0875,0.1858258593414813,0.2555555555555555,0.4068851871911234,0.1032679738562091,0.1838867719823188,0.5401448170731706,0.2070124394115175
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7122448979591837,0.1218642738658532,0.6166666666666666,0.2406588179698942,0.3423185556273792,0.1579207854648908,0.4309067479834743,0.1790798562690782,0.7583689024390243,0.1716925231921219
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5641156462585034,0.2001114134178548,0.7041666666666666,0.2564785566085399,0.2507235846283593,0.0893164560024031,0.3594422293106504,0.1192281929934429,0.6400677506775068,0.2082526205067366
d_num_to_pca,No sampling,,After,Yes,MLP,0.8395833333333333,0.0112184488227479,0.0736111111111111,0.0821795121804834,0.45,0.4716990566028302,0.12,0.1246030735011216,0.7336255081300813,0.2028835554902951
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8890306122448978,0.0409657483212208,0.8138888888888889,0.1511529762268088,0.6408716283716285,0.1315150156835296,0.7090705931495405,0.1141451672348982,0.9313550135501354,0.064140849567385
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8746598639455783,0.0666052490240564,0.888888888888889,0.152525043481026,0.5935697635697637,0.1410435286926847,0.7090301511354142,0.1450308344309268,0.9247289972899728,0.078387048947047
d_num_to_pca,No sampling,,After,Yes,MLP,0.8271258503401361,0.0190827012324026,0.0236111111111111,0.0473242362150022,0.1333333333333333,0.3055050463303893,0.0388888888888888,0.0787635937708768,0.4398280826558266,0.0969035406660679
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7265731292517007,0.0994775215551806,0.5902777777777778,0.2329237476562281,0.3392315772462831,0.1454385677239647,0.4269076703347803,0.1736442551878262,0.7388177506775067,0.1593387373547078
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6606292517006803,0.1396913453488969,0.7166666666666666,0.2491652731287675,0.3055679483914778,0.1311122117432365,0.4234554282926376,0.1687010605983181,0.7507926829268292,0.1677885241228819
d_num_to_pca,No sampling,,After,Yes,MLP,0.8293367346938776,0.045306534210913,0.0625,0.128086884574495,0.2,0.4000000000000001,0.0945454545454545,0.1918677230294242,0.5757291666666666,0.2311225608551597
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9032738095238096,0.0334521312964272,0.8638888888888889,0.1307032261779843,0.6646270396270395,0.0827281109709056,0.7472207479483022,0.0875559474988778,0.9471485433604336,0.0459506888050421
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8829931972789116,0.0529181499243902,0.888888888888889,0.1178511301977579,0.6148057498057498,0.121044240586472,0.7218367957404167,0.1121348420850675,0.9334264905149052,0.0566059989445875
d_num_to_pca,No sampling,,After,Yes,MLP,0.8313775510204081,0.0323728409779904,0.1375,0.1179247641507075,0.4466666666666666,0.4206344414492628,0.2001243201243201,0.1704305719000797,0.6344918699186992,0.0949245924153279
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6826105442176871,0.166168217447084,0.6152777777777778,0.3098218574170217,0.3137928194993412,0.2081985954148575,0.378757162294893,0.193837258161658,0.7048416327913279,0.1320952835698761
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5471938775510206,0.2170993474430264,0.6916666666666667,0.2380476142847616,0.2528055835958745,0.1076697882106238,0.3579526837793179,0.1303387130583739,0.6624923780487805,0.1693874098257291
d_num_to_pca,No sampling,,After,Yes,MLP,0.8395408163265307,0.0198852363534418,0.1236111111111111,0.1118810131841462,0.3999999999999999,0.3511884584284246,0.1872727272727273,0.1670452999380855,0.6791632791327913,0.1083400171112338
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8907738095238095,0.0485135443032608,0.8402777777777779,0.1572882174014739,0.6335353535353535,0.1141063680889241,0.7191262469900241,0.1214874008061352,0.9262178184281844,0.0567934711940176
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8643707482993197,0.0687950921543191,0.826388888888889,0.128086884574495,0.5902819402819401,0.1515848626782658,0.6803561192550289,0.1342028728227746,0.9206741192411924,0.0576099213059313
d_num_to_pca,No sampling,,After,Yes,MLP,0.8274234693877551,0.042340812639141,0.0875,0.1858258593414813,0.2333333333333333,0.3741657386773941,0.1136507936507936,0.2168920857725064,0.5694563008130082,0.178237827632735
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6004676870748299,0.2263140015182273,0.6097222222222223,0.3265188866410844,0.2461394349661529,0.159325822206521,0.3308000095306597,0.183029434162936,0.6043860094850949,0.1982995256018032
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6176870748299319,0.2516142524899727,0.4555555555555555,0.3727711541057507,0.1747239665096808,0.1546790036666206,0.2323357413140694,0.1815053015793336,0.536803014905149,0.2036627641286157
d_num_to_pca,No sampling,,After,Yes,MLP,0.8312925170068027,0.0273723684098113,0.1125,0.1305038313613818,0.35,0.393064880140671,0.1591452991452991,0.1742993864995579,0.6003040311653117,0.1708943388768619
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8451105442176872,0.1091669253186605,0.8277777777777778,0.1488380924957646,0.5777664002664002,0.1541257487241348,0.6635104807473228,0.1327486311211759,0.9156131436314364,0.0470339566930255
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7924319727891156,0.114953721219108,0.8388888888888889,0.0982485510212633,0.4790957955088389,0.1381439809135345,0.5984217369042053,0.1274959936586714,0.8970248983739838,0.0733445813007382
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7832427168021681,0.1098841736227999
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8315051020408163,0.0521886689924337,0.6513888888888889,0.2092065035105532,0.4913949938949938,0.1347693435880776,0.554731441775795,0.1608313099921404,0.8851456639566395,0.0688775104720816
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7737244897959183,0.0547439443230767,0.7277777777777777,0.1464866319270578,0.4067358703388114,0.0819717696310635,0.5190478160706993,0.0975176833797526,0.8593656842818428,0.0776161838568936
d_num_to_pca,No sampling,,After,Yes,MLP,0.9403061224489796,0.044932732359804,0.763888888888889,0.1980810720667452,0.8718253968253968,0.1377824408544518,0.799694847636024,0.1563607151952532,0.9405809620596208,0.0525519926703151
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9073554421768708,0.0417483450790037,0.8388888888888889,0.1488380924957646,0.693867243867244,0.1101215893877094,0.7511132050074034,0.104270353197607,0.9403116531165312,0.0538492852491605
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.894982993197279,0.0447577077876508,0.851388888888889,0.1349511228391804,0.655997335997336,0.1259585310526398,0.7322276278932625,0.1044294136591138,0.9290447154471544,0.0589848899914057
d_num_to_pca,No sampling,,After,Yes,MLP,0.8375,0.0138187467107289,0.025,0.075,0.1,0.3,0.04,0.12,0.8250338753387533,0.0899334254550034
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8377551020408165,0.0658028669286837,0.725,0.2423839928708164,0.49995115995116,0.1549155980281809,0.5902135463435773,0.1876989330528052,0.8789981368563685,0.1012433254725148
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8149234693877551,0.0582889555963154,0.6902777777777778,0.1412370938056524,0.4778839869281046,0.1187212558883422,0.5571816529815588,0.1148921440268049,0.8847628726287262,0.0749519852722763
d_num_to_pca,No sampling,,After,Yes,MLP,0.9279336734693878,0.0483884819742155,0.726388888888889,0.223179362347368,0.8307936507936506,0.1690609578163981,0.7573652491299551,0.1736889682788956,0.9405614837398376,0.055592116916963
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9136479591836736,0.0362884334309795,0.851388888888889,0.1564027031593621,0.7104562104562103,0.1066011997808571,0.7646067427733871,0.0994461283177449,0.944401253387534,0.047474169621751
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.894982993197279,0.0398341471421361,0.851388888888889,0.1349511228391804,0.6504417804417805,0.1074971878780991,0.7304478160448008,0.0967435865064014,0.9313448509485094,0.0606243164417247
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.805465785907859,0.0880517583119738
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.855952380952381,0.0512490624586214,0.7388888888888889,0.2206367049145621,0.5491347541347542,0.1407398140151851,0.6225130280945331,0.1589447033181417,0.9081749661246612,0.0744210884053833
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8106292517006803,0.0463397146273294,0.788888888888889,0.1689427911059441,0.4584386446886446,0.083467548928074,0.578811405985319,0.1101349027933098,0.8941023035230353,0.0782291961649729
d_num_to_pca,No sampling,,After,Yes,MLP,0.9362670068027212,0.0417613330050185,0.763888888888889,0.2132747315344954,0.8498809523809523,0.1186068626533925,0.7857314417608535,0.1517859695560503,0.9405928184281842,0.0522080108463394
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9114795918367348,0.0415705889372938,0.851388888888889,0.1564027031593621,0.7015151515151514,0.1143446808465942,0.7608112080557901,0.1090930920841162,0.9397213753387534,0.0545597484028445
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8888180272108844,0.0445062901420708,0.8388888888888889,0.1488380924957646,0.6372599622599622,0.1177509876622695,0.7162627156125608,0.1077667736438758,0.9317301829268292,0.0597009982136353
d_num_to_pca,No sampling,,After,Yes,MLP,0.8354166666666668,0.0085889615586101,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.8109476626016259,0.1129939279641194
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8353741496598639,0.0543119773691038,0.7388888888888889,0.1902118701752221,0.5028638028638028,0.1228614600339407,0.5962816131237184,0.142222161647244,0.8981478658536586,0.0757403846906339
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8253826530612246,0.0526713646632662,0.788888888888889,0.0989528507253159,0.4963629507747155,0.0954695932604084,0.6052137686874529,0.0923213383330012,0.8997493224932247,0.0621418262023252
d_num_to_pca,No sampling,,After,Yes,MLP,0.9362244897959184,0.0467428035869414,0.7763888888888889,0.2083749958341664,0.8373015873015873,0.139341665603805,0.7906892453951277,0.1612515811320324,0.9405962059620596,0.0541789083106365
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.901232993197279,0.0441469254902539,0.851388888888889,0.1564027031593621,0.6678155178155177,0.1151905072361917,0.7413181290822966,0.1131033213812909,0.9440625,0.0495909995399323
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8991071428571429,0.0457985532154685,0.851388888888889,0.1349511228391804,0.6664285714285715,0.1293422977745775,0.7399298544742077,0.1107703255963365,0.9299712059620596,0.0603702098185979
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7010450542005421,0.0911378959250304
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7675595238095237,0.049373229982315,0.6041666666666666,0.2009093908540199,0.3730736991766403,0.1077981839557224,0.4562197938463924,0.1357409630744608,0.8259959349593495,0.0903755010149057
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7491921768707483,0.0762960431073019,0.6541666666666666,0.1455950434138012,0.3755684838037779,0.1290173454242435,0.4732941165115078,0.1339461742852885,0.8035340447154471,0.0866657038254209
d_num_to_pca,No sampling,,After,Yes,MLP,0.897236394557823,0.0388704279322788,0.4055555555555555,0.2253084305765962,0.93,0.1552417469626002,0.5331690531690532,0.2323825871974259,0.9404420731707316,0.0513292912907249
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9032312925170068,0.0394159024648117,0.8638888888888889,0.1719980620045857,0.6656277056277057,0.0970576286539267,0.7440840961583997,0.1120112986797689,0.9389727303523034,0.0527320680565661
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8930272108843538,0.0376577811997806,0.9013888888888888,0.1087332362558324,0.6298717948717949,0.0926563611388983,0.7386796701899676,0.089752662353436,0.9342809959349594,0.0545581176084252
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7444952574525745,0.1001501890218029
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7616496598639456,0.0463728609718768,0.6041666666666666,0.2009093908540199,0.3608721833721833,0.1093562974599917,0.4503503003031877,0.1410758905799083,0.8058045392953929,0.104989846005746
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7409863945578231,0.0511653977261578,0.6041666666666666,0.1760385847856467,0.3409927817280758,0.0862390390749144,0.4332891022021456,0.1161208963728213,0.8167742208672086,0.0751671021198458
d_num_to_pca,No sampling,,After,Yes,MLP,0.897236394557823,0.0388704279322788,0.4055555555555555,0.2253084305765962,0.93,0.1552417469626002,0.5331690531690532,0.2323825871974259,0.9390921409214092,0.0525055794459117
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.907312925170068,0.0386512097972168,0.8763888888888889,0.1479606742047058,0.6767532467532467,0.0978037051358076,0.7577014729336711,0.1004377054373523,0.9396942750677508,0.0513345592031393
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8930272108843538,0.0376577811997806,0.9013888888888888,0.1087332362558324,0.6298717948717949,0.0926563611388983,0.7386796701899676,0.089752662353436,0.9339608739837398,0.0561554012014474
d_num_to_pca,No sampling,,After,Yes,MLP,0.829251700680272,0.0125251378500149,0.0375,0.0800390529679106,0.1,0.2,0.0533333333333333,0.1107549848389076,0.583155487804878,0.1324009495167116
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5119897959183672,0.2990051420633636,0.5625,0.4339138739427445,0.1475726654298083,0.1080632513938245,0.2156879744505477,0.1429420887644966,0.5820968834688346,0.1280985645334267
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.4060799319727891,0.3048414506522185,0.6875,0.4515597967047111,0.1264934293600052,0.0893064325026584,0.2125142263436274,0.146456554268387,0.516423611111111,0.174476291074353
d_num_to_pca,No sampling,,After,Yes,MLP,0.829251700680272,0.0179854477093908,0.0,0.0,0.0,0.0,0.0,0.0,0.5389032859078591,0.1378386599914907
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8604166666666668,0.1025744355805839,0.851388888888889,0.1349511228391804,0.6099019976897215,0.1816558822712046,0.6942030320179725,0.1536880643606047,0.8998661924119242,0.1086037866507548
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8950680272108844,0.0480490335314364,0.851388888888889,0.1460712345246508,0.647993672993673,0.1219438616365191,0.731031991744066,0.1238901111981305,0.9301160230352304,0.0619049312595894
d_num_to_pca,No sampling,,After,Yes,MLP,0.8354591836734695,0.0152172875579704,0.025,0.075,0.1,0.3,0.04,0.12,0.5604480013550135,0.13930742711004
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6141581632653061,0.2253471352076925,0.4152777777777777,0.3431117812673363,0.1554372384162376,0.1216708307029556,0.2080928722166124,0.1452661323999177,0.5234061653116532,0.1728985299660926
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.4582482993197279,0.2567042795731832,0.6263888888888889,0.411657388559413,0.1475484392043231,0.09431371385859,0.2311333751662122,0.140451024733892,0.5665243902439026,0.1534830172841963
d_num_to_pca,No sampling,,After,Yes,MLP,0.829251700680272,0.0125251378500149,0.0,0.0,0.0,0.0,0.0,0.0,0.4477117208672087,0.1281293578743609
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9012329931972788,0.045956951067325,0.7777777777777778,0.1748014746950252,0.6857323232323231,0.133178066835315,0.7212426900584795,0.1340194088594173,0.9380953590785908,0.0524044759814675
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8602040816326528,0.0681238153352848,0.8138888888888889,0.196143371598997,0.5693883893883893,0.1709280226851825,0.6630455663299922,0.1677806925897723,0.9124153116531164,0.0844502296922319
d_num_to_pca,No sampling,,After,Yes,MLP,0.8042942176870748,0.0518944583092164,0.075,0.0829156197588849,0.195,0.2934516806714333,0.0924553224553224,0.0940250592219477,0.5459281842818429,0.06935296413185
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.4264880952380953,0.2473622099604002,0.775,0.325,0.1922134895314619,0.1090774580816648,0.3009120961597741,0.150687451302924,0.5791209349593496,0.2189915945131915
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5722789115646258,0.2640173296252537,0.6125,0.3768703357920334,0.2189607477590106,0.1456880795402031,0.2999999136283966,0.178219673287089,0.6413313008130082,0.1556361810483147
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.5154539295392955,0.1451312613904839
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9073554421768708,0.0414955749079141,0.8388888888888889,0.1379412113103904,0.6959415584415585,0.1254386650953487,0.7521442755730681,0.1034316021780146,0.9319325880758808,0.0670117944115595
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8724489795918368,0.0660887176532111,0.826388888888889,0.1956559480312316,0.5947435897435898,0.1683194457701918,0.6863676959584889,0.1692654708632998,0.9099559620596208,0.0736776342062018
d_num_to_pca,No sampling,,After,Yes,MLP,0.8251275510204081,0.0161453260042645,0.025,0.075,0.04,0.12,0.0307692307692307,0.0923076923076923,0.4848949864498645,0.1159987223180724
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.527593537414966,0.3044828332751949,0.525,0.4636809247747852,0.116626650660264,0.1067612670908591,0.1850578169561835,0.1631579012771355,0.5079598577235773,0.1593109609820776
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.4435799319727891,0.2943219980684717,0.6291666666666667,0.4331930862790864,0.1281375412834379,0.0893950150436832,0.2088615723080918,0.1400903985556642,0.5688025067750677,0.1579651899019259
d_num_to_pca,No sampling,,After,Yes,MLP,0.8353741496598639,0.0092776746237998,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.4726880081300812,0.1592428897459385
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8907312925170068,0.0397341844854592,0.8138888888888889,0.1511529762268088,0.6581654456654457,0.1311739413251369,0.7144518046453031,0.0942456371831003,0.9268783875338752,0.0647012791236334
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8603741496598639,0.0877512704827194,0.8625,0.171846588560844,0.5834130343340871,0.1924997616646591,0.6873316498316498,0.178682419131819,0.9201321138211382,0.0804549559376832
d_num_to_pca,No sampling,,After,Yes,MLP,0.8252125850340135,0.0326692502119767,0.0611111111111111,0.0612372435695794,0.3333333333333333,0.3872983346207417,0.1008080808080808,0.1016161616161616,0.5344190379403795,0.1574033057669142
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6207057823129252,0.2088529935994854,0.475,0.425,0.1332549615590917,0.1166337246348268,0.2057231134878193,0.180477647233457,0.555681741192412,0.1976608617136884
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.4670068027210884,0.235967947534981,0.5680555555555555,0.3359532457550207,0.1777856360736795,0.1115751748439534,0.251401075685104,0.1248725069682531,0.519190379403794,0.1960344997560457
d_num_to_pca,No sampling,,After,Yes,MLP,0.8334183673469389,0.0264172639728105,0.1,0.1224744871391589,0.2983333333333333,0.3799451714831145,0.1423853923853923,0.1731119761280111,0.5540582655826559,0.1380759935692079
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8784438775510204,0.050555724723822,0.8152777777777779,0.1495943589251353,0.6189739500265816,0.1196660463898074,0.6939083820662768,0.1076418413697677,0.925676659891599,0.0495368899703661
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8045493197278912,0.0974348526076991,0.7388888888888889,0.2473470346609305,0.4629084125368954,0.1775339633103455,0.5641883936895378,0.1998715280453087,0.8680360772357723,0.1051304974749219
d_num_to_pca,No sampling,,After,Yes,MLP,0.7843962585034013,0.1737843789221984,0.1972222222222222,0.2101586702153082,0.4883333333333334,0.4106938573249477,0.2093045843045843,0.1464752924826121,0.5539490176151762,0.1610485232425774
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5529336734693877,0.2130512108002623,0.6125,0.3281101187101672,0.2004217976640336,0.0979692170016133,0.292087510027666,0.1389737621349365,0.6200465785907858,0.2176790633487749
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.517389455782313,0.2958115943552823,0.5416666666666666,0.4306003560921271,0.1654548391885637,0.1472134981259775,0.2055016328700539,0.1460456272756,0.5532359417344174,0.1423353128567674
d_num_to_pca,No sampling,,After,Yes,MLP,0.8230442176870749,0.0412633191439998,0.1638888888888889,0.2603416558635551,0.2366666666666666,0.3260708852722399,0.1744322344322344,0.2370532171270234,0.5316548102981029,0.1502976652801395
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8476190476190476,0.0601200699429092,0.851388888888889,0.1228283581081972,0.542989232989233,0.1232820135538329,0.6577610998205965,0.1155700476479939,0.9142606707317074,0.055580201169037
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7847363945578232,0.0961599069724005,0.7625,0.2197299478905868,0.4394365438483086,0.1482672277076881,0.5505022153717807,0.1651061688962605,0.8671798780487805,0.1054744281663834
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7287423780487805,0.1037969420446216
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6974489795918367,0.056939209822058,0.6180555555555556,0.2380840771193609,0.2999037270629342,0.0967882638202112,0.396437189861638,0.1216977466001924,0.770030487804878,0.1262009797355534
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6956207482993197,0.0785371981455246,0.6152777777777778,0.1993478952317614,0.303819127638787,0.1072443709907694,0.4034900788530552,0.1355403292536548,0.7347078252032521,0.1154181986360332
d_num_to_pca,No sampling,,After,Yes,MLP,0.9362244897959184,0.0352711822312179,0.7777777777777778,0.1455354099714415,0.831547619047619,0.094380438829029,0.7986974789915967,0.1088730298502303,0.9493326558265582,0.0483558784843783
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9156037414965984,0.0364974515452134,0.7652777777777777,0.1525819451966713,0.7497366522366522,0.1206237524454152,0.7484269497272593,0.110391264121983,0.950005081300813,0.0474135016222142
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9256802721088436,0.045831992332054,0.8138888888888889,0.170579079087156,0.7655952380952381,0.1408612838843806,0.782392623716153,0.1384858836448147,0.939717987804878,0.0577857461368463
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6391632791327914,0.1403301474789072
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6914965986394558,0.0841858637109429,0.5291666666666666,0.2507281063888397,0.2887778040672777,0.1290095832499311,0.3572945609676664,0.1300839379124701,0.7426287262872628,0.1274809487612892
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7245748299319728,0.0862931437826322,0.6180555555555556,0.1947665982086707,0.3336827362523956,0.1003448254596776,0.424925190088873,0.1273582855335925,0.7505445460704607,0.1023759035868022
d_num_to_pca,No sampling,,After,Yes,MLP,0.9279336734693878,0.0298378828539272,0.763888888888889,0.1635118072529048,0.8096031746031747,0.1073375362434916,0.7723669467787115,0.0982025593376408,0.9492750677506776,0.0525405334479992
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9196428571428572,0.0457503539988231,0.8013888888888889,0.1876850938259201,0.7511019536019536,0.1532901838880396,0.7647922502334267,0.1440961962364783,0.9391692073170732,0.0610737439163386
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9156037414965986,0.032682416872772,0.763888888888889,0.2058181505871411,0.7398701298701298,0.09177017353804,0.7383727040073789,0.1240135633695566,0.9332545731707318,0.0586252826366017
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.7024093834688346,0.1335052253638849
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7094387755102042,0.1187765986929108,0.576388888888889,0.226882556501033,0.3356798756798756,0.1597778517317722,0.4078062298428103,0.1602693978757209,0.7704708672086721,0.1021936757712448
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7017857142857142,0.067892404695899,0.6166666666666666,0.2131118642090737,0.3103085682433509,0.099949918591518,0.4044187818689126,0.1151732912243744,0.7661187330623307,0.0928406336600779
d_num_to_pca,No sampling,,After,Yes,MLP,0.9341411564625848,0.0420782849413774,0.763888888888889,0.2058181505871411,0.8265476190476191,0.1083504042018438,0.7821807440925088,0.1473893397324534,0.9449407181571816,0.0535809543323993
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.925765306122449,0.0326270313270279,0.788888888888889,0.1493039405597409,0.7858333333333334,0.1175262644667402,0.7769164332399626,0.0996237741165384,0.9443123306233062,0.0483470082285176
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9278911564625852,0.0313568041581686,0.7902777777777777,0.1369940185231133,0.7892748917748917,0.0999482700235529,0.7825578652513637,0.0940692777437113,0.93982554200542,0.0473436372286366
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6133587398373984,0.1246859212271399
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7269557823129251,0.1288938386391368,0.6291666666666667,0.2503123049312598,0.3681801531801532,0.1751755712764679,0.4464763365396622,0.1786648802219336,0.7756258468834688,0.1382424941304223
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7348214285714286,0.1061371398370874,0.5791666666666666,0.1801330526768107,0.3458446455505279,0.0906261309548077,0.4218273889852837,0.1187662884944251,0.7930995934959351,0.1051315810076994
d_num_to_pca,No sampling,,After,Yes,MLP,0.9361819727891156,0.0328221654452976,0.7902777777777777,0.1369940185231133,0.8250396825396825,0.0932803829526303,0.8020401493930907,0.0995651594417664,0.9402947154471544,0.0619496922273889
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9174744897959184,0.0447885741387922,0.788888888888889,0.1865252440466616,0.7434307359307359,0.1300522697132168,0.7556294488105633,0.1354386296066728,0.9405089769647696,0.0621788883665294
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.915561224489796,0.0302266914517026,0.7777777777777778,0.1656217242862649,0.7464971139971139,0.1032937314279331,0.7489095854266133,0.0952246101625512,0.9527184959349594,0.0424006298775675
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6731792005420054,0.119161873438058
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.684906462585034,0.0740541911196401,0.6416666666666666,0.2402255884233262,0.2949423239105402,0.0988348772323583,0.398001918621109,0.1271617038424818,0.8044131097560976,0.100113819782933
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7061649659863944,0.0687457928699816,0.5541666666666666,0.205015243335709,0.3001460875725582,0.1306960939617301,0.3856215538847117,0.1501263988097615,0.7494690040650406,0.1039228832662134
d_num_to_pca,No sampling,,After,Yes,MLP,0.8993197278911562,0.0392953760537179,0.4180555555555555,0.2267294643402131,0.93,0.1552417469626002,0.5452902652902654,0.2358427675341518,0.939308096205962,0.0532143618722021
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9093537414965986,0.0373616851610198,0.8638888888888889,0.1421560175769332,0.6871572871572872,0.103817129676947,0.7595384182381086,0.1016199315803995,0.9459722222222222,0.0497806508639109
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8929421768707483,0.0477701986429196,0.8763888888888889,0.1479606742047058,0.6369408369408369,0.123721247250554,0.7332522424405584,0.1209365457990532,0.9386026422764226,0.0496785129858835
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6799712059620597,0.0968494981881734
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7120748299319727,0.0889936509181627,0.6666666666666666,0.2236067977499789,0.3356968392804306,0.1216321014562253,0.437447862079441,0.1375086137305347,0.8003480691056911,0.0979814035382002
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7078656462585033,0.03104058901858,0.6791666666666666,0.2312781514396319,0.3150210836634985,0.0556844302614475,0.4248976754239912,0.0923298028148609,0.7898289295392955,0.0948122477183388
d_num_to_pca,No sampling,,After,Yes,MLP,0.9014030612244897,0.0406874426668442,0.4305555555555555,0.2342244887092532,0.93,0.1552417469626002,0.5555466755466756,0.2430191945016367,0.9384900067750678,0.0528394550357107
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9052721088435376,0.0361338531071271,0.851388888888889,0.1349511228391804,0.6780427905427906,0.106280972679172,0.748953634085213,0.0974391609163403,0.9475313346883468,0.0469866697179343
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8991071428571429,0.0375509905615207,0.9013888888888888,0.1087332362558324,0.6495382395382395,0.1006990893253555,0.7509123075067348,0.0895891857233321,0.9385027100271004,0.0492485061722078
d_num_to_pca,No sampling,,After,Yes,MLP,0.8066751700680272,0.0419003106692012,0.0597222222222222,0.0958333333333333,0.1233333333333333,0.2191143790605972,0.0792207792207792,0.1309629347112128,0.4717301829268292,0.1343724598299676
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5183673469387754,0.3000388026952063,0.5527777777777778,0.4422166387140533,0.1445384131913634,0.120121585418195,0.2118210838749991,0.1620815916945656,0.5698865176151762,0.1334616157143167
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5635204081632652,0.2558497545515097,0.3736111111111111,0.3841702819786501,0.1101599399449702,0.0789503794480876,0.1527955938110737,0.1180708929522737,0.5319097222222222,0.0880213252552644
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.5587889566395664,0.109890718404273
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9095238095238096,0.0185188776439486,0.8652777777777778,0.1011221758292633,0.6824747474747475,0.0570032004428566,0.7595614035087718,0.05380149535879,0.9412017276422764,0.0583576736282857
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8867772108843537,0.0545302947719875,0.851388888888889,0.1660927618999562,0.6245920745920744,0.1418757259695879,0.7162305943110897,0.1410996908436796,0.9308570460704608,0.0601837232977365
d_num_to_pca,No sampling,,After,Yes,MLP,0.8149234693877551,0.0296243480507441,0.0,0.0,0.0,0.0,0.0,0.0,0.511547256097561,0.172229507208695
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5265306122448979,0.2574755792927902,0.486111111111111,0.3864007706456543,0.1423450491307634,0.0773216116026219,0.2011470985155195,0.114735073848814,0.4874728997289972,0.157790390293406
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.3056547619047619,0.2286284943606959,0.8125,0.3318979511837938,0.1540087002542952,0.0522779004601541,0.2552272724250946,0.0869586500072759,0.5028624661246613,0.0983746143073001
d_num_to_pca,No sampling,,After,Yes,MLP,0.8169642857142858,0.041878388402304,0.0125,0.0375,0.0111111111111111,0.0333333333333333,0.0117647058823529,0.0352941176470588,0.5217903116531166,0.1215165589752907
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9072704081632654,0.0285374010301345,0.851388888888889,0.1093700395700557,0.6831371406371407,0.080715707080456,0.7533447589562141,0.0737868993963826,0.9278209688346885,0.0595963350896496
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8579931972789115,0.073036743418726,0.851388888888889,0.1564027031593621,0.5717909867909867,0.1565787208644909,0.6757721456240773,0.1469266147024566,0.9251346544715446,0.0685535409515192
d_num_to_pca,No sampling,,After,Yes,MLP,0.8169642857142858,0.0354119705994761,0.0,0.0,0.0,0.0,0.0,0.0,0.5210111788617886,0.1131750066541722
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.669345238095238,0.2569931358353131,0.2875,0.3793497726373379,0.1147619047619047,0.1302961914472903,0.1374070374070374,0.1388869340090405,0.4788448509485095,0.1829866761434264
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6441326530612245,0.2632700301919312,0.5694444444444444,0.3935239651039198,0.2681037998723516,0.1823815349994978,0.3175078231371137,0.2025126785460386,0.7011382113821139,0.1955557778462025
d_num_to_pca,No sampling,,After,Yes,MLP,0.83125,0.0085889615586101,0.0,0.0,0.0,0.0,0.0,0.0,0.4978489159891599,0.1518745914757176
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8992772108843538,0.0562323219736282,0.7902777777777777,0.1677568511599783,0.687070707070707,0.1571530525647378,0.7251831123812548,0.1452264406714812,0.9346578590785908,0.0570192288025321
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8683248299319729,0.061503183367032,0.8388888888888889,0.1589898669028242,0.5906794594294593,0.1585052993249774,0.6855205192124696,0.1426166637981494,0.920518292682927,0.0730447403602005
d_num_to_pca,No sampling,,After,Yes,MLP,0.8252551020408163,0.0339582883516198,0.05,0.114564392373896,0.15,0.3201562118716424,0.0745454545454545,0.1679137913404198,0.43496358401084,0.1808090386950931
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6385629251700681,0.2566031831952202,0.4125,0.3752082754950909,0.1925108225108225,0.1681938297648952,0.2196572458815021,0.1664817040943744,0.5385374322493225,0.1624606764326604
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.4498724489795919,0.2622911642100117,0.65,0.3864906208435076,0.151284774779477,0.0854445621436394,0.238253988758713,0.1278212425167101,0.5677083333333333,0.126917812031279
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.4560890921409214,0.0943522364577996
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8971938775510203,0.0527727692711573,0.826388888888889,0.1505199322349036,0.6787373737373738,0.15731300937974,0.7329713990859501,0.1243943034340326,0.939928014905149,0.057672661762113
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8411139455782312,0.0942380703932807,0.851388888888889,0.2002168962788993,0.5501635891341774,0.152431494705277,0.652704481792717,0.1521609670240604,0.9135365853658536,0.0650276379974291
d_num_to_pca,No sampling,,After,Yes,MLP,0.7454931972789116,0.1967114647244007,0.1375,0.2981715110469141,0.0635487528344671,0.0990726179953259,0.068266253869969,0.1073926255932192,0.5255360772357723,0.1375637017000673
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.649234693877551,0.2464478779120909,0.5,0.362284418654736,0.2967638793954583,0.1915828556855296,0.312972975251186,0.1958758076996079,0.5949271680216802,0.1856990931843281
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6547193877551021,0.1876286108113757,0.3875,0.3233129289094391,0.2805990803344041,0.2747551088636948,0.2230004332584977,0.1192587174330778,0.5288355352303523,0.1557327146251653
d_num_to_pca,No sampling,,After,Yes,MLP,0.8498724489795919,0.0271086848316866,0.1875,0.1875,0.5,0.4281744192888376,0.2528715728715728,0.2269878899484341,0.6092225609756098,0.1176635840447746
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8537414965986395,0.0564785266610878,0.8152777777777779,0.1140327681950334,0.5699376114081997,0.1451617952230028,0.6588349595021421,0.1050192192457424,0.92659891598916,0.050556756295397
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8418792517006803,0.0586057882588555,0.763888888888889,0.1816207893141947,0.5249953314659197,0.1312075118863231,0.6169998793775884,0.1396176053519056,0.8991268631436314,0.050988791537876
d_num_to_pca,No sampling,,After,Yes,MLP,0.825,0.0399190091544007,0.0625,0.1152443057161611,0.1892857142857142,0.3499453310073983,0.0855555555555555,0.1561931378015573,0.46380081300813,0.1746357819218583
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6565476190476192,0.1144403980826434,0.5319444444444444,0.3075722588993429,0.2350166390626917,0.1099307136248822,0.3122531340267289,0.1431536101621418,0.6405843495934959,0.1725307908509141
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6602891156462586,0.1683430804336224,0.5027777777777778,0.3185252475602732,0.2382713230219624,0.1534829824652996,0.2887974915806873,0.1531556438714154,0.5760552168021679,0.1443038088267066
d_num_to_pca,No sampling,,After,Yes,MLP,0.8087585034013605,0.0417034406650377,0.1361111111111111,0.1181453906563152,0.3605555555555556,0.3637293967691835,0.1806234288587229,0.1519012025659998,0.5223238482384823,0.1459977221224806
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8787414965986395,0.0626847770700355,0.7527777777777778,0.20172864061517,0.6371085858585859,0.1977145045511769,0.6753415401248218,0.1665465937554496,0.9160323509485094,0.08210722638415
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8500425170068027,0.0601140109168047,0.851388888888889,0.1660927618999562,0.5397002997002996,0.1146210476773437,0.6564319890635681,0.1271953237313874,0.9043377371273712,0.0653017529660996
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.631465108401084,0.0844436543944125
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7098639455782314,0.0928083444950081,0.5930555555555556,0.2293181317636168,0.3227450980392156,0.1298666505423273,0.4097757341424981,0.1501238462758745,0.7755352303523037,0.1475251922817418
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7079081632653061,0.067102020644021,0.5083333333333333,0.2491652731287675,0.2782738095238095,0.1191513519619111,0.3575511320166051,0.1612335640046145,0.7333528116531166,0.1142811994985953
d_num_to_pca,No sampling,,After,Yes,MLP,0.9280187074829932,0.0336884168106228,0.7277777777777777,0.1925703334715224,0.8170238095238096,0.1024692694624948,0.7589944695827049,0.1339732578531801,0.9463651761517616,0.0491408858020784
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9257653061224488,0.0364959408680922,0.788888888888889,0.1689427911059441,0.7796825396825396,0.1142147045709826,0.7747525676937441,0.1153003482400955,0.9436077235772358,0.0552746838262778
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9278911564625852,0.0338576355963647,0.8138888888888889,0.1404358295529393,0.7711507936507936,0.0999557489015672,0.7867063492063492,0.1035412061360249,0.9399491869918698,0.0572076173089108
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6265938346883468,0.1923555846566252
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7206207482993198,0.1295696905680196,0.601388888888889,0.2375,0.3764683927183927,0.2307573711401246,0.4373377979893801,0.1849565935967732,0.790829945799458,0.1280964814889192
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7001700680272108,0.1160349485421054,0.6055555555555555,0.2406588179698941,0.3164628588158,0.1211106712222979,0.4053798030090936,0.1424874516139023,0.7434281842818429,0.1144716745222191
d_num_to_pca,No sampling,,After,Yes,MLP,0.9341836734693878,0.0460994163186796,0.7513888888888889,0.1945882404805936,0.8467063492063491,0.155451257754368,0.7834455577102636,0.1530274060268597,0.9477540650406504,0.052365831381986
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9196428571428572,0.0440513945273448,0.8138888888888889,0.170579079087156,0.7366053391053391,0.1214231011573942,0.7673122757875079,0.1320700710976598,0.9388177506775068,0.0606301877644475
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9237244897959184,0.0350146072663106,0.8138888888888889,0.170579079087156,0.758510101010101,0.1040426136129005,0.7745090006312917,0.1109417620575072,0.9488236788617886,0.0474390364322068
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6952439024390245,0.0822664083016889
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7511479591836735,0.0554435625687605,0.5888888888888889,0.2519369409638495,0.3497025197025197,0.10840136085003,0.4288871028862953,0.1405818078554466,0.8026566734417344,0.1326158532506509
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6956207482993197,0.0979124204123873,0.5791666666666666,0.1801330526768107,0.306021631876895,0.1188070973764163,0.3922766457205816,0.1308485313883205,0.751681063685637,0.0955330041905288
d_num_to_pca,No sampling,,After,Yes,MLP,0.9341411564625852,0.0401809109206229,0.7777777777777778,0.1559023911155809,0.8226984126984128,0.1260805900713657,0.7934175465057818,0.1278858304503549,0.9404386856368564,0.062433056223069
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9237670068027212,0.0296060362073538,0.8013888888888889,0.1507504376260462,0.7630339105339105,0.0950938964350317,0.7734607351712615,0.0926457468325234,0.945230352303523,0.0542457697106794
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.921641156462585,0.0414910440480578,0.8013888888888889,0.1702224851317958,0.7562590187590188,0.1184461908484054,0.7688045434098065,0.1227849640561041,0.9454607046070462,0.0495916333637477
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6909180216802168,0.1121477352577029
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7451530612244899,0.08246352950803,0.6375,0.2589039397150997,0.3555897095680377,0.1370144568803855,0.4487073575511709,0.1693266926598848,0.7897891260162602,0.1226475375331176
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7103316326530612,0.1127045656980332,0.5791666666666666,0.1886078382959379,0.3272586346115758,0.1275936206938022,0.4135281027134573,0.148882883542523,0.7441742886178861,0.1560059458145112
d_num_to_pca,No sampling,,After,Yes,MLP,0.9340561224489796,0.0403900152004896,0.7763888888888889,0.1570673068747563,0.8361507936507937,0.1343871865573826,0.7932749766573297,0.118453944572078,0.943228319783198,0.0540458543803527
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9237244897959184,0.0337003002431067,0.8013888888888889,0.1702224851317958,0.7636111111111112,0.099601443417574,0.7715454643395819,0.1090249048909142,0.9465040650406504,0.0531486421072312
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9134778911564624,0.0356971989009095,0.8277777777777778,0.1130388330520878,0.7175649350649351,0.1176500317881831,0.7626160990712074,0.0933068502700091,0.9411949525745256,0.0531491646434416
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6553819444444444,0.1116492758286638
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.698001700680272,0.0873641313881958,0.6041666666666666,0.1929756029484902,0.3078025895672954,0.1107594078844257,0.4058203246029332,0.1387327544257015,0.7487889566395665,0.1203443413679656
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6812499999999999,0.0927843545700596,0.6541666666666666,0.2290151013943549,0.3007505394502299,0.1149240598355086,0.4097651881130142,0.1500465792825164,0.7516590447154472,0.1285465492436328
d_num_to_pca,No sampling,,After,Yes,MLP,0.9014030612244897,0.0406874426668442,0.4305555555555555,0.2342244887092532,0.93,0.1552417469626002,0.5555466755466756,0.2430191945016367,0.9396392276422764,0.0571276628411269
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9052295918367348,0.0386523556317848,0.851388888888889,0.1349511228391804,0.6817279942279942,0.1086635913420142,0.7503614316540013,0.0970199690539024,0.9450499661246612,0.0507187556373624
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8929421768707483,0.0410044735298585,0.888888888888889,0.1304372986874877,0.6328715728715729,0.1098606345330681,0.7354786252619069,0.1050709351479426,0.9397146002710028,0.0502912468315089
d_num_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.6177261178861788,0.0846240942276995
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7283163265306123,0.0735711317576986,0.6416666666666666,0.2402255884233262,0.3381443638061285,0.132738520103394,0.4372513154275168,0.1583742009527514,0.8112212059620596,0.1027935424461565
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7019557823129252,0.0692711521938404,0.6291666666666667,0.158607219255619,0.3121588496045017,0.0888601825208181,0.4144770424397546,0.1099512271795418,0.7407613482384824,0.0891194964071142
d_num_to_pca,No sampling,,After,Yes,MLP,0.899362244897959,0.0402952899203883,0.4194444444444444,0.2306392083849674,0.93,0.1552417469626002,0.5456565656565657,0.2383249132697028,0.9391920731707316,0.0534573339393541
d_num_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9073554421768708,0.0374996384590836,0.8638888888888889,0.1421560175769332,0.6805916305916305,0.0964235386070165,0.7553760515370422,0.0965822264842002,0.9453971883468834,0.0508591650753642
d_num_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.892984693877551,0.0439100241395004,0.888888888888889,0.1304372986874877,0.6351226551226552,0.1159935363624935,0.736527096241728,0.1091389310882325,0.9381978319783196,0.0506951246913163
d_original,No sampling,,After,Yes,SVM,0.8806547619047619,0.0201020929733315,0.3055555555555555,0.1369306393762915,0.95,0.1067187372905474,0.4432323232323233,0.1517821217011921,0.9448899051490514,0.0409408242492447
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.9238520408163264,0.0225207331549868,0.7027777777777777,0.170579079087156,0.8603030303030303,0.1309669484938705,0.7491452991452991,0.0733809594815681,0.9682918360433604,0.0215539983560807
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.7736819727891155,0.0606123290014075,0.9875,0.0375,0.4348525593847979,0.0780812167708832,0.5998541000876931,0.0734865803121728,0.9666514227642276,0.0208212809674696
d_original,No sampling,,After,Yes,SVM,0.9651785714285716,0.0258931363991955,0.888888888888889,0.1178511301977579,0.9148304473304474,0.0949844621754479,0.894096279537456,0.0783697858268269,0.9887991192411923,0.0121743651690678
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.9671768707482992,0.0246201004769294,0.8638888888888889,0.1181453906563152,0.9343253968253968,0.0673578236334572,0.8943160597572362,0.0840652363274268,0.9865294715447156,0.015592266923059
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.9671768707482992,0.0207975536153411,0.8638888888888889,0.1040832999733066,0.9361111111111112,0.0654990340141755,0.8951493930905695,0.0724524247985582,0.9874788279132792,0.0140096414231872
d_original,No sampling,,After,Yes,SVM,0.9176020408163266,0.0321226045687697,0.726388888888889,0.1762357165213049,0.7866558441558442,0.1270749896800806,0.7393253968253969,0.1084189476730679,0.9571443089430892,0.0343729246034025
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.9238945578231292,0.0356666754246986,0.85,0.1224744871391589,0.7592640692640693,0.1386990895944186,0.7917870657034742,0.0926467771879275,0.960870596205962,0.0306332864493665
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.9260204081632653,0.0402342099377232,0.8375,0.1375,0.7766558441558442,0.1574203604534988,0.7940914786967419,0.1083144615956891,0.959303861788618,0.0370125676371872
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9360907859078592,0.0353778755353222
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.940117716802168,0.0411177955197399
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.364625850340136,0.30466318857984,0.7,0.4582575694955839,0.1156462585034013,0.0757213448127585,0.1984962406015037,0.1299628645658724,0.9438084349593496,0.0259918695263168
d_original,No sampling,,After,Yes,SVM,0.952593537414966,0.0227529554344767,0.763888888888889,0.1536590742882148,0.9546031746031746,0.072211581284828,0.8359838510302906,0.0884434627052955,0.9802371273712736,0.0156121791209921
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.9506377551020408,0.0321943593169856,0.8875,0.1305038313613818,0.8469580419580419,0.1204056481972496,0.857648689459835,0.0935367995429483,0.9822010501355012,0.0174206099433084
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.9507227891156462,0.0306679682272279,0.875,0.125,0.8512834387834388,0.1111675414830914,0.8556435540723466,0.0921654655341422,0.9785772357723576,0.0180901795142892
d_original,No sampling,,After,Yes,SVM,0.9402636054421768,0.0234617226588694,0.701388888888889,0.2043366639206538,0.9434920634920636,0.0729164264114387,0.7793346522758288,0.1170343711265888,0.9678658536585368,0.0320316106917345
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.9465136054421768,0.0371184914224594,0.9,0.1224744871391589,0.8242352092352092,0.1282076541247191,0.8519065032572908,0.0985479500523683,0.9811822493224932,0.0193958916328892
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.9321428571428572,0.0378870190342397,0.9,0.1224744871391589,0.7572402597402597,0.1220096045714885,0.8175152555301295,0.1043207369516844,0.9767140921409212,0.0223991261373496
d_original,No sampling,,After,Yes,SVM,0.8395408163265307,0.0150106110369968,0.0486111111111111,0.0817559036264524,0.25,0.4031128874149275,0.0804040404040404,0.1333388428613757,0.9396790311653116,0.0346516149647882
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.783375850340136,0.0801988980145368,0.975,0.075,0.4625036240139215,0.1163902923871367,0.6148520392305047,0.0904919939682581,0.9623060636856368,0.028487589299892
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.5822704081632653,0.0748616318330313,1.0,0.0,0.290691508926803,0.0474293802506374,0.4484422898315814,0.0544993318569251,0.9537711720867208,0.0243623534482025
d_original,No sampling,,After,Yes,SVM,0.9547193877551022,0.0255351706059134,0.7652777777777777,0.1305038313613818,0.9634920634920634,0.0751415897050452,0.8456898656898655,0.0850025552243293,0.9866378726287264,0.012506361367968
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.958971088435374,0.0274148987292603,0.8875,0.1305038313613818,0.8824891774891774,0.1036273783929449,0.8769089390142021,0.0875739911184301,0.9870968834688346,0.0141370144571937
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.9568877551020408,0.0265798970973405,0.9,0.1224744871391589,0.8690656565656566,0.1151554607909876,0.8744644699985258,0.0811973493814648,0.9856190718157182,0.0138829844687784
d_original,No sampling,,After,Yes,SVM,0.9381377551020408,0.0293504416859436,0.6875,0.238812164681785,0.9446031746031748,0.0721566072076481,0.7628049831145807,0.1432023649343021,0.9660060975609756,0.0332919814486538
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.9444727891156462,0.03692630801489,0.9,0.1224744871391589,0.816962481962482,0.131399192418923,0.8472281406841914,0.0977887934745433,0.9821197493224932,0.0183674386076313
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.9321428571428572,0.0378870190342397,0.9,0.1224744871391589,0.7572402597402597,0.1220096045714885,0.8175152555301295,0.1043207369516844,0.9767217140921408,0.0232785683136068
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.926643800813008,0.0357686693499074
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.940117716802168,0.0411177955197399
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.364625850340136,0.30466318857984,0.7,0.4582575694955839,0.1156462585034013,0.0757213448127585,0.1984962406015037,0.1299628645658724,0.9425813008130082,0.0275556535012692
d_original,No sampling,,After,Yes,SVM,0.9299744897959183,0.0264782660484514,0.5902777777777778,0.1710364645981149,0.9875,0.0375,0.7212207400442695,0.14509661219449,0.9632012195121952,0.0313893531815938
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.9300595238095236,0.0244568895631757,0.8875,0.0875,0.761005661005661,0.1066069014766587,0.8114208649967164,0.0572169097007318,0.9784078590785908,0.0165631147877946
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.8868197278911565,0.0369280703220868,0.95,0.0612372435695794,0.6125747863247863,0.1003860395348214,0.7413971501644137,0.0783162655231484,0.9798856707317072,0.0192639882720092
d_original,No sampling,,After,Yes,SVM,0.8970663265306122,0.0293024854302533,0.3916666666666666,0.1947220240924654,0.9857142857142858,0.0428571428571428,0.5290481740481741,0.2013115612385217,0.9644435975609756,0.0321592197572693
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.919812925170068,0.0333606544981586,0.9125,0.0800390529679106,0.7287515262515263,0.1312706644081694,0.7985240328015264,0.0644790719455594,0.9744097222222224,0.0236162863293708
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.8539115646258504,0.0561415139747225,0.9625,0.057282196186948,0.5565873015873016,0.1289657142607077,0.6977611050501076,0.0988876052246042,0.977755758807588,0.0194682824379895
d_original,No sampling,,After,Yes,SVM,0.8312925170068027,0.0118999018262149,0.0,0.0,0.0,0.0,0.0,0.0,0.9366734417344172,0.0346228084733277
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.1789965986394557,0.015720947140662,1.0,0.0,0.1687934216239687,0.0067913852231277,0.2887764866712235,0.0098340256172521,0.9412872628726288,0.0417229632201119
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.2565051020408163,0.1939053389278823,0.9111111111111112,0.2666666666666667,0.2033622810826458,0.0994006183059359,0.280123034859877,0.0358518844447884,0.9432063008130084,0.0296896958365314
d_original,No sampling,,After,Yes,SVM,0.9361394557823128,0.023511405008774,0.6277777777777778,0.1504622507105649,0.9875,0.0375,0.7555064543299838,0.1118416201890496,0.9639837398373984,0.03472036187924
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.9321003401360544,0.0242466628159849,0.9,0.075,0.7588383838383838,0.1000219978865561,0.8176699100692909,0.0586585140787135,0.9812279810298103,0.0174517156214339
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.8868197278911565,0.0423580361384695,0.95,0.0612372435695794,0.6146930846930847,0.110891678061962,0.742547070419597,0.0886227623176139,0.9811043360433604,0.0141088985379415
d_original,No sampling,,After,Yes,SVM,0.8970663265306122,0.0293024854302533,0.3916666666666666,0.1947220240924654,0.9857142857142858,0.0428571428571428,0.5290481740481741,0.2013115612385217,0.9641310975609756,0.0319786990842646
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.919812925170068,0.0333606544981586,0.9125,0.0800390529679106,0.7287515262515263,0.1312706644081694,0.7985240328015264,0.0644790719455594,0.9744097222222224,0.0236162863293708
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.8539115646258504,0.0561415139747225,0.9625,0.057282196186948,0.5565873015873016,0.1289657142607077,0.6977611050501076,0.0988876052246042,0.9777633807588076,0.019797541089697
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9272764227642276,0.038965033817839
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.940117716802168,0.0411177955197399
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.364625850340136,0.30466318857984,0.7,0.4582575694955839,0.1156462585034013,0.0757213448127585,0.1984962406015037,0.1299628645658724,0.9404242886178862,0.0291352023964666
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9635365853658536,0.0329759154501723
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.8353741496598641,0.0484320031264043,0.9875,0.0375,0.5176143790849673,0.0993264567605328,0.6741349092353591,0.0771415949727409,0.9642039295392952,0.0253980326323768
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.7900935374149659,0.0647245291424033,0.9875,0.0375,0.4588152198678514,0.1026334964879154,0.6207348892869291,0.0892072043543502,0.9595079607046072,0.0226023675507211
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9622865853658537,0.0332865506000202
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.7920918367346939,0.0599396311522237,0.9875,0.0375,0.4594577799221762,0.0973434891228706,0.6218642246546937,0.0830378118186943,0.9550431910569106,0.0265998726660754
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.7490221088435374,0.0567461255438796,0.9875,0.0375,0.4058384262796027,0.0608438045853703,0.5729316899991563,0.0615788109782121,0.9494639227642276,0.0273632800958575
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9360907859078592,0.0346344009274155
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.940117716802168,0.0411177955197399
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.364625850340136,0.30466318857984,0.7,0.4582575694955839,0.1156462585034013,0.0757213448127585,0.1984962406015037,0.1299628645658724,0.9438084349593496,0.0259918695263168
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.960896849593496,0.0360118020094334
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.8292517006802722,0.052437174417235,0.9875,0.0375,0.5095906432748538,0.1045365434816334,0.6667277167277168,0.0832589468683507,0.9614439363143632,0.0277695958979587
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.7777636054421768,0.0474978147308545,0.9875,0.0375,0.4346171131929646,0.0599152272467832,0.6014072160279056,0.0580612094547369,0.9516353319783196,0.0265132812111978
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9625990853658536,0.0334772384052814
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.7920918367346939,0.0599396311522237,0.9875,0.0375,0.4594577799221762,0.0973434891228706,0.6218642246546937,0.0830378118186943,0.9553556910569106,0.0265571108686705
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.7490221088435374,0.0567461255438796,0.9875,0.0375,0.4058384262796027,0.0608438045853703,0.5729316899991563,0.0615788109782121,0.9491514227642276,0.0272659784453445
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.921690379403794,0.0468686172312942
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.940117716802168,0.0411177955197399
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.364625850340136,0.30466318857984,0.7,0.4582575694955839,0.1156462585034013,0.0757213448127585,0.1984962406015037,0.1299628645658724,0.9398958333333332,0.03010566756206
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9635442073170732,0.0338664667095521
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.6766156462585033,0.0598065442564363,0.975,0.075,0.3425375944506379,0.0446050096792562,0.5048488829323743,0.049892023996008,0.9345409891598916,0.0442453065439333
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.4166241496598639,0.3086959832543959,0.7125,0.4403478738452134,0.2313197278911564,0.2705058347543059,0.2411331358699779,0.1367941662644926,0.926219512195122,0.0398182724719469
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9635137195121952,0.0312197401457117
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.6683673469387755,0.0573689773140023,0.975,0.075,0.3363371282501716,0.0421714555950137,0.4980981826522622,0.0468670570302407,0.9354285230352304,0.0435236904263608
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.4125425170068027,0.3074290691204412,0.7,0.4582575694955839,0.1309795918367347,0.0970275626334744,0.2184096605149236,0.154702501313708,0.9274813685636858,0.0399429127536846
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9272764227642276,0.038965033817839
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.940117716802168,0.0411177955197399
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.364625850340136,0.30466318857984,0.7,0.4582575694955839,0.1156462585034013,0.0757213448127585,0.1984962406015037,0.1299628645658724,0.9404242886178862,0.0291352023964666
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9605496273712736,0.0353412972849593
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.7674319727891156,0.0504044450417488,0.975,0.075,0.4225907319449519,0.06256101713006,0.5869707178250003,0.0640537549060765,0.9365201558265582,0.0434481088956803
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.4125425170068027,0.3074290691204412,0.7,0.4582575694955839,0.1309795918367347,0.0970275626334744,0.2184096605149236,0.154702501313708,0.916305894308943,0.0457872528526811
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9651753048780488,0.0297009053456277
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.6683673469387755,0.0573689773140023,0.975,0.075,0.3363371282501716,0.0421714555950137,0.4980981826522622,0.0468670570302407,0.9351236449864496,0.0433797361338155
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.4125425170068027,0.3074290691204412,0.7,0.4582575694955839,0.1309795918367347,0.0970275626334744,0.2184096605149236,0.154702501313708,0.9280911246612468,0.0388426911768363
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.922909891598916,0.0476931692829338
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.1666666666666666,0.0058913292774451,1.0,0.0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.940117716802168,0.0411177955197399
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.364625850340136,0.30466318857984,0.7,0.4582575694955839,0.1156462585034013,0.0757213448127585,0.1984962406015037,0.1299628645658724,0.9395909552845528,0.029755856445507
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9602210365853658,0.0382809637489449
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.6766156462585033,0.0598065442564363,0.975,0.075,0.3425375944506379,0.0446050096792562,0.5048488829323743,0.049892023996008,0.9345409891598916,0.0442453065439333
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.4125425170068027,0.3074290691204412,0.7,0.4582575694955839,0.1309795918367347,0.0970275626334744,0.2184096605149236,0.154702501313708,0.9271417682926828,0.0393724127892823
d_original,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9673170731707318,0.0284541190056007
d_original,SMOTE - After split,SMOTE,After,Yes,SVM,0.6683673469387755,0.0573689773140023,0.975,0.075,0.3363371282501716,0.0421714555950137,0.4980981826522622,0.0468670570302407,0.9354285230352304,0.0435236904263608
d_original,ADASYN - After split,ADASYN,After,Yes,SVM,0.4125425170068027,0.3074290691204412,0.7,0.4582575694955839,0.1309795918367347,0.0970275626334744,0.2184096605149236,0.154702501313708,0.9284036246612466,0.0388291335365058
d_original,No sampling,,After,Yes,DecisionTree,0.932015306122449,0.0369406243273309,0.6888888888888889,0.1175561331638823,0.8918650793650794,0.1573182492817259,0.7716819291819291,0.1166678103913054,0.8345359078590786,0.0665049416834999
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8623299319727892,0.0565411612086645,0.8125,0.1152443057161611,0.6045238095238096,0.1599689950117814,0.6735978343906733,0.092169239889536,0.8422560975609755,0.0535389118334444
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7775510204081633,0.0693821797313223,0.9,0.0935414346693485,0.4394070403280929,0.087617410640561,0.5835411507430761,0.0756970421037352,0.8262499999999999,0.0461932904735197
d_original,No sampling,,After,Yes,DecisionTree,0.8333333333333334,0.0310082800539367,0.4263888888888889,0.3288500587062607,0.3812121212121212,0.266742585611821,0.3848672964462438,0.2664934393825465,0.6837737127371273,0.1297935396902972
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7983418367346939,0.1119615848975923,0.711111111111111,0.2881936077631764,0.5103544040500563,0.1773324654286353,0.5357243126754717,0.1969382734982455,0.7644579945799458,0.1315730034428764
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7061649659863944,0.1022719975452992,0.7708333333333333,0.3207250899654302,0.3366497766154517,0.1411484918781147,0.4649466403976245,0.1890143935995936,0.7323983739837399,0.1807460900490383
d_original,No sampling,,After,Yes,DecisionTree,0.8931122448979592,0.0645027134261456,0.7027777777777777,0.1511529762268088,0.7129779942279942,0.2087584181803084,0.6969870263895032,0.1616454699465747,0.8167547425474254,0.0881634104881728
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7860544217687075,0.1084931714730567,0.7875,0.1772180859844728,0.4591986636551854,0.1585722826876977,0.5693955593146913,0.1546538857733704,0.7865548780487804,0.1224894714665981
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7357568027210883,0.1325668067844492,0.9125,0.1125,0.4206852402161732,0.1495230482024784,0.5620138936155897,0.1448137119144527,0.8065243902439025,0.0968374658629862
d_original,No sampling,,After,Yes,DecisionTree,0.8661989795918368,0.0594800768646471,0.2736111111111111,0.3351253911266315,0.4875,0.4556931533389545,0.3170299145299145,0.3478954820582683,0.7087262872628727,0.1761633381645168
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7450680272108843,0.0797146143695628,0.8763888888888889,0.1479606742047058,0.3964387638505285,0.0838700462683585,0.5402226282158118,0.0955989893221513,0.7974932249322493,0.0782536162863695
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7198979591836735,0.1319225097521104,0.825,0.2106537443294089,0.3832163696670359,0.1217548312632825,0.51117816106738,0.1352002670705101,0.7617073170731706,0.1324745606548742
d_original,No sampling,,After,Yes,DecisionTree,0.9402210884353742,0.0217795001413178,0.663888888888889,0.1280190957978101,0.968888888888889,0.065319726474218,0.7807570207570208,0.0904631094931993,0.8716116192411925,0.0602970477216893
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9010204081632656,0.0433760162069891,0.8625,0.0875,0.6790476190476189,0.1409387059003369,0.7514468211527034,0.0966055440070658,0.9341463414634148,0.0366375984799603
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8826105442176871,0.0568150197743178,0.9375,0.0838525491562421,0.6153783716283716,0.1540698755789531,0.7364832535885169,0.121874656295883,0.9290739329268292,0.0580357269540659
d_original,No sampling,,After,Yes,DecisionTree,0.8867772108843537,0.0349395904513881,0.5680555555555555,0.098689327352725,0.726984126984127,0.1765119332652442,0.6283586511527688,0.1016574534050214,0.8062258638211383,0.0893860161097088
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8433673469387755,0.1070304655626778,0.775,0.2076655965729518,0.5836742424242425,0.2517090094179205,0.6487098528296926,0.2145229936204176,0.8645198170731707,0.0961601886182267
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7983843537414965,0.1143120629348727,0.8,0.203100960115899,0.5164876603930313,0.1874790230263258,0.5887364809653398,0.1479192111243819,0.8512842987804877,0.0893632127747657
d_original,No sampling,,After,Yes,DecisionTree,0.9049744897959184,0.050605330411716,0.6263888888888889,0.2451261013347121,0.728095238095238,0.2937014542314816,0.6604986826039458,0.2476781663586132,0.8355335365853657,0.0769550979578778
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8027210884353743,0.0754525351274038,0.6791666666666666,0.2568843773633059,0.4876978576978576,0.1414608697764542,0.5272759988549461,0.1300308055496825,0.7944969512195122,0.1097641323384412
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7901360544217687,0.0627249641881008,0.7875,0.1256234452640111,0.4469403880433291,0.0853947001349202,0.5618636952883778,0.0751380220978194,0.8249314024390244,0.0706253590517213
d_original,No sampling,,After,Yes,DecisionTree,0.8887329931972789,0.0498973078026475,0.4708333333333333,0.2568843773633059,0.7677777777777777,0.3157765267001567,0.5531704896410778,0.2416509184520175,0.8584015074525746,0.0940440611412598
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8396683673469388,0.0647508888163211,0.775,0.2076655965729518,0.530744549568079,0.1200051641323168,0.6137981553003764,0.1456660542619625,0.840489075203252,0.094073906990269
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7660289115646258,0.097044274031667,0.7569444444444444,0.1974226290080355,0.4298807066686323,0.1373775733178984,0.5319147900030252,0.1257934452220067,0.8007257791327913,0.072194311363315
d_original,No sampling,,After,Yes,DecisionTree,0.91156462585034,0.0289228169379645,0.7388888888888889,0.1057381461704126,0.7485966810966811,0.126192976512224,0.7356511470985155,0.0830914429449389,0.8835437838753387,0.0528053084106399
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9175170068027212,0.035899563949285,0.8875,0.1179247641507075,0.7027777777777777,0.0969124015286169,0.7819010762199616,0.0976782659842268,0.92625381097561,0.0542235660749514
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8950680272108844,0.0348612492735366,0.8875,0.0875,0.6378288378288379,0.0859268109408337,0.7400771750347737,0.0807389322421561,0.9156745426829268,0.0616856455224062
d_original,No sampling,,After,Yes,DecisionTree,0.919812925170068,0.0321970263058343,0.6541666666666666,0.0932626220233308,0.8419047619047619,0.1442715693207976,0.7326212023270846,0.1034506836903339,0.8671527777777778,0.0992255828879833
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.839965986394558,0.0637117595202864,0.8138888888888889,0.064009547898905,0.5465727409845057,0.1225480136558709,0.6418530490448996,0.0741755964435398,0.8731550643631436,0.0503341237415099
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8168367346938774,0.0659931333784622,0.8375,0.1681703005884214,0.4950616123642439,0.1318409960053623,0.6103154468517376,0.1203458494157418,0.8866802168021681,0.0725148415560128
d_original,No sampling,,After,Yes,DecisionTree,0.9238095238095236,0.0415301282237362,0.6888888888888889,0.2122956533809499,0.8267748917748918,0.1717546870208599,0.7336080586080586,0.1951908974350991,0.8791814871273713,0.0521631642216473
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8702806122448979,0.0435048714800559,0.7527777777777778,0.097182531580755,0.6095460095460095,0.1117857464351698,0.6646951603607951,0.0803674424355391,0.8654103150406505,0.0551803704599084
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8248724489795919,0.074919610861587,0.8152777777777779,0.2103650926894056,0.516297847749086,0.1332043804538257,0.6098286127058506,0.1424385117322011,0.8986322831978321,0.0550691133076626
d_original,No sampling,,After,Yes,DecisionTree,0.8868622448979592,0.0358922366571293,0.601388888888889,0.2168668946612184,0.7174825174825175,0.1763453333793373,0.6251494119915172,0.1464612136435197,0.8523145325203252,0.0571085222574824
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8599064625850339,0.075079364062775,0.75,0.2091650066335189,0.5866142191142192,0.2268738147101646,0.64553748501689,0.1931730611702618,0.8414748475609756,0.1266918166713165
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8377551020408163,0.0620020424061135,0.7875,0.1681703005884214,0.542042409345041,0.1805189097860309,0.6250476160692879,0.1289548537163402,0.8489473238482385,0.1033230092389751
d_original,No sampling,,After,Yes,DecisionTree,0.9278486394557822,0.0282532148409701,0.788888888888889,0.0989528507253159,0.7915367965367965,0.106349381584651,0.7853828197945845,0.083800933703487,0.8928053014905147,0.0603242605188059
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9155187074829932,0.0353827593280369,0.825,0.15,0.7242171717171717,0.1034447014662393,0.7631806444927323,0.1017284894929603,0.8826714939024389,0.0688528744041452
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9340561224489796,0.0342969965189481,0.8875,0.1179247641507075,0.7689393939393939,0.1112160317297047,0.8182367683915672,0.0964374975315571,0.916637449186992,0.0687266396165546
d_original,No sampling,,After,Yes,DecisionTree,0.9156037414965984,0.0403756011937548,0.6791666666666666,0.126449924212446,0.8051984126984127,0.1608544802988078,0.7297710622710623,0.1238528305181324,0.8512224762872629,0.0971315661917136
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8785714285714287,0.0473343194389794,0.7138888888888889,0.1145643923738959,0.6438888888888888,0.1620736029405328,0.668296476485331,0.1169158719991962,0.8704670562330623,0.0595441022554935
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8580782312925169,0.0306481271184303,0.8388888888888889,0.0807946642902721,0.5556248000365647,0.0589075191190086,0.6645683459986866,0.0521478919583051,0.8921794546070461,0.0451271702841011
d_original,No sampling,,After,Yes,DecisionTree,0.8951530612244898,0.0190153242989265,0.6277777777777778,0.1151689580090437,0.7420887445887445,0.1364490082687902,0.6633446455505279,0.0652471508510523,0.8430293021680217,0.0459293610056641
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8725765306122449,0.0565674515116791,0.8125,0.1397542485937368,0.6163653013653014,0.1297817104785413,0.6879864329826965,0.0967741093641995,0.8831262703252033,0.0658106713086116
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8579931972789115,0.0337323619204618,0.8388888888888889,0.1261062162535129,0.5539085914085914,0.0686979375497997,0.6628636363636364,0.0738797013512621,0.8833426490514906,0.0324313826352803
d_original,No sampling,,After,Yes,DecisionTree,0.9033588435374148,0.0439306034080909,0.5902777777777778,0.1965412735845126,0.7736111111111111,0.1657439736907946,0.6576121101121101,0.179856289722862,0.8314041327913279,0.1253683457562266
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8721513605442178,0.0658313897798821,0.75,0.2236067977499789,0.6025054112554112,0.1322291565462847,0.6574212705677237,0.1604611259122277,0.8741196646341463,0.1042915354417542
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7758078231292517,0.0496878306594444,0.7138888888888889,0.1600781059358212,0.4122520175118102,0.0611872338771922,0.5133012149141181,0.0705629580044874,0.7994579945799459,0.0809262578560301
d_original,No sampling,,After,Yes,DecisionTree,0.9257227891156464,0.032718238743702,0.788888888888889,0.1136515141415488,0.7818145743145742,0.1140487859972901,0.7802357609710551,0.0954288358626744,0.8791924966124661,0.071180528764863
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9071003401360545,0.0527527095482877,0.75,0.1581138830084189,0.7229148629148628,0.1614862463562248,0.730796845053811,0.1462256795599395,0.8503887195121951,0.0973835515115208
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9320153061224492,0.0345616195304092,0.8388888888888889,0.1589898669028242,0.783948273948274,0.0981629458032465,0.8018304227592153,0.1030956844848655,0.8997810806233062,0.0802179284929991
d_original,No sampling,,After,Yes,DecisionTree,0.9156037414965986,0.0251815923814972,0.6916666666666667,0.0816496580927726,0.7904761904761904,0.1053352815629697,0.7331135531135531,0.0690711306536756,0.8480293021680216,0.0836140298007079
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8761479591836734,0.0560883122577577,0.7166666666666666,0.1842778698957998,0.6354700854700855,0.1546171622789994,0.6584967320261438,0.1456091849282277,0.8367517784552845,0.0927205949465939
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8887329931972788,0.0429872170679944,0.9,0.075,0.6285142635142635,0.1051568814040687,0.7352060788256777,0.0820789763192435,0.9110547933604336,0.05001657746478
d_original,No sampling,,After,Yes,DecisionTree,0.9053996598639455,0.0430700636608786,0.6666666666666666,0.1369306393762915,0.7649025974025974,0.1438671827621986,0.7019749694749695,0.1252656954087329,0.7989621443089431,0.0676642022135021
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8745323129251702,0.0394169343484445,0.7625,0.1525819451966713,0.6041053391053391,0.1094456592263128,0.668064165684303,0.1050735093686918,0.8590468326558266,0.0923782963555678
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9011054421768708,0.0279348059390026,0.7916666666666666,0.1547847968417225,0.685934065934066,0.1057983262393317,0.724047619047619,0.0864591751318197,0.8739545223577234,0.0817715826678389
d_original,No sampling,,After,Yes,DecisionTree,0.9137329931972789,0.0324047935459323,0.6902777777777778,0.1170380992099011,0.7880555555555555,0.1461229927572853,0.7273315736551031,0.0977814674034161,0.858622120596206,0.0842410729634009
d_original,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8618622448979589,0.0561432043923398,0.7291666666666666,0.1902575009471812,0.5806800144300144,0.1393918813208118,0.6375922538074241,0.1402018679287388,0.8516912262872628,0.065375684015862
d_original,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8312925170068027,0.0682955485685436,0.75,0.1767766952966369,0.5298015873015873,0.1510361329015256,0.604221216691805,0.12656323063486,0.8523285060975608,0.1024813382507327
d_original,No sampling,,After,Yes,RandomForests,0.9505102040816328,0.0248222136452298,0.726388888888889,0.1472549753922691,0.972222222222222,0.056927504255331,0.8225152625152624,0.0975218987555839,0.9700584349593496,0.0263512415600413
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9340136054421768,0.0277482025905023,0.85,0.1457737973711325,0.7871717171717172,0.112656652148639,0.8079126738414664,0.0946797545418885,0.977755758807588,0.0176010377842526
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9196003401360544,0.0300715488460822,0.9125,0.1125,0.7036091686091687,0.0879216575086253,0.7904577620521893,0.0808512103073355,0.9763245257452572,0.0196673708994543
d_original,No sampling,,After,Yes,RandomForests,0.948469387755102,0.0212515294683322,0.6902777777777778,0.1297031868022781,1.0,0.0,0.8096978021978023,0.0922856903142207,0.9701084010840108,0.0254920607199798
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9298894557823132,0.0283556561763757,0.85,0.1224744871391589,0.7724891774891776,0.1196341493793445,0.8012600127770405,0.083933483502553,0.9776795392953932,0.0181081827364406
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9236819727891156,0.0309979305739983,0.925,0.1,0.7142152292152293,0.091409408372834,0.8023256671089488,0.0799935715617387,0.9756648035230354,0.0194116772831515
d_original,No sampling,,After,Yes,RandomForests,0.948469387755102,0.0264862866680368,0.701388888888889,0.1710364645981149,0.9888888888888888,0.0333333333333333,0.8074969474969474,0.1126385399543383,0.9738279132791328,0.0234599421329568
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9340136054421768,0.0261372758995272,0.8375,0.1375,0.7913419913419915,0.0978788142051043,0.8057142857142857,0.0840472443296951,0.9767996273712736,0.0181453324957923
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9278486394557824,0.0250627206767697,0.925,0.1,0.7260334110334111,0.074992105208289,0.8098729667305518,0.0680432072088948,0.9781495596205962,0.0178754935703914
d_original,No sampling,,After,Yes,RandomForests,0.9525510204081632,0.0228567569108167,0.7388888888888889,0.1433720877840437,0.98,0.0599999999999999,0.8321226142278773,0.0892445742589196,0.9735272696476964,0.023731954336159
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9339285714285716,0.0308201087165568,0.8125,0.1605654072333141,0.7922438672438672,0.0758679879798287,0.7971376971841367,0.1085791863094446,0.9802142615176151,0.0156979239263123
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9340561224489796,0.024211148903888,0.9,0.1089724735885168,0.7574819624819624,0.0753419510052647,0.818360853113175,0.0696989670939883,0.9811822493224932,0.0182588857557241
d_original,No sampling,,After,Yes,RandomForests,0.9484268707482992,0.0266348263355123,0.726388888888889,0.1472549753922691,0.9555555555555556,0.069388866648871,0.8170207570207569,0.1018222516683062,0.9772196815718156,0.0185168383188743
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.938095238095238,0.0309073783259826,0.8375,0.1484292760879739,0.8080844155844156,0.106044592505206,0.815361319966583,0.1000127762052393,0.9817191734417344,0.0153224846160463
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9381802721088436,0.0245873317539809,0.9,0.1089724735885168,0.7725324675324676,0.072458159319877,0.8276143790849673,0.0710727215796938,0.9833892276422764,0.0141063847765263
d_original,No sampling,,After,Yes,RandomForests,0.9484268707482992,0.0266348263355123,0.7388888888888889,0.1433720877840437,0.9466666666666668,0.0819213715162966,0.8211336032388663,0.0991456798670877,0.9750169376693768,0.0219416958883749
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9360119047619048,0.0329715207300787,0.825,0.1391941090707505,0.8051406926406927,0.1169284259734938,0.8088954002653693,0.1029134891404099,0.979867039295393,0.0155106299480763
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9340986394557824,0.0241457671481783,0.8875,0.1038327982864759,0.7695454545454546,0.1013881938917272,0.8175391911150426,0.0669269317487105,0.9783773712737126,0.0180098326093744
d_original,No sampling,,After,Yes,RandomForests,0.9545918367346936,0.0242278305116037,0.7513888888888889,0.1491294180681106,0.98,0.0599999999999999,0.8397416618469251,0.0941716722728571,0.9759087059620596,0.0215145764238254
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9442602040816328,0.0281091440462596,0.825,0.1391941090707505,0.8429689754689754,0.0942610918875784,0.8276493930905696,0.0932630374191182,0.9802642276422764,0.0148611839849943
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.938095238095238,0.0293504108908906,0.875,0.1118033988749894,0.7837121212121212,0.0915803813785656,0.8239654282765738,0.0874114574166818,0.9805496273712736,0.0172360631593742
d_original,No sampling,,After,Yes,RandomForests,0.954549319727891,0.0290739549578025,0.7513888888888889,0.1491294180681106,0.9666666666666668,0.0666666666666666,0.8386597716009481,0.1097677480577778,0.9775321815718157,0.0187751692835162
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9505102040816326,0.0212850174791319,0.825,0.1391941090707505,0.8833152958152958,0.0867290104033326,0.8434472209936607,0.0757986190417231,0.9851566734417344,0.0124409580091017
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.938095238095238,0.0334942276538925,0.8625,0.1305038313613818,0.7982467532467532,0.1200405747362448,0.822217553688142,0.0992185842952312,0.9827024051490516,0.0161721099817626
d_original,No sampling,,After,Yes,RandomForests,0.9525510204081632,0.0262493540420621,0.7513888888888889,0.1491294180681106,0.9633333333333332,0.0737111479583199,0.8342471563524194,0.0995733656563474,0.9771891937669376,0.020692920666985
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9463010204081634,0.0325365127449044,0.8375,0.1484292760879739,0.8417784992784991,0.0984182740826781,0.8345541549953314,0.1062252304394971,0.9813948170731708,0.015555521090938
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9381377551020408,0.0229073567852423,0.8875,0.1038327982864759,0.7763708513708514,0.0651678147941723,0.8252889576883385,0.0679476231195699,0.9832774390243904,0.0129650801708667
d_original,No sampling,,After,Yes,RandomForests,0.9464285714285714,0.0333432018919429,0.6763888888888889,0.2045065198634671,1.0,0.0,0.7884832814244579,0.1523715470698143,0.975271849593496,0.0224065000837507
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9319302721088436,0.0281245741839722,0.85,0.1224744871391589,0.7732142857142856,0.0970647007024128,0.8048809523809524,0.0855686685624859,0.9785746951219514,0.0204759275808255
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9176020408163266,0.029235999780879,0.925,0.1,0.6928515928515929,0.0820423140451215,0.7893041427097155,0.0766513043062876,0.9774703590785908,0.0210870875246459
d_original,No sampling,,After,Yes,RandomForests,0.9484693877551018,0.030845084830155,0.701388888888889,0.1710364645981149,0.98,0.0599999999999999,0.807597500538677,0.1245768247478546,0.9769148035230352,0.0213601382494011
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9339710884353742,0.0246276252437568,0.8375,0.1375,0.7841486291486292,0.0687177172835468,0.8042338689861911,0.0816694780802907,0.9801753048780488,0.0166326781150764
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9176870748299318,0.0302816617198027,0.925,0.1,0.7002059052059052,0.0924379263741763,0.7908678559142956,0.070928903748128,0.9764939024390242,0.0206325022859567
d_original,No sampling,,After,Yes,RandomForests,0.9484268707482992,0.0295974868032449,0.701388888888889,0.1710364645981149,0.9833333333333334,0.0499999999999999,0.8072312001723766,0.1205584094877128,0.9790870596205964,0.0168244885523233
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.938095238095238,0.0264264318117606,0.85,0.1224744871391589,0.8029761904761905,0.0947742092062109,0.8196848739495799,0.0812744413205283,0.9773594173441732,0.019869656108134
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9196003401360544,0.0377509123510365,0.9375,0.0838525491562421,0.6997202797202797,0.104818857435923,0.7983335790456533,0.0884101276195128,0.9765328590785908,0.0207433486963048
d_original,No sampling,,After,Yes,RandomForests,0.9525085034013604,0.0279385912899385,0.726388888888889,0.1575088180952983,0.9833333333333334,0.0499999999999999,0.8262788192199956,0.1115562497084315,0.978944783197832,0.0193727790524066
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9463010204081634,0.0325365127449044,0.85,0.1346291201783626,0.8370165945165944,0.1053776793538248,0.8384757236227823,0.1005258338541893,0.97803777100271,0.0168261023460193
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9340561224489796,0.0203979300449336,0.9125,0.0976281209488331,0.7506060606060607,0.061387554053523,0.8204471964224286,0.0598639385127214,0.9814253048780488,0.0172840260424221
d_original,No sampling,,After,Yes,RandomForests,0.9525085034013604,0.0279385912899385,0.726388888888889,0.1575088180952983,0.9833333333333334,0.0499999999999999,0.8262788192199956,0.1115562497084315,0.9808934620596206,0.0145795530726205
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9483843537414968,0.0283567717934922,0.875,0.1118033988749894,0.8360930735930735,0.1049551717284171,0.8494836355594868,0.0824738855516317,0.982694783197832,0.0138018026663608
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9299744897959183,0.0294566770712164,0.875,0.1118033988749894,0.7625485625485626,0.1130677623936659,0.8069615214506856,0.077720546968304,0.9811593834688348,0.0155078206133413
d_original,No sampling,,After,Yes,RandomForests,0.95046768707483,0.0281212317059466,0.7138888888888889,0.1600781059358212,0.9833333333333334,0.0499999999999999,0.8174876104287868,0.11223947885689,0.9815142276422764,0.0135338384380537
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.942219387755102,0.0305498525645609,0.8375,0.1256234452640111,0.8298737373737373,0.1113997656641226,0.8271591970121381,0.0920255922250578,0.9807850609756098,0.015868545499254
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9382227891156464,0.0225989390054358,0.9125,0.0976281209488331,0.768088023088023,0.0718269825874783,0.8302287581699346,0.063700053579311,0.9802523712737128,0.0164497223625228
d_original,No sampling,,After,Yes,RandomForests,0.95046768707483,0.0213918014755379,0.7388888888888889,0.1433720877840437,0.961111111111111,0.0611111111111111,0.825424118365295,0.0871550780458602,0.9852066395663958,0.0154357934191738
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9566326530612244,0.0299435660912568,0.8375,0.1484292760879739,0.8998737373737373,0.0887870492428583,0.8609033613445378,0.1010881256196967,0.9826719173441736,0.0146939326204188
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9422619047619047,0.0274923001096671,0.8625,0.1419727086450068,0.8087518037518038,0.0868926360130452,0.8287156617032778,0.0893492423463424,0.9814566395663956,0.017229183533394
d_original,No sampling,,After,Yes,RandomForests,0.9525085034013604,0.0279385912899385,0.726388888888889,0.1575088180952983,0.9833333333333334,0.0499999999999999,0.8262788192199956,0.1115562497084315,0.9858282520325202,0.0098675787318243
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9503826530612246,0.0313134507859633,0.85,0.1457737973711325,0.8542784992784991,0.0937973570600509,0.8470541549953314,0.1028406325682654,0.984809451219512,0.0132604450240002
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.940221088435374,0.0217795001413178,0.8875,0.1038327982864759,0.7912121212121213,0.088454863237266,0.8308398447098139,0.0631668560602972,0.9829725609756098,0.0171565432236996
d_original,No sampling,,After,Yes,RandomForests,0.95046768707483,0.026598967030448,0.726388888888889,0.1575088180952983,0.972222222222222,0.056927504255331,0.821050061050061,0.1071882082619673,0.9796087398373984,0.0197074084168876
d_original,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9545068027210885,0.0292781382664741,0.8625,0.1305038313613818,0.8703499278499278,0.098730914354804,0.861220821661998,0.093433399833226,0.9823788956639566,0.0143382408716213
d_original,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9463860544217688,0.0231602199267692,0.8875,0.1038327982864759,0.8203282828282829,0.0991914080969778,0.8463412206988059,0.0686062617922533,0.9839337737127372,0.0138935069667655
d_original,No sampling,,After,Yes,AdaBoost,0.952593537414966,0.0208422252993917,0.7388888888888889,0.119605834120061,0.9708333333333334,0.0590726953281575,0.8328264382676147,0.0846702484568029,0.9665752032520324,0.0278308630005599
d_original,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9298894557823132,0.0324644284396147,0.8625,0.1305038313613818,0.7640071040071039,0.100440385570608,0.8036344872877381,0.090515764845791,0.9645621612466124,0.0304115503443366
d_original,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9176020408163266,0.0441378137834329,0.925,0.0612372435695794,0.7094308469308469,0.1326922070979111,0.7971016779917708,0.0961731494368895,0.9710615684281844,0.0223988544211699
d_original,No sampling,,After,Yes,AdaBoost,0.952593537414966,0.0261590181801351,0.7763888888888889,0.1570673068747563,0.937936507936508,0.0787482378115714,0.8381083931548327,0.0987729744834118,0.9784349593495936,0.0180530072574921
d_original,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9319302721088436,0.0308882177244371,0.875,0.1118033988749894,0.761976911976912,0.0930384622223102,0.8104024767801858,0.0850813143249113,0.9707545731707315,0.0250003322962746
d_original,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.932015306122449,0.03574638681234,0.925,0.0612372435695794,0.7507034632034632,0.1144638340435284,0.8242210807768083,0.0824519652844238,0.9773407859078592,0.0199272843463458
d_original,No sampling,,After,Yes,AdaBoost,0.952593537414966,0.0208422252993917,0.788888888888889,0.1384437310486345,0.9268253968253968,0.0770273156550121,0.8424824504700666,0.0755881464411762,0.9774974593495936,0.0205021925917583
d_original,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9278486394557824,0.0267384652378803,0.875,0.1118033988749894,0.7443001443001442,0.0792234010242792,0.8005698068701165,0.0758722299190334,0.973090701219512,0.0245047714236375
d_original,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9339285714285716,0.0334137150350831,0.9125,0.0800390529679106,0.7544696969696969,0.1038482614539082,0.8235027519779841,0.0854158494766399,0.9797527100271004,0.0176319388302274
d_original,No sampling,,After,Yes,AdaBoost,0.9382227891156464,0.0343089062599324,0.7513888888888889,0.1592626237801366,0.8667748917748919,0.11514200437565,0.7961904761904761,0.129038832946378,0.9725702913279132,0.0273331503645173
d_original,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9278061224489796,0.0372487805884809,0.826388888888889,0.1397542485937368,0.7647619047619048,0.1057049009133328,0.7912231559290382,0.1115209826214523,0.9675398035230354,0.0302051815016941
d_original,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9318877551020408,0.0481809054324915,0.85,0.1224744871391589,0.7839285714285713,0.1555868580830761,0.8109920634920634,0.1289188000420544,0.9712474593495936,0.0299434724618458
d_original,No sampling,,After,Yes,AdaBoost,0.9340986394557824,0.0316150470351925,0.7388888888888889,0.1637240225365708,0.871031746031746,0.1222486314490124,0.7827107206518972,0.1162408474742128,0.9741023035230352,0.0257361114366082
d_original,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9278911564625852,0.042452416925412,0.826388888888889,0.1605654072333141,0.7686796536796537,0.1293694461211778,0.7909565580618212,0.1297012579602851,0.96838668699187,0.0317307627000302
d_original,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9381802721088436,0.0333893609726964,0.8625,0.1179247641507075,0.7969444444444445,0.1174145999082096,0.8233076563958918,0.0962707231107085,0.9694452913279132,0.0285853477390538
d_original,No sampling,,After,Yes,AdaBoost,0.9361819727891156,0.035994833676385,0.7513888888888889,0.1687885758377424,0.856547619047619,0.1104146611292642,0.7905952380952381,0.1320714629100198,0.9772781165311656,0.0229497613593371
d_original,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9402636054421768,0.0311520864143635,0.826388888888889,0.1397542485937368,0.8276875901875902,0.0933708789152351,0.8201138876603273,0.0947939491655689,0.9712186653116532,0.0284636272114443
d_original,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.94234693877551,0.0240416286354725,0.8625,0.1038327982864759,0.8209371184371184,0.0988291886197068,0.83382331720567,0.064132645963956,0.9720765582655826,0.0239570998872071
d_original,No sampling,,After,Yes,AdaBoost,0.9403061224489796,0.0283491209659136,0.7763888888888889,0.1357208122908527,0.8632034632034632,0.1032337190252333,0.8095841413488472,0.0940956044979153,0.97533070799458,0.0242167248577073
d_original,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9279336734693878,0.0413431710080389,0.788888888888889,0.1493039405597409,0.7925,0.1496036430037718,0.7836336032388663,0.1267236555756146,0.966572662601626,0.0362167412724768
d_original,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.942261904761905,0.0331593404270855,0.8638888888888889,0.0877971146071061,0.8177272727272726,0.1213867008773311,0.8361391223155928,0.0895262328633632,0.9804183604336044,0.0172468519346026
d_original,No sampling,,After,Yes,AdaBoost,0.9403061224489796,0.0194076980017719,0.788888888888889,0.1266557012797555,0.8511399711399712,0.0650545701671263,0.811577964519141,0.0666713742659146,0.9690692750677506,0.0274422222475973
d_original,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.92593537414966,0.0358752849874753,0.7777777777777778,0.1343709624716425,0.7826839826839826,0.1159597173918029,0.7760558258391075,0.1139969226121146,0.9656893631436316,0.0376159038208016
d_original,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.948469387755102,0.0296418862853802,0.826388888888889,0.1397542485937368,0.8701875901875902,0.1005337603721727,0.8399296128707894,0.0940162707690678,0.9813761856368564,0.0204045012117666
d_original,No sampling,,After,Yes,AdaBoost,0.9403061224489796,0.0233078526010728,0.8013888888888889,0.1507504376260462,0.8370923520923521,0.0464640661234853,0.8109735689147455,0.0890548242829,0.973703421409214,0.0231802072037491
d_original,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.93609693877551,0.0286364271691077,0.8013888888888889,0.1507504376260462,0.825544733044733,0.098777917141373,0.8021732026143791,0.0948354259216451,0.9727278116531164,0.0349327484089881
d_original,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9402210884353742,0.0339301697746374,0.8152777777777779,0.1269979221177347,0.8358730158730159,0.1134904262286164,0.8194308168611574,0.0992210466960205,0.978965108401084,0.0228105026766913
d_original,No sampling,,After,Yes,Bagging,0.9072704081632652,0.0338241160987623,0.4902777777777777,0.2160648693744028,0.9258333333333332,0.0953393063396904,0.608754317577847,0.1944706106423158,0.921655657181572,0.0546118996016171
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9156037414965986,0.0496037921082393,0.8625,0.1038327982864759,0.7334632034632035,0.1636450443195573,0.7811529045429975,0.1062011552534833,0.963151253387534,0.0280141566789064
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9095238095238096,0.0366405831840007,0.8625,0.1038327982864759,0.6903463203463204,0.1015573241385595,0.7628962324823141,0.0891644179112193,0.9516679369918698,0.0315821327810534
d_original,No sampling,,After,Yes,Bagging,0.9238945578231292,0.022391572651322,0.5527777777777778,0.1538848776051615,0.9875,0.0375,0.6933819122054417,0.1308096828756328,0.9689303861788618,0.0235212632514282
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9278911564625848,0.0265574443505524,0.8875,0.1038327982864759,0.7365656565656565,0.0721151993645573,0.8029915474961914,0.0757557374984353,0.9729983909214092,0.0227439092858945
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9278911564625852,0.034764875001237,0.9375,0.0625,0.7267754467754468,0.1003116320773548,0.8159580323357414,0.0799507218165702,0.9757262025745256,0.0211882652659463
d_original,No sampling,,After,Yes,Bagging,0.9321428571428572,0.0288929261650271,0.5916666666666666,0.1785357107135712,1.0,0.0,0.7264868464868466,0.152482453986601,0.9652989498644986,0.0292530806654785
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9279336734693876,0.0264415107771697,0.9,0.1089724735885168,0.7364602064602064,0.0815662269134486,0.8059530287394064,0.0727385166533977,0.9780453929539294,0.0180912142573471
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9237670068027212,0.0294873450813292,0.9375,0.0625,0.7130555555555557,0.095799710634731,0.806688657919308,0.0697267812277707,0.9772857384823848,0.0160777731623285
d_original,No sampling,,After,Yes,Bagging,0.9258928571428572,0.0189523343301212,0.6277777777777778,0.1006920497799547,0.9149206349206348,0.1091047885075785,0.7357997557997559,0.0726628034042474,0.94746358401084,0.0349844682667012
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9401785714285712,0.0376677885476077,0.875,0.125,0.8024819624819625,0.1330307060808602,0.8307744852326895,0.1057751596258995,0.971513804200542,0.0219143752212073
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9176020408163266,0.0412098377679768,0.8375,0.1256234452640111,0.7327092352092353,0.1363542374907455,0.7750900749315746,0.1099278445662246,0.9631436314363142,0.0241751650796602
d_original,No sampling,,After,Yes,Bagging,0.94234693877551,0.022162904861286,0.6666666666666666,0.1118033988749894,0.98,0.0599999999999999,0.7894505494505495,0.090089756230676,0.9638071646341464,0.0287214401219869
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9361394557823128,0.0173026980204155,0.875,0.1118033988749894,0.7785497835497834,0.0619702093851358,0.8183837043589366,0.0542306766141729,0.9782156165311656,0.0188205380211682
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9382227891156464,0.026159571007234,0.925,0.082915619758885,0.761540404040404,0.0803871652828359,0.8333169934640523,0.0711320303506705,0.9782037601626016,0.0185371761203401
d_original,No sampling,,After,Yes,Bagging,0.948469387755102,0.0264862866680368,0.701388888888889,0.1409910359640719,0.98,0.0599999999999999,0.8111872441284206,0.1074552344174867,0.9663317242547425,0.0288682256588216
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9443452380952382,0.0229161933741339,0.8875,0.1179247641507075,0.804484126984127,0.0652943723780841,0.8395868347338935,0.0694346904071061,0.9800694444444444,0.0163340815371087
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.938265306122449,0.0242278305116037,0.9375,0.0625,0.7590151515151515,0.0820956488906622,0.8363097695218439,0.0612993451682187,0.9806537940379404,0.0143980602006706
d_original,No sampling,,After,Yes,Bagging,0.9464285714285714,0.0191203664252451,0.7138888888888889,0.0999999999999999,0.9555555555555556,0.069388866648871,0.8126984126984127,0.0763886312096251,0.9516751355013552,0.0463167522742577
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9278061224489796,0.0283616162501372,0.8375,0.0976281209488331,0.7637950937950937,0.0975734688487563,0.7951174504889675,0.080262958305272,0.971891090785908,0.0141065083245939
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9298894557823127,0.0414345410075871,0.875,0.125,0.7608080808080807,0.129437892218804,0.8078544400216228,0.1115371394139706,0.96760543699187,0.0240638735980013
d_original,No sampling,,After,Yes,Bagging,0.94234693877551,0.0352758970407188,0.7152777777777778,0.1267242193812129,0.9279761904761904,0.1323638756543162,0.8033053221288515,0.1205392008369015,0.9684878895663956,0.0247124293275951
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9421768707482994,0.0292806078492263,0.8625,0.1179247641507075,0.8068578643578643,0.0811627454027671,0.8308006535947712,0.0860913971431121,0.9808257113821138,0.0124276080193131
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9422193877551022,0.0319389894528923,0.8875,0.0875,0.7948737373737373,0.1003150359777639,0.8376307189542483,0.0901476985551301,0.9791624322493224,0.0160857564169337
d_original,No sampling,,After,Yes,Bagging,0.9402636054421768,0.02972619942765,0.701388888888889,0.1409910359640719,0.93,0.113968806648525,0.7913900134952767,0.1106258595205776,0.965517445799458,0.0264941539934059
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.946343537414966,0.0281780961393919,0.875,0.1118033988749894,0.8193578643578643,0.0850179912130288,0.8433006535947711,0.0845860285875769,0.9831038279132792,0.010910199230797
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9443452380952382,0.0229161933741339,0.9125,0.0800390529679106,0.7882070707070707,0.0645951550245658,0.8448202614379084,0.0650250451228532,0.98034891598916,0.0148504082830487
d_original,No sampling,,After,Yes,Bagging,0.9381377551020408,0.0294696842047167,0.6902777777777778,0.1170380992099011,0.9277777777777776,0.1166666666666666,0.7864224664224664,0.1004241074848178,0.9434726456639566,0.0364790104224013
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9422619047619047,0.0332649322489179,0.8375,0.1125,0.826024531024531,0.113724340300272,0.8284640522875817,0.0997362599208346,0.9754247120596208,0.0148670001049706
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9402210884353742,0.0325721343389911,0.8375,0.1375,0.8066197691197692,0.0860814332596266,0.8196568627450981,0.106468162053027,0.9644427506775068,0.0343307275562063
d_original,No sampling,,After,Yes,Bagging,0.9403061224489796,0.0233078526010728,0.6902777777777778,0.1028246889937755,0.9411111111111112,0.0908193159418642,0.791990231990232,0.0846734758755672,0.9685459010840108,0.0238504591775114
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9462585034013604,0.0298784162560738,0.8625,0.1179247641507075,0.8333152958152958,0.1068129504443469,0.8421306943830164,0.0875797536829908,0.9801812330623306,0.0133100171964519
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9401785714285716,0.0315492520709784,0.8625,0.1305038313613818,0.8025396825396826,0.1021066832011802,0.8261671335200746,0.0946885318640701,0.9763363821138212,0.0163649363150949
d_original,No sampling,,After,Yes,Bagging,0.9402636054421768,0.0267777833523812,0.6902777777777778,0.1297031868022781,0.9411111111111112,0.0908193159418642,0.7893528693528694,0.1012657044438102,0.9723835535230352,0.021303952869401
d_original,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9463010204081632,0.0268032889650293,0.85,0.1089724735885168,0.8426406926406926,0.1027112155729058,0.8405130473241929,0.0782516586156555,0.9832740514905148,0.0117387287145681
d_original,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9505102040816328,0.0282270661126213,0.9,0.0935414346693485,0.8263888888888887,0.0928064659571561,0.8591946778711484,0.0799285746680524,0.976949949186992,0.018280657860505
d_original,No sampling,,After,Yes,XGBoost,0.9504251700680272,0.0362309765518421,0.7513888888888889,0.1592626237801366,0.9357142857142856,0.1086142355043528,0.8274509803921569,0.1310919581499072,0.98284891598916,0.0111325618702241
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9360119047619048,0.0328115892529664,0.8625,0.1305038313613818,0.7895021645021645,0.1080890498767768,0.817171605484299,0.094989356586751,0.9780149051490514,0.0173841356180321
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9361394557823132,0.0350670209743664,0.8875,0.1038327982864759,0.7755555555555556,0.1169559904566829,0.8243744164332399,0.0977615475684338,0.9809950880758808,0.0177187117832812
d_original,No sampling,,After,Yes,XGBoost,0.954549319727891,0.0290739549578025,0.8138888888888889,0.1511529762268088,0.9087698412698414,0.0779134001400964,0.8513226788691185,0.0999471883576118,0.9881275406504066,0.0091590855912848
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9566751700680272,0.0269246813543386,0.875,0.125,0.8682142857142857,0.0802275458971873,0.8673582239913509,0.0883071505133015,0.9879844173441734,0.0119834063508468
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9588010204081634,0.0260546007724619,0.8763888888888889,0.1118810131841462,0.8880050505050505,0.0911141241466901,0.8759917043740574,0.0775975023429675,0.9880386178861787,0.011525516006227
d_original,No sampling,,After,Yes,XGBoost,0.954549319727891,0.0290739549578025,0.8138888888888889,0.1511529762268088,0.9087698412698414,0.0779134001400964,0.8513226788691185,0.0999471883576118,0.9878150406504064,0.0089050880413943
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9587159863945578,0.0277967918460689,0.875,0.125,0.8771031746031746,0.0770381192598703,0.8725869821612855,0.0909360727090743,0.9883045392953927,0.0114738652775527
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9587585034013604,0.0245113402022386,0.8638888888888889,0.1040832999733066,0.8917063492063493,0.0814601353627231,0.8739934394810556,0.0748680425274747,0.9877337398373984,0.0123491229063291
d_original,No sampling,,After,Yes,XGBoost,0.946343537414966,0.0249780087459465,0.763888888888889,0.1317615691736824,0.9055952380952382,0.0792933108043925,0.8217471563524195,0.0877687937392831,0.9824093834688348,0.0121269959956261
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9566326530612244,0.0218315618409493,0.875,0.1118033988749894,0.8766991341991341,0.0901600657133039,0.8692880485527544,0.0671065862311998,0.982508045392954,0.0126810680917625
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9360544217687076,0.0438210725207824,0.875,0.125,0.777449494949495,0.132844703156041,0.821185930512556,0.1227710034388282,0.9760069444444446,0.0266192032696156
d_original,No sampling,,After,Yes,XGBoost,0.946343537414966,0.0310501092295832,0.763888888888889,0.1431297003109805,0.9061904761904762,0.1011061273098314,0.821866203971467,0.1035736734041884,0.9847205284552846,0.0113798633082883
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.954591836734694,0.0224430199778531,0.8638888888888889,0.1040832999733066,0.8748809523809523,0.0914952444425716,0.863498574868544,0.0667034024325431,0.9892081639566396,0.0093062637183395
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9484268707482992,0.0266348263355123,0.8625,0.1179247641507075,0.8421031746031744,0.0943741318231305,0.8469351073762837,0.0809064889958259,0.9886864837398374,0.0118574201345998
d_original,No sampling,,After,Yes,XGBoost,0.9483843537414968,0.0311561191051381,0.7763888888888889,0.1467826246150711,0.9079761904761904,0.1003791706040474,0.829366203971467,0.1044306600710034,0.9847205284552846,0.0113798633082883
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.954591836734694,0.0224430199778531,0.8638888888888889,0.1040832999733066,0.8748809523809523,0.0914952444425716,0.863498574868544,0.0667034024325431,0.9889380081300811,0.0092835532727098
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.95046768707483,0.026598967030448,0.8625,0.1179247641507075,0.8489213564213565,0.0898271273400708,0.8512208216619982,0.0824539937303214,0.9889642615176152,0.0119561078062398
d_original,No sampling,,After,Yes,XGBoost,0.9443452380952382,0.0263677094168024,0.726388888888889,0.1362315227022651,0.9350000000000002,0.1001249219725039,0.8081482552535185,0.1008800029977832,0.9769148035230352,0.015473591594295
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.95046768707483,0.036168080900291,0.8625,0.1305038313613818,0.8481277056277057,0.1156212959182964,0.8519771241830065,0.111096222810674,0.9861331300813008,0.0099563340589853
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9381802721088434,0.0277060860451779,0.85,0.1224744871391589,0.7913023088023088,0.0680751902402771,0.817532679738562,0.0887343683493698,0.9762322154471544,0.0232564267474016
d_original,No sampling,,After,Yes,XGBoost,0.95046768707483,0.0249841233889481,0.788888888888889,0.1136515141415488,0.9121031746031748,0.0980409726233128,0.8392826617826618,0.081259789825644,0.9865379403794036,0.0124584014762135
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9505102040816326,0.0281025515097925,0.851388888888889,0.1093700395700557,0.8542063492063491,0.0896938116248237,0.8502287581699346,0.0870527203988441,0.9873983739837398,0.0105932143733367
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9463860544217686,0.0321353483022902,0.85,0.1346291201783626,0.8321428571428571,0.093922460420437,0.8375146198830409,0.1010922616275141,0.9867649051490516,0.0135921054579593
d_original,No sampling,,After,Yes,XGBoost,0.95046768707483,0.0249841233889481,0.788888888888889,0.1136515141415488,0.9121031746031748,0.0980409726233128,0.8392826617826618,0.081259789825644,0.9865379403794036,0.0124584014762135
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9505102040816326,0.0281025515097925,0.851388888888889,0.1093700395700557,0.8542063492063491,0.0896938116248237,0.8502287581699346,0.0870527203988441,0.9873983739837398,0.0105932143733367
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.948469387755102,0.0321670310061737,0.85,0.1346291201783626,0.8464285714285713,0.1066416849997778,0.8432289055973266,0.100423027234978,0.9867649051490516,0.0135921054579593
d_original,No sampling,,After,Yes,XGBoost,0.9463860544217688,0.025034142138183,0.7513888888888889,0.1264499242124459,0.9225,0.0990265116016917,0.8201903797956429,0.0915881204000129,0.9780572493224932,0.0135349153383391
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9483843537414968,0.0338277233760219,0.8625,0.1305038313613818,0.8395238095238096,0.1047778667493484,0.8468580765639588,0.1034870313436804,0.9827726964769647,0.0129423893765975
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9443877551020408,0.0227510088546811,0.85,0.1224744871391589,0.8215404040404041,0.0539240522672123,0.8319351073762838,0.0770424937030302,0.9793377371273712,0.0161179478527921
d_original,No sampling,,After,Yes,XGBoost,0.9464285714285714,0.0230691496024669,0.7763888888888889,0.1236735173304652,0.8980555555555556,0.0906087948474302,0.8253702979167375,0.0795871484633873,0.9834705284552848,0.0136479672466014
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9525510204081632,0.0263160695699111,0.851388888888889,0.1093700395700557,0.8667063492063493,0.0827409881112779,0.8556601061477223,0.0803394528483915,0.9849407181571816,0.0106730011136896
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9462585034013606,0.0338544319797589,0.825,0.1391941090707505,0.8467460317460317,0.0894794723035335,0.8325379625534424,0.1078396519565886,0.9879844173441734,0.0107308976948081
d_original,No sampling,,After,Yes,XGBoost,0.9464285714285714,0.0230691496024669,0.7763888888888889,0.1236735173304652,0.8980555555555556,0.0906087948474302,0.8253702979167375,0.0795871484633873,0.9834705284552848,0.0136479672466014
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9525510204081632,0.0263160695699111,0.851388888888889,0.1093700395700557,0.8667063492063493,0.0827409881112779,0.8556601061477223,0.0803394528483915,0.9849407181571816,0.0106730011136896
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9462585034013606,0.0338544319797589,0.825,0.1391941090707505,0.8467460317460317,0.0894794723035335,0.8325379625534424,0.1078396519565886,0.9879844173441734,0.0107308976948081
d_original,No sampling,,After,Yes,XGBoost,0.9463860544217688,0.025034142138183,0.7513888888888889,0.1264499242124459,0.9225,0.0990265116016917,0.8201903797956429,0.0915881204000129,0.9780572493224932,0.0135349153383391
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9483843537414968,0.0338277233760219,0.8625,0.1305038313613818,0.8395238095238096,0.1047778667493484,0.8468580765639588,0.1034870313436804,0.9833976964769648,0.0122305538377973
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9361394557823132,0.0311895210500717,0.8625,0.1038327982864759,0.7826010101010101,0.0949455625931887,0.8180830753353974,0.0877180609470803,0.9744486788617884,0.0228138241896444
d_original,No sampling,,After,Yes,XGBoost,0.9464285714285714,0.0230691496024669,0.7763888888888889,0.1236735173304652,0.8980555555555556,0.0906087948474302,0.8253702979167375,0.0795871484633873,0.9834705284552848,0.0136479672466014
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9546343537414966,0.0274898342688701,0.8625,0.1179247641507075,0.8742063492063492,0.0973484764931398,0.8629971988795517,0.0833567700018897,0.9867809959349596,0.0103363766308508
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9360544217687076,0.0339567977996038,0.8125,0.128086884574495,0.8073015873015873,0.1085661200317358,0.8065669074647402,0.1050736711152609,0.9864642615176152,0.0131300726976015
d_original,No sampling,,After,Yes,XGBoost,0.9464285714285714,0.0230691496024669,0.7763888888888889,0.1236735173304652,0.8980555555555556,0.0906087948474302,0.8253702979167375,0.0795871484633873,0.9834705284552848,0.0136479672466014
d_original,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9546343537414966,0.0274898342688701,0.8625,0.1179247641507075,0.8742063492063492,0.0973484764931398,0.8629971988795517,0.0833567700018897,0.9867809959349596,0.0103363766308508
d_original,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9360544217687076,0.0339567977996038,0.8125,0.128086884574495,0.8073015873015873,0.1085661200317358,0.8065669074647402,0.1050736711152609,0.9864642615176152,0.0131300726976015
d_original,No sampling,,After,Yes,MLP,0.8623724489795919,0.0568686383028573,0.5444444444444445,0.1973786547054501,0.6532509157509157,0.2595272710327238,0.5649819624819624,0.1762232804790847,0.8301380420054201,0.1202725244292251
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8682823129251702,0.0383261043832962,0.925,0.082915619758885,0.575146658896659,0.073991482253561,0.7045432462274567,0.061197184576917,0.9407621951219513,0.037177809220534
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8477465986394558,0.055099957574838,0.9125,0.0976281209488331,0.5426628926628927,0.1065095658498071,0.6744104306575702,0.0906294636884826,0.942930216802168,0.0335852846862069
d_original,No sampling,,After,Yes,MLP,0.9198979591836732,0.058901999977673,0.7944444444444445,0.1709857044056932,0.7627777777777778,0.1697138113937041,0.7716337412157845,0.1522034553407155,0.9521595528455284,0.055564484423804
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9485969387755104,0.0295378164855659,0.9,0.0935414346693485,0.8395021645021645,0.134749430310845,0.8577318295739349,0.0727683736992096,0.9807884485094852,0.0153841039552733
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.954719387755102,0.0319422719917133,0.875,0.125,0.8702597402597402,0.1248081847554603,0.8654803675856307,0.0958478815832713,0.9800787601626016,0.0204438402768042
d_original,No sampling,,After,Yes,MLP,0.8784863945578232,0.0351828167067425,0.5791666666666666,0.1618577049962919,0.6836940836940836,0.1638431014218264,0.6077689699361526,0.1236938065531867,0.8916209349593498,0.0652322654598139
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8460884353741495,0.087310720618043,0.8763888888888889,0.0969141945801083,0.561541146761735,0.1535742327780454,0.6746660831578047,0.1335095592839537,0.938934620596206,0.0613045105706728
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8374574829931973,0.0488542609751097,0.875,0.1118033988749894,0.5233824590442238,0.1059407544997894,0.6475708285522528,0.0869311538264139,0.9384307249322492,0.0512131199054488
d_original,No sampling,,After,Yes,MLP,0.917687074829932,0.0377795127006326,0.8375,0.1681703005884213,0.7330303030303031,0.134849012944287,0.770394635352234,0.1136589357551402,0.970103319783198,0.0272740547639008
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9281462585034014,0.0355244794331037,0.8625,0.1038327982864759,0.7763383838383838,0.1429756880298729,0.8050572563121359,0.081037253531354,0.9722205284552846,0.0256812210624567
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9423044217687074,0.0259938909945404,0.8625,0.1038327982864759,0.8193578643578643,0.1103010899077471,0.8334967320261437,0.0735854905976893,0.9696409214092142,0.0251849875630791
d_original,No sampling,,After,Yes,MLP,0.8415391156462585,0.0655893012089886,0.3944444444444445,0.2273030282830976,0.6257287157287157,0.3010787571519423,0.4394007299889653,0.2149553602220604,0.8340997628726287,0.1148667353447769
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8582908163265305,0.0623879815483856,0.851388888888889,0.1093700395700557,0.578118686868687,0.1468287668443529,0.6781475125010594,0.1126128487759631,0.9461136517615176,0.0269897061897914
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8394132653061224,0.0654419608601311,0.913888888888889,0.0565194165260439,0.5352744559362206,0.1341842716005274,0.6678891284509946,0.1069059165492125,0.942319613821138,0.028671914784697
d_original,No sampling,,After,Yes,MLP,0.921641156462585,0.0333220785264982,0.8125,0.1505199322349037,0.751176046176046,0.1137772737748067,0.7721902796206201,0.1058858202951014,0.9484264905149052,0.0459209291068716
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.938265306122449,0.030679371790944,0.8875,0.1179247641507075,0.7891666666666667,0.1114609077238171,0.8277801120448179,0.0854136669365198,0.974015921409214,0.0240059500173747
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9403486394557824,0.0215238961298643,0.875,0.1118033988749894,0.7993939393939394,0.0904507384610776,0.8290051108162564,0.0638757399327414,0.97598831300813,0.0190993297566493
d_original,No sampling,,After,Yes,MLP,0.909438775510204,0.0402818068680118,0.625,0.2165063509461096,0.7776515151515151,0.1439000145494357,0.6786904761904762,0.1761023347742021,0.9099635840108402,0.0603906800428577
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8786139455782314,0.0481131173227975,0.8375,0.1484292760879739,0.6051748251748251,0.1200894364694192,0.6977846965705358,0.1194216208632511,0.9519207317073172,0.041596205046152
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8623724489795919,0.0618113204147333,0.9375,0.1152443057161611,0.5666562604062604,0.1035568562932802,0.7013962178172705,0.1040457079492074,0.9620274390243904,0.0312918146777063
d_original,No sampling,,After,Yes,MLP,0.9281462585034014,0.0342809434443898,0.8763888888888889,0.0791666666666666,0.7555555555555555,0.1242762949642933,0.8058599931200551,0.0845031799086327,0.9593368902439025,0.0307179622357193
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9403486394557824,0.021360342802573,0.875,0.125,0.8008730158730157,0.0904770258942215,0.8282259570494863,0.0681523630279073,0.9780411585365852,0.0210619337934511
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9548044217687076,0.0286849928124011,0.9,0.1224744871391589,0.8514790764790765,0.1140427751631016,0.8683230134158928,0.0896315053736806,0.9821078929539296,0.0208305460223953
d_original,No sampling,,After,Yes,MLP,0.7352891156462584,0.1269534186529013,0.7375,0.205015243335709,0.3904018971224853,0.165306942870864,0.5030305935855529,0.1792755891531569,0.8157156165311653,0.1479219623355206
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8476615646258503,0.0574407908972884,0.875,0.1118033988749894,0.5583573942397472,0.1400749161450387,0.6668409416670287,0.0885813793538354,0.9424466463414634,0.0440609231072861
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8479591836734693,0.0567987111094255,0.9277777777777778,0.0953793595188299,0.5489282531194297,0.1091708936339514,0.6799512805885131,0.0816817030041824,0.949472391598916,0.0296955811471885
d_original,No sampling,,After,Yes,MLP,0.9034013605442176,0.0533773208379901,0.9125,0.0800390529679106,0.6740982701509017,0.1271292400155615,0.7678267564335675,0.0986694910442152,0.969108231707317,0.0270024777520122
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9361819727891156,0.0282105706775768,0.9125,0.0976281209488331,0.7606565656565657,0.0941754528353498,0.826596147230822,0.0809320432864085,0.9771299119241192,0.0213193793318101
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9279336734693876,0.0281597746386666,0.925,0.082915619758885,0.7392352092352092,0.1091087485509146,0.8143995004561703,0.0626802467291785,0.9761932588075884,0.0213788630448852
d_original,No sampling,,After,Yes,MLP,0.8043367346938777,0.0621859154208353,0.85,0.1224744871391589,0.4647204841941684,0.098763781721235,0.5974442668950678,0.1033345793881741,0.9037703252032522,0.0679422897840625
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8704506802721088,0.0613592886097532,0.875,0.125,0.5955998250115896,0.1450539373720649,0.7017922882071489,0.1272625128640176,0.9534493563685638,0.0251666509748316
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8643707482993197,0.0624201211053904,0.9125,0.1256234452640111,0.5813538748832866,0.1338963917205649,0.7011470927089588,0.1138374865342408,0.9449771341463414,0.0547610589251355
d_original,No sampling,,After,Yes,MLP,0.9157738095238096,0.0589695557187433,0.95,0.0612372435695794,0.717035742035742,0.1748553468309153,0.8046934077274635,0.1160002321207551,0.9652828590785908,0.040038397934044
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9136904761904764,0.031228444831255,0.9,0.0935414346693485,0.7025505050505051,0.0992962206725567,0.7806754685092955,0.0605902638687073,0.9749110772357724,0.0182741771018424
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9444727891156462,0.0305455622933288,0.9375,0.0838525491562421,0.7826767676767676,0.1020547121349727,0.8508673644896554,0.0843783950515635,0.9783612804878048,0.0197963790284752
d_original,No sampling,,After,Yes,MLP,0.93609693877551,0.0270135609550681,0.7375,0.180710403685012,0.8684920634920635,0.0945238095238095,0.7821508333427838,0.1104357108465906,0.9636475271002708,0.0264512365406383
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9258503401360544,0.0360900021779944,0.875,0.125,0.7483974358974359,0.127473160124289,0.7992304625199362,0.0971538942871373,0.976675135501355,0.0200957038100203
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9301020408163264,0.0333037101119956,0.9125,0.0976281209488331,0.7468298368298368,0.1178439249863493,0.8159446745205259,0.0862006555923178,0.973784722222222,0.0229881503960451
d_original,No sampling,,After,Yes,MLP,0.9629251700680272,0.0125057832889186,0.9,0.0935414346693485,0.8914213564213564,0.0769210472520623,0.8892763772175536,0.0401265639827888,0.9873484078590786,0.0114877190318838
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.952721088435374,0.0260881249482635,0.8625,0.1305038313613818,0.8750641025641025,0.1115739885948623,0.8582864357864357,0.0787021540235857,0.976767445799458,0.0194425883126164
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9610119047619048,0.0309277545095831,0.888888888888889,0.1178511301977579,0.8934920634920636,0.1051422868246168,0.8847432306255836,0.0883629980077469,0.98465108401084,0.0151291659358953
d_original,No sampling,,After,Yes,MLP,0.9423044217687074,0.0181234695026594,0.763888888888889,0.1054092553389459,0.8811904761904762,0.0841150410809768,0.8120724700136466,0.0635874009167205,0.9553599254742547,0.0313609864215475
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9341411564625852,0.0221255578499546,0.9,0.0935414346693485,0.7580050505050505,0.0726105659060428,0.8196143545137353,0.0630126584189714,0.9733019986449862,0.0205796203736317
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9238520408163264,0.0275150740241809,0.925,0.082915619758885,0.7155944055944057,0.0978539925104184,0.8036344872877381,0.0750332388721863,0.975849424119241,0.0179021318317947
d_original,No sampling,,After,Yes,MLP,0.956845238095238,0.0267413045629827,0.851388888888889,0.1093700395700557,0.8973304473304473,0.0977106120711806,0.8677073906485671,0.080212336632877,0.9847704945799458,0.0116380450916739
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.959013605442177,0.0257487430204673,0.875,0.125,0.9052913752913752,0.1212993253641835,0.8777747398800031,0.075316962887263,0.9830064363143632,0.0211284398341704
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9610119047619048,0.0248962761619374,0.9,0.1224744871391589,0.886060606060606,0.1029981010282568,0.8842898913951546,0.0784420541786185,0.9827328929539296,0.017908648241283
d_original,No sampling,,After,Yes,MLP,0.9464285714285716,0.0248795341382541,0.7763888888888889,0.1467826246150711,0.8980555555555554,0.0939533802176429,0.8222917115564176,0.0941067876689421,0.962946307588076,0.03097845045726
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.925765306122449,0.0429216290840875,0.875,0.1118033988749894,0.7525460650460649,0.1398753191343781,0.8020942396097194,0.1035540619487837,0.9757071476964768,0.0200198552741368
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9279761904761904,0.0263915222849463,0.9,0.0935414346693485,0.7469877344877345,0.1086833148282048,0.8091406425270335,0.0650508359141447,0.9752472899728998,0.0199956908870428
d_original,No sampling,,After,Yes,MLP,0.9630527210884354,0.0254920924935218,0.8763888888888889,0.1369940185231133,0.9130050505050504,0.0838244063132327,0.8840686274509804,0.0891036384295937,0.9847400067750678,0.0160036053115196
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.960969387755102,0.0281402206977345,0.8638888888888889,0.1307032261779843,0.9106637806637806,0.0975203488979581,0.8791970121381887,0.0876160327210004,0.9821392276422763,0.019893487367829
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.948767006802721,0.0355576669946166,0.888888888888889,0.1037491633165727,0.8384720834720835,0.1279303913478763,0.8565129624417551,0.0938952401688915,0.9828260501355012,0.0171352020878173
d_original,No sampling,,After,Yes,MLP,0.9401785714285716,0.0285434814828407,0.7875,0.1681703005884214,0.8595238095238095,0.1123496728058957,0.8066925987669021,0.1001050559463175,0.965731707317073,0.030151695316237
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321428571428572,0.0330410490006219,0.8875,0.0875,0.766161616161616,0.1220350327966131,0.8167101577473094,0.0834294266190456,0.9715150745257454,0.0237236331824739
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.938265306122449,0.0290499140787504,0.8875,0.1038327982864759,0.7916666666666666,0.1218745053804461,0.8294397759103642,0.080309662043314,0.9744325880758808,0.0213727449315055
d_original,No sampling,,After,Yes,MLP,0.96296768707483,0.0201912813187518,0.888888888888889,0.0874007373475126,0.8962698412698412,0.0762448549329992,0.8888463806575262,0.0596190979803424,0.9839456300813008,0.0159589795980934
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9630102040816324,0.0179520477731995,0.9,0.0935414346693485,0.8952597402597403,0.0945467924837542,0.8904803675856308,0.052799602505315,0.9817496612466124,0.0148296874105032
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.952763605442177,0.0289643188670968,0.8763888888888889,0.1118810131841462,0.8634415584415585,0.1088325033410277,0.8623851294903927,0.0814609019313958,0.982116361788618,0.0183978404239807
d_original,No sampling,,After,Yes,MLP,0.9401360544217688,0.0328454816210423,0.8138888888888889,0.1511529762268088,0.8296428571428571,0.0999751244570572,0.8149156545209177,0.1121189293600143,0.9641006097560976,0.0354251533176893
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9320578231292516,0.0276496565165613,0.9,0.1089724735885168,0.765911865911866,0.1248734914361416,0.8177521343465616,0.0757506227012808,0.9746180555555556,0.0199108165880376
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.91156462585034,0.0342524564360075,0.925,0.082915619758885,0.6902596015096015,0.1093902047449857,0.7826815948069817,0.0683144890363743,0.9740591124661246,0.0156037806623958
d_original,No sampling,,After,Yes,MLP,0.96296768707483,0.0257797901073063,0.9013888888888888,0.0932626220233307,0.8891666666666665,0.0984952370848208,0.8911176224875916,0.0750349181658479,0.9824136178861788,0.0169343175884122
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9548044217687076,0.0301601453611063,0.8625,0.1525819451966713,0.8827272727272728,0.1191013180739077,0.8610664481717114,0.104321504324531,0.9827024051490516,0.0168219924588309
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.958971088435374,0.0366768024954872,0.9125,0.1484292760879739,0.8719580419580419,0.1323281116430248,0.8809005030057662,0.1160551486806033,0.9861212737127372,0.015926016764687
d_original,No sampling,,After,Yes,MLP,0.9424744897959184,0.0254200860045566,0.85,0.1457737973711325,0.822886002886003,0.0923788265665278,0.8261721044693182,0.090997123810629,0.961382113821138,0.0427023719861683
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321003401360544,0.0275318876730292,0.9375,0.0838525491562421,0.7426495726495727,0.1011145428610392,0.8237021475256769,0.0714430944329641,0.976736111111111,0.0221827968399569
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9094812925170068,0.026224722783669,0.9125,0.0800390529679106,0.6752372627372628,0.0840228914802816,0.772162413609782,0.0616625717128035,0.9793030149051491,0.0159095319506734
d_original,No sampling,,After,Yes,MLP,0.9588010204081632,0.0277967918460689,0.8763888888888889,0.1369940185231133,0.8842063492063492,0.0913741295141553,0.8732577862454024,0.0914444903265984,0.9854734078590786,0.0155469058148401
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.963095238095238,0.0313196560443509,0.8875,0.1525819451966713,0.9092307692307692,0.1150147919480964,0.8868487068487069,0.1055402996621393,0.9842920054200544,0.0170548137375942
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.965051020408163,0.0318989776170216,0.9,0.1457737973711325,0.9007070707070707,0.1080799112584334,0.8923227752639515,0.1097757180900149,0.9830496273712735,0.0194064625612313
d_original,No sampling,,After,Yes,MLP,0.8314625850340136,0.0452182709363201,0.3972222222222222,0.2567153633458227,0.5424621212121211,0.3004090440071736,0.4076186790505676,0.1912538076172382,0.8372908197831977,0.1088865941626304
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8642431972789115,0.057792186723961,0.925,0.1,0.5834893447625646,0.1528245124700438,0.7050465733943996,0.1135404680603807,0.957080792682927,0.0327860240625303
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8601615646258504,0.0485950788533565,0.9013888888888888,0.0746519702798704,0.5646805155628686,0.0949763467980681,0.6891484772537404,0.0787208623045155,0.9527303523035232,0.024242200816612
d_original,No sampling,,After,Yes,MLP,0.9175595238095238,0.0382641014549602,0.8125,0.1397542485937368,0.7387698412698411,0.1351305614748005,0.7664775910364144,0.1085738100126037,0.9619232723577238,0.0359307293236592
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9424744897959184,0.0316293669659548,0.875,0.125,0.8136002886002884,0.1271055157780407,0.8352469408816157,0.0944681845941824,0.9783536585365852,0.0213617880135449
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.93218537414966,0.0399000079578479,0.9125,0.0800390529679106,0.7650563325563324,0.1455886222522468,0.8243342424689175,0.0957360957686015,0.9750736788617884,0.0225322389462992
d_original,No sampling,,After,Yes,MLP,0.8931122448979594,0.0747710130598917,0.5597222222222222,0.2670895085089557,0.7630952380952382,0.2446070501222598,0.6207007045242339,0.2501350812759951,0.8888270663956639,0.1016368594634514
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8764030612244899,0.0651032564492806,0.85,0.1457737973711325,0.6112389897684015,0.1530499038241378,0.7050895114517406,0.140795869545111,0.9387339092140922,0.0564049297795637
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8458758503401361,0.0631861229334203,0.826388888888889,0.1505199322349037,0.5419067533773416,0.1500473344663406,0.6483738342989924,0.138954617864545,0.9245638550135504,0.0437024265703379
d_original,No sampling,,After,Yes,MLP,0.927763605442177,0.0510085197316989,0.8138888888888889,0.1511529762268088,0.7902597402597402,0.1780758175480668,0.7932414369256475,0.1413480037231877,0.9532850609756098,0.0600696265784398
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9505527210884356,0.0296481365385456,0.9,0.0935414346693485,0.8388708513708514,0.1246796265178453,0.8613183694530445,0.0804771701311825,0.9763363821138212,0.0226584547456449
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9444727891156462,0.0244915673962472,0.9125,0.0976281209488331,0.8033910533910534,0.1083947684101492,0.8471745540321391,0.0677802856486249,0.9746722560975608,0.0238009031836915
d_original,No sampling,,After,Yes,MLP,0.868452380952381,0.0705239628260172,0.5597222222222222,0.3153756578361043,0.5856349206349206,0.3006617243022206,0.5549903038138332,0.288250829350114,0.8279369918699186,0.13408418708605
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8681122448979591,0.0534980871465084,0.8875,0.0875,0.5992478354978354,0.1581459524236879,0.7023210092580129,0.1011444914939995,0.9472518631436314,0.0353949063461525
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8048044217687075,0.0901411583236014,0.875,0.1118033988749894,0.4836797516209281,0.1277640152475669,0.6151115055543367,0.1238506251881972,0.9283350271002708,0.0731530784090851
d_original,No sampling,,After,Yes,MLP,0.9340986394557824,0.0367933048423951,0.8,0.203100960115899,0.8143181818181817,0.1167927545726238,0.7903083028083028,0.1392428483859877,0.9634485094850948,0.036659187251486
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9485544217687074,0.0323028537831277,0.95,0.0612372435695794,0.80503885003885,0.1236654574566824,0.8659547487256466,0.0789284044922009,0.979877201897019,0.019998350219741
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9424319727891156,0.0342694459838387,0.9,0.0935414346693485,0.8108766233766234,0.1383803599110357,0.8445327993897788,0.0861312584642489,0.974891598915989,0.0299550143166165
d_original,No sampling,,After,Yes,MLP,0.8684948979591838,0.0474433598517815,0.5527777777777778,0.1730044957668891,0.6348809523809524,0.1408993324401722,0.5740197083618137,0.1604184520153771,0.8994808604336043,0.0602915714013013
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8889030612244898,0.0512251595896711,0.9,0.0935414346693485,0.6410880785880785,0.1552846412880454,0.7397510822510822,0.1106082997007571,0.958637364498645,0.0212279028654237
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8439625850340136,0.0621981814206768,0.951388888888889,0.0596575877636514,0.5350659144776791,0.1025662550657014,0.6799681020733652,0.0921511402829004,0.962853150406504,0.0299532413480636
d_original,No sampling,,After,Yes,MLP,0.9362670068027212,0.0496198971649907,0.8097222222222221,0.2111887649579031,0.8099062049062049,0.1536196110579059,0.7997148792040433,0.1816179198463988,0.9593995596205962,0.0562500494015139
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.946513605442177,0.0228089377190669,0.8875,0.1038327982864759,0.8195346320346321,0.0924237654355615,0.8463132094943241,0.0669641030448035,0.9761619241192412,0.021794839458405
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9423469387755103,0.031757215798002,0.8875,0.1179247641507075,0.81248001998002,0.128629270996327,0.839170843776107,0.087451498886933,0.9767606707317076,0.0244450710462665
d_original,No sampling,,After,Yes,MLP,0.7472789115646259,0.1482416521388273,0.8375,0.1125,0.4258029552147199,0.1229976843526302,0.5529254275136628,0.1246868295460303,0.8808790650406504,0.0994275408223684
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.849702380952381,0.0593691047159659,0.8375,0.1256234452640111,0.5586408199643493,0.1449963627016141,0.6587982456140351,0.1104203198928742,0.9266378726287264,0.0670049251307621
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8292942176870748,0.0741434307632884,0.9375,0.0838525491562421,0.5196011474765345,0.1442186188195237,0.6607558928709825,0.122316869776698,0.9435018631436314,0.0552211057854623
d_original,No sampling,,After,Yes,MLP,0.9133078231292516,0.0456694603342741,0.9375,0.0625,0.6942890442890443,0.1331528947621475,0.7909918406028246,0.0912393433658603,0.97553777100271,0.024924332768841
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9136479591836736,0.0522774046372824,0.9,0.0935414346693485,0.7134037745879851,0.1405229984611306,0.7874203892083149,0.102245260871529,0.9716209349593496,0.0228315969677367
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.92593537414966,0.0463095113182972,0.9375,0.0838525491562421,0.7295940170940172,0.1320250025827886,0.8152083082036642,0.1035046224388808,0.9783113143631436,0.0241292726533662
d_original,No sampling,,After,Yes,MLP,0.7903486394557823,0.0759102906861519,0.8638888888888889,0.0877971146071061,0.4562012987012987,0.1019478457227167,0.5899102267048295,0.093757258301464,0.9124347899728996,0.0647576498131832
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8907312925170068,0.0446687647533251,0.9125,0.0800390529679106,0.6434722222222222,0.131908141861171,0.7444004753416519,0.0839866716517296,0.9634239498644988,0.0303690459905767
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8456632653061223,0.033390335476246,0.9125,0.1125,0.5229791531997414,0.0587263723775608,0.6631522680218332,0.070527589759818,0.9563541666666668,0.0355054025403403
d_original,No sampling,,After,Yes,MLP,0.9053571428571427,0.0530152125857698,0.925,0.114564392373896,0.6802624662918781,0.1428648238681731,0.7745163593006505,0.1117353375877919,0.9708799119241192,0.0274592909431486
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9260204081632653,0.0317434375964705,0.9,0.0935414346693485,0.7398115773115774,0.119965218354214,0.8052676142227227,0.0789998664052563,0.9729429200542006,0.0317174537269387
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9239795918367348,0.0407364403887628,0.9125,0.0800390529679106,0.742711961241373,0.1366762521528007,0.8089730170070727,0.0797762196802838,0.9777320460704608,0.0209053040018272
d_original,No sampling,,After,Yes,MLP,0.940221088435374,0.0238362338033292,0.7625,0.1625,0.8800721500721501,0.1041308165291099,0.8019744307979602,0.0912733300639117,0.9603108062330624,0.03365240887554
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321003401360546,0.0356626458946595,0.9,0.1089724735885168,0.7682051282051282,0.1278517356015983,0.8200069013112492,0.0878521234674211,0.9728675474254744,0.0191899723273342
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9280187074829932,0.0163356625715243,0.9,0.0935414346693485,0.7377913752913753,0.0641307837686952,0.8061757669575007,0.0451287733765578,0.9763194444444444,0.0207501225899395
d_original,No sampling,,After,Yes,MLP,0.9630102040816328,0.0239201148820249,0.851388888888889,0.1460712345246508,0.9309920634920636,0.0728721951632881,0.8789934394810557,0.0902543348135743,0.9812245934959348,0.0133293377942831
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588860544217688,0.0304749673759213,0.85,0.1561249499599599,0.8996031746031747,0.0919013692934144,0.8666627919723895,0.109778825607832,0.980834180216802,0.0198137115725551
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.956845238095238,0.0323773357770666,0.8638888888888889,0.1421560175769332,0.8880050505050505,0.1092098146643353,0.8674324858148388,0.1064954080413809,0.9834976287262872,0.0174734616545626
d_original,No sampling,,After,Yes,MLP,0.9463860544217688,0.0249640009335818,0.8138888888888889,0.1160699023098676,0.8649206349206349,0.0907416045742275,0.8329598506069095,0.0788149107890643,0.968637364498645,0.0309223466932935
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9361819727891156,0.0387401798182149,0.9125,0.1125,0.7778768453768454,0.1476600336907944,0.8310009091355839,0.1016505346874721,0.9765794376693768,0.0288725491515037
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.921811224489796,0.0407487083397981,0.9125,0.0976281209488331,0.7256160506160507,0.1386282336046759,0.8011863214185195,0.0999206267175438,0.970517445799458,0.0197177141290012
d_original,No sampling,,After,Yes,MLP,0.9608843537414966,0.0298256120872373,0.9013888888888888,0.1087332362558324,0.8893939393939393,0.1199047763531833,0.8867269984917044,0.0837651892124788,0.98545054200542,0.0137018904068789
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9589710884353744,0.0241137407136961,0.875,0.125,0.9000641025641025,0.1087223519004318,0.8766197691197691,0.0724467142281108,0.986352472899729,0.0125075435071665
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9610119047619048,0.0308710069324304,0.8875,0.1525819451966713,0.8931196581196581,0.101998117835956,0.8804107983519749,0.1048234554615246,0.982617716802168,0.0160001854241256
d_original,No sampling,,After,Yes,MLP,0.938265306122449,0.0241553480893179,0.725,0.1457737973711325,0.892420634920635,0.1006555187096664,0.7892784279703784,0.0920395156967803,0.9705699525745258,0.0275128604439163
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9299744897959183,0.0309517093165525,0.875,0.125,0.758896103896104,0.1144498894574789,0.806123642439432,0.0897263943486112,0.9782418699186992,0.0171477460819796
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.930017006802721,0.0320072590640294,0.925,0.082915619758885,0.7412101787101787,0.1145453056656683,0.8181904516192443,0.0825375953667268,0.9795452235772356,0.0201099868771178
d_original,No sampling,,After,Yes,MLP,0.954719387755102,0.0274386263023529,0.8625,0.1525819451966713,0.8869444444444443,0.1122995470676749,0.8599743230625585,0.0928120191900824,0.9833587398373984,0.0134999366557219
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9609268707482992,0.0267866928338694,0.875,0.125,0.9022222222222224,0.1046510957986195,0.8808636788048553,0.0849432571019298,0.982729505420054,0.0129615231595897
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9549319727891156,0.0284876636939337,0.8763888888888889,0.1118810131841462,0.8712878787878788,0.1135759687993249,0.8670279866332498,0.0857623751660768,0.9816336382113822,0.0209793996172995
d_original,No sampling,,After,Yes,MLP,0.9463860544217688,0.0232358067869225,0.775,0.175,0.8978174603174602,0.073738925530021,0.817551070360668,0.0943489046858645,0.9640955284552848,0.0298994590514859
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9402210884353742,0.0284172681427398,0.8875,0.1038327982864759,0.7988455988455987,0.1181961768477241,0.8331136665192392,0.0773305767349705,0.9790752032520325,0.021259619123811
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9279336734693878,0.0230771800927632,0.9125,0.0800390529679106,0.7355483405483406,0.0808207563239411,0.8102956132872677,0.0545027816061364,0.9762356029810298,0.0205463234050543
d_original,No sampling,,After,Yes,MLP,0.963095238095238,0.0270374735879374,0.8763888888888889,0.1118810131841462,0.9230555555555554,0.1094884993114869,0.8893343747755512,0.072558498767347,0.9829031165311652,0.0178262077511278
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9589285714285714,0.0329627199860775,0.875,0.1479019945774904,0.8878787878787879,0.1243245191530884,0.8735382574082265,0.1127040667588883,0.981440548780488,0.0167404581202634
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9569302721088436,0.0280122549939137,0.851388888888889,0.1460712345246508,0.9002272727272727,0.1050995690832631,0.8649114774114774,0.0977043899605002,0.987760840108401,0.0134588887618068
d_original,No sampling,,After,Yes,MLP,0.933971088435374,0.0393364120926976,0.875,0.0968245836551854,0.7818939393939394,0.141355780255249,0.8196964224286205,0.1003433380295842,0.9576143292682928,0.0435924231846021
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9156887755102042,0.0370620775125467,0.9125,0.0976281209488331,0.7009928959928959,0.1223405049678379,0.7868384419158414,0.0924655969501699,0.9790794376693768,0.0186294529809414
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9095238095238096,0.0438819178600072,0.925,0.0612372435695794,0.6850505050505051,0.1298384954256576,0.7811464830020489,0.0922290243575226,0.9782613482384824,0.0148548857107761
d_original,No sampling,,After,Yes,MLP,0.9547619047619048,0.0303573810467226,0.875,0.1118033988749894,0.8666666666666666,0.1079766206976489,0.8658683473389356,0.0913093473832341,0.9842386517615176,0.0164254809345502
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9610119047619048,0.0294910230994024,0.8875,0.1525819451966713,0.8952272727272728,0.1107844400119454,0.8802331148383781,0.1034865057019286,0.9845198170731708,0.0172583749062841
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.956845238095238,0.0295750022977142,0.875,0.1479019945774904,0.8833974358974359,0.1077341040348043,0.8685970728617788,0.1000946352252162,0.9830767276422764,0.0180947984708622
d_original,No sampling,,After,Yes,MLP,0.94234693877551,0.0273514915237579,0.8,0.1600781059358212,0.857849927849928,0.107414112879006,0.8161322990734755,0.098681246052123,0.9604005758807588,0.033669277883592
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9135204081632652,0.0365395025222569,0.9,0.0935414346693485,0.6993750693750693,0.1226278736766803,0.7806954998905462,0.0891113776091858,0.971527777777778,0.0226400064864345
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9073554421768708,0.0322717525465441,0.9125,0.057282196186948,0.6776388888888889,0.0998425651144939,0.771983660130719,0.0598138283340644,0.9793030149051491,0.0146906639358004
d_original,No sampling,,After,Yes,MLP,0.9527210884353744,0.0278282173133228,0.8638888888888889,0.1040832999733066,0.8721717171717172,0.1194668546256556,0.8599519726919109,0.0804781845584522,0.9836712398373983,0.0140870945721881
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9589710884353744,0.0273508636491194,0.875,0.1479019945774904,0.8952272727272728,0.1107844400119454,0.8735664481717114,0.0975323795477192,0.9821045054200542,0.0172746556141293
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9569302721088436,0.0308996862600946,0.8875,0.1419727086450068,0.8797358197358198,0.1240172193711438,0.8721423330711258,0.1018366773919061,0.9854844173441734,0.0163894795785883
d_original,No sampling,,After,Yes,MLP,0.8169642857142858,0.0289398433629965,0.0486111111111111,0.0596575877636514,0.22,0.3249615361854384,0.0757886557886557,0.0941647507721403,0.5432054539295393,0.1906310525133577
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8641581632653061,0.0369224159551837,0.8125,0.128086884574495,0.5735393854511501,0.0754567684070436,0.6659140108855414,0.0745035136503499,0.9344452913279132,0.0250854214393307
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8456207482993197,0.069536418396309,0.8138888888888889,0.1288302069478359,0.5575546675546675,0.1725213744488535,0.6501832895745265,0.1379226410025239,0.9112305216802168,0.0684310621001029
d_original,No sampling,,After,Yes,MLP,0.9075255102040816,0.0577813005219977,0.5625,0.3023346655611956,0.7658730158730159,0.3086322119896946,0.6244097079391198,0.2928739096253498,0.8988609417344173,0.1257318644391171
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9403061224489796,0.0297231282864002,0.875,0.1369306393762915,0.8128010878010878,0.1234084053857123,0.8295263233498528,0.0920157951824908,0.9793030149051491,0.0193796844450245
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9381377551020408,0.0278324068597098,0.8875,0.1305038313613818,0.7857539682539681,0.0975997609673912,0.8261227824463118,0.0841421143415993,0.975405657181572,0.0148105495556961
d_original,No sampling,,After,Yes,MLP,0.8106292517006803,0.0453161090145769,0.05,0.114564392373896,0.125,0.25617376914899,0.0699999999999999,0.1552417469626002,0.4538651761517616,0.1003144010458692
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8623724489795919,0.0435229841956248,0.8625,0.1525819451966713,0.5657675167969285,0.0999656476798257,0.6765826882245648,0.0998426683443879,0.9261161924119244,0.0719992651842676
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.821045918367347,0.0673825346775312,0.826388888888889,0.1397542485937368,0.4958906534641828,0.1264547218764334,0.6139199737311192,0.1232841610525033,0.9210069444444444,0.0690894236087737
d_original,No sampling,,After,Yes,MLP,0.895280612244898,0.0593915714043305,0.523611111111111,0.2382298726487134,0.7883333333333333,0.265,0.6084249084249085,0.2349141680943905,0.8659696815718156,0.1513672853783087
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9340986394557824,0.0222758280568532,0.85,0.1224744871391589,0.7916666666666666,0.1011050059206873,0.8101120448179271,0.0662255311286325,0.9662576219512194,0.0285859763917698
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9299319727891155,0.0309970849708527,0.875,0.0968245836551854,0.7704617604617604,0.13504313103318,0.8100847707504055,0.0791354322225405,0.9737965785907858,0.0209019945108383
d_original,No sampling,,After,Yes,MLP,0.8170493197278912,0.0285662716535751,0.0625,0.1007782218537318,0.2166666666666666,0.35,0.0919191919191919,0.144303102422782,0.5333595867208671,0.1559378645166973
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8622448979591837,0.0694147919014502,0.8777777777777779,0.0935414346693485,0.5971721415839062,0.1657779778817887,0.6965157361204074,0.1116368222802075,0.946471036585366,0.0339413463972706
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8417091836734694,0.064063987584157,0.7875,0.1484292760879739,0.5603644527986633,0.1969986474165055,0.6353858921697796,0.1318808536764892,0.9128404471544714,0.0426536648388158
d_original,No sampling,,After,Yes,MLP,0.911437074829932,0.0382350834918697,0.5527777777777778,0.2473470346609305,0.8839285714285715,0.128031549488394,0.6390620490620491,0.2202607417509472,0.9296747967479676,0.0734896795008255
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9423894557823128,0.0257768448713938,0.851388888888889,0.1093700395700557,0.8228751803751804,0.1022628210461538,0.8312856897144822,0.0786753522367168,0.9694918699186992,0.0251288044908586
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9465136054421768,0.0332692793559448,0.9,0.0935414346693485,0.834383116883117,0.1345035826197991,0.8553654970760235,0.0755425088426966,0.9730064363143632,0.0164672165451018
d_original,No sampling,,After,Yes,MLP,0.8313350340136056,0.0196611162448645,0.0861111111111111,0.1252774698197742,0.2875,0.3954823004889093,0.1174999999999999,0.1557441812717252,0.6024991531165312,0.1530150579259468
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8538265306122449,0.0507492795951355,0.7625,0.1891593243802694,0.5534632034632035,0.1091452228566139,0.6311805097879939,0.1279723787309857,0.9181368563685638,0.0457046072029936
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8477891156462585,0.0636418667758844,0.9125,0.0800390529679106,0.5523471055088701,0.1353126997352761,0.6785263136976691,0.106687748699247,0.941500677506775,0.0534628646689792
d_original,No sampling,,After,Yes,MLP,0.9239370748299318,0.0303741984615402,0.65,0.2150581316760656,0.8679292929292929,0.1171240868882885,0.7199070537305833,0.1500410092606229,0.9420164295392954,0.0376236192993327
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9445153061224488,0.0356749104695124,0.8875,0.1038327982864759,0.8275613275613274,0.1396677063904427,0.8465456421803171,0.0896462277988312,0.9718148712737128,0.0277116859923174
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9360969387755104,0.0254939361394701,0.875,0.125,0.779949494949495,0.0902348877420469,0.8183468475109341,0.0783727033303081,0.969190379403794,0.0254791770586913
d_original,No sampling,,After,Yes,MLP,0.8519982993197278,0.0424116253546456,0.2208333333333333,0.1625,0.5816666666666667,0.4223249144122725,0.3137995337995338,0.225088633984058,0.7492522018970189,0.2292010415813212
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8434523809523811,0.069948630192756,0.8625,0.1179247641507075,0.5587277686194094,0.1686814072265479,0.6623643452064505,0.1160931935918364,0.9299449525745258,0.0509048928501678
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8580357142857142,0.0309361700185215,0.9013888888888888,0.0746519702798705,0.5493310855810856,0.0587805306048582,0.6806262196994464,0.0572790970462788,0.951316056910569,0.0183929922495101
d_original,No sampling,,After,Yes,MLP,0.8971513605442176,0.0519102705738917,0.6513888888888889,0.2236456150053273,0.7241125541125542,0.1837404562246128,0.665636441302076,0.1841505654606118,0.9203760162601624,0.0552935132829244
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9320153061224488,0.0347134892298857,0.9125,0.0976281209488331,0.7539529914529914,0.1191537466042376,0.8206580510992275,0.0910407906966597,0.9715633468834688,0.0269135912353827
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.936267006802721,0.0360480286094766,0.9125,0.0976281209488331,0.7705050505050506,0.1262163955767898,0.8300555309843236,0.0959438743532046,0.9750542005420056,0.0160955278457081
d_original,No sampling,,After,Yes,MLP,0.8498299319727891,0.045773581259912,0.2972222222222222,0.196143371598997,0.5660714285714286,0.3411337514737552,0.3740367965367965,0.2235011442860211,0.8215870596205962,0.1191639372670681
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8809098639455784,0.0485321715641482,0.9,0.0935414346693485,0.6269876906719012,0.1092835099622329,0.7256988625409677,0.0576797656054781,0.9550237127371276,0.0192892905176696
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8517431972789116,0.0528228424733006,0.8875,0.1179247641507075,0.5536864086206192,0.1253460128730588,0.6733569887285057,0.1022717547263165,0.948289295392954,0.0312572926747494
d_original,No sampling,,After,Yes,MLP,0.9116071428571428,0.0397234690324364,0.638888888888889,0.1645701471510958,0.7978968253968254,0.1523102566248138,0.7005248509660275,0.1338403191335507,0.9398628048780489,0.0405358411639957
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.926062925170068,0.0411411966754179,0.875,0.0968245836551854,0.7676961926961926,0.1646802796378106,0.8053483307198477,0.0980904303765243,0.968827066395664,0.0257171884260205
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.923809523809524,0.0369256226504881,0.9125,0.0976281209488331,0.7224630924630924,0.1148889450007517,0.8026575351033556,0.0948560966501389,0.971219512195122,0.0185877248078835
d_original,No sampling,,After,Yes,MLP,0.8950255102040815,0.0352093445160703,0.4541666666666666,0.1650441860028196,0.8333333333333333,0.1666666666666666,0.5769696969696969,0.1679043045159127,0.9262576219512194,0.0650382508866479
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9095238095238096,0.0366405831840007,0.851388888888889,0.0940042847723206,0.705873015873016,0.1219181714469815,0.763376332989336,0.0795100977106153,0.9638719512195122,0.0266945498635063
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8950680272108844,0.0402651094475901,0.8388888888888889,0.1261062162535129,0.6639544279250161,0.101267997869256,0.7307844932844932,0.0758763542598725,0.9606317750677508,0.023530238369052
d_original,No sampling,,After,Yes,MLP,0.9486394557823128,0.0333837299507498,0.8138888888888889,0.170579079087156,0.8818939393939396,0.1071182266620204,0.8338423831070891,0.1202383190551555,0.9687974254742548,0.0321756654204056
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9548469387755104,0.0271035830811351,0.8625,0.1525819451966713,0.8809415584415584,0.1054344362584226,0.8602331148383782,0.0975642427118175,0.9785213414634146,0.0266222176198641
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.960969387755102,0.0214167578925125,0.8625,0.1179247641507075,0.9103174603174604,0.0815367563150846,0.8784216763628528,0.0703198477332575,0.9784383468834688,0.018887629836792
d_original,No sampling,,After,Yes,MLP,0.921768707482993,0.0474623880793753,0.576388888888889,0.2529341701796031,0.8805555555555555,0.1712562515755372,0.679062049062049,0.2377359521903187,0.9293690718157182,0.0738924845471992
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.911437074829932,0.0369404285861176,0.8625,0.1419727086450068,0.7092854367854368,0.1314389701859357,0.7659146864487422,0.0945549366293986,0.9600169376693768,0.0316183390862403
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9115221088435376,0.0378336624058135,0.8388888888888889,0.1130388330520878,0.716004551004551,0.1357026780972442,0.7634473438498206,0.0947076447302381,0.9659053184281842,0.0253119022528485
d_original,No sampling,,After,Yes,MLP,0.9403061224489796,0.0352805087446813,0.7513888888888889,0.1778049024445989,0.885,0.1374772708486752,0.7991128462181093,0.1362389107279657,0.9679056571815716,0.0316680601819379
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9567602040816328,0.0194438504781589,0.8875,0.0875,0.8756593406593407,0.0959869194687125,0.8745959595959597,0.050070759032705,0.9758392615176152,0.0225059499180258
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.958843537414966,0.0206685136527835,0.8625,0.1179247641507075,0.89491341991342,0.0793595121358407,0.8721148459383754,0.0667796881684635,0.9779996612466124,0.0204973754504553
d_original,No sampling,,After,Yes,MLP,0.9258078231292516,0.0406900194579501,0.601388888888889,0.2683863819197986,0.8411111111111111,0.2898296647479364,0.685537338478515,0.2585136987891717,0.9505547086720868,0.0356419645230943
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9196428571428572,0.0373985353533154,0.825,0.1274754878398196,0.7416189366189367,0.1247698526852322,0.7749021171466992,0.1044732191778283,0.9644122628726288,0.0234739604750954
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9013605442176872,0.0424016291651746,0.8875,0.1305038313613818,0.6733211233211234,0.1420193255663608,0.7546119027321074,0.1030596668547934,0.9680149051490516,0.0286138155256076
d_original,No sampling,,After,Yes,MLP,0.9589285714285714,0.0290458067907964,0.85,0.1346291201783626,0.8998737373737373,0.0887870492428583,0.8694747899159665,0.0989017403251469,0.97128641598916,0.0273496956853632
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9506802721088434,0.0307424714918435,0.8375,0.1375,0.8647546897546897,0.0934740941254818,0.8458963585434173,0.1024764189896022,0.9729954268292684,0.0257778413034194
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.952721088435374,0.0355975781803739,0.825,0.1785357107135712,0.8932828282828282,0.1250805372628331,0.845720693135554,0.1243829680414231,0.976158536585366,0.0224961422183561
d_original,No sampling,,After,Yes,MLP,0.903188775510204,0.0381683626487173,0.5166666666666666,0.1920286436967152,0.8458333333333332,0.1581687741341859,0.6242071164129988,0.1742184357868361,0.9432418699186992,0.0360860500368569
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9116071428571428,0.0353308140249146,0.8875,0.1179247641507075,0.6901388888888889,0.0945759909044338,0.7717058823529412,0.0858102404642562,0.9656004403794036,0.0278192055618088
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9217261904761904,0.0303068728099843,0.875,0.1118033988749894,0.7259965034965036,0.0939575286539873,0.7890329098146436,0.0815201680637914,0.9625228658536584,0.0313746223071208
d_original,No sampling,,After,Yes,MLP,0.9445578231292516,0.0274741463416275,0.775,0.1346291201783626,0.8826515151515151,0.1018596878333604,0.818562271062271,0.1003470815433901,0.9709654471544716,0.0292037167125095
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9567176870748298,0.0341233349085916,0.85,0.1457737973711325,0.8865800865800866,0.1086613621952691,0.8636134453781514,0.1164456766176703,0.9758587398373983,0.0259108497954189
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.956845238095238,0.0251356070974529,0.8375,0.1375,0.9016991341991344,0.0824717938986007,0.8616269841269842,0.0889168837010444,0.976444783197832,0.0245836589209358
d_original,No sampling,,After,Yes,MLP,0.91156462585034,0.0409882469166762,0.601388888888889,0.1940521837032502,0.8225,0.1522995039023072,0.6806016352068984,0.1678808974935301,0.9281122967479676,0.0583871769668646
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.921811224489796,0.0272151689335119,0.8875,0.0875,0.7300641025641026,0.1144945908819402,0.7937953060011884,0.0675974554423925,0.9722374661246612,0.0170340225170463
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9134778911564628,0.0225958991696609,0.875,0.0968245836551854,0.6930944055944057,0.0695226732942374,0.7706116114707445,0.062898547389158,0.9731487127371274,0.0175413422269809
d_original,No sampling,,After,Yes,MLP,0.9548044217687076,0.0272587071787659,0.8625,0.1038327982864759,0.8726515151515152,0.0990122533252321,0.863373015873016,0.0852114605456005,0.9730767276422764,0.0303724912113127
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9670493197278912,0.0230269926460985,0.9,0.1089724735885168,0.907849927849928,0.0785567706027293,0.8996732026143791,0.0735119805046341,0.9786170392953932,0.0224790569978709
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.952721088435374,0.0261552517345768,0.8625,0.1179247641507075,0.8638708513708513,0.0989041063639037,0.8571587055874982,0.0840730661331389,0.9782588075880758,0.0239356189042253
d_original,No sampling,,After,Yes,MLP,0.9196853741496598,0.0353221149291512,0.6152777777777778,0.1830015937999812,0.8529761904761906,0.1143120629348727,0.7039546727782022,0.1612489766026034,0.946434620596206,0.0513556492674326
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9279761904761904,0.0247631545434773,0.8625,0.1038327982864759,0.7621420246420245,0.1089850207755762,0.8011344872877381,0.0658334185784005,0.973550135501355,0.0154626171205161
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9238520408163268,0.0261591563880051,0.95,0.0612372435695794,0.7080419580419581,0.0828383937902142,0.8085143339632503,0.0615745214994571,0.9755835027100273,0.0149046690388724
d_original,No sampling,,After,Yes,MLP,0.960969387755102,0.0214167578925125,0.8625,0.1038327982864759,0.900865800865801,0.0674298879599861,0.8780952380952382,0.0737657320166664,0.9733274051490516,0.0277602472448892
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.956845238095238,0.0281937770672892,0.85,0.1457737973711325,0.8910245310245312,0.0919240803247061,0.8627802916038212,0.1031781911148407,0.9788871951219512,0.0236158751094094
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.956845238095238,0.0233450891752841,0.85,0.1224744871391589,0.8943578643578644,0.0891246673862675,0.8650513538748832,0.0789340749168926,0.9758316395663956,0.0281577436249952
d_original,No sampling,,After,Yes,MLP,0.8210034013605443,0.015720947140662,0.025,0.05,0.0833333333333333,0.1707825127659933,0.0381818181818181,0.0764717848902294,0.4764066734417344,0.1433877564226685
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8354591836734693,0.0766302261754479,0.826388888888889,0.1505199322349037,0.5359722222222223,0.1346952784219536,0.6376252832135185,0.119860455834169,0.9277142615176152,0.0524645333199457
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8108843537414966,0.0555727693841542,0.7027777777777777,0.1017212967977808,0.4762813575313575,0.0934041063231036,0.5592008616312022,0.0777953869096109,0.8822332317073169,0.0541528606073666
d_original,No sampling,,After,Yes,MLP,0.8806547619047619,0.0362887323176911,0.4055555555555555,0.2387758130315734,0.7364285714285714,0.3079484636036161,0.4904050851109675,0.2327135027925423,0.903780487804878,0.0936749538516283
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9297619047619048,0.0340538664781424,0.8625,0.1419727086450068,0.7618686868686869,0.1099764145346749,0.80218929677134,0.10186299889513,0.9659959349593495,0.0220295083704611
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.946471088435374,0.0323310737165408,0.8625,0.1419727086450068,0.8468281718281718,0.1316660980142801,0.8433344725449988,0.0958675700113083,0.9716514227642276,0.022655952235525
d_original,No sampling,,After,Yes,MLP,0.8292517006802722,0.0316288811663847,0.1125,0.180710403685012,0.2321428571428571,0.3674408185028451,0.1433333333333333,0.2211334438749598,0.5479954268292684,0.2241445190352361
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8621173469387756,0.0651795698633539,0.8291666666666666,0.1552887096132018,0.5786672151378034,0.1374422455002187,0.674110693400167,0.1340900125684004,0.92101033197832,0.0640129442460151
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8497448979591837,0.0520805392836561,0.85,0.1658312395177699,0.5506765529791846,0.0996923911563033,0.65578682148032,0.0923669055183993,0.9293301151761516,0.043166660449023
d_original,No sampling,,After,Yes,MLP,0.9093962585034012,0.0473111133484764,0.5375,0.2907425837403252,0.856818181818182,0.1297402398791272,0.619018759018759,0.2453883315155891,0.9330098238482384,0.0395233285027331
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9506377551020408,0.0227848714826466,0.875,0.0968245836551854,0.8630952380952381,0.1252989622142689,0.858095238095238,0.0587438851398189,0.9725779132791328,0.0185591442869285
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.936309523809524,0.0382911855041793,0.8625,0.1305038313613818,0.79512987012987,0.1327490165684808,0.8197493734335838,0.1065148112007587,0.9654700203252032,0.0253712470050697
d_original,No sampling,,After,Yes,MLP,0.7979591836734694,0.0797478520611778,0.0875,0.1484292760879739,0.2023809523809523,0.3142947329153354,0.0879902473005921,0.1100534470985776,0.4677811653116531,0.136447654615289
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8374149659863945,0.0607229195065507,0.7791666666666666,0.1038327982864759,0.5426126814362109,0.1384944844594594,0.6260977006571299,0.0941822096943531,0.8989430894308944,0.0394504881358048
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8333333333333333,0.0576057588945627,0.825,0.15,0.5150645007166746,0.0918127077414508,0.6268488018950732,0.0919164049655723,0.9131690379403794,0.048327327495125
d_original,No sampling,,After,Yes,MLP,0.9072278911564629,0.0373945715906857,0.601388888888889,0.1858258593414813,0.7960317460317461,0.1360105371401492,0.6708702408702407,0.1471880765161556,0.9432952235772356,0.0329311819028213
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9423894557823128,0.0272163645098096,0.8875,0.1179247641507075,0.8022755022755023,0.0928800070204469,0.8368130218594615,0.0786621277934218,0.9704674796747969,0.021167110458553
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9321003401360544,0.0331921697253982,0.8625,0.1305038313613818,0.778625541125541,0.1180762452147682,0.8090081822202565,0.0933956791844841,0.9701151761517616,0.0172075054151821
d_original,No sampling,,After,Yes,MLP,0.8230442176870749,0.036911422954461,0.0875,0.1484292760879739,0.2916666666666666,0.4069705149024926,0.1182539682539682,0.176984126984127,0.5545918021680216,0.1362273573930372
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8205357142857144,0.1057067960672802,0.8013888888888889,0.140002480136762,0.5153402153402153,0.15712952809634,0.6195773320769955,0.1506750725636309,0.9034908536585368,0.0848366709925148
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8312925170068027,0.05491670140075,0.85,0.1561249499599599,0.5022385509227614,0.1064099038552937,0.628772920443401,0.118782326368754,0.9209036246612466,0.0488695032925209
d_original,No sampling,,After,Yes,MLP,0.9113095238095236,0.0407893902047913,0.6138888888888889,0.2662757551445076,0.847965367965368,0.1450066858530683,0.6628686346333406,0.212942540770153,0.951588753387534,0.0443312552790686
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9444727891156462,0.0330547238227039,0.875,0.1369306393762915,0.8398212898212897,0.1463535983672423,0.8417918665441887,0.0907207595752492,0.9743834688346884,0.0200145021400352
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9403486394557822,0.0424212569799023,0.875,0.1118033988749894,0.8269660894660895,0.1500263999962224,0.8373968008255934,0.0963613865469912,0.9716285569105688,0.0218010309792593
d_original,No sampling,,After,Yes,MLP,0.8497874149659864,0.0559721659548565,0.3347222222222222,0.2320275965387642,0.6214285714285714,0.3163084260783504,0.3998135198135198,0.2273138400445025,0.7606961382113823,0.1233436920779549
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8558673469387754,0.0559760252339367,0.8875,0.1305038313613818,0.5785972850678733,0.1598077559383759,0.6824218509538202,0.0915876945643723,0.9366971544715448,0.04815221356004
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8764455782312925,0.0411353743690335,0.8638888888888889,0.0877971146071061,0.5984926184926185,0.1061206426900414,0.7040698001688714,0.0920577309235199,0.9554954268292682,0.0259221081851188
d_original,No sampling,,After,Yes,MLP,0.8969387755102041,0.0362454428239367,0.6513888888888889,0.2092065035105532,0.7169264069264069,0.1398975134008101,0.664769843159936,0.1442522117140759,0.919877201897019,0.064387357988115
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9526785714285714,0.0227758252061905,0.9125,0.0800390529679106,0.8332828282828283,0.0956292026183908,0.8668529166052386,0.0639384966224886,0.9731029810298104,0.0268057882789359
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9404336734693878,0.0265003765983559,0.9125,0.0976281209488331,0.7808469308469308,0.0887808203422738,0.8372051787222066,0.0716132214481816,0.976266090785908,0.0200956108200365
d_original,No sampling,,After,Yes,MLP,0.8540391156462587,0.0439318378576519,0.3222222222222222,0.140929454377398,0.7033333333333334,0.273028285063003,0.4188156288156288,0.1621333352466648,0.8158341802168021,0.1410532017976809
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.8622448979591837,0.0398849409838408,0.8638888888888889,0.067700320038633,0.5683916083916085,0.0905273918564295,0.6814022011550616,0.0707665382531483,0.9523941395663956,0.0226530791646429
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8558248299319728,0.0552905679537316,0.8875,0.0875,0.5609768009768009,0.1248930146359615,0.6814284721657506,0.1021974096591356,0.9499627371273712,0.0261007875406772
d_original,No sampling,,After,Yes,MLP,0.9011054421768708,0.050190673734543,0.6902777777777778,0.1801330526768107,0.7098015873015874,0.1630074542655412,0.6951680672268907,0.1633508069755208,0.9203082655826558,0.0514723796299656
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9383078231292517,0.0303342977455987,0.9125,0.0800390529679106,0.785491452991453,0.1266751459871092,0.8363256514727102,0.0748933692011643,0.9800398035230352,0.0180898057434099
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.936309523809524,0.0229975743529344,0.9,0.0935414346693485,0.7841422466422465,0.1111723918697431,0.8278615991851286,0.0513523235214999,0.9796654810298102,0.0110681069385301
d_original,No sampling,,After,Yes,MLP,0.9278486394557824,0.0384077328591531,0.5791666666666666,0.226269566373091,0.98,0.0599999999999999,0.7008458208458208,0.1950447799371414,0.9324923780487804,0.0645427445828766
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.92593537414966,0.0343903455560224,0.85,0.1346291201783626,0.7657647907647906,0.1230728869246247,0.7944108032228909,0.0897380311848963,0.9694944105691056,0.0216564064506714
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9052721088435371,0.0423251624199127,0.8625,0.1305038313613818,0.6887985625485625,0.1349678080656547,0.7565461693449309,0.100314752228394,0.95321222899729,0.0335115245155901
d_original,No sampling,,After,Yes,MLP,0.9486819727891156,0.0307160289562626,0.826388888888889,0.128086884574495,0.8629761904761905,0.1000941308669674,0.8403613199665833,0.1010885742148396,0.9675313346883472,0.0332706645278967
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9671343537414966,0.0262375408135554,0.888888888888889,0.1178511301977579,0.917936507936508,0.085549665551001,0.8986456336920734,0.0854257251915276,0.976742039295393,0.0272057691654937
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.954719387755102,0.0222703497205675,0.85,0.1457737973711325,0.8870851370851371,0.0855720843448283,0.8574641354517516,0.0790331678108126,0.9749779810298104,0.0259579305143281
d_original,No sampling,,After,Yes,MLP,0.9156037414965986,0.0361110582707317,0.5444444444444445,0.2051422270848528,0.9225,0.0990265116016917,0.6624150849150847,0.1708915869296929,0.9389253048780488,0.0547538615378433
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9341411564625852,0.0287444210664483,0.8625,0.1038327982864759,0.7908549783549783,0.1194589631920567,0.8156320949432405,0.0718262755042455,0.9724585027100272,0.016694173038959
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9052721088435371,0.047939805874386,0.9,0.0935414346693485,0.6784271284271284,0.1457079129616064,0.766823967226444,0.1113703715901107,0.9712313685636856,0.0175869099093228
d_original,No sampling,,After,Yes,MLP,0.9568877551020408,0.0249638199026618,0.8375,0.1256234452640111,0.8966991341991342,0.0701326466835854,0.8620238095238095,0.0886875998255212,0.96997798102981,0.0324272359226864
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588860544217688,0.0304749673759213,0.8625,0.1419727086450068,0.8873737373737374,0.0823785988445857,0.8703081232492998,0.1033054351078208,0.9774051490514906,0.0249555843676575
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9630102040816328,0.020138883902141,0.875,0.1118033988749894,0.907849927849928,0.0785567706027293,0.8853874883286649,0.0661382343753429,0.9792386517615178,0.0240852673630537
d_original,No sampling,,After,Yes,MLP,0.8991496598639456,0.0406111089586917,0.4944444444444444,0.2098279718669028,0.82,0.1705872210923198,0.5981868131868131,0.2033656031151057,0.9486246612466124,0.0347707585532037
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9216836734693878,0.0276503102948443,0.8625,0.1038327982864759,0.7357026307026306,0.1100702375538115,0.7872894580479719,0.0732510341141843,0.9694292005420052,0.0189966325244368
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.907312925170068,0.0362393577165986,0.8875,0.1179247641507075,0.6723853923853924,0.0945248203944657,0.7619577464159507,0.0921961018957933,0.96208587398374,0.0229710769147203
d_original,No sampling,,After,Yes,MLP,0.9568877551020408,0.0232356122914774,0.8013888888888889,0.140002480136762,0.9407142857142856,0.0751732692395592,0.8551812222864854,0.0895089745630028,0.9752667682926828,0.0228231117292167
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.960841836734694,0.0216331360517039,0.875,0.0968245836551854,0.8939213564213564,0.0791580111438332,0.8806652661064426,0.0672904363098841,0.9761593834688348,0.0264095716606281
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9548044217687076,0.0301019507377875,0.851388888888889,0.1349511228391804,0.8837193362193363,0.1022663761513173,0.8602802916038211,0.102547016435144,0.9793157181571815,0.0229683728197085
d_original,No sampling,,After,Yes,MLP,0.903231292517007,0.0470424118400749,0.4430555555555555,0.2934765275490055,0.7633333333333333,0.3882868355567397,0.5371339771339771,0.325330852579284,0.9478971883468834,0.0422048658756853
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.92593537414966,0.0448963486621062,0.8402777777777779,0.1106326503945979,0.7700396825396825,0.1222854982052352,0.7971930946291559,0.0979098000727949,0.9667598238482384,0.0216154081144048
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.8928996598639456,0.0307468518731766,0.8375,0.1484292760879739,0.6533638583638585,0.0964873934553426,0.7215775401069517,0.0765909426471182,0.9689312330623304,0.0154902761469168
d_original,No sampling,,After,Yes,MLP,0.9567602040816328,0.0235622868692958,0.825,0.15,0.915349927849928,0.071131338310065,0.8573319327731092,0.0902813116712159,0.9655953590785908,0.0365371380160317
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588010204081632,0.0320322406901951,0.8375,0.158607219255619,0.9080555555555556,0.0845508284559802,0.8644680422776398,0.1102861566612552,0.9761051829268294,0.0249674751711605
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9506802721088436,0.0320686479134916,0.85,0.1089724735885168,0.8672799422799423,0.1221522722173677,0.8524657231313579,0.0949717347201069,0.9755691056910568,0.0250992400572708
d_original,No sampling,,After,Yes,MLP,0.9156037414965986,0.0447824389001132,0.6263888888888889,0.2251928186145276,0.8308333333333333,0.1678313472242629,0.6935741528852984,0.1876778730366015,0.9495816395663956,0.0410007023379724
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9073979591836736,0.0278684628516388,0.8875,0.1179247641507075,0.682530525030525,0.090544780259919,0.7627033536526739,0.0642627498309759,0.9688194444444445,0.0240107276762326
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9217687074829932,0.0329088224371043,0.9,0.075,0.7231196581196582,0.1129805666685056,0.7970796197266785,0.0805234208537879,0.974768800813008,0.0164631458640738
d_original,No sampling,,After,Yes,MLP,0.9588860544217688,0.0260543232467365,0.85,0.1346291201783626,0.8980880230880232,0.0698260257295255,0.868641456582633,0.0918225099507042,0.9739371612466124,0.0308377281820336
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9630102040816328,0.0239201148820249,0.8875,0.1305038313613818,0.8983658008658008,0.0857751059143927,0.8857539682539682,0.0814125672722052,0.9792691395663956,0.0216868467701979
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.958843537414966,0.0277019100220863,0.8875,0.1038327982864759,0.8787518037518037,0.1063606168534714,0.8782301341589267,0.0831760200141287,0.9786288956639566,0.0223297105143391
d_original,No sampling,,After,Yes,MLP,0.9321428571428572,0.0399814523556026,0.701388888888889,0.2043366639206538,0.8641666666666665,0.1213380264660121,0.7611061307113939,0.1580883051895611,0.9605428523035232,0.0358051943631182
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9072278911564624,0.0362636920194048,0.8625,0.1305038313613818,0.6834523809523809,0.1159678414450881,0.7568719806763284,0.1004373335344673,0.9625414972899728,0.0255898315884683
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.894982993197279,0.0340550342934686,0.8625,0.1038327982864759,0.6484829059829059,0.1015516467632756,0.7349649859943977,0.0788974251543623,0.9660374322493224,0.0245476570741233
d_original,No sampling,,After,Yes,MLP,0.952763605442177,0.0276160641987221,0.825,0.1274754878398196,0.8841991341991342,0.0828692734722766,0.8495238095238097,0.0945903568071662,0.9684120934959348,0.0308074852608117
d_original,SMOTE - After split,SMOTE,After,Yes,MLP,0.9568877551020408,0.028103194752161,0.85,0.1457737973711325,0.898037518037518,0.1064262272957751,0.8638162147450075,0.101134995650491,0.9748941395663956,0.0292225301617583
d_original,ADASYN - After split,ADASYN,After,Yes,MLP,0.9650085034013604,0.0244914566826335,0.9,0.1089724735885168,0.9005772005772006,0.0906417425287751,0.8949948400412797,0.0755109318206436,0.9788956639566396,0.0237067597963877
d_perc_tg,No sampling,,After,Yes,SVM,0.845578231292517,0.0234767808527039,0.075,0.1274754878398196,0.3,0.4582575694955839,0.1167676767676767,0.1924984347544678,0.971183943089431,0.0366821087104432
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.4630952380952381,0.049318188458264,1.0,0.0,0.2381462569078668,0.0198992292428775,0.3842717059726109,0.0255306970438198,0.9742047764227644,0.0377179059470312
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.4733418367346939,0.0608240072850366,1.0,0.0,0.2424006589815413,0.025108942292087,0.3895626551187322,0.0322017214818372,0.9754776422764226,0.0387062345200331
d_perc_tg,No sampling,,After,Yes,SVM,0.9752551020408164,0.0222513070922708,0.9125,0.0976281209488331,0.9423809523809524,0.0767704447308817,0.9235883827215098,0.0694851486507086,0.9818682249322492,0.0268002323863443
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.9587585034013604,0.0369394253961196,0.875,0.1369306393762915,0.8933333333333333,0.1372750685464933,0.8749249443367091,0.109257076995199,0.9796493902439024,0.0288668359300449
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.9607993197278912,0.0374665306391712,0.8875,0.1179247641507075,0.887936507936508,0.1301513741630224,0.8832306255835668,0.108313437274116,0.9784146341463412,0.0296015586969724
d_perc_tg,No sampling,,After,Yes,SVM,0.9690901360544218,0.0232191520777121,0.8638888888888889,0.1040832999733066,0.951388888888889,0.0817559036264524,0.9012114845938376,0.0728852808897244,0.9845426829268292,0.0235526136502108
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.954591836734694,0.0430988252135302,0.8875,0.1305038313613818,0.8615728715728717,0.1418246544745659,0.8681193179025997,0.1217871215273411,0.9790091463414636,0.0286319934163836
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.952593537414966,0.0380527210884353,0.9,0.1089724735885168,0.8407142857142859,0.1300725857012937,0.8652923976608188,0.1065074323474248,0.9781021341463412,0.0306770810976787
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9709408875338754,0.0360201484418187
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1707482993197278,0.0125251378500149,1.0,0.0,0.1673614126501664,0.0058588092080664,0.28669180788963,0.0085123203602374,0.9701956300813008,0.0377050777811898
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9736483739837398,0.038609530881005
d_perc_tg,No sampling,,After,Yes,SVM,0.9670068027210884,0.0265764963853113,0.8013888888888889,0.1607815115131228,1.0,0.0,0.8803447532859296,0.1056635748022004,0.9836356707317072,0.0261121430102072
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.9629251700680272,0.038771127721073,0.9,0.1224744871391589,0.89,0.1298099275246335,0.8901213818860876,0.1130695807951493,0.983376524390244,0.0273757835328421
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.9649234693877552,0.0401371578670523,0.9125,0.0976281209488331,0.8921031746031748,0.1348931402890901,0.8993954248366013,0.110819977341324,0.9843064024390242,0.0254748016212497
d_perc_tg,No sampling,,After,Yes,SVM,0.958843537414966,0.0261552517345769,0.7527777777777778,0.1583333333333333,1.0,0.0,0.8496978021978021,0.102884736017509,0.9812779471544716,0.027089742473895
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.96296768707483,0.0340202215079073,0.8763888888888889,0.1369940185231133,0.906388888888889,0.1168718433917159,0.8848805932629464,0.1078495240956648,0.9849009146341464,0.024502467857063
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.9649234693877552,0.0401371578670523,0.9125,0.0976281209488331,0.8921031746031748,0.1348931402890901,0.8993954248366013,0.110819977341324,0.9836814024390244,0.0255420319413082
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9720790989159892,0.0363847254344084
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.2056972789115646,0.0235751339471611,1.0,0.0,0.1735574896008356,0.0081522634992928,0.2956988430672641,0.0117012068674454,0.9708130081300812,0.0374925043321669
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.5177295918367346,0.3131678186380286,0.5,0.5,0.0854918285538082,0.0855134580382248,0.146012506012506,0.1460394887301431,0.9736483739837398,0.038609530881005
d_perc_tg,No sampling,,After,Yes,SVM,0.9670068027210884,0.0265764963853113,0.8013888888888889,0.1607815115131228,1.0,0.0,0.8803447532859296,0.1056635748022004,0.9851829268292682,0.0233361742404925
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.967049319727891,0.0391577939518876,0.9,0.1224744871391589,0.9108333333333334,0.1280218080380578,0.9011507936507936,0.1148441013351972,0.984001524390244,0.0273200428906915
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.9649234693877552,0.0401371578670523,0.9125,0.0976281209488331,0.8921031746031748,0.1348931402890901,0.8993954248366013,0.110819977341324,0.984298780487805,0.0247042242710076
d_perc_tg,No sampling,,After,Yes,SVM,0.958843537414966,0.0261552517345769,0.7527777777777778,0.1583333333333333,1.0,0.0,0.8496978021978021,0.102884736017509,0.9812779471544716,0.027089742473895
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.96296768707483,0.0340202215079073,0.8763888888888889,0.1369940185231133,0.906388888888889,0.1168718433917159,0.8848805932629464,0.1078495240956648,0.9849009146341464,0.024502467857063
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.9649234693877552,0.0401371578670523,0.9125,0.0976281209488331,0.8921031746031748,0.1348931402890901,0.8993954248366013,0.110819977341324,0.9836814024390244,0.0255420319413082
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.968872798102981,0.0377729326910549
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1707482993197278,0.0125251378500149,1.0,0.0,0.1673614126501664,0.0058588092080664,0.28669180788963,0.0085123203602374,0.9701956300813008,0.0377050777811898
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9730233739837396,0.0391853380402792
d_perc_tg,No sampling,,After,Yes,SVM,0.9485544217687074,0.0247578980274826,0.6916666666666667,0.149303940559741,1.0,0.0,0.8088644688644688,0.1009546403996024,0.9729827235772358,0.0333374678305411
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.95046768707483,0.0348972433076247,0.8638888888888889,0.1527525231651946,0.8476587301587302,0.1047649786105083,0.8486463046757164,0.115364115482327,0.980645325203252,0.0284966235723948
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.9403061224489796,0.0424647638214572,0.913888888888889,0.1121135337256142,0.7874891774891775,0.1256427919268249,0.8393501579260093,0.1037040328504769,0.9815167682926832,0.0317076514478733
d_perc_tg,No sampling,,After,Yes,SVM,0.90531462585034,0.0334784915944558,0.4319444444444444,0.2024588435542723,1.0,0.0,0.5764413364413364,0.1928709661831256,0.9733375677506776,0.0318656319747548
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.9422619047619047,0.0410199004943709,0.888888888888889,0.1624465724134827,0.7974314574314574,0.1211867251619847,0.8335308860386261,0.1243528408102972,0.980332825203252,0.0289489771328149
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.923809523809524,0.0468292743256837,0.888888888888889,0.1624465724134827,0.7354972804972805,0.1368441760117014,0.7948309499238292,0.1257104362278891,0.9784959349593496,0.0304234419701604
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9718013211382116,0.0368478323928438
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1707482993197278,0.0125251378500149,1.0,0.0,0.1673614126501664,0.0058588092080664,0.28669180788963,0.0085123203602374,0.9701956300813008,0.0377050777811898
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9739532520325204,0.0386839297404181
d_perc_tg,No sampling,,After,Yes,SVM,0.9485544217687074,0.0247578980274826,0.6916666666666667,0.149303940559741,1.0,0.0,0.8088644688644688,0.1009546403996024,0.9736500677506776,0.0320363218057364
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.95046768707483,0.0323141838727276,0.8763888888888889,0.1581687741341859,0.841497113997114,0.1013106460178693,0.8498502950437936,0.1100692357482065,0.9809307249322494,0.0288801252378139
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.942389455782313,0.0427858211273477,0.913888888888889,0.1121135337256142,0.7972113997113998,0.1282496504301114,0.8444972167495388,0.1040677459062121,0.9821341463414632,0.0296233426871469
d_perc_tg,No sampling,,After,Yes,SVM,0.90531462585034,0.0334784915944558,0.4319444444444444,0.2024588435542723,1.0,0.0,0.5764413364413364,0.1928709661831256,0.9733375677506776,0.0318656319747548
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.9422619047619047,0.0410199004943709,0.888888888888889,0.1624465724134827,0.7974314574314574,0.1211867251619847,0.8335308860386261,0.1243528408102972,0.980332825203252,0.0289489771328149
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.923809523809524,0.0468292743256837,0.888888888888889,0.1624465724134827,0.7354972804972805,0.1368441760117014,0.7948309499238292,0.1257104362278891,0.9784959349593496,0.0304234419701604
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9715735094850948,0.0348589768434779
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1707482993197278,0.0125251378500149,1.0,0.0,0.1673614126501664,0.0058588092080664,0.28669180788963,0.0085123203602374,0.9701956300813008,0.0377050777811898
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9730233739837396,0.0391853380402792
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9727125677506776,0.0323457427391349
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8456207482993197,0.0371212429090436,0.9388888888888888,0.082915619758885,0.5297720906544436,0.0803724045588057,0.6722924901185772,0.0629436077291545,0.976045901084011,0.0339911589765445
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8396683673469388,0.0559225367805606,0.976388888888889,0.0473242362150022,0.5254468733880499,0.0985508927814678,0.6774153672414542,0.0810610415059476,0.9766514227642278,0.035094485135452
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9730250677506777,0.0319258320134672
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.7983843537414966,0.0544791364300933,0.9875,0.0375,0.4621203461141541,0.088109814753789,0.6257782115713149,0.0799558532696105,0.974513888888889,0.0339879562653485
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8005527210884352,0.0673760958022377,0.9875,0.0375,0.469104836325189,0.0975812635885763,0.6313097441232083,0.0908187560707124,0.9751465108401084,0.0353929060754843
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9709408875338754,0.0360201484418187
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1707482993197278,0.0125251378500149,1.0,0.0,0.1673614126501664,0.0058588092080664,0.28669180788963,0.0085123203602374,0.9701956300813008,0.0377050777811898
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9736483739837398,0.038609530881005
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9727125677506776,0.033196648145908
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.8579506802721089,0.0338390771084014,0.9388888888888888,0.082915619758885,0.5501585914085914,0.076146317436559,0.6897148503670243,0.0627608944218842,0.975733401084011,0.0330996083170424
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8355017006802722,0.0530616503395173,0.9638888888888888,0.0552770798392566,0.5184322213733978,0.0947843108097073,0.6680628357150097,0.0748683234988692,0.9754437669376694,0.0357529796547403
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9730250677506777,0.0319258320134672
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.7983843537414966,0.0544791364300933,0.9875,0.0375,0.4621203461141541,0.088109814753789,0.6257782115713149,0.0799558532696105,0.974513888888889,0.0339879562653485
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.8005527210884352,0.0673760958022377,0.9875,0.0375,0.469104836325189,0.0975812635885763,0.6313097441232083,0.0908187560707124,0.9751465108401084,0.0353929060754843
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9715735094850948,0.0348589768434779
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1707482993197278,0.0125251378500149,1.0,0.0,0.1673614126501664,0.0058588092080664,0.28669180788963,0.0085123203602374,0.9701956300813008,0.0377050777811898
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9730233739837396,0.0391853380402792
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.972407689701897,0.0321584044341798
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.6479591836734693,0.0605478601862325,0.9875,0.0375,0.3251617380693369,0.0544930875958419,0.4871199610858054,0.0594862787207947,0.9723340108401084,0.0361537716593119
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9739117547425474,0.0353529842550629
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9730250677506777,0.03268159841183
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.6273809523809525,0.0548407421485012,0.9875,0.0375,0.3116476639580088,0.0484579568159562,0.4720230142948195,0.0535484193517919,0.972029132791328,0.0359572144043804
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9742242547425471,0.0349305390063571
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9715735094850948,0.0348589768434779
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1707482993197278,0.0125251378500149,1.0,0.0,0.1673614126501664,0.0058588092080664,0.28669180788963,0.0085123203602374,0.9701956300813008,0.0377050777811898
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9730233739837396,0.0391853380402792
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9714778116531166,0.0336792551693137
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.7365646258503401,0.0600090161095682,0.9875,0.0375,0.3949722874379625,0.0761701479292601,0.5609193710236535,0.0747697552287798,0.9713965108401084,0.0360859270598507
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9729818766937668,0.036984054237361
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9729903455284552,0.0330206183049
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.633545918367347,0.0559089586331608,0.9875,0.0375,0.3153513676617125,0.0485583827404633,0.4763087285805338,0.0538998620904048,0.972029132791328,0.0359572144043804
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9742242547425471,0.0349305390063571
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9715735094850948,0.0348589768434779
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.1707482993197278,0.0125251378500149,1.0,0.0,0.1673614126501664,0.0058588092080664,0.28669180788963,0.0085123203602374,0.9701956300813008,0.0377050777811898
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9730233739837396,0.0391853380402792
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9724000677506776,0.0332308604228129
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.6479591836734693,0.0605478601862325,0.9875,0.0375,0.3251617380693369,0.0544930875958419,0.4871199610858054,0.0594862787207947,0.9723340108401084,0.0361537716593119
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9739117547425474,0.0353529842550629
d_perc_tg,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9729903455284552,0.0330206183049
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,SVM,0.6273809523809525,0.0548407421485012,0.9875,0.0375,0.3116476639580088,0.0484579568159562,0.4720230142948195,0.0535484193517919,0.972029132791328,0.0359572144043804
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,SVM,0.6312925170068027,0.3064442752765743,0.3,0.4582575694955839,0.0489795918367346,0.0748175623666259,0.0842105263157894,0.1286337037180586,0.9742242547425471,0.0349305390063571
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9404336734693878,0.0280904879881116,0.7180555555555556,0.1412370938056524,0.913888888888889,0.0916666666666666,0.7960773540185305,0.0965113319271554,0.851619241192412,0.0711049312397703
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8949404761904761,0.0451847777010405,0.7680555555555555,0.1323531681189049,0.6740440115440116,0.1189634811883439,0.71124871001032,0.1084698958448569,0.8444241192411924,0.073487328845361
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8803996598639456,0.0567989816327874,0.7680555555555555,0.1436744970797222,0.6357953157953157,0.1291937912007264,0.6867267005963331,0.116436967986873,0.8357350948509484,0.0811961349742366
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9114795918367348,0.0522273622870769,0.6430555555555555,0.1772180859844727,0.8133333333333332,0.1892675942210452,0.7068131868131868,0.1619398301238844,0.8042716802168022,0.0960409196982939
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7941326530612244,0.0730564916473361,0.7777777777777778,0.1221906524884598,0.4670943730182861,0.1256953197898959,0.5681091209185609,0.0888562664493378,0.7877608401084011,0.0534751317524594
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7615221088435374,0.1129472028056294,0.8125,0.1397542485937368,0.4459038768249294,0.1358613178818,0.5536314611314611,0.1004699351627659,0.7813414634146341,0.0596614170275653
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.8991496598639456,0.0399251673151795,0.6875,0.1505199322349037,0.7328174603174603,0.1662580071175912,0.6953754578754578,0.1109808963208875,0.8140548780487805,0.0725651323363601
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.829251700680272,0.0986988517513526,0.7944444444444445,0.1798919428743575,0.5420813591368174,0.188028072115696,0.6270638836179633,0.1735068853856798,0.81585027100271,0.1062787371759229
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8127976190476189,0.0874449977694407,0.8138888888888889,0.1795054935711501,0.5069538239538239,0.1290893529191583,0.6012611592559235,0.1152326332850981,0.8132554200542005,0.0804641329287984
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.8621598639455783,0.0470487902794452,0.5694444444444444,0.2534484387624258,0.5399206349206349,0.2145953230694824,0.5460814022578729,0.2216194160610116,0.7596917344173442,0.0955918429421386
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.792389455782313,0.0804888713514222,0.825,0.1695582495781317,0.454035964035964,0.1146324791281895,0.5776208015971106,0.1215768139844378,0.8053048780487805,0.0896191293211089
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7743622448979591,0.1097242038051149,0.8375,0.1858258593414813,0.4481762097551571,0.1561954554439496,0.5713118299325195,0.151620725573746,0.7991768292682927,0.1110610976345587
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9445578231292516,0.0258461440382431,0.7055555555555555,0.119605834120061,0.9523809523809524,0.0729986176988375,0.805787545787546,0.0905041851367728,0.8758993902439025,0.0540290768739135
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8947704081632653,0.0516347123501489,0.8277777777777778,0.1379412113103904,0.6886477411477412,0.1761939667819861,0.7320709845709845,0.1039570719000183,0.929823424796748,0.07321558184516
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8947704081632653,0.0498197914329524,0.8027777777777778,0.1689427911059441,0.6921284271284271,0.1673339666004896,0.7224971849914641,0.1155692154581961,0.9288440040650404,0.0790112350098583
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.917687074829932,0.0413794243126227,0.6916666666666667,0.2313907229485803,0.7891666666666668,0.1461567841585041,0.7206767578826403,0.1701880068467704,0.8713033536585366,0.0782360676883045
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8851190476190476,0.0616982567082465,0.7416666666666666,0.1,0.6810439560439561,0.1901651315069982,0.6969556913674559,0.1245927749798534,0.8893097899728998,0.0691976357158488
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8435374149659864,0.0822718913012966,0.825,0.1391941090707505,0.5882409257409257,0.2060075147561199,0.6583901501630136,0.1267280430704354,0.8886737804878049,0.0699735302097027
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9338860544217686,0.0474879946211562,0.663888888888889,0.2576604138956718,0.909722222222222,0.1298815343417337,0.7413239538239538,0.2153698538606318,0.8665324356368563,0.1052520197153291
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8741921768707483,0.0713038091853174,0.6875,0.170018381359193,0.6808632543926662,0.2298341037774073,0.6587507126516414,0.1465663975486809,0.8550000000000001,0.0985549015800135
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8661564625850341,0.0758527233389061,0.775,0.1346291201783626,0.6253041076570488,0.1934381873283559,0.6743114695985877,0.1446338275820989,0.8583295223577236,0.0752008306614314
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9156037414965986,0.0325210636772081,0.5902777777777778,0.1965412735845126,0.8932539682539682,0.1447020422384105,0.6813431176666471,0.1549648200069893,0.8464210704607046,0.1171707558762828
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8867772108843537,0.0602446782923823,0.7430555555555556,0.2068698597884401,0.6642368742368743,0.1639516997420024,0.6851799181210946,0.1544959868793511,0.8820973069105691,0.1010669952602965
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8332908163265305,0.0721956928892057,0.902777777777778,0.1536590742882147,0.526994671994672,0.1254564526412512,0.6528841468989816,0.1133145116073107,0.8933214769647696,0.1015438212764105
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9404761904761904,0.0346173041188699,0.7680555555555555,0.1541666666666666,0.8821031746031747,0.1367048747818293,0.80800348344466,0.1095113113853101,0.9009938177506776,0.058578829786757
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9340561224489796,0.0357367772149057,0.7902777777777777,0.0791666666666666,0.8204365079365079,0.1336018943554283,0.8027450980392157,0.0994509146718407,0.9176689532520323,0.0864121404820214
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.921811224489796,0.0363352290360947,0.8430555555555556,0.1472549753922691,0.7502164502164502,0.1039242724260332,0.7820574162679426,0.0920889895967238,0.9340193089430892,0.0562290899688604
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9116496598639456,0.0412563091429904,0.6680555555555555,0.1728539042724295,0.779484126984127,0.1448809523809524,0.7091278819219996,0.1415488298392976,0.8824618902439024,0.0842894037947646
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8971938775510203,0.0388256404080295,0.6916666666666667,0.1266557012797555,0.7258116883116882,0.1586020498784078,0.6933248562582929,0.0997709408076022,0.8730953590785907,0.0608130317470016
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8865221088435374,0.0655359217123298,0.888888888888889,0.1178511301977579,0.6484433621933622,0.1824907793521697,0.7360295801549672,0.1336948075725119,0.9251566734417344,0.0659931387762371
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9278911564625852,0.0311323215819545,0.6277777777777778,0.2182633475618132,0.9264285714285714,0.0761175245986126,0.7178846153846155,0.1747632591409365,0.8747196815718159,0.1034058238235821
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.882440476190476,0.0638313955823312,0.7666666666666666,0.1136515141415488,0.6570238095238097,0.1904570684149143,0.6974707825714017,0.1403071485498858,0.9243343495934958,0.0499898861427865
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8827380952380952,0.0356386874002554,0.826388888888889,0.1152443057161611,0.6171192696192696,0.0856494277790294,0.7021339896474503,0.0832473988277507,0.8867606707317073,0.0666565305987376
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9218537414965986,0.0257344171727307,0.6791666666666666,0.1592626237801366,0.8536813186813188,0.133558318865203,0.7378571428571428,0.093690799759418,0.8614701897018971,0.1029803443930498
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8744897959183675,0.0689425556190664,0.8666666666666666,0.1464866319270578,0.6265842490842491,0.1485737899590397,0.7099446840065502,0.1158463484462526,0.9192708333333334,0.0791725965313627
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8784438775510204,0.0725984458541424,0.8388888888888889,0.0982485510212633,0.6355067155067154,0.1818521029772782,0.713803779639693,0.1446134324733234,0.908647527100271,0.052220722520368
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9322278911564624,0.0273038643148741,0.7180555555555556,0.1170380992099011,0.8706349206349205,0.1304970438670926,0.7776276664511957,0.0899444056874496,0.8690629234417344,0.0435489939727364
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.935969387755102,0.0496518549594237,0.8388888888888889,0.1379412113103904,0.8,0.1619899402455002,0.8158823529411764,0.1407837068580993,0.9153438346883468,0.0929532589434358
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9277636054421768,0.0386125823134284,0.8652777777777778,0.1283576816729113,0.7499999999999999,0.112168579038235,0.8000163398692809,0.1075194302454326,0.912837059620596,0.0755525416008645
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9381802721088436,0.0359439489658414,0.7305555555555555,0.1589898669028242,0.8880952380952379,0.1253088902042577,0.7931738849385909,0.1218742289880974,0.8851232215447153,0.0791276712978573
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8968962585034014,0.0628378490696117,0.8638888888888889,0.1421560175769332,0.6808999823705706,0.1823762320516376,0.7478220551378445,0.1405179126869805,0.9025351456639568,0.0986442211044977
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.894982993197279,0.050170428339534,0.8277777777777778,0.1379412113103904,0.6581973581973581,0.1355450020458719,0.7272058823529411,0.1207788014907818,0.8774627371273713,0.0929201871569834
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.930059523809524,0.0229207681259011,0.7055555555555555,0.1982562875561719,0.8726082251082252,0.0914779979062459,0.7566833312885943,0.1098717893666878,0.8939782350948509,0.0868225088055793
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8972363945578232,0.0445269186134806,0.826388888888889,0.1397542485937368,0.6686385836385836,0.1381018720695164,0.7306251591545709,0.1183761377070822,0.910384485094851,0.0629583879205273
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9114795918367348,0.0433668467358107,0.826388888888889,0.1152443057161611,0.7086507936507936,0.1118774310877653,0.7589490884072927,0.1053407445374906,0.9171739498644988,0.0643755352910965
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9216836734693878,0.0453442631739217,0.7166666666666666,0.1925703334715224,0.7908730158730158,0.1442317027445547,0.745158371040724,0.155623383918104,0.8683104674796749,0.0911637411588327
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9053996598639455,0.0423825467387178,0.7916666666666666,0.1330726618555942,0.7240553890553891,0.1542105853047723,0.7406013903537123,0.0944081946312453,0.8876185636856369,0.0732712886869061
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9218112244897958,0.0331422454316307,0.8375,0.1256234452640111,0.7420454545454545,0.1023086512540175,0.7804478107032287,0.0902666643041842,0.9306847052845528,0.0565437725270542
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9219812925170068,0.0454030075864916,0.7555555555555555,0.15,0.7843650793650794,0.1388792740436143,0.7632214680744092,0.1332700863478859,0.8675906165311652,0.0671747449067639
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.93171768707483,0.0640112423385635,0.826388888888889,0.1397542485937368,0.8015223665223665,0.191061310095359,0.810046439628483,0.1617455446768772,0.8882613482384822,0.0978616693117768
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.931845238095238,0.0338255056140727,0.8763888888888889,0.1250694251650302,0.7599639249639251,0.0976580608539775,0.8099157206742346,0.0963967976184055,0.9065599593495934,0.0675590865765211
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9176445578231294,0.041230997506428,0.7152777777777778,0.0990405360333726,0.7991883116883117,0.1670475190796267,0.7482115828787655,0.1150334566169951,0.8479145494579946,0.1035110708940675
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9174744897959184,0.0426012982473608,0.826388888888889,0.1505199322349036,0.7508477633477634,0.1562234435494538,0.7708561381858596,0.107590009098573,0.886784806910569,0.0774590290219675
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8888180272108842,0.0658879869028353,0.8416666666666666,0.142886901662352,0.6631546231546231,0.1828155735283675,0.7263837289301686,0.1361205460682739,0.910604674796748,0.0794945838485987
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.9133928571428572,0.0392112158802495,0.725,0.1920286436967152,0.7538095238095238,0.1274084181436116,0.727299073475544,0.1331086048148628,0.8228772865853659,0.11317714977754
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9196853741496598,0.0372316211619975,0.7902777777777777,0.1677568511599783,0.7491378066378067,0.1105115667726192,0.7607696276891323,0.1225187982253587,0.915135924796748,0.0736743555554454
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9011054421768708,0.0379899388976645,0.7777777777777778,0.1559023911155809,0.6807792207792208,0.0980535949073145,0.7199773944665584,0.1144913480909932,0.8885039803523036,0.0758651495332138
d_perc_tg,No sampling,,After,Yes,DecisionTree,0.91156462585034,0.0557057167623189,0.6791666666666666,0.2024588435542723,0.7943542568542568,0.2042002625446779,0.7161406060399869,0.1648716507407348,0.888780487804878,0.0825197408437672
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9258928571428572,0.0370986405862427,0.8388888888888889,0.1379412113103904,0.7495526695526695,0.107138848973473,0.7886171310629516,0.109785376549104,0.9469135331978318,0.0384343510741435
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9177721088435372,0.0399230845141663,0.851388888888889,0.1093700395700557,0.7321289821289821,0.1397209594106642,0.7788739004373679,0.0992210745395315,0.9156080623306232,0.0623263011452786
d_perc_tg,No sampling,,After,Yes,RandomForests,0.954719387755102,0.0289772974743285,0.7291666666666666,0.1730546638107932,1.0,0.0,0.831941391941392,0.1146973894694013,0.974851795392954,0.0330570218278176
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9423894557823128,0.0301218815527214,0.8388888888888889,0.1379412113103904,0.8351587301587301,0.1078663404046426,0.8255882352941176,0.0943759844148786,0.974723069105691,0.0297620564945602
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9381802721088436,0.0460210806372475,0.851388888888889,0.1660927618999562,0.7976587301587302,0.1350613703437562,0.818106909430439,0.1379974878493317,0.97786331300813,0.0268526605887531
d_perc_tg,No sampling,,After,Yes,RandomForests,0.958843537414966,0.0261552517345769,0.7527777777777778,0.1583333333333333,1.0,0.0,0.8496978021978021,0.102884736017509,0.97541412601626,0.0324608116873759
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9485544217687076,0.0309867025829056,0.8388888888888889,0.1379412113103904,0.8504365079365079,0.0829312768913085,0.8399861739567621,0.1059304933818474,0.974082825203252,0.0323209567170135
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9381802721088436,0.0380070651125926,0.8638888888888889,0.1421560175769332,0.7861507936507937,0.1034459877104655,0.8206699346405228,0.1142513584227696,0.975035569105691,0.0321434133172061
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9547619047619046,0.02734884774364,0.7416666666666666,0.1600781059358212,0.9857142857142858,0.0428571428571428,0.8364835164835165,0.1040916080259906,0.9771663279132792,0.0309097771303087
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.954719387755102,0.0341447567166715,0.8388888888888889,0.1589898669028242,0.8884920634920634,0.1040477401231845,0.8540196078431371,0.11657143089358,0.9765752032520324,0.0306828554869949
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9402210884353742,0.0406330921094099,0.8638888888888889,0.1421560175769332,0.7964285714285715,0.1198624232355798,0.8259803921568627,0.1212617577830558,0.9741285569105692,0.0328240450922381
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9546768707482992,0.0259034318743337,0.7402777777777778,0.1629267899668096,0.9875,0.0375,0.8345604395604396,0.1075061247239953,0.978790650406504,0.0303099397569771
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9546768707482992,0.0341140099715434,0.8388888888888889,0.1379412113103904,0.8971031746031747,0.1156508865120385,0.8574019607843137,0.1082220282613462,0.981479505420054,0.024348022107033
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9546768707482992,0.0386905696343343,0.851388888888889,0.1660927618999562,0.8843253968253968,0.1221231367580281,0.8569117647058823,0.1238100706050893,0.9780877371273712,0.0271485747318513
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9568027210884352,0.0268364167574693,0.7666666666666666,0.1594260539142415,0.977777777777778,0.0666666666666666,0.8476276664511959,0.1009204369921391,0.97996358401084,0.0267844182792117
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9546343537414964,0.0317109896541873,0.8138888888888889,0.1611589967151143,0.9061507936507937,0.0897520888490005,0.8488305322128852,0.1155736367180721,0.9802405149051492,0.0256184810397285
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9546768707482992,0.0328704586333364,0.8638888888888889,0.1421560175769332,0.8621031746031746,0.0890439849440944,0.859516806722689,0.1065145131846384,0.979585027100271,0.0282457597074941
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9608843537414964,0.025291723145336,0.7652777777777777,0.1525819451966713,1.0,0.0,0.8584890109890109,0.0993279019120188,0.9787559281842816,0.0308154758851636
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.960841836734694,0.0298579899400592,0.826388888888889,0.1397542485937368,0.9339285714285716,0.0867680758089738,0.8699509803921568,0.1060460902640192,0.9808274051490516,0.0261574785765359
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9526785714285714,0.0354669572141227,0.8763888888888889,0.1250694251650303,0.8522619047619049,0.1184897045768236,0.8597875816993465,0.1039694069713356,0.9790057588075882,0.0268870827864992
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9608843537414964,0.025291723145336,0.7777777777777778,0.1559023911155809,0.9875,0.0375,0.8602747252747254,0.0994480939260666,0.9812364498644988,0.0243363564601028
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.960799319727891,0.0351231652475645,0.826388888888889,0.170018381359193,0.9311507936507936,0.094857249434185,0.8671638655462184,0.1260296763587917,0.979585027100271,0.0284987368762988
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9506377551020408,0.0356207523591912,0.851388888888889,0.1349511228391804,0.8607142857142858,0.1189973438814666,0.8495701357466064,0.1061818577955746,0.9811703929539296,0.0242380999538889
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9608843537414964,0.025291723145336,0.7777777777777778,0.1559023911155809,0.9875,0.0375,0.8602747252747254,0.0994480939260666,0.9806504065040652,0.0295697354156753
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9649234693877552,0.0345615149231235,0.8388888888888889,0.1589898669028242,0.9446428571428572,0.0932854134757784,0.8816176470588234,0.1224959198686532,0.9808045392953928,0.0273925965990224
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9568027210884352,0.0382474448109796,0.8638888888888889,0.1421560175769332,0.886547619047619,0.1302078945570838,0.8678217697335345,0.1144069541639036,0.982069783197832,0.0235179218473636
d_perc_tg,No sampling,,After,Yes,RandomForests,0.958843537414966,0.0261552517345769,0.7777777777777778,0.1559023911155809,0.977777777777778,0.0666666666666666,0.8551276664511958,0.0998837804947149,0.9790337059620596,0.0329303782441062
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9567602040816328,0.0324803496894208,0.8388888888888889,0.1379412113103904,0.90515873015873,0.1105456131082343,0.8620588235294118,0.1084597346164197,0.9814524051490516,0.0229993816062238
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9546768707482992,0.0397524691585561,0.8638888888888889,0.1421560175769332,0.8698809523809524,0.125189255821906,0.8623272642390288,0.1201835057928765,0.9836441395663956,0.0217787553768082
d_perc_tg,No sampling,,After,Yes,RandomForests,0.954719387755102,0.0240679683864064,0.7291666666666666,0.1434326206504875,1.0,0.0,0.8355311355311356,0.0949102556857279,0.978709349593496,0.0272776916400307
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.950595238095238,0.0333214004046862,0.8388888888888889,0.1589898669028242,0.8676587301587302,0.1017648265953064,0.8436437908496732,0.113543574217951,0.9744334349593496,0.0327497387320176
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9361819727891156,0.0415047222518431,0.8638888888888889,0.1421560175769332,0.7840367965367965,0.119449556781067,0.8177235982112142,0.1174501366705883,0.97661331300813,0.028403156307268
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9567602040816324,0.0234877506911179,0.7416666666666666,0.1391941090707505,1.0,0.0,0.8443223443223443,0.092400238507623,0.977821815718157,0.0295000085948681
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9505952380952382,0.0370707340307549,0.826388888888889,0.1605654072333141,0.8667063492063493,0.0998552508065081,0.8413914027149321,0.1259435371874405,0.9766056910569104,0.0292081590824367
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9361394557823128,0.0454939125126559,0.851388888888889,0.1660927618999562,0.7879365079365079,0.132621303638919,0.8129598506069093,0.1367335818878978,0.979052337398374,0.0245848888942182
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9567602040816324,0.0234877506911179,0.7527777777777778,0.137183980276286,0.9857142857142858,0.0428571428571428,0.8461080586080586,0.0928024277788302,0.98152608401084,0.0257028569689939
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.952593537414966,0.0333362887850562,0.851388888888889,0.1460712345246508,0.862936507936508,0.0943288608455025,0.8518325791855205,0.1129915173079771,0.976285569105691,0.0282309116378066
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9382653061224488,0.039919733693211,0.8763888888888889,0.1250694251650303,0.787608225108225,0.1178336561322,0.8260569315445476,0.1090959168722525,0.9784425813008132,0.0260020923028945
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9608843537414964,0.0268880993235484,0.7666666666666666,0.1594260539142415,1.0,0.0,0.8586080586080586,0.1036380197439315,0.9780343834688348,0.0308723032729677
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9608418367346936,0.0325284001206028,0.851388888888889,0.1460712345246508,0.9162698412698412,0.1024731958021155,0.8738235294117646,0.1100118828994621,0.9815294715447154,0.0229423179496976
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.954591836734694,0.0458300202000687,0.851388888888889,0.1660927618999562,0.8758333333333335,0.1364454510458707,0.8585482654600302,0.1450321696491418,0.98085027100271,0.0241329378440147
d_perc_tg,No sampling,,After,Yes,RandomForests,0.958843537414966,0.0261552517345769,0.7652777777777777,0.1525819451966713,0.9857142857142858,0.0428571428571428,0.8527747252747252,0.1008726636143244,0.9806114498644986,0.0224369922381622
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9588010204081632,0.0344332373559936,0.8388888888888889,0.1488380924957646,0.9130952380952382,0.1037559931880996,0.8663725490196079,0.1156561941617549,0.9815176151761518,0.0237813449875043
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.954719387755102,0.0363585048157568,0.8638888888888889,0.1421560175769332,0.8718253968253968,0.1158811695326508,0.8613348416289593,0.1091216694712048,0.9802676151761516,0.025208919197129
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9608843537414964,0.025291723145336,0.7652777777777777,0.1525819451966713,1.0,0.0,0.8584890109890109,0.0993279019120188,0.9839837398373984,0.0201571373346873
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9567602040816328,0.0324803496894208,0.826388888888889,0.1397542485937368,0.9130952380952382,0.1037559931880996,0.8597058823529411,0.1095201164242273,0.980835027100271,0.0233262979021918
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9546768707482992,0.0397524691585561,0.8638888888888889,0.1421560175769332,0.8662698412698413,0.116261037642762,0.8617226890756301,0.1204439742605182,0.9808697493224932,0.0234818397095901
d_perc_tg,No sampling,,After,Yes,RandomForests,0.958843537414966,0.0261552517345769,0.7541666666666667,0.1552887096132018,1.0,0.0,0.850989010989011,0.1006211571344655,0.9811246612466124,0.0252078391281981
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9526785714285714,0.0390555448132635,0.8013888888888889,0.1607815115131228,0.9093253968253968,0.1248898796875667,0.8437324929971988,0.1314018233271848,0.9824280149051492,0.0229281897878859
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9546768707482992,0.0376918480977299,0.8388888888888889,0.1589898669028242,0.8926587301587301,0.1252688278324077,0.8554411764705883,0.1250648524576807,0.9817301829268292,0.024628269993466
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9608843537414964,0.025291723145336,0.7777777777777778,0.1559023911155809,0.9875,0.0375,0.8602747252747254,0.0994480939260666,0.9827218834688348,0.0214715150376284
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9526360544217688,0.0344944749875211,0.826388888888889,0.1397542485937368,0.8926587301587301,0.1199189344158948,0.8495588235294118,0.1133412308972313,0.9821078929539296,0.0245647772977361
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.960841836734694,0.0336284797460438,0.8638888888888889,0.1421560175769332,0.9023809523809524,0.1088119550977025,0.8767269984917044,0.1076231312290491,0.9823975271002712,0.023295952870201
d_perc_tg,No sampling,,After,Yes,RandomForests,0.9629251700680272,0.0258884933713218,0.7777777777777778,0.1559023911155809,1.0,0.0,0.8661080586080587,0.1018232206194768,0.982428861788618,0.0229720299111581
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9588010204081632,0.0332016446767553,0.826388888888889,0.1397542485937368,0.925595238095238,0.1059206078630028,0.8655392156862745,0.1117109541366706,0.9811551490514904,0.0247147576591351
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.960841836734694,0.0282432318926033,0.8638888888888889,0.1421560175769332,0.898809523809524,0.0824213131702076,0.8750603318250377,0.0966215155097785,0.9820774051490516,0.0243442079356187
d_perc_tg,No sampling,,After,Yes,AdaBoost,0.9589285714285716,0.0289248168907345,0.7791666666666666,0.1419727086450068,0.9666666666666668,0.0666666666666666,0.8578754578754578,0.1020936357814066,0.9728942242547426,0.0327629575140915
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9545918367346936,0.0388624048736592,0.8625,0.1419727086450068,0.8638888888888889,0.1163355088409551,0.8603501400560225,0.1216012119261019,0.9703086890243904,0.0407528435127333
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9360119047619048,0.0456804628492986,0.8638888888888889,0.1181453906563152,0.7905808080808081,0.148885515993894,0.8222248022015824,0.125371141477151,0.9717848069105692,0.0335190505104661
d_perc_tg,No sampling,,After,Yes,AdaBoost,0.9690901360544216,0.0231435108232317,0.826388888888889,0.128086884574495,0.9857142857142858,0.0428571428571428,0.8936780866192631,0.0840637182744922,0.9785179539295392,0.0291676975151391
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9545918367346936,0.0330725472968264,0.875,0.125,0.8533730158730158,0.0967898142398753,0.862205882352941,0.1038416382400247,0.9790929878048782,0.0263210608391445
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9401360544217686,0.0341413417790482,0.8763888888888889,0.1250694251650303,0.7952272727272727,0.0938089983727379,0.8296148459383753,0.0962635833664,0.97489837398374,0.0310682487291251
d_perc_tg,No sampling,,After,Yes,AdaBoost,0.9650085034013604,0.0244914566826335,0.8138888888888889,0.1288302069478358,0.9714285714285716,0.0571428571428571,0.8803447532859299,0.0872309319245452,0.9819097222222222,0.0261302826242506
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.960841836734694,0.0324744497170184,0.8875,0.1305038313613818,0.8792388167388168,0.0959595705307607,0.8807352941176472,0.1040962391676219,0.9824847560975613,0.0241709559039342
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9485119047619048,0.0323165333198553,0.8638888888888889,0.1181453906563152,0.8342063492063492,0.0961197288155438,0.8471190230478156,0.1010215201922154,0.9801041666666668,0.0241021809388707
d_perc_tg,No sampling,,After,Yes,AdaBoost,0.958843537414966,0.0320047739494525,0.826388888888889,0.115244305716161,0.9305555555555556,0.1173590565237645,0.8694954392013216,0.0969515955106095,0.9761144986449865,0.0266979102729104
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9607568027210884,0.0364606822293259,0.8875,0.1179247641507075,0.885,0.1174260996920569,0.8828647599390633,0.1089855230421136,0.9849161585365854,0.0193708992441245
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.954591836734694,0.0355513370469951,0.8763888888888889,0.1118810131841462,0.8589285714285715,0.115244988916636,0.8658006535947713,0.1075549737390569,0.98286331300813,0.0190711287411412
d_perc_tg,No sampling,,After,Yes,AdaBoost,0.9609268707482992,0.0267866928338694,0.8138888888888889,0.1288302069478359,0.9496031746031748,0.0835795681831814,0.8701159951159951,0.0905279292037013,0.9779742547425474,0.0302648824200108
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9545068027210885,0.035787097789286,0.8375,0.1375,0.8888095238095237,0.1143541461788741,0.8572481543224578,0.1120510474720523,0.9756292344173442,0.0237993654062994
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9628826530612244,0.0378487579033355,0.888888888888889,0.1178511301977579,0.8936507936507937,0.1239823783185937,0.889281045751634,0.1143967119937518,0.9819715447154472,0.0244696639499223
d_perc_tg,No sampling,,After,Yes,AdaBoost,0.9609268707482992,0.0232466959347363,0.8013888888888889,0.1155452051988503,0.956547619047619,0.0670297299254409,0.86806453350571,0.0834313135293611,0.9807139227642276,0.0258286335271301
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9566326530612244,0.0340151997925652,0.851388888888889,0.1093700395700557,0.888888888888889,0.1102396379610246,0.8675723622782445,0.1038034772771282,0.9787008807588076,0.0219424078030568
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9649234693877552,0.0332820185419355,0.8763888888888889,0.1118810131841462,0.9130952380952382,0.1141650873541115,0.8922549019607844,0.1043631480296884,0.9850008468834688,0.0204467720129519
d_perc_tg,No sampling,,After,Yes,AdaBoost,0.9526360544217688,0.0292689989984968,0.788888888888889,0.1384437310486345,0.9204761904761906,0.1032367334297811,0.8427867557279323,0.0999523976183306,0.9709662940379404,0.0324251864550884
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.954591836734694,0.0367519131663184,0.8652777777777778,0.1283576816729113,0.8658730158730158,0.1145795110336156,0.8629901960784313,0.1123364824717137,0.9739210704607046,0.030663654447003
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9566751700680272,0.0338887216321568,0.8638888888888889,0.1181453906563152,0.8765873015873016,0.1080677306911256,0.8679411764705882,0.1045447463934086,0.9793140243902438,0.0256367861492052
d_perc_tg,No sampling,,After,Yes,AdaBoost,0.9588010204081632,0.0333597062215804,0.8013888888888889,0.1507504376260462,0.9422619047619047,0.0957593621646305,0.8602257056668823,0.1148295270608198,0.9771756436314364,0.027786641903677
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9567176870748298,0.0338654297975017,0.8527777777777779,0.1204736024566746,0.8853174603174603,0.1089529637014052,0.8666176470588235,0.1062931053299162,0.985430216802168,0.0163093047101512
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9648384353741496,0.0336642614789859,0.8763888888888889,0.1118810131841462,0.9216666666666666,0.1233896267925306,0.8933566760037348,0.0981549093940562,0.9863795731707315,0.0191365642393591
d_perc_tg,No sampling,,After,Yes,AdaBoost,0.9567602040816328,0.0396964286716121,0.8138888888888889,0.1404358295529393,0.9214285714285716,0.1327207441147289,0.8600883430295194,0.1255468403367171,0.9803938008130082,0.0256606421807299
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9546768707482992,0.0342678634625387,0.8527777777777779,0.1204736024566746,0.8728174603174603,0.1020290880448131,0.861470588235294,0.1070063794553244,0.983821138211382,0.0154899677807637
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9566326530612244,0.0430288073431343,0.888888888888889,0.1037491633165727,0.8691666666666666,0.1476693942562236,0.87609477124183,0.1193593629991516,0.9860975609756096,0.0186777372612391
d_perc_tg,No sampling,,After,Yes,Bagging,0.9218962585034014,0.0386862943467777,0.5305555555555556,0.2358495283014151,1.0,0.0,0.6589255189255189,0.2249741465345985,0.9568792344173442,0.0455591251510664
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9485969387755102,0.0277785767678602,0.826388888888889,0.115244305716161,0.8609126984126985,0.0901084230455404,0.8402404295051354,0.0902002360674816,0.9554509654471544,0.065092678058808
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9401785714285712,0.0399058066599135,0.8527777777777779,0.1328114787542435,0.8141125541125541,0.1381857511185032,0.8268051255589954,0.1156396480427944,0.9592390752032518,0.0398744891252339
d_perc_tg,No sampling,,After,Yes,Bagging,0.9403486394557822,0.0310333668499771,0.6416666666666666,0.1892969448600091,1.0,0.0,0.765974025974026,0.1373445377433614,0.968283367208672,0.0468854520619593
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9567602040816328,0.0283120170465854,0.851388888888889,0.1349511228391804,0.8876984126984127,0.0901379083937742,0.8632956259426848,0.0950037796439652,0.9717530487804876,0.0391233493937228
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9443877551020408,0.0401374055750895,0.8763888888888889,0.1250694251650303,0.8091666666666667,0.1220709290879489,0.8396241830065359,0.1158899109210426,0.974495680894309,0.0331169414721146
d_perc_tg,No sampling,,After,Yes,Bagging,0.9444302721088432,0.0276942414653825,0.6680555555555555,0.1635648868865876,1.0,0.0,0.79003663003663,0.112200474974712,0.96973831300813,0.0401984537477974
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9547619047619048,0.0340211513738504,0.851388888888889,0.1349511228391804,0.8787698412698413,0.1092656045981467,0.85978255404726,0.1074559777358336,0.9700249830623304,0.0375922158704489
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9444302721088436,0.0399116951043668,0.888888888888889,0.1178511301977579,0.8066666666666666,0.1231668044904756,0.8428104575163399,0.1092220958915219,0.9768428184281844,0.0313656351704016
d_perc_tg,No sampling,,After,Yes,Bagging,0.9403486394557824,0.0394992146375787,0.6791666666666666,0.2173466892624162,0.9583333333333334,0.0853912563829966,0.7737450784509609,0.1608310434299225,0.9429751016260164,0.0611343256387463
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9464710884353742,0.0413301391512652,0.8152777777777779,0.1387568817112226,0.8676587301587301,0.1445285000938576,0.8348642533936653,0.1252810235514683,0.9584463922764228,0.0573719337068027
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9505527210884356,0.0265593842002621,0.851388888888889,0.1349511228391804,0.849642857142857,0.0525908043860452,0.8471587055874983,0.0901806643107339,0.9661598069105692,0.0334113720417645
d_perc_tg,No sampling,,After,Yes,Bagging,0.9506802721088436,0.0307424714918435,0.7180555555555556,0.1712393549002876,0.9833333333333334,0.0499999999999999,0.8193406593406595,0.1151583105460049,0.9685903624661248,0.0331466510287626
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9649659863945578,0.0261803971683128,0.851388888888889,0.1349511228391804,0.932936507936508,0.0684152763481438,0.8849202758026287,0.092232598026389,0.9764612974254744,0.0342309156447895
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9505527210884356,0.0280212880625951,0.8763888888888889,0.1118810131841462,0.836984126984127,0.0904697157248816,0.8532679738562091,0.0874215074850082,0.9768085196476964,0.0271179163243133
d_perc_tg,No sampling,,After,Yes,Bagging,0.9547619047619046,0.02734884774364,0.7416666666666666,0.1600781059358212,0.9857142857142858,0.0428571428571428,0.8364835164835165,0.1040916080259906,0.9677201897018972,0.0365502400257271
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9608843537414966,0.0297077982424245,0.851388888888889,0.1349511228391804,0.908531746031746,0.0880892050701254,0.8743250377073906,0.1001094414794924,0.973298611111111,0.0343201774759453
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9526785714285714,0.0304666618079595,0.8763888888888889,0.1118810131841462,0.8452777777777778,0.0953554914679087,0.8587418300653595,0.0942404351204291,0.980066903794038,0.0259010367294235
d_perc_tg,No sampling,,After,Yes,Bagging,0.9424744897959184,0.0255576726726987,0.7277777777777777,0.1099242163189409,0.9065476190476188,0.0773374419797602,0.8049903038138334,0.0916364752126323,0.9566226287262872,0.034353549880092
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.958843537414966,0.0245111927030573,0.8527777777777779,0.1328114787542435,0.9005952380952381,0.0756077354998979,0.8692760180995476,0.0815459786059953,0.9798115684281844,0.0222719394110539
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9443452380952382,0.0346201499607942,0.851388888888889,0.1093700395700557,0.8222222222222222,0.1091493483577139,0.8352941176470589,0.1033186357073546,0.9755394647696476,0.0284740909470595
d_perc_tg,No sampling,,After,Yes,Bagging,0.9506802721088436,0.0320686479134916,0.7305555555555555,0.1685312368013057,0.9690476190476188,0.0621332778604756,0.8231501831501833,0.1157927313536141,0.970539888211382,0.0342898957411865
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.960841836734694,0.0269240099560842,0.851388888888889,0.1228283581081972,0.9103174603174604,0.0815367563150846,0.875158371040724,0.0883575293241501,0.9795634315718156,0.0258027349876613
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9526360544217688,0.0291489355278757,0.8763888888888889,0.1250694251650303,0.8463095238095238,0.0925670495758105,0.8575326797385621,0.0943506117881996,0.978904132791328,0.0292283323119311
d_perc_tg,No sampling,,After,Yes,Bagging,0.9506802721088436,0.0320686479134916,0.7305555555555555,0.1685312368013057,0.9690476190476188,0.0621332778604756,0.8231501831501833,0.1157927313536141,0.9673403624661244,0.0337965831878771
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.958843537414966,0.0260208249933266,0.826388888888889,0.128086884574495,0.9172619047619048,0.0685661580315747,0.8649692954104719,0.0910436086301831,0.9800398035230352,0.027129504856553
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9567602040816328,0.0250591140732276,0.8638888888888889,0.1181453906563152,0.8720238095238096,0.0652548567854469,0.8656372549019608,0.0844354598839442,0.9824864498644986,0.0225355576484146
d_perc_tg,No sampling,,After,Yes,Bagging,0.9506802721088436,0.0307424714918435,0.7291666666666666,0.1637770333919462,0.9666666666666668,0.0666666666666666,0.8224175824175823,0.1141852662731905,0.9663562838753388,0.0283685720854254
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.952593537414966,0.0279574780274049,0.8527777777777779,0.1204736024566746,0.8695526695526695,0.0977413741326427,0.8554920389208315,0.0884617212941213,0.9788876185636856,0.0190784762835584
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.95671768707483,0.032666123733613,0.8763888888888889,0.1250694251650303,0.8698809523809523,0.1036053964246281,0.8689939309056955,0.1012644580919665,0.9676604844173442,0.0313911389336817
d_perc_tg,No sampling,,After,Yes,Bagging,0.9506802721088436,0.0307424714918435,0.7416666666666666,0.1600781059358212,0.9607142857142856,0.0821428571428571,0.8264835164835166,0.1093834228350293,0.973550135501355,0.0234807673422754
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9566751700680272,0.0315018887158388,0.851388888888889,0.1349511228391804,0.8889285714285714,0.1037492316175136,0.864096279537456,0.1023954214064882,0.9850097391598917,0.0167770826173991
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9608843537414966,0.0310216855119512,0.8763888888888889,0.1250694251650303,0.8859126984126984,0.0905477386968839,0.8788725490196079,0.1007670624016196,0.98011983401084,0.030681673183239
d_perc_tg,No sampling,,After,Yes,Bagging,0.952763605442177,0.0290247945284327,0.7541666666666667,0.1448778220892809,0.9607142857142856,0.0821428571428571,0.8367399267399268,0.0981487870430376,0.9747391598915992,0.0246616086292258
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9587159863945578,0.0322504598969705,0.851388888888889,0.1349511228391804,0.8978174603174602,0.0994688986135023,0.8693250377073907,0.104833919369686,0.9847052845528456,0.0172132955660587
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9608418367346936,0.0324744497170184,0.8763888888888889,0.1250694251650303,0.884920634920635,0.0938347332710676,0.8790196078431374,0.1043451872796241,0.9827684620596204,0.0238770386029626
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9506377551020408,0.0278578553583098,0.7652777777777777,0.1419727086450068,0.9301587301587302,0.0875033743005569,0.8322705235940531,0.0977841710530797,0.977469512195122,0.0279851115344822
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.954591836734694,0.0318984109180049,0.8763888888888889,0.1250694251650303,0.8577777777777778,0.0974980215057252,0.8632586367880485,0.0988089778773825,0.9813232554200544,0.0228453600927801
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9401785714285712,0.0410644958656466,0.8638888888888889,0.1421560175769332,0.8014285714285714,0.1242617656182215,0.8273856209150325,0.1202520732003202,0.9799136178861788,0.026945916388644
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9629251700680272,0.0257526742120351,0.8402777777777779,0.1106326503945979,0.9297619047619048,0.0710705312219014,0.880595238095238,0.086499462596472,0.9899373306233062,0.0108272028158699
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9690476190476188,0.0281986174731314,0.888888888888889,0.1037491633165727,0.9228174603174604,0.0846850407241384,0.9040686274509804,0.0880122589631524,0.9907477981029812,0.0141181327891496
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9690476190476188,0.0310122440100897,0.8763888888888889,0.0969141945801083,0.9357142857142856,0.1020204061220407,0.9041176470588236,0.0947941374191604,0.987367886178862,0.0188476598560504
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9629251700680272,0.0257526742120351,0.8402777777777779,0.1106326503945979,0.9297619047619048,0.0710705312219014,0.880595238095238,0.086499462596472,0.9893199525745258,0.0111935189503533
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9710884353741496,0.0322843814136434,0.888888888888889,0.1304372986874877,0.932936507936508,0.0883495899129865,0.907997198879552,0.105286446701603,0.9907477981029812,0.0141181327891496
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9711309523809524,0.0322952701947831,0.888888888888889,0.1037491633165727,0.9357142857142856,0.1020204061220407,0.9107843137254904,0.0988709814490723,0.9876651422764228,0.0190913446788223
d_perc_tg,No sampling,,After,Yes,XGBoost,0.956845238095238,0.0232698572969215,0.8027777777777778,0.1136515141415488,0.9303571428571428,0.0698257671286327,0.8576373626373626,0.0788932164173008,0.9755801151761516,0.0372563859472436
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9649659863945578,0.0263140087378634,0.8638888888888889,0.1181453906563152,0.9246031746031746,0.083460786887291,0.8884917043740573,0.0860396987472376,0.9874889905149052,0.0166667032659349
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9484693877551018,0.032275869371992,0.851388888888889,0.1228283581081972,0.8404761904761905,0.0979893608511152,0.8437254901960785,0.1022537269874027,0.9817496612466126,0.0221351197694451
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9629676870748298,0.0301825533166418,0.8277777777777778,0.1130388330520878,0.9428571428571428,0.0947607082958685,0.8798809523809524,0.0980773937768945,0.9868275745257452,0.0176551396301165
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9710884353741496,0.0295919589097485,0.9013888888888888,0.1087332362558324,0.9228174603174604,0.0846850407241384,0.9107352941176472,0.0923923904130008,0.9901727642276424,0.0154695519521938
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9628826530612244,0.0342361184738959,0.888888888888889,0.1037491633165727,0.8948809523809524,0.1179593712483502,0.8894281045751635,0.1013010764021071,0.9867157859078592,0.0197322973002467
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9629676870748298,0.0301825533166418,0.8277777777777778,0.1130388330520878,0.9428571428571428,0.0947607082958685,0.8798809523809524,0.0980773937768945,0.9865150745257454,0.0175572305813731
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9710884353741496,0.0295919589097485,0.9013888888888888,0.1087332362558324,0.9228174603174604,0.0846850407241384,0.9107352941176472,0.0923923904130008,0.9901727642276424,0.0154695519521938
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9628826530612244,0.0329439865924432,0.888888888888889,0.1037491633165727,0.8926587301587302,0.1091394293047868,0.8887745098039217,0.0978489452675162,0.9870206639566398,0.0198640936849844
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9465136054421768,0.0209870422947702,0.7652777777777777,0.1525819451966713,0.9057539682539684,0.0636360594314632,0.8182536091359621,0.0859366693245875,0.977269647696477,0.0179524666083433
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9628826530612244,0.0241974068686504,0.8763888888888889,0.0969141945801083,0.8992063492063492,0.0759368712498608,0.885686274509804,0.0760912537203427,0.9835594512195124,0.0184394534350692
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9609268707482992,0.0281123593566978,0.8763888888888889,0.1250694251650303,0.8917460317460317,0.0987954665846924,0.8793464052287583,0.0927571420093216,0.9828281673441732,0.0244188137541641
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9630102040816328,0.0239201148820249,0.8152777777777779,0.1140327681950334,0.956547619047619,0.0670297299254409,0.8769047619047619,0.0818701477245239,0.9847594850948508,0.015230642098412
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9629251700680272,0.0289276915806002,0.8763888888888889,0.0969141945801083,0.8996031746031747,0.093919442491981,0.8865686274509805,0.0888527415929374,0.9895977303523036,0.0149384473317147
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9690476190476188,0.0323273553529209,0.888888888888889,0.1304372986874877,0.920436507936508,0.0868061791360822,0.9021638655462184,0.1053370667132675,0.9880081300813008,0.0179930038476853
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9630102040816328,0.0239201148820249,0.8152777777777779,0.1140327681950334,0.956547619047619,0.0670297299254409,0.8769047619047619,0.0818701477245239,0.9847594850948508,0.015230642098412
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.960841836734694,0.0268588045551629,0.8763888888888889,0.0969141945801083,0.8884920634920637,0.0877549555566051,0.8806862745098041,0.0828959687670733,0.9895977303523036,0.0149384473317147
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9690476190476188,0.0323273553529209,0.888888888888889,0.1304372986874877,0.920436507936508,0.0868061791360822,0.9021638655462184,0.1053370667132675,0.9880081300813008,0.0179930038476853
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9506377551020408,0.027920727697311,0.7652777777777777,0.1525819451966713,0.9279761904761904,0.0726312440967908,0.830018315018315,0.1040723160835917,0.978519647696477,0.0184511534350156
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9628401360544216,0.02759035992103,0.8763888888888889,0.1250694251650302,0.8982142857142857,0.0772946710670213,0.8837324929971988,0.091028345095927,0.9849754403794038,0.0182480755871705
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.958843537414966,0.0289857491622316,0.8652777777777778,0.1283576816729113,0.8873015873015874,0.0904761904761904,0.8722058823529413,0.0945461167119694,0.9833794884823848,0.0211653426293002
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9650510204081632,0.024372890373981,0.8277777777777778,0.1130388330520878,0.956547619047619,0.0670297299254409,0.8845238095238097,0.0832107942587927,0.9856893631436314,0.0150817818853651
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9650085034013608,0.0292101738635398,0.888888888888889,0.1037491633165727,0.9009920634920634,0.0936476408535749,0.8931862745098039,0.0901988623824408,0.9895706300813008,0.0147689179455746
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9650085034013604,0.0332134029249678,0.8777777777777779,0.1346291201783626,0.9117063492063492,0.1031946332815831,0.8906162464985995,0.1060856419600594,0.9886602303523035,0.0164135297630794
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9650510204081632,0.024372890373981,0.8277777777777778,0.1130388330520878,0.956547619047619,0.0670297299254409,0.8845238095238097,0.0832107942587927,0.9856893631436314,0.0150817818853651
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.96296768707483,0.0288304496864361,0.8763888888888889,0.0969141945801083,0.8996031746031747,0.093919442491981,0.8865686274509803,0.0888527415929374,0.9895706300813008,0.0147689179455746
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9650085034013604,0.0332134029249678,0.8777777777777779,0.1346291201783626,0.9117063492063492,0.1031946332815831,0.8906162464985995,0.1060856419600594,0.9886602303523035,0.0164135297630794
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9506377551020408,0.027920727697311,0.7652777777777777,0.1525819451966713,0.9279761904761904,0.0726312440967908,0.830018315018315,0.1040723160835917,0.978519647696477,0.0184511534350156
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9628401360544216,0.02759035992103,0.8763888888888889,0.1250694251650302,0.8982142857142857,0.0772946710670213,0.8837324929971988,0.091028345095927,0.9849754403794038,0.0182480755871705
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.958843537414966,0.0289857491622316,0.8652777777777778,0.1283576816729113,0.8873015873015874,0.0904761904761904,0.8722058823529413,0.0945461167119694,0.9833794884823848,0.0211653426293002
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9650510204081632,0.024372890373981,0.8277777777777778,0.1130388330520878,0.956547619047619,0.0670297299254409,0.8845238095238097,0.0832107942587927,0.9856893631436314,0.0150817818853651
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9650085034013608,0.0292101738635398,0.888888888888889,0.1037491633165727,0.9009920634920634,0.0936476408535749,0.8931862745098039,0.0901988623824408,0.9895706300813008,0.0147689179455746
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9650085034013604,0.0332134029249678,0.8777777777777779,0.1346291201783626,0.9117063492063492,0.1031946332815831,0.8906162464985995,0.1060856419600594,0.9886602303523035,0.0164135297630794
d_perc_tg,No sampling,,After,Yes,XGBoost,0.9650510204081632,0.024372890373981,0.8277777777777778,0.1130388330520878,0.956547619047619,0.0670297299254409,0.8845238095238097,0.0832107942587927,0.9856893631436314,0.0150817818853651
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.96296768707483,0.0288304496864361,0.8763888888888889,0.0969141945801083,0.8996031746031747,0.093919442491981,0.8865686274509803,0.0888527415929374,0.9895706300813008,0.0147689179455746
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9650085034013604,0.0332134029249678,0.8777777777777779,0.1346291201783626,0.9117063492063492,0.1031946332815831,0.8906162464985995,0.1060856419600594,0.9886602303523035,0.0164135297630794
d_perc_tg,No sampling,,After,Yes,MLP,0.8683673469387756,0.0558137381409315,0.6402777777777777,0.1909861106060973,0.6639087301587302,0.2023173385015242,0.6157025482257681,0.1474831427363953,0.8994910230352303,0.062680285257156
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.905187074829932,0.0556950069641002,0.8638888888888889,0.1040832999733066,0.6968903318903319,0.1810861039034119,0.7617709603777715,0.1280286851943998,0.9494656165311652,0.0535177211010753
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8582057823129252,0.0474384825208771,0.9263888888888888,0.0993905036823047,0.5556257631257631,0.0893285653723066,0.6895452373713243,0.0816799052748947,0.9624110772357723,0.0516741751947532
d_perc_tg,No sampling,,After,Yes,MLP,0.9566751700680272,0.0354442179955297,0.8638888888888889,0.1181453906563152,0.8841666666666667,0.1306444732664253,0.8693580765639588,0.1059041516244196,0.980583502710027,0.030073498566719
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9464285714285714,0.0453829964144306,0.888888888888889,0.1037491633165727,0.8302350427350428,0.1546082220775816,0.8524019607843136,0.1175702147820802,0.9777896341463416,0.0302972167893593
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.94234693877551,0.0556596824867298,0.913888888888889,0.0794949334514121,0.8136363636363637,0.175359615637265,0.85272371038423,0.1263492368853556,0.9790896002710026,0.0304967446454526
d_perc_tg,No sampling,,After,Yes,MLP,0.9134353741496598,0.0467436543905753,0.6541666666666666,0.1835699230992557,0.8102777777777778,0.1641948650345183,0.7103241040005746,0.158873589491739,0.9095105013550135,0.0875122892751379
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9011479591836734,0.0673977708984068,0.8638888888888889,0.1421560175769332,0.6833116883116883,0.1909836424705271,0.7545853881390292,0.1590571515382126,0.966377879403794,0.0410673093323414
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8721088435374149,0.0587629948961163,0.9013888888888888,0.12226167292601,0.5907092907092907,0.1354822558497862,0.7081346317044257,0.1230409460662494,0.9577532181571816,0.0464334598817997
d_perc_tg,No sampling,,After,Yes,MLP,0.946513605442177,0.0543455833660319,0.8388888888888889,0.1379412113103904,0.8539862914862913,0.1663827291988681,0.8433668730650155,0.1482020032078171,0.9705394647696476,0.0366399939553958
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9401785714285712,0.0467930711122774,0.8763888888888889,0.1479606742047058,0.7960606060606061,0.1522905746949035,0.83015823873409,0.1367604122737524,0.9748306233062328,0.0288903500933516
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9443877551020408,0.0451056350595839,0.9013888888888888,0.0932626220233308,0.815909090909091,0.1633488636007898,0.850170278637771,0.1172861844339403,0.9846189024390244,0.0190435881187981
d_perc_tg,No sampling,,After,Yes,MLP,0.9074829931972788,0.0368027368063643,0.7083333333333333,0.1767766952966369,0.7409920634920636,0.1041410852942223,0.7106893270128565,0.127985726007635,0.9366522696476968,0.0498262963628076
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8724489795918368,0.0374589066343619,0.7916666666666666,0.1330726618555942,0.5984848484848485,0.1001605689759903,0.6745132438940489,0.0879208843369152,0.9504081978319784,0.0502155053181175
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8807823129251702,0.0393236116058577,0.913888888888889,0.097182531580755,0.6008874458874458,0.0865771888043205,0.721128215796408,0.0793843492304318,0.9708477303523037,0.0288335468548133
d_perc_tg,No sampling,,After,Yes,MLP,0.9567176870748298,0.028339937246405,0.825,0.114564392373896,0.9047619047619048,0.0846410990373973,0.8604761904761904,0.0925020683718003,0.9693064024390246,0.0363960748729147
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9463860544217688,0.0599270989402854,0.8875,0.1179247641507075,0.8319444444444445,0.1855557634729374,0.8552124183006535,0.1528757060932849,0.9790243902439024,0.0288796083737048
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9505527210884352,0.0451073382974112,0.9013888888888888,0.0932626220233308,0.8416666666666666,0.1512754416924943,0.8648039215686275,0.11143532571327,0.9827938685636856,0.0217192666462677
d_perc_tg,No sampling,,After,Yes,MLP,0.9257227891156464,0.0410930994855268,0.8138888888888889,0.170579079087156,0.7542857142857143,0.1195203313223123,0.7796353629170967,0.1356271245098424,0.9460933265582656,0.0704042544184855
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9072278911564624,0.0511579777963474,0.888888888888889,0.1178511301977579,0.682043512043512,0.1483203906415337,0.7662283158877586,0.1202948242611943,0.9603853319783198,0.0589589252473845
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9011904761904764,0.062367739181045,0.902777777777778,0.1193151755273029,0.6745075757575758,0.1571410618492536,0.7629899503661114,0.1269509178404687,0.9679530826558264,0.0517360223123434
d_perc_tg,No sampling,,After,Yes,MLP,0.9464710884353742,0.0361346785558009,0.8138888888888889,0.1880085695446413,0.8544841269841269,0.089209323582001,0.824825289089995,0.1339664825418867,0.9671849593495936,0.0400045010743988
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9526360544217688,0.0411907079092669,0.8638888888888889,0.1181453906563152,0.8668650793650793,0.1374312684673037,0.860735294117647,0.116899267634783,0.9830716463414636,0.0217079660533468
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.956845238095238,0.0370738791380922,0.913888888888889,0.0794949334514121,0.8587606837606838,0.1376844554680087,0.8806022408963587,0.0988080100811735,0.9876524390243904,0.0177898366134736
d_perc_tg,No sampling,,After,Yes,MLP,0.8065051020408163,0.0887558072493933,0.8402777777777779,0.1359764072673393,0.4899505233328763,0.1424662458418018,0.6057810683468579,0.1221152042337369,0.9158113143631436,0.0802319521907567
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8743622448979593,0.0543044714080325,0.9013888888888888,0.12226167292601,0.5935064935064935,0.1243971993211218,0.7103592314118631,0.1127507484445505,0.957258638211382,0.0483646142508005
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8724489795918366,0.0350650620294722,0.9388888888888888,0.082915619758885,0.5815584415584415,0.0918769749985546,0.7130018722696069,0.0688407682168438,0.9752159552845528,0.0241570466326381
d_perc_tg,No sampling,,After,Yes,MLP,0.9299319727891155,0.0577517441513222,0.9625,0.057282196186948,0.7491919191919193,0.1722327672354498,0.8336604434437251,0.1238710598022254,0.9802286585365854,0.0332536603758268
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9443452380952382,0.0403618090662792,0.913888888888889,0.1121135337256142,0.8046336996336996,0.1359961893548777,0.8488048552754435,0.1068694411447354,0.982473746612466,0.0242559268690745
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9279761904761904,0.043442395380716,0.888888888888889,0.1178511301977579,0.7583061383061382,0.1584926615841965,0.8093483709273184,0.1146149280204317,0.9750042344173442,0.0378491670764279
d_perc_tg,No sampling,,After,Yes,MLP,0.816156462585034,0.0977802791038562,0.8527777777777779,0.1204736024566746,0.524953993375046,0.1768249649783988,0.6296730833192672,0.1353829379966622,0.948928692411924,0.04859754643142
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8910289115646259,0.0460041283091682,0.902777777777778,0.1054092553389459,0.6363736263736264,0.1251946735403059,0.7397488761817742,0.0999951568716737,0.9707173102981028,0.0348624405903508
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8785289115646258,0.0465047630852024,0.9013888888888888,0.12226167292601,0.6077098391804273,0.1455428506264622,0.716074297578403,0.1048723750468406,0.9733290989159892,0.0263241310304125
d_perc_tg,No sampling,,After,Yes,MLP,0.9175595238095238,0.0520250611126974,0.95,0.0612372435695794,0.7084226884226885,0.16093028885096,0.8033614727355474,0.1149723536863226,0.9799237804878048,0.0283954296624273
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9423894557823128,0.0302380820860373,0.9013888888888888,0.1087332362558324,0.8013528138528138,0.1250927052746505,0.8401934984520123,0.0854255426261445,0.9801473577235772,0.0225854281351754
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9321003401360544,0.0448049575653238,0.9013888888888888,0.0932626220233308,0.77249222999223,0.153770308520255,0.8225461939161629,0.1015986633549625,0.9797103658536586,0.0331231233964968
d_perc_tg,No sampling,,After,Yes,MLP,0.9505527210884356,0.0348670823626215,0.7652777777777777,0.1305038313613818,0.926190476190476,0.1168608684934097,0.8351190476190476,0.1136904761904762,0.9667970867208672,0.0424350088045089
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.946471088435374,0.0347114061778545,0.913888888888889,0.0794949334514121,0.8068939393939394,0.1260293830513619,0.8534098727210182,0.0927111642279415,0.9782063008130082,0.0276014950545883
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9465986394557822,0.0450022784425322,0.925,0.082915619758885,0.8107323232323231,0.153474920406416,0.8582739938080497,0.1104258101858216,0.9858460365853656,0.020596651702789
d_perc_tg,No sampling,,After,Yes,MLP,0.975297619047619,0.0221802304459193,0.9125,0.0800390529679106,0.9398809523809524,0.0784974900623079,0.9239705882352942,0.0676429559710609,0.9815701219512196,0.0378259216854442
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9711309523809522,0.030694481612612,0.9,0.1089724735885168,0.9301587301587302,0.103649699792473,0.9112044817927172,0.0915839599239561,0.9913338414634149,0.0113147371670831
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9753826530612246,0.025538851545113,0.9375,0.0838525491562421,0.9225,0.0990265116016917,0.9269444444444443,0.0763767667149321,0.9882926829268291,0.0170277938474286
d_perc_tg,No sampling,,After,Yes,MLP,0.952593537414966,0.0208422252993917,0.7902777777777777,0.1250694251650302,0.9246031746031746,0.083460786887291,0.8430462184873949,0.0792856824323023,0.974143800813008,0.0351372135843733
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.940221088435374,0.0418973552845729,0.8388888888888889,0.1379412113103904,0.8101984126984126,0.1291805395714882,0.8222058823529412,0.1279370538739297,0.9753514566395663,0.0331876425901141
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9423044217687074,0.0484630657352108,0.888888888888889,0.1178511301977579,0.8096717171717172,0.159332270415236,0.8418739250086,0.1270871621000736,0.9830716463414636,0.0266469442796829
d_perc_tg,No sampling,,After,Yes,MLP,0.9730867346938776,0.0309493730784157,0.875,0.1118033988749894,0.9666666666666666,0.1,0.9143977591036414,0.0912913646143182,0.9802362804878048,0.0314773860325684
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9690901360544218,0.0334995433135538,0.9,0.0935414346693485,0.9255555555555556,0.1257127825787962,0.9081979458450048,0.0942408823712568,0.9848323170731706,0.0223037880706221
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9608418367346936,0.0362630190564688,0.9,0.1089724735885168,0.8766666666666666,0.1280624847486569,0.8850326797385619,0.1062593948524264,0.9829801829268292,0.0239317143257406
d_perc_tg,No sampling,,After,Yes,MLP,0.9628401360544216,0.02759035992103,0.7916666666666666,0.1443375672974064,0.9833333333333334,0.0499999999999999,0.8704761904761904,0.1037352289843055,0.9750584349593496,0.0300227316936013
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.938265306122449,0.0496149241024557,0.875,0.125,0.7875,0.1525465421793106,0.8273692810457517,0.1369209142589326,0.9746646341463416,0.0311919113593643
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9505527210884352,0.0495800257775876,0.9013888888888888,0.1087332362558324,0.8393939393939395,0.1591117510798647,0.8647987616099071,0.1285298731958118,0.9824966124661246,0.0257573518963731
d_perc_tg,No sampling,,After,Yes,MLP,0.9752551020408164,0.0272949911894577,0.8875,0.1038327982864759,0.9607142857142856,0.0821428571428571,0.920714285714286,0.0856616902125333,0.9864329268292682,0.0224473904075609
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9629676870748298,0.0341231494943364,0.8875,0.1038327982864759,0.8994444444444444,0.1272319258793286,0.8892110177404294,0.0995227632699955,0.985434451219512,0.0217713788740239
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9670068027210884,0.0295450065368722,0.9125,0.0800390529679106,0.9001587301587304,0.1103795645675614,0.9032679738562092,0.0839313414381776,0.9830106707317072,0.0233383710729867
d_perc_tg,No sampling,,After,Yes,MLP,0.9546768707482992,0.0344210292733356,0.7777777777777778,0.1559023911155809,0.9388888888888888,0.1067187372905474,0.8452073906485671,0.1215497693344199,0.971777608401084,0.0429600233035258
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9526360544217688,0.0423556461828967,0.8763888888888889,0.1118810131841462,0.8558333333333333,0.1470515257811624,0.8628921568627451,0.1205420065222455,0.978186822493225,0.0283781016469662
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9403911564625848,0.0414255308972155,0.888888888888889,0.1178511301977579,0.8035839160839162,0.1427861887442126,0.8355318443166739,0.1090752052242022,0.9775228658536586,0.0366536844650564
d_perc_tg,No sampling,,After,Yes,MLP,0.9730867346938776,0.0323213435596746,0.9,0.1089724735885168,0.9412698412698411,0.104581374031931,0.9170868347338936,0.0951401704505639,0.9867378048780489,0.0181474160857388
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9712585034013606,0.0291619559473055,0.9,0.0935414346693485,0.9341666666666668,0.1110836771687602,0.9126914098972924,0.0848466068061519,0.9861051829268292,0.0204362706270573
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9649234693877552,0.0334397001806889,0.875,0.1118033988749894,0.9180555555555556,0.1159451897968908,0.891967787114846,0.098306448766243,0.9817759146341464,0.028679295843121
d_perc_tg,No sampling,,After,Yes,MLP,0.960799319727891,0.0364342716755672,0.8402777777777779,0.1359764072673393,0.917261904761905,0.1091235569447408,0.8747619047619046,0.1177016771641604,0.9785382791327912,0.0337428584943846
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9381802721088434,0.0403567701821218,0.8763888888888889,0.1250694251650302,0.7873304473304472,0.1278642235141924,0.8256484348125216,0.1125243920599579,0.9794300474254743,0.0269479688978966
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9423894557823128,0.0409212662114049,0.9013888888888888,0.1087332362558324,0.7996289821289821,0.1310959735521814,0.8419719642242862,0.1058567090382431,0.9824237804878048,0.0229986034755008
d_perc_tg,No sampling,,After,Yes,MLP,0.9711309523809524,0.0310353472892481,0.8875,0.1038327982864759,0.9412698412698411,0.104581374031931,0.9104201680672268,0.0913572283026779,0.9873323170731708,0.0210394792990014
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9608843537414964,0.0337039475894666,0.9,0.0935414346693485,0.8744444444444444,0.1168767948961006,0.8851633986928105,0.0981390504755652,0.9848628048780488,0.0212143755171859
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9628826530612244,0.0342361184738959,0.9,0.1089724735885168,0.8837698412698411,0.1126478829824972,0.8894281045751633,0.1013010764021071,0.9861051829268292,0.0200080516794733
d_perc_tg,No sampling,,After,Yes,MLP,0.9565901360544216,0.045018443555864,0.8638888888888889,0.1626601774661928,0.8779761904761905,0.1442837989028925,0.8663795518207283,0.1435702741661161,0.9812356029810296,0.0278394739324891
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9423044217687072,0.0387964134267583,0.8763888888888889,0.1369940185231133,0.818939393939394,0.1384154004411273,0.8359818664307828,0.104893748777351,0.9791632791327912,0.0285919604328388
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9465136054421768,0.0368339629361535,0.95,0.0612372435695794,0.7907400932400933,0.116984710991918,0.8592922256621949,0.0864302670674738,0.9839557926829268,0.0230156488245011
d_perc_tg,No sampling,,After,Yes,MLP,0.9814200680272108,0.0234245557333639,0.925,0.082915619758885,0.9634920634920634,0.0751415897050452,0.9423529411764706,0.0715844731316851,0.9894969512195122,0.016964545834265
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9690901360544216,0.0334471594045561,0.9,0.0935414346693485,0.9176587301587302,0.1134575441454079,0.907107843137255,0.0979139518384841,0.9836509146341464,0.0234510792508298
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9628826530612244,0.0342361184738959,0.8875,0.1038327982864759,0.8912698412698413,0.1092668656152942,0.8880392156862745,0.1013941172489184,0.9854878048780488,0.0198585459560013
d_perc_tg,No sampling,,After,Yes,MLP,0.8703656462585034,0.0503191784203634,0.5305555555555556,0.175,0.6452777777777777,0.1952352279115812,0.5728199741435035,0.1653617897801817,0.866603150406504,0.0836285956020627
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8947704081632653,0.0676192192480952,0.8527777777777779,0.1545603082582617,0.6627136752136752,0.1591100310906514,0.7388735318688879,0.1453607964558931,0.9515032181571816,0.0556626067029565
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8806122448979592,0.0586817257328105,0.9013888888888888,0.0932626220233308,0.6175135975135976,0.1407864181334223,0.7252594401605036,0.113513781578997,0.9601431233062332,0.0367300036731986
d_perc_tg,No sampling,,After,Yes,MLP,0.938095238095238,0.0616629120169033,0.8763888888888889,0.1369940185231133,0.8064574314574313,0.1750024689399074,0.8333638239984988,0.1497875465138004,0.9591268631436314,0.0505423181827442
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.940093537414966,0.042028851555956,0.9013888888888888,0.0746519702798705,0.7980380730380731,0.1428065233420009,0.8407103543171655,0.101119667275409,0.9795037262872628,0.0191556151537307
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9464710884353742,0.0558950537793682,0.888888888888889,0.1178511301977579,0.8380874680874681,0.1797719897255864,0.8556017494717185,0.141292610381228,0.9806097560975608,0.0271830497581722
d_perc_tg,No sampling,,After,Yes,MLP,0.9133503401360542,0.0557847757461966,0.6666666666666666,0.2165063509461096,0.8017460317460318,0.1954817005197551,0.7121518350930115,0.1815530320489821,0.921659891598916,0.0789982998350341
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9113520408163264,0.0557061223960202,0.888888888888889,0.1304372986874877,0.7008818958818959,0.153324852838549,0.7765245274311098,0.1297766996467932,0.9711136517615178,0.0394427102462284
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.878656462585034,0.0667655646593131,0.9263888888888888,0.0821795121804834,0.6144518063635711,0.1526957474062176,0.7303001443001443,0.1225904594509843,0.9643656842818428,0.0391051087926804
d_perc_tg,No sampling,,After,Yes,MLP,0.9338010204081632,0.0506609538639173,0.8388888888888889,0.1379412113103904,0.8042368742368742,0.177276242210119,0.8135760971055088,0.1407872117908328,0.9629471544715448,0.0409459817527726
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.960841836734694,0.0339398914248019,0.8638888888888889,0.1181453906563152,0.8988095238095237,0.1112987361436353,0.878921568627451,0.1067531818264231,0.9809349593495934,0.0193402552864206
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9485969387755102,0.0476552682035901,0.913888888888889,0.0794949334514121,0.8269871794871795,0.1448061662733356,0.8634663865546219,0.1095945343077816,0.9787389905149052,0.0296549069914102
d_perc_tg,No sampling,,After,Yes,MLP,0.9301020408163264,0.0379780411489923,0.7763888888888889,0.1357208122908527,0.8017460317460318,0.1295003917906154,0.7846965452847805,0.1199174154118244,0.9541819105691056,0.036429569614344
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8949829931972788,0.0526019748345093,0.8402777777777779,0.1359764072673393,0.6603282828282828,0.1484356430014494,0.7319307967275392,0.1257533450066145,0.9550779132791328,0.0526886005939778
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8867772108843537,0.042513201360311,0.913888888888889,0.1481365736219264,0.6139049839049839,0.111509904259869,0.7286890519330955,0.1100080419247411,0.9605157520325204,0.0453670938733978
d_perc_tg,No sampling,,After,Yes,MLP,0.952721088435374,0.0276385399196283,0.8291666666666666,0.1214066857027788,0.8893253968253969,0.0965427258854377,0.8525513538748832,0.0881085809093398,0.9767522018970192,0.0260066616060554
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9525510204081632,0.0423432674691928,0.875,0.1369306393762915,0.8466666666666667,0.1338347054954795,0.8586928104575164,0.1281463934012204,0.9795960365853658,0.0283147855492449
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9546343537414964,0.0528529491295033,0.9125,0.0976281209488331,0.8582070707070706,0.1773475787324916,0.8788106295149639,0.1332307596925391,0.9792835365853658,0.0267579298583871
d_perc_tg,No sampling,,After,Yes,MLP,0.9033163265306122,0.0558988537049493,0.6944444444444444,0.2236067977499789,0.7527777777777779,0.1958087060953012,0.6967345399698341,0.1860978624481032,0.931101795392954,0.0543027104959087
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9113945578231292,0.0584602504603852,0.851388888888889,0.1460712345246508,0.7157731157731158,0.1883731941819883,0.7685861713106295,0.1494590323027888,0.9605352303523034,0.0442704742873077
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8908588435374151,0.0728302923497961,0.9263888888888888,0.0821795121804834,0.6522166722166723,0.1710100828070415,0.7545170116821753,0.1285403060211571,0.961767445799458,0.05312881418005
d_perc_tg,No sampling,,After,Yes,MLP,0.9401785714285712,0.0427591108649948,0.8388888888888889,0.1261062162535129,0.8200396825396824,0.1497959107512717,0.8251470588235295,0.1243357001137719,0.9771688685636856,0.0299570847481568
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9527210884353744,0.0400923425926236,0.875,0.1479019945774904,0.8615384615384617,0.1341502954717131,0.8588400488400488,0.1236665592896873,0.9796189024390244,0.0246319766310849
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.938095238095238,0.0608109736226482,0.8875,0.1625,0.7855375180375181,0.1695271452726236,0.8300042999656003,0.1596787773283904,0.9795731707317072,0.0309201246206834
d_perc_tg,No sampling,,After,Yes,MLP,0.8352465986394557,0.0675255873032566,0.8763888888888889,0.0969141945801083,0.5290404319622586,0.1299969977733317,0.649869029506262,0.1039133409134041,0.9496688685636856,0.0511579716357727
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9133928571428572,0.037025966559459,0.8763888888888889,0.1118810131841462,0.695530303030303,0.1054111942367668,0.7723606811145511,0.0963481124726471,0.9674915311653116,0.0330130842906914
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8971513605442176,0.0519102705738917,0.913888888888889,0.0794949334514121,0.660566933066933,0.1476590418581395,0.7569791229021947,0.1028016467777206,0.9693741531165312,0.0345773493524762
d_perc_tg,No sampling,,After,Yes,MLP,0.9235119047619048,0.0565272999400033,0.95,0.082915619758885,0.7275912975912976,0.1607897046433523,0.8161334709322325,0.1228401842283724,0.9802286585365856,0.0292509237716206
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9485544217687074,0.0455094859262251,0.913888888888889,0.0794949334514121,0.828661616161616,0.1583456671206641,0.8629076367389061,0.1114960066968348,0.981880081300813,0.0250115278671506
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9340986394557824,0.0552066593133653,0.888888888888889,0.1178511301977579,0.7821212121212121,0.1804929537585726,0.8256759545923632,0.139783073438961,0.978391768292683,0.0305101337821301
d_perc_tg,No sampling,,After,Yes,MLP,0.886734693877551,0.032346585582884,0.9013888888888888,0.0932626220233308,0.6162282162282162,0.1009901481417239,0.7273760157970685,0.0771641976256935,0.9649881436314364,0.0358802524089569
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9031037414965988,0.0507872542544931,0.8638888888888889,0.1527525231651946,0.6715367965367965,0.1441257288272856,0.7499443349907746,0.1333275362545047,0.9661915650406504,0.0431508691111814
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8866921768707483,0.055463186855251,0.9,0.16583123951777,0.6154201354201354,0.1265627351261872,0.7264333137734673,0.1339885894179834,0.972125677506775,0.0343639076046693
d_perc_tg,No sampling,,After,Yes,MLP,0.9256802721088436,0.0476516075516208,0.925,0.082915619758885,0.738061383061383,0.161104151351523,0.8131736203253231,0.1127029135175947,0.9780564024390244,0.0318471071649323
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.930059523809524,0.0503840882140096,0.888888888888889,0.1178511301977579,0.7741269841269841,0.1756635191429112,0.8165181224004753,0.1260815506305427,0.972468665311653,0.0354313681308085
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9302721088435376,0.0708509912576506,0.9013888888888888,0.1087332362558324,0.7916269841269841,0.192853096991986,0.8291061063119887,0.1447521325119498,0.9799847560975612,0.0307686983988602
d_perc_tg,No sampling,,After,Yes,MLP,0.9566751700680272,0.0284911218029095,0.7777777777777778,0.1559023911155809,0.956547619047619,0.0670297299254409,0.8490659340659341,0.1069064484294652,0.9710120257452576,0.0314892500775987
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9444302721088432,0.0414103641796141,0.8638888888888889,0.1421560175769332,0.8129761904761905,0.118124869607775,0.8360947712418302,0.126879005003994,0.9775618224932248,0.0275750946416822
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9485544217687074,0.0357188408173862,0.95,0.0829156197588849,0.7941666666666667,0.1136009175918326,0.8622162022703819,0.09111307911638,0.9827134146341464,0.0246746894921055
d_perc_tg,No sampling,,After,Yes,MLP,0.9752976190476192,0.0287865255789523,0.9125,0.0976281209488331,0.940277777777778,0.0958333333333333,0.9239005602240896,0.0872973246324234,0.9848551829268292,0.0209662145387719
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9711734693877552,0.030705875329775,0.8875,0.1038327982864759,0.9412698412698411,0.104581374031931,0.9104201680672268,0.0913572283026779,0.9894740853658536,0.0149419192845948
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9732568027210884,0.0260483557284568,0.9,0.0935414346693485,0.9407142857142858,0.0936804163534901,0.9172222222222224,0.0800636321008807,0.9851676829268292,0.0203566664504972
d_perc_tg,No sampling,,After,Yes,MLP,0.9566326530612244,0.0400197749200884,0.8138888888888889,0.1511529762268088,0.9126984126984128,0.1221809866534972,0.8584126984126984,0.1343138549823198,0.968530657181572,0.0404788587627643
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9546768707482992,0.035412966013552,0.9263888888888888,0.0993905036823047,0.8384415584415585,0.121212695834548,0.8745700034399725,0.0928926353453949,0.9816133130081302,0.027389241410296
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9424319727891156,0.0339610563460852,0.9013888888888888,0.0932626220233308,0.7919949494949495,0.1011227938285461,0.8405873753009976,0.0886349147256174,0.9793563685636858,0.025851890806647
d_perc_tg,No sampling,,After,Yes,MLP,0.9752551020408164,0.0222513070922708,0.9125,0.0800390529679106,0.9398809523809524,0.0784974900623079,0.9239705882352942,0.0676429559710608,0.9904192073170732,0.0144161727214511
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.967091836734694,0.0278239296826134,0.8875,0.1038327982864759,0.9184920634920636,0.1028860739735318,0.8986227824463118,0.0851535068504951,0.9888871951219512,0.0186196889548598
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9773809523809524,0.0295521030842997,0.925,0.082915619758885,0.9430555555555556,0.1032739524723405,0.9322058823529412,0.0854185620235884,0.9885518292682928,0.0147710897559666
d_perc_tg,No sampling,,After,Yes,MLP,0.9566751700680272,0.0300925810974987,0.7777777777777778,0.1343709624716425,0.949047619047619,0.0788825010987344,0.8518956043956043,0.1095386630530869,0.9785543699186994,0.0253157129041056
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.946343537414966,0.0373447470330694,0.8638888888888889,0.1181453906563152,0.8293253968253967,0.1254056720307157,0.8430228758169935,0.1093260602964878,0.9823975271002712,0.025465666000481
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9340136054421768,0.0477478669393764,0.888888888888889,0.1037491633165727,0.7775000000000001,0.1515987332596348,0.8241013071895426,0.1182768015260398,0.9784722222222222,0.0290121296388112
d_perc_tg,No sampling,,After,Yes,MLP,0.977295918367347,0.0215290606204935,0.8875,0.1038327982864759,0.9732142857142858,0.053720031987469,0.925595238095238,0.0706891289226696,0.9861509146341464,0.0210918561320696
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9649234693877552,0.0307343852559842,0.8875,0.1038327982864759,0.9071031746031746,0.1070423470359134,0.8934430438842205,0.0907064950292911,0.9826905487804878,0.0239553076668034
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9752551020408164,0.028962664924932,0.9375,0.0838525491562421,0.9232142857142858,0.1034759412045296,0.9275,0.0832077757821784,0.9904115853658536,0.0147858702995317
d_perc_tg,No sampling,,After,Yes,MLP,0.950595238095238,0.0345487242963051,0.7791666666666666,0.1305038313613818,0.9190476190476192,0.1178571428571428,0.8383516483516484,0.1109813175079881,0.9796536246612468,0.0283982061506638
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9463010204081632,0.0438139972747195,0.888888888888889,0.1178511301977579,0.8254273504273504,0.1483583184861462,0.8504061624649859,0.1176846711917814,0.9753743224932252,0.0323793952334115
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9465561224489796,0.0421013053666709,0.9013888888888888,0.0932626220233308,0.8203860028860029,0.1374454655756252,0.8535405916752667,0.1037313820960698,0.9827439024390244,0.0250244851466725
d_perc_tg,No sampling,,After,Yes,MLP,0.9752551020408162,0.0240503491219404,0.8875,0.1038327982864759,0.9589285714285716,0.0629068391207448,0.9198809523809524,0.0779303754901533,0.9851600609756096,0.0199493722332867
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588010204081632,0.0319225716957271,0.8763888888888889,0.0969141945801083,0.8898809523809523,0.1248528044903904,0.877920168067227,0.0911792449233997,0.9851295731707316,0.0182751901243639
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.973171768707483,0.0277088588377712,0.9,0.1089724735885168,0.9371031746031748,0.0844504208560646,0.9156652661064426,0.0867838360025851,0.9851676829268292,0.022866468487669
d_perc_tg,No sampling,,After,Yes,MLP,0.9525510204081632,0.0405881340876802,0.8402777777777779,0.1106326503945979,0.8814285714285713,0.1395674805699847,0.8574999999999999,0.1172278171387283,0.97543614498645,0.0332137532964079
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9401785714285712,0.0502273432147208,0.8763888888888889,0.1581687741341859,0.8007647907647908,0.1609796791018082,0.8308324733402135,0.1428302224633175,0.9757139227642276,0.0338165693316315
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9361819727891156,0.0562740974499031,0.888888888888889,0.1178511301977579,0.78749222999223,0.1702807707365911,0.8301605730011303,0.1400822216008845,0.9811814024390244,0.0263058801996676
d_perc_tg,No sampling,,After,Yes,MLP,0.9710884353741496,0.0297102321108738,0.9,0.0935414346693485,0.9305555555555556,0.1031898645611483,0.9120868347338936,0.085571726526355,0.9858155487804876,0.0237205714561428
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9629251700680272,0.0342053481559981,0.9,0.0935414346693485,0.8869444444444443,0.1228019709698263,0.8909967320261437,0.0990906163241307,0.9857926829268292,0.0209127841302948
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9649659863945578,0.0319156340714282,0.9,0.1089724735885168,0.8944841269841269,0.1041931485612421,0.8944281045751634,0.0953552674710418,0.9848704268292682,0.0221232369662424
d_perc_tg,No sampling,,After,Yes,MLP,0.9525085034013604,0.039341926278904,0.851388888888889,0.1093700395700557,0.8722222222222221,0.1424271527032696,0.8584593837535014,0.1153318178923152,0.9745604674796752,0.0305459642802933
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9402636054421768,0.0463752193085593,0.8763888888888889,0.1369940185231133,0.7985606060606061,0.1492258895453498,0.831547127622979,0.1299143538326928,0.9816361788617888,0.0284841512080425
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9361394557823128,0.0482712413593835,0.888888888888889,0.1178511301977579,0.7833333333333334,0.15480473562795,0.8272549019607844,0.1255515789757222,0.9793868563685636,0.0310302751097569
d_perc_tg,No sampling,,After,Yes,MLP,0.9710884353741496,0.0348696486126934,0.9,0.1089724735885168,0.9305555555555556,0.1173590565237645,0.9120868347338936,0.1022131125673281,0.987317073170732,0.0201642951084067
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588010204081632,0.0344332373559936,0.8875,0.1038327982864759,0.8772222222222222,0.1271348559795395,0.8782306255835668,0.100104649542387,0.9842606707317074,0.0225697867702598
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9628826530612244,0.0342361184738959,0.8875,0.1038327982864759,0.8912698412698413,0.1092668656152942,0.8880392156862745,0.1013941172489184,0.9845579268292683,0.0220174200778112
d_perc_tg,No sampling,,After,Yes,MLP,0.8252976190476191,0.0348496579733417,0.0819444444444444,0.1443976954263621,0.25,0.4031128874149275,0.109281045751634,0.176468845307297,0.4826236449864497,0.2381340813929043
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8846088435374151,0.0510774907432117,0.8152777777777779,0.1387568817112226,0.621060606060606,0.1211750890400198,0.7039181286549707,0.1268981728285617,0.9361534552845528,0.0577133924890117
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8665391156462586,0.0859214849517325,0.8388888888888889,0.1488380924957646,0.6097734429313377,0.1800769544493034,0.6923092756044701,0.1508864620523151,0.9356842818428184,0.0732666558382141
d_perc_tg,No sampling,,After,Yes,MLP,0.911734693877551,0.0554080614749569,0.6069444444444445,0.1931554497749876,0.8550000000000001,0.204096926864555,0.6922388395917809,0.1731652824715707,0.9217750677506776,0.0830143119552752
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9589710884353744,0.0532027760710817,0.9125,0.0976281209488331,0.881431623931624,0.1672341437602201,0.889703548085901,0.1260163224837998,0.9790243902439024,0.0289341516163697
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9650085034013604,0.0354853011126154,0.925,0.082915619758885,0.888888888888889,0.1246909760414635,0.9013025210084036,0.0907240449987563,0.9846341463414634,0.0256534135358444
d_perc_tg,No sampling,,After,Yes,MLP,0.8312074829931972,0.0342360920734649,0.1694444444444444,0.2445233458520201,0.2445454545454545,0.3330909587137716,0.1887989203778677,0.2503848109563993,0.6704141260162602,0.2165251541458725
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9115221088435376,0.0333499509546546,0.8277777777777778,0.1685312368013057,0.706525974025974,0.0947682978122685,0.7525941131601381,0.1005766918489037,0.963165650406504,0.0376713996399501
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8868197278911565,0.0595270893168322,0.902777777777778,0.1054092553389459,0.6240769034886682,0.1177350127935824,0.735345356397988,0.1130571012525957,0.956587059620596,0.055413228085751
d_perc_tg,No sampling,,After,Yes,MLP,0.9235969387755102,0.0408703449589801,0.6555555555555556,0.1293681224688335,0.8773809523809524,0.1543079422553612,0.7415262515262515,0.1276155342132679,0.9429386856368562,0.0579190922482416
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9567176870748298,0.0338654297975017,0.888888888888889,0.1037491633165727,0.8761363636363637,0.1282861215078759,0.8750637623470441,0.0946434085880753,0.979878048780488,0.0277010691867092
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9236394557823128,0.0630061875022295,0.8763888888888889,0.1479606742047058,0.7438636363636364,0.1843630143884075,0.7997463020295837,0.1581001285527621,0.9584603658536588,0.0720330927578467
d_perc_tg,No sampling,,After,Yes,MLP,0.816751700680272,0.030491542082246,0.15,0.1920286436967152,0.273030303030303,0.3348462909567509,0.1660757371283687,0.1888800079398456,0.6205978997289974,0.1605255248887408
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8888605442176871,0.0481840569192801,0.8763888888888889,0.1369940185231133,0.6579784594490478,0.1385535203614008,0.7309406926063272,0.0790328787262533,0.9517809959349594,0.0360672103505593
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8763180272108844,0.0436587556606089,0.8027777777777778,0.1136515141415488,0.6071464646464646,0.11715362991363,0.6872090766131015,0.1031739765829508,0.9407689701897018,0.045029438792452
d_perc_tg,No sampling,,After,Yes,MLP,0.9320578231292516,0.0411255295009306,0.6347222222222222,0.2247297760026966,0.9458333333333334,0.0875,0.7360614385614386,0.1819064478707737,0.9338406165311652,0.0683920523798273
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9380527210884352,0.0599761270370116,0.8875,0.1419727086450068,0.8011111111111111,0.1920937271229854,0.834793975561239,0.1572344990052778,0.9712881097560976,0.0429234167125492
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9382227891156464,0.0479067060131086,0.8388888888888889,0.1488380924957646,0.8147191697191698,0.1526775592565816,0.8197245564892623,0.1400493229023246,0.967591463414634,0.0394386860674886
d_perc_tg,No sampling,,After,Yes,MLP,0.8271258503401361,0.0294524730666897,0.1055555555555555,0.170579079087156,0.2825,0.4040498112856879,0.1364303670186023,0.1982270581681538,0.5358307926829269,0.2134779562254349
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8969387755102041,0.0337137076633418,0.7680555555555555,0.1639889054512869,0.6866089466089466,0.115268542232455,0.7102222356247124,0.0938205258105606,0.9431537940379404,0.0404222506650124
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9279761904761904,0.0431589296268375,0.8527777777777779,0.1736055554666638,0.7743356643356643,0.1316600065325009,0.7956009461814416,0.1152433874097887,0.9665658875338752,0.037484541276464
d_perc_tg,No sampling,,After,Yes,MLP,0.9321003401360544,0.0259075140313528,0.6583333333333333,0.1567907310185565,0.9301587301587302,0.0875033743005569,0.7547705235940529,0.1120289285013996,0.9615404810298104,0.0384854373318933
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9526360544217688,0.0505391846360175,0.8388888888888889,0.1488380924957646,0.8793650793650792,0.172454309276712,0.856078431372549,0.1536339263122242,0.9741158536585368,0.0341722972724611
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9568877551020408,0.0370523944474124,0.888888888888889,0.1037491633165727,0.8683333333333334,0.1359420719041027,0.8747385620915032,0.1058670004200962,0.978498475609756,0.0414640654371899
d_perc_tg,No sampling,,After,Yes,MLP,0.8951105442176871,0.0451822171968288,0.5041666666666667,0.2120092372201425,0.7340476190476191,0.2921265567696097,0.5915018315018316,0.237131653993993,0.8457046070460705,0.1678641013573604
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8826955782312925,0.0640669220887304,0.7777777777777778,0.1656217242862649,0.6476739926739927,0.1811027694754408,0.6950218572277396,0.1459798920680571,0.9415862127371272,0.0501255558179588
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8599064625850339,0.0884914154753067,0.875,0.125,0.5913350701585995,0.2110093639202973,0.6949767513412688,0.1781001029707843,0.9463262195121952,0.0425848557561017
d_perc_tg,No sampling,,After,Yes,MLP,0.9053996598639455,0.035615068085861,0.7152777777777778,0.168994164922277,0.7337667887667888,0.1289049058716352,0.7092833800186742,0.1214807747589287,0.9317649051490516,0.0534221555081542
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9401785714285716,0.065313941677763,0.8777777777777779,0.1089724735885168,0.8273504273504274,0.1896192660771725,0.8447268907563025,0.14730820541624,0.9725279471544716,0.036378716163538
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.93218537414966,0.0602183273481535,0.9263888888888888,0.0993905036823047,0.7674902874902875,0.1904812268649929,0.8315101479188167,0.1434076361258971,0.9765625,0.0338464113129203
d_perc_tg,No sampling,,After,Yes,MLP,0.8869472789115648,0.0495239913012007,0.5097222222222222,0.1931554497749876,0.767857142857143,0.2090124984057076,0.5879154179154178,0.1938380038560705,0.8771536246612465,0.0723472483899963
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8968537414965985,0.0485324509186372,0.826388888888889,0.1505199322349037,0.6574067599067599,0.1272333932534078,0.7284477124183006,0.1278521098756616,0.9612516937669376,0.0519779381764591
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9114795918367348,0.0722470918354516,0.8638888888888889,0.1719980620045857,0.7160606060606061,0.1938922764733888,0.773505780649407,0.1674832331178246,0.9604844173441736,0.0529205075105686
d_perc_tg,No sampling,,After,Yes,MLP,0.9217261904761904,0.0331002202502424,0.7902777777777777,0.1118810131841462,0.7598268398268397,0.0984573115861536,0.7715032679738563,0.0925978013401,0.956371951219512,0.0331630773483369
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9361394557823128,0.0474375489120808,0.8763888888888889,0.1581687741341859,0.780021645021645,0.148902578627335,0.8198572411420709,0.1393740850632548,0.976766598915989,0.0344409069751346
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9484268707482996,0.0461410613081375,0.9125,0.1125,0.8185425685425685,0.1501961033498102,0.8587409700722395,0.1236193664313494,0.9827439024390244,0.0262301276015133
d_perc_tg,No sampling,,After,Yes,MLP,0.9505952380952382,0.0229613881531731,0.7291666666666666,0.1320905623678946,0.9708333333333334,0.0590726953281575,0.8251556776556777,0.0910569964089344,0.961004403794038,0.0390823302993226
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.938095238095238,0.0416294259509129,0.8638888888888889,0.1527525231651946,0.7917243867243867,0.1366186718897734,0.8211334709322327,0.1266960012338172,0.9741895325203253,0.0328398155237585
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.952763605442177,0.0315992904764405,0.913888888888889,0.0565194165260439,0.8364393939393938,0.1206422340766102,0.8693455452356382,0.0806729523299456,0.9852210365853658,0.0155572389266148
d_perc_tg,No sampling,,After,Yes,MLP,0.9670068027210884,0.0334558867465649,0.8625,0.1038327982864759,0.9416666666666668,0.1181453906563152,0.897016806722689,0.0985390629138741,0.9717987804878048,0.0392900015502337
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9690901360544216,0.0264331688298532,0.8625,0.1179247641507075,0.95,0.0829156197588849,0.8993040293040295,0.0865475042274354,0.975922256097561,0.0291761771740086
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9711734693877552,0.0246912186308609,0.9,0.0935414346693485,0.925595238095238,0.0792521518012587,0.9106372549019608,0.0769798433999998,0.9848018292682926,0.0207196039364741
d_perc_tg,No sampling,,After,Yes,MLP,0.936267006802721,0.0349237551108102,0.6555555555555556,0.1709857044056932,0.9383333333333332,0.0960468635614927,0.7636996336996338,0.1417472097249146,0.9540082994579946,0.0493772859964443
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9299319727891155,0.0405121710255474,0.8277777777777778,0.1488380924957646,0.7772222222222223,0.1344501835322356,0.7954598506069094,0.124747489913174,0.9708053861788616,0.0335445652345574
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.93609693877551,0.0473987593265454,0.9,0.0935414346693485,0.7791239316239316,0.1530077478430184,0.8302450980392158,0.1191339958925092,0.9752743902439024,0.029965712609301
d_perc_tg,No sampling,,After,Yes,MLP,0.9670068027210884,0.0294855978620232,0.8763888888888889,0.0969141945801083,0.925,0.1,0.8981652661064427,0.0899220134619386,0.9688567073170732,0.0411650175565888
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9670493197278912,0.0320394633815341,0.875,0.1118033988749894,0.9307142857142856,0.1117600381283443,0.8975396825396826,0.0960012085776783,0.9770731707317074,0.0291579594344141
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9752976190476192,0.0255940021058951,0.9,0.1089724735885168,0.951388888888889,0.0817559036264524,0.9213795518207284,0.0806438031521442,0.9876524390243904,0.0148893212494553
d_perc_tg,No sampling,,After,Yes,MLP,0.9527210884353744,0.0275750241868617,0.7555555555555555,0.15,0.9625,0.0800390529679106,0.8361263736263738,0.0958079532152082,0.95701304200542,0.0516114905611028
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9422619047619047,0.0390262584087751,0.8402777777777779,0.1470189897031446,0.8262698412698413,0.127786256250311,0.827093837535014,0.1216070610570661,0.9760382791327912,0.0287629383302433
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9237244897959184,0.0412888955477471,0.8763888888888889,0.0969141945801083,0.7382828282828282,0.1286114457946447,0.7964000687994497,0.0999209292623609,0.978141090785908,0.0243857074933149
d_perc_tg,No sampling,,After,Yes,MLP,0.9690901360544216,0.0334995433135538,0.875,0.0968245836551854,0.9416666666666668,0.1181453906563152,0.9046358543417364,0.0981060286543074,0.9811432926829268,0.0273251192690828
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588860544217688,0.0317018674871117,0.8875,0.1038327982864759,0.8712698412698412,0.1057829928305322,0.8769281045751635,0.0943602707425357,0.9725990853658536,0.0406677383815006
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9650085034013604,0.0260695827743199,0.875,0.125,0.9180555555555556,0.0922226405613001,0.8890589312648137,0.0843890526049106,0.9774009146341462,0.0271631467130613
d_perc_tg,No sampling,,After,Yes,MLP,0.9444302721088436,0.0306116839045346,0.6791666666666666,0.1687885758377424,0.98,0.0599999999999999,0.7916150516150516,0.1285775181675716,0.965736788617886,0.0381678337947723
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9444302721088436,0.0449439353407771,0.888888888888889,0.1178511301977579,0.818068043068043,0.1450878774864248,0.8463745147181679,0.120716354895693,0.9797611788617886,0.030412390212876
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9279336734693878,0.054362029419506,0.8638888888888889,0.1527525231651946,0.7778876678876678,0.1615275842940263,0.8043005360652421,0.1330125013258254,0.9772103658536586,0.032056335711996
d_perc_tg,No sampling,,After,Yes,MLP,0.9690476190476192,0.0264165796781453,0.875,0.1118033988749894,0.9361111111111112,0.0822147143719374,0.9011624649859944,0.0869672297196377,0.975891768292683,0.033139522543869
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9690901360544218,0.0294161463406218,0.8875,0.1038327982864759,0.9259920634920634,0.0965112079776547,0.9039005602240896,0.0904259105397468,0.9827286585365854,0.0222698024125574
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9732993197278912,0.0259233829756927,0.9013888888888888,0.0746519702798704,0.940277777777778,0.0958333333333333,0.918970588235294,0.0777192085320985,0.9820198170731708,0.0241363608519026
d_perc_tg,No sampling,,After,Yes,MLP,0.9484268707482992,0.0326136483103451,0.7527777777777778,0.137183980276286,0.9232142857142857,0.1076854646507696,0.8252564102564103,0.1138938583634335,0.9603268970189702,0.0389085970258034
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9443452380952382,0.029417006663105,0.8763888888888889,0.1479606742047058,0.8108333333333334,0.0897909953141526,0.8346593765711413,0.1005813122102044,0.9769021002710028,0.0299177153591776
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9320578231292516,0.0423337035022803,0.888888888888889,0.1419115530493866,0.7581607281607281,0.1293522953912763,0.8127072583419335,0.1209595603317829,0.9786509146341464,0.0292997054576588
d_perc_tg,No sampling,,After,Yes,MLP,0.9711309523809524,0.0248187541819089,0.8625,0.1179247641507075,0.9589285714285716,0.0629068391207448,0.904423076923077,0.0841803355627875,0.9783612804878048,0.031260584354182
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9690901360544216,0.0322322940021958,0.9,0.0935414346693485,0.915277777777778,0.1087332362558324,0.9065196078431372,0.0965763533288512,0.9823780487804878,0.0242247098004644
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9650085034013604,0.035534680595664,0.8875,0.1038327982864759,0.9098809523809523,0.1248718731095099,0.8949136321195145,0.1029242764985135,0.9835899390243904,0.0224823285688339
d_perc_tg,No sampling,,After,Yes,MLP,0.9464710884353742,0.0280157395225921,0.7277777777777777,0.1233220715579061,0.9389285714285716,0.099980227637105,0.8151465201465202,0.1023699693336325,0.973518800813008,0.0307288826670616
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9402636054421768,0.029902637381359,0.888888888888889,0.1304372986874877,0.7904040404040404,0.103879693469095,0.8299425033171163,0.0904224789642298,0.9829878048780488,0.0248274645650363
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9321003401360544,0.0494116585454105,0.8638888888888889,0.1421560175769332,0.7732720057720057,0.1473155717662093,0.8109812521499828,0.1319868677931299,0.975389566395664,0.0313510268782271
d_perc_tg,No sampling,,After,Yes,MLP,0.9752551020408164,0.0202068085495703,0.875,0.0968245836551854,0.9732142857142858,0.053720031987469,0.9189285714285716,0.0663693412336021,0.9844969512195124,0.0253683270076988
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9732568027210884,0.0275374024146438,0.9125,0.0976281209488331,0.9291666666666666,0.0946994107429488,0.9180182072829132,0.0838865546218487,0.9817682926829268,0.0245580119905867
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9712159863945578,0.0319348008962571,0.9,0.0935414346693485,0.9319444444444444,0.1139312251934213,0.9128221288515408,0.0930426239945706,0.9851295731707316,0.0214842092937474
d_perc_tg,No sampling,,After,Yes,MLP,0.8086734693877551,0.0328455916935849,0.0861111111111111,0.1252774698197742,0.1533333333333333,0.2325940669922601,0.1093406593406593,0.1610640038361248,0.4902870934959349,0.2116118390835142
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9013180272108844,0.052961054852931,0.8166666666666667,0.1346291201783626,0.71002886002886,0.1862965859072668,0.7416603004838299,0.1180328002003069,0.9410382791327914,0.06501088940548
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8888180272108844,0.0520524342607243,0.8638888888888889,0.1527525231651946,0.6333150183150182,0.1329898982852774,0.723763195868459,0.1246693015889153,0.9564464769647698,0.0434921478600737
d_perc_tg,No sampling,,After,Yes,MLP,0.9444302721088432,0.0261471295703798,0.7027777777777777,0.1611589967151143,0.956547619047619,0.0670297299254409,0.7969447219447219,0.1186770259920698,0.9612118902439024,0.0380808648108465
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9566751700680272,0.0570873587849515,0.875,0.1677050983124842,0.8724206349206349,0.1764156692224098,0.8712908496732027,0.1676551497302274,0.969466463414634,0.0390728191307526
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9403486394557824,0.0446173599037461,0.9013888888888888,0.1455950434138012,0.7932828282828284,0.1533751240610643,0.8351442331318493,0.1313452800587105,0.9845579268292683,0.0182259708325785
d_perc_tg,No sampling,,After,Yes,MLP,0.8291666666666668,0.0411562868945482,0.1777777777777777,0.2452323161593693,0.3044444444444444,0.3627467231901415,0.2032967032967033,0.2565394464938275,0.6519181910569105,0.184510157122431
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8868197278911565,0.0359779303472534,0.8402777777777779,0.1359764072673393,0.6313636363636363,0.1084181697911525,0.712093049895917,0.0871439232109788,0.9534307249322492,0.0357895103095297
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9135204081632654,0.0429994734612134,0.8763888888888889,0.1479606742047058,0.7232051282051282,0.1526515586436788,0.7741895799568435,0.1055629676503535,0.9535907859078592,0.0533773575414823
d_perc_tg,No sampling,,After,Yes,MLP,0.9341836734693878,0.0328630885382583,0.6527777777777778,0.1767766952966369,0.9375,0.1074483079852302,0.7543473193473194,0.1431230507889094,0.9511568428184282,0.0481481001302552
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9422619047619047,0.057509905948832,0.8388888888888889,0.1589898669028242,0.8334415584415584,0.1867140016203376,0.8322170622635019,0.1643487518121064,0.9706707317073168,0.0341206042759221
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9588860544217688,0.0613831472474349,0.9,0.1346291201783626,0.8882936507936507,0.1667045733536483,0.8875916730328492,0.1486516435180173,0.980594512195122,0.0321350574915947
d_perc_tg,No sampling,,After,Yes,MLP,0.8084183673469386,0.0435492051956544,0.0375,0.0800390529679106,0.09,0.1813835714721705,0.0507692307692307,0.104354879274533,0.4138888888888888,0.1575780111721826
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.86203231292517,0.0521731489916467,0.7555555555555555,0.1391941090707505,0.5928481240981242,0.1352251762134512,0.6504700253307064,0.1003171733062151,0.9261458333333332,0.055827478119652
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8433673469387756,0.083363740461047,0.8666666666666666,0.1464866319270578,0.5657122054147224,0.1560092540446392,0.6642186823795733,0.1154523756345266,0.9548043699186992,0.0396937391557101
d_perc_tg,No sampling,,After,Yes,MLP,0.921938775510204,0.0375659831054219,0.5444444444444445,0.2198484326378819,0.98,0.0599999999999999,0.6758041958041957,0.1706516856515168,0.9438101287262872,0.0503489301271489
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9587585034013604,0.0346110372200853,0.8625,0.1179247641507075,0.8878571428571428,0.108599620399983,0.8727777777777777,0.1069267662156363,0.9778125,0.0267370498422888
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9444727891156462,0.0422736231170179,0.888888888888889,0.1178511301977579,0.8223212898212898,0.1614601216981618,0.8461689763624747,0.1171761334346637,0.9768978658536586,0.0323686680077176
d_perc_tg,No sampling,,After,Yes,MLP,0.8087585034013607,0.0359809448955404,0.1069444444444444,0.1867577902584581,0.1177777777777777,0.1816386318837284,0.1073459048691247,0.1779227428056195,0.5548865176151762,0.1697361381215435
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8701955782312926,0.0536476518796533,0.8138888888888889,0.1404358295529393,0.6105128205128205,0.1392316874146635,0.6818381927669853,0.1008895428132253,0.9458985433604334,0.0374951239924052
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8744897959183675,0.0524025515367492,0.8041666666666666,0.1656741279339253,0.6210039960039959,0.1776492065408405,0.68424774056353,0.1223338379957692,0.9450685975609756,0.0480669160759013
d_perc_tg,No sampling,,After,Yes,MLP,0.9383503401360545,0.0317878252794094,0.6527777777777778,0.2015564437074637,0.9708333333333334,0.0590726953281575,0.760974025974026,0.1403741249687388,0.9483290989159894,0.04735289888987
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.954719387755102,0.0398229138698683,0.8763888888888889,0.1118810131841462,0.8664141414141415,0.1404353754729053,0.8677038183694531,0.1149994750198275,0.9784375,0.0285642310664848
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9526360544217688,0.0567812039167695,0.9,0.1561249499599599,0.8390873015873016,0.1663698462371154,0.8655392156862745,0.1594140031316686,0.976189024390244,0.0401100097369417
d_perc_tg,No sampling,,After,Yes,MLP,0.88703231292517,0.0328015607556961,0.4694444444444444,0.2358495283014151,0.7545454545454545,0.2931095753135606,0.5476023391812865,0.2141737355689815,0.8552853997289972,0.0811802261283672
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9013180272108844,0.0498568605988781,0.8666666666666666,0.1464866319270578,0.6684260184260185,0.1275379310943296,0.747407489311514,0.1174257152653555,0.9594791666666668,0.0495856917366165
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8887329931972789,0.0455714288570331,0.902777777777778,0.1054092553389459,0.6414085914085913,0.1472315564920824,0.7370327003278947,0.0891588397529063,0.9622781165311654,0.0272231685738103
d_perc_tg,No sampling,,After,Yes,MLP,0.9360544217687076,0.0375496185531487,0.8152777777777779,0.1140327681950334,0.8161111111111111,0.1328567872783544,0.8107259570494865,0.1086953151637643,0.9617589769647696,0.0352077559163849
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9424319727891156,0.0466259416517391,0.8763888888888889,0.1581687741341859,0.8058838383838383,0.1437774230462439,0.833841343554966,0.138963229084999,0.975778285907859,0.0354942084018195
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9424319727891156,0.0385557758375148,0.9125,0.0976281209488331,0.7941161616161617,0.1365068481986978,0.8435182318541452,0.1005351909906312,0.983064024390244,0.0265221517488281
d_perc_tg,No sampling,,After,Yes,MLP,0.8969387755102041,0.0404958364258379,0.5194444444444445,0.1934697794373983,0.7964285714285715,0.1472008284631128,0.6111255411255412,0.1762688541539171,0.885282012195122,0.083418176565172
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.8927721088435374,0.050858871261254,0.8388888888888889,0.0982485510212632,0.6619197469197469,0.144828711489243,0.7305103668261562,0.103624037923515,0.95566141598916,0.0431189921422316
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.8701530612244899,0.0539444147647137,0.8638888888888889,0.1527525231651946,0.5853829503829504,0.1361932678754052,0.6912913085628122,0.1270413384913244,0.9517428861788618,0.0477366741794944
d_perc_tg,No sampling,,After,Yes,MLP,0.9217261904761904,0.03304720337081,0.7569444444444444,0.152809340174102,0.7937445887445886,0.1309457513258688,0.7608822395354904,0.104420943207088,0.95486195799458,0.0326528479337008
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9340136054421768,0.0440414626801146,0.8763888888888889,0.1250694251650302,0.7813111888111888,0.1500159218977356,0.8190654331908203,0.118389980280754,0.9743826219512196,0.0320697336054176
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9300595238095236,0.044180980479902,0.9013888888888888,0.12226167292601,0.7489879564879566,0.1259627598248699,0.8136199567546317,0.1134748409994208,0.9806605691056912,0.0253218350350235
d_perc_tg,No sampling,,After,Yes,MLP,0.9362244897959184,0.0337077017984757,0.6666666666666666,0.1936491673103708,0.9523809523809524,0.1043281061914602,0.7623165070223894,0.1428327900580226,0.9466929200542004,0.050601919586767
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.935969387755102,0.0525683545811888,0.8638888888888889,0.1626601774661928,0.7887590187590188,0.1715143702821519,0.8191124871001033,0.1534641448179711,0.9700965447154472,0.0408882365650702
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9382653061224488,0.0457534358444582,0.888888888888889,0.1037491633165727,0.7974062049062048,0.1528982996119886,0.8333083935328517,0.1134822695990875,0.978202066395664,0.0263665243654569
d_perc_tg,No sampling,,After,Yes,MLP,0.967049319727891,0.033419151684552,0.8625,0.1179247641507075,0.9375,0.1074483079852302,0.8952310924369746,0.1037974470070364,0.9746722560975608,0.0310749119831865
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9732568027210884,0.0260483557284568,0.9125,0.0976281209488331,0.9259920634920636,0.0827361919768911,0.917401960784314,0.0810616699131235,0.9820884146341464,0.0237628432821218
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.96921768707483,0.0306135440011573,0.9,0.0935414346693485,0.9208333333333332,0.112156540184569,0.9069397759103642,0.0891219756928944,0.9829496951219512,0.0268920769537963
d_perc_tg,No sampling,,After,Yes,MLP,0.948469387755102,0.0297009823497185,0.7041666666666666,0.1681703005884214,0.9833333333333334,0.0499999999999999,0.8088311688311688,0.1264820982674495,0.964728997289973,0.0354641293523256
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.94234693877551,0.0343311074154199,0.888888888888889,0.152525043481026,0.7957828282828283,0.109711458132255,0.8330363899945944,0.1121758027932343,0.9760035569105692,0.0276845437185619
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9401360544217686,0.0493218536956828,0.8763888888888889,0.1768257931160245,0.7942171717171717,0.1462714874854948,0.8271419971497371,0.148740168986256,0.978125,0.0366507609140657
d_perc_tg,No sampling,,After,Yes,MLP,0.9670068027210884,0.0294855978620232,0.8625,0.1038327982864759,0.9375,0.1007782218537318,0.8955952380952382,0.0901813020174364,0.9676067073170732,0.0411835684946075
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9732568027210884,0.030412263692323,0.9,0.1224744871391589,0.9353174603174604,0.09131813767031,0.9148319327731091,0.0990645898803788,0.9848323170731708,0.023073347180009
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9650085034013604,0.0304880144113248,0.8625,0.1038327982864759,0.9307142857142856,0.1117600381283443,0.8908730158730158,0.0908300307290344,0.985503048780488,0.0194077628808337
d_perc_tg,No sampling,,After,Yes,MLP,0.9445153061224488,0.0354777608802502,0.6833333333333333,0.1947220240924654,0.9833333333333334,0.0499999999999999,0.78978021978022,0.1465915988780541,0.9551719173441734,0.0427605584699118
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9362244897959184,0.041379773798052,0.851388888888889,0.1460712345246508,0.806010101010101,0.1388671149139714,0.816735711828591,0.1111212614486066,0.977577066395664,0.0263636314799644
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9257227891156464,0.0475890674879262,0.851388888888889,0.1349511228391804,0.75,0.1449989357134206,0.7940196078431373,0.1306032208259126,0.9734493563685636,0.0276616422151699
d_perc_tg,No sampling,,After,Yes,MLP,0.9650085034013604,0.0260695827743199,0.85,0.1089724735885168,0.9357142857142856,0.0853414510382037,0.8871428571428572,0.0822235628376336,0.971875,0.0358736184744987
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9691326530612244,0.0308705091987874,0.8875,0.1038327982864759,0.9242063492063493,0.097597268185998,0.9040196078431372,0.0950833321961047,0.9811661585365852,0.0249881099495268
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9609268707482992,0.032360693522913,0.9125,0.0800390529679106,0.8701587301587301,0.1195540550698648,0.8877124183006536,0.0910323080785136,0.983940548780488,0.0179596866448739
d_perc_tg,No sampling,,After,Yes,MLP,0.9444302721088436,0.0243589798479288,0.6916666666666667,0.1266557012797555,0.9666666666666668,0.0666666666666666,0.8005128205128205,0.0917379065444714,0.958396849593496,0.0369715430568311
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9403061224489796,0.0322962497251524,0.8402777777777779,0.1239539565053626,0.823474025974026,0.1099749401272234,0.8238348321784855,0.0880729786579403,0.9741471883468836,0.0331981500009828
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9423044217687075,0.0379393953447028,0.8763888888888889,0.1369940185231133,0.8147474747474748,0.1277850738524638,0.8344710380778493,0.1112322495700673,0.9791370257452574,0.0224171341158976
d_perc_tg,No sampling,,After,Yes,MLP,0.9691326530612244,0.0307566981034483,0.85,0.1224744871391589,0.9571428571428572,0.0914732033918978,0.8980952380952381,0.1007049978831212,0.967233231707317,0.042501854187822
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.967091836734694,0.0306719466960995,0.8625,0.1179247641507075,0.9375,0.1007782218537318,0.8944230769230771,0.097850858115425,0.980533536585366,0.0214063473604693
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.971215986394558,0.026203759386639,0.8875,0.0875,0.940277777777778,0.0958333333333333,0.9105672268907564,0.0793890143852759,0.98484756097561,0.0195400965241807
d_perc_tg,No sampling,,After,Yes,MLP,0.9546343537414966,0.0304268823453566,0.7791666666666666,0.1419727086450068,0.9425,0.0922293337284835,0.8466758241758242,0.1086125681630235,0.969329268292683,0.0296324799729722
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9443027210884354,0.0403248650415266,0.8638888888888889,0.1527525231651946,0.822449494949495,0.1264707602719091,0.8352097721679765,0.1249261153194105,0.9787855691056913,0.0294232327594413
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9340986394557822,0.0366978667126532,0.888888888888889,0.1304372986874877,0.7698304473304474,0.1272514813626304,0.8180830753353974,0.1035623848647579,0.9793902439024388,0.0334008338958406
d_perc_tg,No sampling,,After,Yes,MLP,0.9711734693877552,0.026324036602498,0.8625,0.1038327982864759,0.9607142857142856,0.0821428571428571,0.9064285714285716,0.0831225224683214,0.9780487804878047,0.0326763280560871
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9732568027210884,0.0275374024146438,0.9,0.0935414346693485,0.940277777777778,0.0958333333333333,0.9172338935574232,0.0837028296473099,0.9857850609756096,0.0206436788424173
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9711734693877552,0.0306487169353761,0.9,0.0935414346693485,0.9291666666666666,0.1038327982864759,0.9121358543417368,0.0900176188857515,0.9851448170731708,0.0208794572023411
d_perc_tg,No sampling,,After,Yes,MLP,0.9485119047619048,0.0230334290205722,0.7652777777777777,0.1038327982864759,0.9107142857142858,0.0743452142666475,0.8291666666666666,0.0832044070708341,0.9691581978319782,0.0302255770561613
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9421343537414965,0.0472499398888136,0.8638888888888889,0.1719980620045857,0.8043145743145743,0.143936876982916,0.8293739250086001,0.1473286948261068,0.978145325203252,0.029264518515128
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9402636054421768,0.0348832543594076,0.9013888888888888,0.12226167292601,0.7889898989898989,0.1146119291195308,0.8341943093026686,0.0941767719203442,0.9836737804878048,0.024179198396825
d_perc_tg,No sampling,,After,Yes,MLP,0.9752976190476192,0.0239113846990066,0.8875,0.0875,0.9625,0.0800390529679106,0.9215476190476192,0.0740021488013076,0.9811661585365854,0.0266619830204346
d_perc_tg,SMOTE - After split,SMOTE,After,Yes,MLP,0.9711734693877552,0.029318119895297,0.9,0.0935414346693485,0.9259920634920636,0.0965112079776547,0.9115196078431376,0.0893688756999199,0.9845198170731708,0.0210328969570494
d_perc_tg,ADASYN - After split,ADASYN,After,Yes,MLP,0.9691326530612244,0.0320275845766811,0.9,0.0935414346693485,0.9194444444444444,0.1126285274039627,0.9069887955182072,0.0934017263982531,0.9829725609756098,0.0246738748555364
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.982832825203252,0.0148808306107096
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9494037940379404,0.0446643159135698
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.9446003401360544,0.0289409676915959,0.6666666666666666,0.1767766952966368,1.0,0.0,0.7864868464868465,0.1283451487020616,0.9805995934959352,0.0233035546394542
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.9157738095238096,0.037018837805486,0.902777777777778,0.1536590742882148,0.7097960372960372,0.1066542164277106,0.780992985529599,0.0936926174933255,0.9816023035230352,0.0192648083536166
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.8622448979591837,0.0524402080024116,0.965277777777778,0.0727677049857207,0.5701453276685475,0.1103673394405768,0.7092166661454588,0.0836477776662576,0.9816522696476964,0.0199465984473465
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.9177721088435372,0.0344656399797031,0.5055555555555555,0.2098279718669028,1.0,0.0,0.6476989676989677,0.1739042029150616,0.980302337398374,0.023172222202141
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.9013180272108844,0.0350601384084553,0.9277777777777778,0.0953793595188299,0.6604850704850704,0.1037618519638382,0.7627615714478011,0.0642170511159381,0.9815675813008132,0.0183983309074276
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.8373299319727889,0.0599194818150632,0.977777777777778,0.0666666666666666,0.5265821416285813,0.1163261947289778,0.6775716923977793,0.0961535254309159,0.97942581300813,0.0209643436728071
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.982832825203252,0.0148808306107096
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9494037940379404,0.0446643159135698
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9808578929539294,0.0214302994321163
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8148384353741497,0.0672245509124744,0.9888888888888888,0.0333333333333333,0.4937328512560711,0.1065027853882342,0.652079772079772,0.0923864230016044,0.973780487804878,0.0269274594181633
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.761437074829932,0.0801851924271011,0.9888888888888888,0.0333333333333333,0.4277133037316103,0.087826168999129,0.5918033455390108,0.0855331769179888,0.9686983401084012,0.0316192513202619
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9808578929539294,0.0214302994321163
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7963860544217687,0.0818947416330005,0.9888888888888888,0.0333333333333333,0.475763417868681,0.1192385902538771,0.6340124626331523,0.105745437031911,0.96958587398374,0.0307081036632942
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7388180272108844,0.089872555181533,0.9888888888888888,0.0333333333333333,0.4060306863936628,0.083602101766925,0.5703876833050481,0.0848078092109752,0.961987635501355,0.0393802620144031
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.982832825203252,0.0148808306107096
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9494037940379404,0.0446643159135698
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9808578929539294,0.0214302994321163
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8148384353741497,0.0672245509124744,0.9888888888888888,0.0333333333333333,0.4937328512560711,0.1065027853882342,0.652079772079772,0.0923864230016044,0.9740853658536583,0.0269636799015643
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.761437074829932,0.0801851924271011,0.9888888888888888,0.0333333333333333,0.4277133037316103,0.087826168999129,0.5918033455390108,0.0855331769179888,0.9686983401084012,0.0316192513202619
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9808578929539294,0.0214302994321163
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.7963860544217687,0.0818947416330005,0.9888888888888888,0.0333333333333333,0.475763417868681,0.1192385902538771,0.6340124626331523,0.105745437031911,0.96958587398374,0.0307081036632942
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7388180272108844,0.089872555181533,0.9888888888888888,0.0333333333333333,0.4060306863936628,0.083602101766925,0.5703876833050481,0.0848078092109752,0.961987635501355,0.0393802620144031
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.982832825203252,0.0148808306107096
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9494037940379404,0.0446643159135698
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9808578929539294,0.0214302994321163
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4139030612244898,0.2275461784067882,0.9625,0.1125,0.2706997670247731,0.1621746574295671,0.3885167803633001,0.1235166704453408,0.9464557926829268,0.053757771083193
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9808578929539294,0.0214302994321163
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9464557926829268,0.053757771083193
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.982832825203252,0.0148808306107096
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9494037940379404,0.0446643159135698
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.98116277100271,0.0213750837641122
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.4139455782312925,0.2317382971549426,0.9625,0.1125,0.2723620622978395,0.1641938938923931,0.39000573149931,0.1271341459813373,0.9464557926829268,0.053757771083193
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9808578929539294,0.0214302994321163
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9464557926829268,0.053757771083193
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.982832825203252,0.0148808306107096
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9494037940379404,0.0446643159135698
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9808655149051492,0.0213380840820418
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9464557926829268,0.053757771083193
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9802557588075882,0.0214790942954829
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9464557926829268,0.053757771083193
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.982832825203252,0.0148808306107096
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9494037940379404,0.0446643159135698
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9808655149051492,0.0213380840820418
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9464557926829268,0.053757771083193
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9802557588075882,0.0214790942954829
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9464557926829268,0.053757771083193
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.982832825203252,0.0148808306107096
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9494037940379404,0.0446643159135698
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9814828929539297,0.0216141098025746
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9467606707317074,0.0538788852607131
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9814828929539297,0.0216141098025746
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9467606707317074,0.0538788852607131
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.982832825203252,0.0148808306107096
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9494037940379404,0.0446643159135698
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.98178777100271,0.0217223655972291
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9467606707317074,0.0538788852607131
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9814828929539297,0.0216141098025746
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9467606707317074,0.0538788852607131
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9823543360433604,0.0152167093159778
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.2610969387755102,0.0522818997028197,1.0,0.0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3069302721088435,0.2647524454601591,0.8,0.4,0.1347845804988662,0.0677125147329277,0.2306467209011467,0.1157193391902748,0.9492475440379404,0.0445661919590009
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9814828929539297,0.0216141098025746
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9467606707317074,0.0538788852607131
d_perc_tg_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9814828929539297,0.0216141098025746
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6232568027210885,0.0771733333609472,1.0,0.0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.3402636054421768,0.2736962130069079,0.8,0.4,0.1445930096176401,0.0793361433626465,0.243701284899107,0.1295560742682752,0.9467606707317074,0.0538788852607131
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8417091836734695,0.0235914224109158,0.175,0.225,0.2853571428571428,0.3000019132592051,0.2040384615384615,0.2435172041113827,0.6866565040650408,0.1054623762175023
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7060374149659864,0.0803461641710207,0.951388888888889,0.0817559036264524,0.3693727646410712,0.0787119070829098,0.5276127045516947,0.0832024524163456,0.8043224932249323,0.0628035263095515
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7121598639455782,0.0879025106000938,0.951388888888889,0.0817559036264524,0.379275186293493,0.0919390530068163,0.5357754241850026,0.091729768671529,0.8079810298102981,0.064626888302407
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8291666666666666,0.0138187467107289,0.0,0.0,0.0,0.0,0.0,0.0,0.5465142276422764,0.083206924375495
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.4621598639455783,0.1546269361754106,0.6888888888888889,0.2195323312053248,0.1981094687282992,0.0557797391437432,0.3012059328061473,0.0788570270491687,0.552279810298103,0.1046864135356682
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.394812925170068,0.1326889232877958,0.8152777777777779,0.15969806580614,0.1980775651162218,0.0596585000934578,0.3168167910659182,0.0854723247540907,0.5631266937669376,0.1210014954118186
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8417091836734695,0.0235914224109158,0.15,0.2358495283014151,0.1853571428571428,0.2950806271692743,0.1640384615384615,0.2569507844341048,0.5938719512195123,0.1401466026469852
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.4480867346938775,0.1514990731300437,0.6902777777777778,0.258501289487435,0.1857748415004606,0.0442478593425843,0.2847753498818968,0.0817573661303294,0.5447120596205962,0.0867325037315853
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5142431972789115,0.2175256039439145,0.7513888888888889,0.2687742237145023,0.2464267616867103,0.1249677319826143,0.3528054681688222,0.1527692356881721,0.6094139566395663,0.1413717539724161
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8395833333333333,0.0145828374997519,0.075,0.187082869338697,0.1625,0.3356430395524388,0.0847222222222222,0.1918929823278242,0.5654573170731709,0.126312491528201
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.4786989795918367,0.18700219388417,0.85,0.2,0.2434719078185977,0.1106271136566044,0.3705160777844212,0.1348935119015706,0.626859756097561,0.1430410641099725
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.469345238095238,0.2162939593642033,0.8388888888888889,0.1685312368013057,0.2504506873776754,0.1276175954820527,0.374802720569984,0.1518210477482294,0.6174932249322493,0.1602268646096526
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8869047619047621,0.041298876556976,0.5152777777777777,0.2007364911740984,0.7249999999999999,0.1333333333333333,0.5854373567608862,0.1735879253613144,0.7730483570460704,0.1206711102754555
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8084183673469388,0.0733137208259464,0.7527777777777778,0.1855921454276674,0.5132859934183464,0.1811041132783367,0.5753663441821336,0.0927755164452822,0.8857016429539295,0.0419590062438459
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7429846938775511,0.1073145170192531,0.977777777777778,0.0666666666666666,0.4278270968797284,0.1326040274036673,0.5800242572621089,0.1135573324116855,0.8919825542005422,0.0575137604904852
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8476615646258503,0.0296548426618501,0.1541666666666666,0.2024588435542723,0.4023809523809524,0.4254449451580595,0.2069191919191919,0.2422952150320467,0.6235039803523036,0.128037099825202
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.549829931972789,0.148500870379272,0.8277777777777778,0.1488380924957646,0.2661462435626522,0.1032934775264454,0.3972468251829307,0.1236919007456768,0.660499237804878,0.1336638609464231
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5950255102040816,0.1525550552045312,0.8041666666666666,0.1559580606017741,0.2854534832063436,0.0956055318187295,0.4154193800061149,0.1160798953957902,0.7019363990514906,0.1445281307555175
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8477891156462585,0.0225756898648172,0.1486111111111111,0.1839478337887009,0.4880952380952381,0.4268815891514444,0.2052525252525252,0.2108963191303062,0.6757079945799458,0.1096604814663315
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6547619047619048,0.1507628121544397,0.663888888888889,0.1605113357021518,0.3138411110367632,0.1195114698764295,0.4086746109326754,0.1097924740180561,0.6987487296747967,0.1231568924622237
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6521258503401361,0.1444804965251805,0.7236111111111111,0.2521091584567641,0.2988279912867677,0.124413526644486,0.4152721919116451,0.1610560911676746,0.715422171409214,0.1506343030085245
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8520833333333332,0.0356582863934692,0.2361111111111111,0.1816207893141947,0.5766666666666667,0.377727120786657,0.3175502275502275,0.2237023592060975,0.6900118563685638,0.1189944675419956
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.5987670068027211,0.1515027242960773,0.5291666666666666,0.3067810022366661,0.2170617740759728,0.072103856183927,0.2861182983035298,0.1179670281998136,0.5702502540650406,0.1019963601729412
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6231717687074829,0.1288352371836183,0.7388888888888889,0.2059867849051379,0.2872305202537401,0.1126814255207585,0.4073817163228928,0.1350581925463335,0.7046836890243903,0.1475560222917786
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.895110544217687,0.0323861560533978,0.5791666666666666,0.2262695663730911,0.7513780663780664,0.1292666613007033,0.6255232332167316,0.1607559215032722,0.8719956808943088,0.0629314113734258
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8437074829931973,0.0678684371621323,0.8402777777777779,0.1572882174014739,0.572706467509099,0.1862519833015929,0.6543237263202938,0.1111783055716488,0.912913702574526,0.0508711708059178
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8190051020408162,0.0821302793323834,0.8777777777777779,0.1346291201783626,0.5335553919764446,0.190072522038531,0.634965404965405,0.1099743816065779,0.902108316395664,0.0684117137819543
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8353316326530613,0.0211092121839116,0.2847222222222222,0.1594804934083719,0.4990873015873016,0.242767519644009,0.337812236782825,0.1547784030359506,0.6638109756097561,0.0801322454853638
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7164115646258504,0.0939248700742981,0.6902777777777778,0.1618577049962919,0.3517972112428634,0.1132748613779426,0.4577559154783762,0.1173979866998188,0.7788097052845528,0.096521654527108
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6588010204081632,0.0694788905846149,0.6305555555555555,0.2991887178502707,0.2584415584415584,0.0916604054961619,0.3603203770921556,0.1443268272883546,0.6918017445799458,0.1524687824580981
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8335884353741498,0.0463915684445975,0.2486111111111111,0.1778049024445989,0.5397619047619048,0.2753477496184682,0.3195415695415695,0.1913386500568662,0.7383464600271002,0.1397114878715699
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.693452380952381,0.1617198502455439,0.6902777777777778,0.2396829503044942,0.3971272660079433,0.243904871763123,0.4694866488739418,0.20678962925416,0.7260641090785906,0.16331292477732
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5962585034013606,0.1330528545059586,0.726388888888889,0.1242337626322964,0.2690728397552888,0.0803494635516647,0.3877580504208951,0.0969406680506208,0.6704911924119241,0.1218643437380781
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8374574829931973,0.0363026776272883,0.1375,0.180710403685012,0.3666666666666666,0.3982601048449506,0.1851659451659451,0.2157164648294799,0.6111331300813009,0.1027695490641068
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6956207482993196,0.1354065476414491,0.7541666666666667,0.1993478952317614,0.3726935149249727,0.1732163789976265,0.4757849236468781,0.1547771201459325,0.7498695799457995,0.1398726503248865
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.636734693877551,0.1533748440436484,0.7791666666666666,0.1419727086450068,0.3241282166109752,0.1412192651716465,0.4432728052705782,0.1412466897652351,0.718970189701897,0.1597380021799218
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.9013180272108844,0.0418754530546985,0.6666666666666666,0.2304886114323222,0.7232034632034632,0.1280655120593445,0.6748232469285101,0.1699778840914086,0.8932511856368566,0.0691960462629779
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8746598639455783,0.057061814899349,0.8152777777777779,0.15969806580614,0.6185045510045509,0.1089345248572981,0.6878622916471213,0.0959547715098718,0.9153912601626016,0.0606319883023514
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8375425170068027,0.0686160342490676,0.888888888888889,0.0874007373475126,0.5325252525252525,0.1320491432816023,0.6578239355356059,0.1126137363187609,0.9050482723577236,0.0508631679508183
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8560799319727892,0.043913811448918,0.3819444444444445,0.2101999709271573,0.6045238095238095,0.2805777364887526,0.4449145299145299,0.2204881219967649,0.7508693258807588,0.0758707387879732
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7795068027210884,0.09317244815448,0.6805555555555556,0.1989556064385553,0.4524195103142471,0.1876706694307998,0.5192889236367498,0.1417506524886702,0.7662576219512195,0.1283006347410753
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7839710884353742,0.0968164526147257,0.8027777777777778,0.1594260539142416,0.4566708754208754,0.161090632538204,0.5676660728033724,0.1430435813135642,0.8042733739837399,0.10180673435695
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8434948979591835,0.0596452993657443,0.2944444444444444,0.1902118701752221,0.5638888888888889,0.3710283507186978,0.3738749485808309,0.2384312844571669,0.7057795562330624,0.110705635073898
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.71203231292517,0.1366826283945085,0.6152777777777778,0.1830015937999812,0.365331816994221,0.1822616209265376,0.4415579282064851,0.1719110380737081,0.7479069275067751,0.1463891570654279
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.681079931972789,0.0851320544507845,0.7388888888888889,0.1057381461704126,0.3211850203572171,0.0838202067912513,0.4440245262789636,0.0950416523732205,0.7319025237127371,0.0843655674802526
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8169642857142858,0.0305177644888364,0.1972222222222222,0.1594260539142416,0.3554761904761905,0.2228247076518581,0.2466433566433566,0.1792566087829744,0.6331419376693765,0.1572826409841357
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6589710884353741,0.0844663128775586,0.6513888888888889,0.1581687741341858,0.2852333164484867,0.0754004923801331,0.3936800889742066,0.0961608709934873,0.695108401084011,0.089047102240528
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7448554421768707,0.0587496578444837,0.7402777777777778,0.1530363972683913,0.3722976370035194,0.08520455738813,0.493591176939003,0.1039237489391692,0.7609586720867207,0.0922065709354059
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.9055272108843536,0.0288482199221889,0.7166666666666666,0.1755942292142123,0.7450757575757576,0.1240904697146918,0.7089027716349697,0.1005116906055037,0.8909082825203252,0.0589157062068483
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8972789115646258,0.0713141393867172,0.7916666666666666,0.1547847968417225,0.7174572649572649,0.1815143472825589,0.7313662644544998,0.1363225034718732,0.9007511856368564,0.0849740085047214
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8807397959183675,0.0497522561276965,0.8763888888888889,0.0969141945801084,0.6200211389917272,0.1283984500739791,0.7173457981348006,0.0999891344537404,0.9184815379403796,0.0300415139659782
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8640731292517009,0.0576728896781417,0.4444444444444445,0.2506934826081887,0.6197619047619047,0.1833303957711471,0.4957889822595705,0.2324543199579047,0.697553777100271,0.1885209807184116
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7899659863945578,0.0749501392253021,0.6666666666666666,0.1677050983124842,0.4406022408963584,0.1423844575652849,0.5211764705882354,0.1393322967683979,0.7981957147696476,0.1083244916476413
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7677295918367346,0.0835242351256508,0.6555555555555556,0.2118044171189805,0.4034537100326573,0.1378159604583896,0.4873041045049159,0.148964056776457,0.7799784044715448,0.1088422231829893
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8373299319727892,0.0411340559965643,0.3916666666666666,0.1947220240924654,0.5167948717948718,0.1859491086451268,0.4278420925479748,0.171779334418745,0.7234883130081301,0.1164826674483521
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7862670068027211,0.1075463547982886,0.6680555555555555,0.21331542893617,0.4514662837162837,0.1667513889465559,0.52379163148513,0.1708534444503286,0.7932710873983739,0.1330426509510941
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7612244897959184,0.0945110505007706,0.7138888888888889,0.203100960115899,0.4073013415892673,0.1381144472929729,0.5077915262293665,0.1506081421274735,0.7803738990514905,0.120730926065882
d_perc_tg_pca,No sampling,,After,Yes,DecisionTree,0.8272108843537416,0.0549592795589983,0.2472222222222222,0.2237620263682925,0.4073809523809523,0.2934169059983142,0.3006626706626706,0.2462805376789199,0.6633998136856369,0.1752183126645826
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.759141156462585,0.0791568588333377,0.6416666666666666,0.1892969448600091,0.3969972279182805,0.1326535729625777,0.4761887447117625,0.121090947873128,0.7596311822493226,0.120462438033126
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7056122448979592,0.099952808002436,0.6652777777777777,0.2033145483125975,0.3318235486414245,0.1185184222390855,0.437396914128537,0.1420089027315314,0.703360433604336,0.1268063840628174
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8477465986394558,0.0135207424123317,0.0847222222222222,0.0932626220233308,0.5,0.5,0.143030303030303,0.1535587435665656,0.93616277100271,0.0421073038564346
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8806972789115648,0.0428436432685453,0.8652777777777778,0.1876850938259201,0.6035431725137609,0.1054935342886312,0.7035464038885091,0.1202884308407735,0.9375059281842818,0.0555323396492551
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8272534013605443,0.0666259403967738,0.8652777777777778,0.1607815115131228,0.5127793603025801,0.1268043871170578,0.633003462424515,0.1123825961425073,0.9127057926829268,0.062416288842124
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8436224489795918,0.0099471624597889,0.0611111111111111,0.0612372435695794,0.5,0.5,0.1088888888888888,0.1090701439271824,0.9322044376693766,0.0426723643561956
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8806122448979593,0.0521719536215552,0.8652777777777778,0.1507504376260462,0.6188060632178279,0.1279100339178058,0.7114377418396801,0.1104575137537473,0.9430555555555556,0.0432063489189104
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8315051020408163,0.0653817152362707,0.8527777777777779,0.1545603082582617,0.5162991175491175,0.1250473070362462,0.6345676444074614,0.1167225645729095,0.9232909891598916,0.0613980110181908
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8436649659863946,0.0131432577693125,0.0597222222222222,0.0958333333333333,0.3,0.4582575694955839,0.0985858585858585,0.1563401438776846,0.9340328590785908,0.043908950134457
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8703656462585034,0.0442260465999096,0.8277777777777778,0.1589898669028243,0.5936434398934398,0.1180994730781117,0.6807264373053847,0.1009093989672873,0.9407164634146342,0.0490723073828191
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8252551020408163,0.0531285684844622,0.9013888888888888,0.1087332362558324,0.5014250700280112,0.0887567154949169,0.6375485278751,0.0773631161426278,0.9186720867208672,0.0528654617170699
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8662840136054422,0.0263325847443932,0.1958333333333333,0.1656741279339253,0.7,0.4582575694955839,0.2956565656565656,0.2316468194346478,0.943289295392954,0.0451616797446945
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.884736394557823,0.0426233576347846,0.8027777777777778,0.1493039405597409,0.6376116938616939,0.1166042773705745,0.6995918718364538,0.0980329113950005,0.9481681910569106,0.0433478583815035
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8499574829931973,0.0684540842522693,0.8527777777777779,0.1643590243609668,0.5553628397746044,0.1375031521770015,0.662344382797472,0.128836209540643,0.9321697154471544,0.0570183888096893
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8745748299319727,0.0279527898742155,0.2444444444444444,0.1785357107135712,0.9,0.3,0.3605283605283605,0.2263215340377983,0.9488058943089432,0.0415244667244976
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8909013605442176,0.047071223221119,0.8277777777777778,0.1685312368013057,0.6544949494949496,0.1577534757368171,0.7177012165382067,0.1274822357540945,0.9509976287262872,0.0382371232057316
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8498724489795919,0.0592603651445475,0.8527777777777779,0.1204736024566746,0.556925713175713,0.1365341185323091,0.663222464034821,0.1046558876808189,0.930599593495935,0.0536145169182318
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8683673469387754,0.020617197604394,0.2083333333333333,0.1330726618555942,0.9,0.3,0.3247474747474747,0.1829935354512203,0.9575787601626016,0.0264443437374365
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.901190476190476,0.0488913042395747,0.8277777777777778,0.1488380924957645,0.6969298756798756,0.1573021067328727,0.7406565527695558,0.1097948736414615,0.9512940379403794,0.0347287454626596
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.845748299319728,0.0558505188004135,0.8277777777777778,0.1775606312721876,0.5421960066077713,0.1405194869837993,0.6439924423402683,0.1244871278331697,0.9282681233062332,0.058377833125115
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8950680272108842,0.0374090711187995,0.3694444444444444,0.2280655363900668,0.9,0.3,0.4964990564990564,0.2617575079791597,0.967117208672087,0.0318649589409777
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8972789115646258,0.0428609388503529,0.7402777777777778,0.1810942817675061,0.6947588522588524,0.1614922474898414,0.7025750745642386,0.1312767785767115,0.943140243902439,0.0562830703731908
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8642857142857142,0.0511279337469928,0.8277777777777778,0.1379412113103904,0.5822381784881785,0.131927385578148,0.6748002252006827,0.1092451128993731,0.9311932588075882,0.0569598720386311
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8889030612244898,0.0276929359676473,0.3319444444444445,0.1728539042724295,0.9,0.3,0.4709867909867909,0.214130280975854,0.9583003048780488,0.0334141412542092
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9053571428571427,0.0480709996991772,0.7777777777777778,0.1918477405536889,0.7226370851370851,0.1664213064127094,0.7296010753653102,0.1355844893628334,0.9581165311653116,0.0374382916357721
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8746598639455783,0.0543868138168217,0.8152777777777779,0.1387568817112226,0.6158152958152958,0.1426408378896258,0.6908462792498329,0.1146707407374754,0.940026253387534,0.0500459048628287
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8951105442176871,0.0322233194125993,0.3694444444444444,0.1987810073646093,0.9,0.3,0.5054856254856255,0.2372267413012599,0.9633545054200544,0.02963054174873
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8951955782312926,0.0423714557952464,0.7652777777777777,0.1972466729757437,0.6832178932178933,0.1587300675586777,0.7026938111767833,0.1291244968908764,0.9525558943089432,0.0384626063540563
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8746598639455783,0.0573377108843165,0.8402777777777779,0.1572882174014739,0.6104617604617604,0.1433101283752678,0.6961541567868126,0.1222404456598211,0.9355149051490514,0.0540509599363047
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8395408163265307,0.0119172068091199,0.0361111111111111,0.078616509433805,0.2,0.4000000000000001,0.06,0.1280624847486569,0.967244241192412,0.0287873701529718
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8579931972789115,0.0455543488805377,0.8402777777777779,0.1572882174014739,0.5648939948939949,0.1033961512980614,0.6648717948717949,0.0910065222824057,0.9347433943089432,0.0487494969120789
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8127976190476189,0.0595311128901434,0.8527777777777779,0.1440968038815882,0.4816339869281046,0.1042324654417492,0.6079279515596652,0.0996880616678076,0.8998678861788617,0.0674324513429959
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8374574829931973,0.0057737093355899,0.0236111111111111,0.0473242362150022,0.2,0.4000000000000001,0.0422222222222222,0.0845905169363301,0.9699830623306234,0.0280757016844817
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8682823129251702,0.0471017824222546,0.8777777777777779,0.1457737973711325,0.5840002154708037,0.1033583891778398,0.6922539682539682,0.0934969088134573,0.9355106707317074,0.053593661520688
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8066751700680271,0.0702745932457223,0.8763888888888889,0.1479606742047058,0.4759111803229451,0.1192901061569251,0.6098860764335394,0.1177195514852303,0.906623475609756,0.0688039784750085
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8436224489795918,0.0164027504440464,0.0583333333333333,0.1181453906563152,0.2,0.4000000000000001,0.09,0.1813835714721705,0.9689210704607044,0.030084697882784
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8559098639455783,0.0596389344653719,0.851388888888889,0.1460712345246508,0.5645014789132435,0.1412683345520711,0.6696371561314354,0.1201296424279058,0.9325008468834688,0.0625490921633437
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8168792517006803,0.0643910347575099,0.8652777777777778,0.1507504376260462,0.4870804685510568,0.1114881896250673,0.6175534894802629,0.1132680087127555,0.912484756097561,0.066682436586017
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8498299319727891,0.0244099463549095,0.0986111111111111,0.1455950434138012,0.5,0.5,0.1533333333333333,0.1993693761542834,0.9727549119241192,0.0268577297731227
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8827380952380952,0.052625956522626,0.8027777777777778,0.1865252440466616,0.6358530358530359,0.1760371510194043,0.69610637556458,0.1425570676846729,0.942309451219512,0.0555125858669713
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8417091836734694,0.0624702165372339,0.8763888888888889,0.1118810131841462,0.5350970516411693,0.1170336544142966,0.6569911248172117,0.1016945094622879,0.925563177506775,0.0626008580937781
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8580357142857142,0.0283014161168332,0.1444444444444444,0.1823839052353274,0.5,0.5,0.2126495726495726,0.2509401709401709,0.981219512195122,0.0171821908543417
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8766156462585034,0.0437878935542324,0.8138888888888889,0.1880085695446413,0.6244100344100344,0.1575431253131114,0.6849691966100635,0.1084133762979813,0.9425533536585368,0.0523300107882039
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8458333333333332,0.0647558440184091,0.8652777777777778,0.1702224851317958,0.5512849723376039,0.1436366459646563,0.6584646153067205,0.117822462050809,0.925636009485095,0.0623806231641166
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8519132653061223,0.0197244546766488,0.1083333333333333,0.1346291201783626,0.5,0.5,0.1712121212121212,0.2006322269241988,0.9692437330623308,0.0312156564249174
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8847789115646257,0.0498062735506444,0.8402777777777779,0.1847013354941792,0.6258638583638584,0.129529801277822,0.7075681190154873,0.1283572900034608,0.9446680216802168,0.0523109366071003
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8354591836734693,0.0577768422180651,0.8527777777777779,0.1545603082582617,0.5203265280471163,0.1208007618734819,0.6379627039627038,0.1112397563156648,0.9256139905149052,0.0620527887840468
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8848639455782312,0.036895258032037,0.3069444444444444,0.2282557654133722,0.9,0.3,0.424020424020424,0.2644615882849405,0.9769859417344172,0.0223857087938533
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8971938775510203,0.0574045095783555,0.7652777777777777,0.2125,0.6933927183927183,0.1845467837519249,0.7109955022318732,0.1614338247038358,0.9536204268292682,0.0553175915693665
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8787840136054422,0.0655146791417674,0.8402777777777779,0.1847013354941792,0.6212698412698413,0.1658297258297258,0.7033574591603935,0.1521558657228114,0.9392115514905148,0.0620789791092957
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8807823129251702,0.036248933817765,0.2805555555555555,0.228369826767412,0.8,0.4,0.3906782106782106,0.2706307577880247,0.981208502710027,0.0168887489875973
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.897236394557823,0.0417944772000441,0.7902777777777777,0.2015995067233824,0.6646542346542346,0.1501849944349789,0.7108247617535544,0.1524019638200527,0.9527642276422764,0.0398823072503726
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8644557823129251,0.0591551386563389,0.7902777777777777,0.2015995067233824,0.5938383838383838,0.1533023883813963,0.6609347923878816,0.1384535843487507,0.9411026422764228,0.0505670199251904
d_perc_tg_pca,No sampling,,After,Yes,RandomForests,0.8785714285714287,0.0268350695275023,0.2694444444444445,0.1685312368013057,0.9,0.3,0.3960839160839161,0.2155066674705044,0.9780055894308942,0.0228188486204589
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9013180272108844,0.0417496440534242,0.8027777777777778,0.1493039405597409,0.685487567987568,0.1397063209361273,0.7309215440562191,0.1153410619007112,0.9581664972899728,0.0352579787909345
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8540391156462585,0.0573352674764321,0.8402777777777779,0.1572882174014739,0.5631028693528692,0.1406955018874237,0.6630141427200251,0.1165124577415375,0.9339261517615178,0.0483525048710355
d_perc_tg_pca,No sampling,,After,Yes,AdaBoost,0.8993197278911564,0.0394734632270164,0.4319444444444444,0.2244205501582538,0.9333333333333332,0.1333333333333333,0.5575269175269175,0.2112463998978366,0.9558934620596208,0.0321718740848393
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8292517006802722,0.0737309626892698,0.9263888888888888,0.0993905036823047,0.529402104603343,0.1536105596599665,0.659026048957399,0.1128026126608177,0.9554780657181572,0.0436451997005201
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7716836734693877,0.0714811921496499,0.9638888888888888,0.0552770798392566,0.4335314276366907,0.0787830159866358,0.5936181692703432,0.077115676456706,0.9425215955284554,0.0600122977130145
d_perc_tg_pca,No sampling,,After,Yes,AdaBoost,0.9178571428571428,0.0518720725826268,0.5430555555555555,0.2681275090532695,0.9133333333333332,0.2023198787399136,0.6537862137862138,0.2468929796071978,0.9584633299457994,0.0388632051051626
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8559098639455783,0.0551950175358268,0.9263888888888888,0.0821795121804834,0.568264154146507,0.1335409428026512,0.692152149909587,0.0883599243760721,0.9619071815718158,0.0412296044231139
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7963435374149659,0.0738154504815117,0.9388888888888888,0.0829156197588849,0.4682612468370982,0.1071256226627847,0.6172390556858323,0.0938636539343004,0.9478353658536586,0.0580213540992474
d_perc_tg_pca,No sampling,,After,Yes,AdaBoost,0.932312925170068,0.0465788508804712,0.6166666666666666,0.2273030282830976,0.9333333333333332,0.1999999999999999,0.7310755910755911,0.2123471043439508,0.9641569275067752,0.0396693799453157
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8621173469387756,0.0536051784682643,0.8638888888888889,0.1626601774661928,0.6003477568183451,0.1710498053889086,0.6810332591385223,0.0971309386364994,0.9629954268292684,0.0411481080114821
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8148809523809524,0.0751912273602595,0.9263888888888888,0.1140327681950334,0.4922222222222222,0.1132897519691634,0.6361756118277857,0.1076917109838736,0.9512233231707315,0.0587213356622454
d_perc_tg_pca,No sampling,,After,Yes,AdaBoost,0.9363095238095236,0.026636692685009,0.7291666666666666,0.1320905623678946,0.874404761904762,0.095403502196159,0.7872619047619047,0.0945541662900783,0.967402608401084,0.035391335032371
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9176445578231291,0.0291457415368679,0.9013888888888888,0.12226167292601,0.7023304473304474,0.0912096548242683,0.7839112487100103,0.0801227680352558,0.9639278455284556,0.0362133899506005
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8828656462585034,0.0497755044224191,0.913888888888889,0.097182531580755,0.6180303030303029,0.1188240344336373,0.729523195340129,0.0892746306799499,0.9644939871273712,0.0387073088359674
d_perc_tg_pca,No sampling,,After,Yes,AdaBoost,0.9466411564625852,0.0303984705537776,0.7791666666666666,0.1525819451966713,0.9009920634920634,0.1090636540623876,0.8245448179271708,0.10285222747702,0.97072662601626,0.0396225240933294
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9239370748299318,0.0328964332923895,0.913888888888889,0.097182531580755,0.7234920634920635,0.0992762928040988,0.8021190230478157,0.0765361875932641,0.9710391260162602,0.0387714863763129
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8970238095238094,0.036809416318579,0.913888888888889,0.0565194165260439,0.646612554112554,0.1009077589793258,0.7525504720298771,0.0708434132460706,0.9655386178861788,0.0270800708082379
d_perc_tg_pca,No sampling,,After,Yes,AdaBoost,0.9506802721088434,0.0277124793609814,0.7791666666666666,0.171846588560844,0.9212698412698412,0.0851456742310613,0.8311743158801983,0.1101718316540029,0.9752845528455284,0.0336135284659317
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9404336734693878,0.0307433240982,0.8902777777777778,0.127815513751483,0.7976010101010101,0.1055217945380882,0.832156135058612,0.0807160823693615,0.9735094850948508,0.0307068015394622
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9116496598639456,0.0416687490802686,0.913888888888889,0.0794949334514121,0.6953461815961817,0.1078665386333402,0.7816189984765837,0.0718436681783043,0.9628827913279132,0.037549665056658
d_perc_tg_pca,No sampling,,After,Yes,AdaBoost,0.9280187074829932,0.0164426519039228,0.7541666666666667,0.174254363886054,0.8214285714285714,0.0745938866221004,0.7661280875986759,0.0897608839450219,0.964472391598916,0.0301031996215678
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9095238095238096,0.0319900852406566,0.8652777777777778,0.1507504376260462,0.6987590187590187,0.1221427069100254,0.7600562664030157,0.0833182248825668,0.9681800474254744,0.041085072023133
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.897236394557823,0.0445662811012362,0.8680555555555556,0.1397542485937368,0.6532323232323233,0.0997766099886463,0.739863373266927,0.1003960820536942,0.9532770155826558,0.0426305626221288
d_perc_tg_pca,No sampling,,After,Yes,AdaBoost,0.9403911564625852,0.0232244066049066,0.7791666666666666,0.1305038313613818,0.8716269841269841,0.1082324447369012,0.8116359620771385,0.0720811870725994,0.9654598577235772,0.0466148913502607
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9281037414965988,0.0409588859968484,0.8763888888888889,0.1677568511599783,0.7623484848484848,0.1355929611076046,0.7996637426900585,0.1122710699222174,0.9698772018970188,0.042982435016168
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9136054421768708,0.027114252313379,0.8777777777777779,0.1224744871391588,0.7003768453768454,0.0808050139315516,0.7715543761364194,0.0674939079352535,0.964994071815718,0.0327618721957963
d_perc_tg_pca,No sampling,,After,Yes,AdaBoost,0.9383503401360546,0.0256853398612742,0.7791666666666666,0.1525819451966713,0.8472619047619048,0.0992429218301422,0.8019254111901171,0.0946917288217132,0.9678912601626016,0.0408093133915335
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.944557823129252,0.0315309975099198,0.913888888888889,0.1252774698197742,0.8036616161616161,0.1111192174499309,0.8456752269058772,0.0831604313920825,0.9761636178861788,0.0299140667152259
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.928061224489796,0.0162544023945781,0.8652777777777778,0.1507504376260462,0.760959595959596,0.0858021353342416,0.7947798417612659,0.062253737710006,0.9686517615176152,0.0298355097006142
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.8582057823129251,0.0330339632171471,0.2,0.1785357107135712,0.6,0.4213074886588179,0.2856565656565656,0.2376412848545464,0.8577621104336043,0.1054755268084973
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8560374149659864,0.0607886746782098,0.8277777777777778,0.1589898669028242,0.5756798756798757,0.1368032547322624,0.6629241036106024,0.1116836916722698,0.9229814532520326,0.0584328843884208
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8065901360544219,0.071710310998027,0.763888888888889,0.1635118072529048,0.4715873015873016,0.1263747712782806,0.575026309297409,0.1260502852113867,0.8850499661246612,0.0611754096563375
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.8457482993197278,0.0158763308410828,0.075,0.082915619758885,0.5,0.5,0.1288888888888889,0.13835006592243,0.9147446646341464,0.0717307625078308
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8498299319727891,0.0609053117312812,0.8763888888888889,0.1479606742047058,0.5557767722473604,0.1378778530597334,0.6672712215320912,0.1106232739439979,0.9487072323848238,0.0697815034290917
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8005102040816325,0.0797575985522227,0.913888888888889,0.0794949334514121,0.4779549363605091,0.1257167505898029,0.6189733765595834,0.1105835220981707,0.928772442411924,0.06022623043619
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.851828231292517,0.0155838025306491,0.1111111111111111,0.0874007373475126,0.7,0.458257569495584,0.1888888888888888,0.141683005593734,0.9294495257452576,0.0649938079620692
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8477465986394558,0.0637742205085015,0.913888888888889,0.097182531580755,0.5552868699927525,0.1388938365688675,0.6786019594440648,0.1000772604157732,0.9495579268292682,0.061890026132021
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.80046768707483,0.0833257515119611,0.9388888888888888,0.0829156197588849,0.4748889199521856,0.1143775873913276,0.6245240852337626,0.1107602000823042,0.9359976287262872,0.057889507069437
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.884778911564626,0.0246173102228527,0.3208333333333333,0.1687885758377424,0.8833333333333332,0.2986078811194819,0.4539538239538239,0.2014578076855202,0.9135801998644986,0.0536642262970532
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8580782312925169,0.0754433825958869,0.8013888888888889,0.1702224851317958,0.5812404752110634,0.1654985385525305,0.6633833150068849,0.1494283063167132,0.9194203082655829,0.0741438882313367
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8602891156462584,0.0684967849387694,0.8402777777777779,0.1359764072673393,0.5785317460317461,0.1249613759929357,0.6764982353537341,0.1143619897457286,0.9295388719512196,0.0693694827214069
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.8972789115646259,0.0362798393849857,0.4083333333333333,0.2106537443294089,0.9466666666666668,0.1107549848389076,0.5395326895326894,0.2139189923840969,0.9347374661246612,0.0435868643543119
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8765731292517007,0.0568794449305818,0.8388888888888889,0.2310904103977007,0.6097419247419248,0.123792872773942,0.6844345052354207,0.1599760591431183,0.9567280657181572,0.0439528290966363
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8437074829931973,0.0727327190288257,0.902777777777778,0.08936504412303,0.5489306316318701,0.1457678803231532,0.6726430791430792,0.1163242892291918,0.9410111788617886,0.0556287031062108
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.8971938775510205,0.0353627009207417,0.3958333333333333,0.2085415626040366,0.975,0.075,0.5316305916305917,0.2100781031864985,0.9454856876693768,0.0487347273725208
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8826105442176871,0.0594175588392633,0.9013888888888888,0.1559580606017742,0.6321088715206363,0.1400007884230245,0.7255873716926349,0.1160735033484758,0.9596603997289972,0.0422689504693759
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8416241496598639,0.0679900647944593,0.8902777777777778,0.1004330899432829,0.5474150032973563,0.1434397539392975,0.6651032262931575,0.104729630858393,0.9477667682926828,0.047183215458814
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.9094812925170068,0.0468789092805829,0.5416666666666666,0.2393567769390845,0.8234920634920636,0.3030248113293351,0.6390229378464671,0.2450580944408504,0.9044465616531164,0.064043954056326
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.884906462585034,0.0535926997236801,0.7652777777777777,0.171846588560844,0.6322222222222222,0.1401438633426741,0.6881886087768441,0.1463110611165973,0.9339418191056912,0.0470891011455343
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8642857142857142,0.0666567959164925,0.7777777777777778,0.1221906524884598,0.6036255411255411,0.1729309188221321,0.668608285419431,0.1334225744790697,0.9356220359078592,0.0393161079056196
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.9176870748299318,0.0379647112438482,0.5416666666666666,0.2116404183200048,0.9457142857142856,0.1228571428571428,0.6603174603174603,0.2096361456755184,0.9604581639566394,0.0352909566681951
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8970663265306122,0.042626326295896,0.8652777777777778,0.1507504376260462,0.6793000055500056,0.141385395516971,0.7391361871702429,0.0817249245896262,0.9683282520325202,0.0246546159351313
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8703656462585034,0.056678359551184,0.8652777777777778,0.1155452051988504,0.6191421568627451,0.1669299553158084,0.7009955406911927,0.0911313337858093,0.9550956978319782,0.0393094701986039
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.9280187074829932,0.0360277635771183,0.5916666666666666,0.2106537443294089,0.9607142857142856,0.0821428571428571,0.7107725607725607,0.1726599560822878,0.9615243902439022,0.0323042319460014
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8909863945578232,0.0514171788707842,0.8777777777777779,0.1561249499599599,0.6643793706293707,0.1577703746045678,0.7329448621553885,0.100462978331085,0.9674076897018972,0.026291544210194
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8786139455782311,0.0583804332024928,0.902777777777778,0.1054092553389459,0.6177585404791287,0.1351919682010881,0.722686026660855,0.1019396776296636,0.9552591463414636,0.04193221849276
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.930017006802721,0.0360403804001854,0.6430555555555555,0.1940521837032502,0.9313888888888888,0.1207873475713964,0.7403605708017473,0.14534747061897,0.9364257283197832,0.0605980411596379
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8909013605442176,0.0480209593934862,0.7402777777777778,0.1629267899668096,0.668022533022533,0.1292764919266411,0.6925856307435254,0.1236513366371403,0.94566141598916,0.0332555585340679
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8867772108843537,0.042513201360311,0.826388888888889,0.1397542485937368,0.6475990675990676,0.1488719384237121,0.7113500651096559,0.0949406625907799,0.9398382452574524,0.02211012033503
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.9361819727891156,0.0408337946251997,0.7180555555555556,0.2192553686153811,0.8904761904761905,0.1250245629683505,0.7747738535973829,0.1516900267411446,0.975031334688347,0.0231682033157754
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9239795918367348,0.0447959797054316,0.8652777777777778,0.1507504376260462,0.7672474747474747,0.1479411837267265,0.793475344371158,0.104522067657348,0.9717068936314364,0.026953149629659
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8931547619047618,0.0507418878801355,0.8527777777777779,0.1067187372905474,0.6701136363636364,0.15645053247455,0.7349161657056393,0.0953669628623107,0.9642255250677506,0.0301933887586053
d_perc_tg_pca,No sampling,,After,Yes,Bagging,0.9423894557823128,0.0412201229768278,0.7291666666666666,0.1983000672381799,0.9168650793650792,0.1305020213974224,0.7968957023368788,0.1518883461581791,0.9760619918699188,0.0259795456768445
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9177721088435374,0.0431019288869398,0.8902777777777778,0.1603490117074487,0.7371289821289821,0.1422473150982305,0.7847901616787066,0.0974756273908885,0.9718013211382112,0.0246804629877652
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.895280612244898,0.0501722478772371,0.8652777777777778,0.1507504376260462,0.6739947552447552,0.1546825265123727,0.7368212197159565,0.1031873624403124,0.96501820799458,0.0316908761716268
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9322278911564624,0.0450171385136941,0.6666666666666666,0.2371708245126284,0.9291666666666666,0.1419727086450068,0.7445567667626491,0.1870933723885521,0.9747628726287262,0.0178274951581029
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9014455782312926,0.055976929461689,0.888888888888889,0.1717960677340692,0.6777489177489178,0.1411014123147873,0.7535475738571714,0.1273367037707575,0.967372120596206,0.0280100927709854
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8643707482993197,0.0639329123365822,0.9263888888888888,0.1269979221177347,0.588807972213545,0.1366882386656547,0.7048859346433718,0.102506942634817,0.9593051321138212,0.0313194649655952
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9384353741496598,0.0365115894427443,0.7055555555555555,0.2134374745810949,0.909722222222222,0.0996231324468294,0.7754488158899924,0.1542874160978096,0.9813897357723576,0.0167341641558161
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9424319727891156,0.0342694459838387,0.8527777777777779,0.1440968038815882,0.8233730158730157,0.1187809778453974,0.8292106586224233,0.1040932960658962,0.9814473238482384,0.0264540115082094
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.928061224489796,0.0291685259517256,0.8541666666666666,0.1397542485937368,0.7655555555555555,0.109002208608273,0.7966289592760181,0.0816639057213839,0.9776473577235772,0.026561317860457
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9466836734693878,0.0378172941835855,0.7541666666666667,0.2285598025317079,0.913888888888889,0.0949740055404375,0.8056098803157626,0.1622602626792561,0.9786847899728996,0.0196788948587685
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9465561224489796,0.0344881071467966,0.8402777777777779,0.1929756029484902,0.8528860028860029,0.1200689452863617,0.8304220109096271,0.1250688589812024,0.982593157181572,0.0210661588599103
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9322278911564624,0.0273680093632682,0.8541666666666666,0.1397542485937368,0.784047619047619,0.1092672691377079,0.8056158873805934,0.0775821286065503,0.9811661585365854,0.0212727675409111
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9342687074829932,0.0448046146239505,0.7041666666666666,0.2095381826780026,0.8828174603174602,0.1471290350265569,0.7682876437288202,0.1686233943896602,0.9707706639566396,0.0236432298900652
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9239795918367346,0.0364178949591614,0.8777777777777779,0.175,0.7518434343434344,0.1318624896508507,0.7902738517222297,0.1004297904480841,0.9698657689701898,0.0295563664795415
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8971938775510203,0.0484502886347042,0.9263888888888888,0.1140327681950334,0.6668602231102231,0.1523275063748679,0.757715984752598,0.087672972712218,0.9658824525745258,0.0325176669391188
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9446003401360544,0.0366180050568698,0.7791666666666666,0.205015243335709,0.88765873015873,0.1164603036685112,0.8109156692980222,0.1432105069487369,0.9831648035230354,0.0163863878054745
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9446003401360542,0.0316887497713519,0.8666666666666666,0.1664582029619848,0.8357142857142856,0.1182241360048327,0.834607843137255,0.1015500409891419,0.9821189024390244,0.0238337622456895
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.938265306122449,0.0331784153429089,0.8791666666666667,0.1412370938056524,0.7946969696969697,0.112145608866336,0.8250138921965547,0.0929275430830565,0.9842191734417344,0.0175073297610803
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9425595238095236,0.0374451264105427,0.7791666666666666,0.205015243335709,0.8769444444444444,0.1234912027655971,0.805915669298022,0.1443724557992086,0.9824813685636856,0.0177301898513071
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9405612244897956,0.0432591687984315,0.8416666666666666,0.2273030282830976,0.8261904761904761,0.1342133656281203,0.8118983957219251,0.1565810431070618,0.9832029132791328,0.022544769709628
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9383078231292517,0.0317328721560811,0.8680555555555556,0.1505199322349037,0.8036363636363635,0.1102086398219252,0.8218491175147523,0.0933352598102125,0.9841996951219512,0.0174481779900727
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.938265306122449,0.0260249929267507,0.7402777777777778,0.1530363972683913,0.884920634920635,0.1092243432942144,0.7929147812971343,0.0935059544278562,0.9748513719512196,0.0184264075749808
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403486394557824,0.0382931918422087,0.8777777777777779,0.1346291201783626,0.8137101787101786,0.1422401677958668,0.8326672166842446,0.1030415011699008,0.980438262195122,0.0177019062260461
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9158588435374148,0.0475649025566855,0.8652777777777778,0.1607815115131228,0.7453643578643578,0.1563558961941714,0.777003688792624,0.1012414896600266,0.98055216802168,0.0182320365789937
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9465986394557822,0.0292492286568181,0.7666666666666666,0.1779513042005218,0.915436507936508,0.0972865757212714,0.8167980222391986,0.119121294043894,0.9831029810298104,0.0151168921226864
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403911564625848,0.0322360794078017,0.8291666666666666,0.1552887096132018,0.8394336219336218,0.1215307500968414,0.819390264877881,0.0999133532890277,0.9843148712737128,0.0188284139096661
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9403061224489796,0.0251707862096473,0.8902777777777778,0.1149426185344476,0.8041161616161615,0.1134632266896884,0.8330720277314706,0.0641625784390208,0.986209349593496,0.0198544694837725
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9486819727891156,0.0320432997741281,0.7805555555555556,0.2008661798865658,0.918611111111111,0.0958397743407141,0.8223442407265937,0.1292306643738963,0.9818758468834689,0.0166846469803716
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9363095238095236,0.0334513477320906,0.8416666666666666,0.1726026264767331,0.8116161616161616,0.1305691824160519,0.8093085655314759,0.1062508106125115,0.9843529810298104,0.0198474003142707
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9321003401360544,0.0368119944825128,0.8777777777777779,0.1224744871391589,0.7836616161616161,0.1403252199548317,0.8146509750998915,0.0886422036262206,0.9861670054200544,0.0195448548442399
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9320578231292516,0.0320690988668744,0.7277777777777777,0.1925703334715224,0.8593650793650793,0.1137735437137349,0.7683501302618951,0.1274684140731892,0.9709874661246612,0.0198265599035543
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9301020408163264,0.0422201370411208,0.8527777777777779,0.1204736024566746,0.7868512043512044,0.149880013319961,0.8067218385329842,0.103569457786511,0.97319783197832,0.0213282455195831
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9321003401360544,0.0330333065425035,0.8541666666666666,0.1152443057161611,0.7919749694749696,0.1354970727759917,0.8107773109243697,0.0854781218757995,0.9775575880758808,0.0281896651969474
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9445153061224488,0.0318163883924788,0.7666666666666666,0.1865252440466616,0.9053174603174602,0.1120627051548431,0.8107449086860852,0.1254206164367049,0.9840099932249324,0.0156026223275136
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403061224489796,0.0251010268401293,0.8416666666666666,0.1190238071423808,0.8271031746031745,0.1104290360161893,0.824096279537456,0.0727026329382707,0.9809654471544716,0.0202497194631263
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9383078231292517,0.024155086160994,0.8666666666666666,0.1567907310185565,0.8086940836940837,0.1044107473770681,0.8195562435500516,0.0797269056058339,0.986853827913279,0.0184379796259866
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9403911564625848,0.0323446854297866,0.7555555555555555,0.1952562418976663,0.8955952380952381,0.1183142024606736,0.7970264212911272,0.1267458051339287,0.9831224593495934,0.0175197845330082
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403911564625848,0.0359034913664971,0.8527777777777779,0.1328114787542435,0.818611111111111,0.1334955610303758,0.8264655605832077,0.1031611855534288,0.9813008130081302,0.021586867584181
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9362670068027212,0.0321797571460709,0.8666666666666666,0.135400640077266,0.7996031746031746,0.1215676218459672,0.8192863380169882,0.0843885846177912,0.9865760501355012,0.018799250958236
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.92593537414966,0.027995310134264,0.7166666666666666,0.1925703334715224,0.8361904761904763,0.1034180278566782,0.7506213720919603,0.1153091749112248,0.9731825880758808,0.0177534964028612
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.921811224489796,0.0315844131932728,0.8402777777777779,0.1470189897031446,0.7602525252525253,0.1351447205793076,0.7801986584107328,0.0871813203542689,0.970446307588076,0.0214294620670051
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9320578231292516,0.0367573232768036,0.8527777777777779,0.1204736024566746,0.7980283605283606,0.1471339389748839,0.8109773302033364,0.0918781216336334,0.9746756436314362,0.0261750782786514
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9445153061224488,0.0318163883924788,0.7666666666666666,0.1865252440466616,0.9053174603174602,0.1120627051548431,0.8107449086860852,0.1254206164367049,0.9840099932249324,0.0156026223275136
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9341836734693876,0.0341069085940969,0.8291666666666666,0.1448778220892809,0.8149314574314573,0.1355709363521619,0.806469728242174,0.1002264293484231,0.9815752032520326,0.0190526279159248
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9383078231292517,0.0257538323950989,0.8652777777777778,0.1507504376260462,0.8073484848484849,0.1098170424058817,0.8197884416924666,0.0832143936767659,0.9832113821138212,0.0200688219050386
d_perc_tg_pca,No sampling,,After,Yes,XGBoost,0.9403911564625848,0.0323446854297866,0.7555555555555555,0.1952562418976663,0.8955952380952381,0.1183142024606736,0.7970264212911272,0.1267458051339287,0.9839557926829268,0.0169046303995332
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9403486394557822,0.0349783722421716,0.8527777777777779,0.1440968038815882,0.823080808080808,0.1289495519189894,0.8245829033367734,0.105645405391379,0.981582825203252,0.0219823834333003
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.936309523809524,0.030747057647556,0.8652777777777778,0.1507504376260462,0.7994444444444444,0.1164077760699782,0.8158109735122121,0.0907233136267027,0.981382113821138,0.0230586939498234
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8373724489795918,0.0120455265057982,0.1069444444444444,0.15969806580614,0.21,0.2691756964429656,0.1376689976689976,0.1951902963703725,0.6632410230352304,0.1884123481123815
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7757653061224489,0.0756853357627248,0.8791666666666667,0.1028246889937755,0.4346030809202165,0.0931242259270631,0.5758705375487307,0.0938467810687619,0.9207105352303524,0.0797743960843104
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7079931972789115,0.1118226054310178,0.975,0.0499999999999999,0.3838323282685915,0.0955807845962112,0.5436174155269938,0.0986803827038432,0.9014202235772356,0.065447164778142
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9097363945578232,0.0398373463430818,0.4819444444444444,0.2591720256680664,0.875,0.3010398644698074,0.5958857808857809,0.250209067335259,0.8607740514905149,0.2549942548171522
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9136479591836736,0.0429090976855823,0.9277777777777778,0.0953793595188299,0.7043006993006993,0.141377028537272,0.7897341839447103,0.0869058230643299,0.9874254742547424,0.0178271383288355
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9096938775510204,0.0427079894288324,0.9527777777777778,0.0763762615825973,0.6770007770007771,0.1083854367688762,0.785651461055957,0.0816264830474212,0.9810890921409214,0.0203975465594465
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8251700680272108,0.0127448938742824,0.0125,0.0375,0.05,0.15,0.02,0.06,0.5031080623306232,0.1571766806225473
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7964285714285715,0.0791658903050557,0.888888888888889,0.1178511301977579,0.4790711462450593,0.1299551977310433,0.607113152737238,0.0958970832393129,0.9456521002710028,0.0459982841308996
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7718112244897959,0.0795256830323759,0.975,0.0499999999999999,0.4405972850678734,0.098128403613579,0.5999725332139125,0.0901796629979833,0.9295223577235772,0.0553217195484946
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9096513605442176,0.0588842125009701,0.5305555555555556,0.325,0.7206349206349206,0.3994327042954432,0.5966786155021448,0.3386407335642062,0.896101795392954,0.1743903447474278
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9096938775510204,0.0494179323716683,0.8777777777777779,0.1561249499599599,0.7285528850234732,0.1743260039477424,0.7698266879319512,0.1053400347350386,0.9800237127371274,0.0183917407417495
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.91781462585034,0.0376159231043658,0.940277777777778,0.0958333333333333,0.712979797979798,0.1377712701001691,0.797853344999327,0.0757108170790411,0.9831106029810298,0.0171256552479056
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8292091836734693,0.0482158791383866,0.0986111111111111,0.1559580606017742,0.275,0.3944933459514875,0.142051282051282,0.2159461544398441,0.6482317073170732,0.1990236447437541
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7840561224489795,0.0546972493260018,0.9388888888888888,0.082915619758885,0.4443170508616733,0.0789236161610748,0.5977187339998294,0.0675939775735292,0.9402947154471544,0.0354715433906752
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7491071428571429,0.0936865790387052,0.976388888888889,0.0473242362150022,0.4178416532046296,0.0963479244103445,0.5791702228821904,0.0963643870880012,0.9405369241192412,0.0481675756229988
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9258503401360544,0.0456095530259261,0.5791666666666666,0.258501289487435,0.9666666666666666,0.1,0.6868043068043068,0.2335956704065199,0.9820579268292684,0.0165436448436093
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9261054421768709,0.0439658744279204,0.9277777777777778,0.1238839062276542,0.7588833388833388,0.1654360577775554,0.8153957233146898,0.0934828918122079,0.9845968834688348,0.0158757362364492
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.909438775510204,0.0492790267196091,0.915277777777778,0.1344355483741806,0.6901875901875901,0.1135714741780021,0.7762540383593015,0.097600885804365,0.9818148712737128,0.0198587951007908
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8291666666666666,0.0138187467107289,0.1472222222222222,0.2718251071716681,0.1595238095238095,0.2497277429086149,0.1369696969696969,0.221011947622149,0.6648340108401084,0.2108342515096055
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8005952380952381,0.0803965008175068,0.951388888888889,0.0817559036264524,0.4751862516568398,0.1106904259584386,0.6272731401152453,0.1051300134171074,0.9343877032520324,0.0714798021994013
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7738095238095238,0.0554670163671109,0.977777777777778,0.0666666666666666,0.432011269697533,0.0658139479345471,0.5956140872269905,0.0637820820982348,0.9507342479674796,0.0407865423221461
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9385204081632652,0.0376342522569592,0.6555555555555556,0.2190573238015819,0.965714285714286,0.0697517463756211,0.7586813186813187,0.1728391917322599,0.9711483739837398,0.0299623830523489
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9281887755102044,0.0467561246214874,0.915277777777778,0.12226167292601,0.7699104163810045,0.1612168843885539,0.8175641800579883,0.0949118622523865,0.9801050135501356,0.0191625689920508
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9116921768707484,0.0396918746106416,0.902777777777778,0.1054092553389459,0.6906351981351981,0.1084700948075248,0.7772307663097137,0.0879101365444251,0.9800779132791326,0.019159562710036
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8457482993197278,0.0224824528838921,0.175,0.1600781059358212,0.4678571428571428,0.4251200310692576,0.235079365079365,0.2025914871301269,0.7116725948509486,0.1694079962203913
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6910714285714286,0.1007714413012148,0.9263888888888888,0.1140327681950334,0.3598215568468804,0.0917235533962672,0.5122735150856592,0.0985280032404937,0.906080623306233,0.0849982762952041
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7392006802721088,0.0957985060668229,0.951388888888889,0.0817559036264524,0.406935064935065,0.0932694642884128,0.5626210526029293,0.0918074958142756,0.9069664634146342,0.0628787157715953
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8619047619047618,0.0417744683478749,0.2208333333333333,0.2401171589037318,0.4766666666666667,0.4221768981521056,0.2916017316017316,0.2906419614595619,0.8237500000000001,0.2104830753291104
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8990646258503402,0.0419641780216277,0.9166666666666666,0.1020620726159657,0.6527406417112299,0.1005139200132346,0.7567631578947368,0.0814066133898291,0.9785382791327912,0.0179364311907119
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8641581632653061,0.0394704635262367,0.965277777777778,0.0727677049857207,0.5636019536019535,0.0749346554228045,0.7076279276279276,0.0611821038453102,0.9787737127371274,0.0184519930257962
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8086309523809524,0.030541567361115,0.0611111111111111,0.0999999999999999,0.1285714285714285,0.2040408122440814,0.0781818181818181,0.1241596176378386,0.4715675813008131,0.1875551128083158
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7470663265306123,0.0572883969445463,0.9263888888888888,0.1495943589251353,0.3975445789808423,0.0486229311698687,0.5501823950366775,0.0617736958533788,0.9482901422764228,0.0449272372170349
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7055697278911566,0.1260391191343156,0.965277777777778,0.0727677049857207,0.4034277192341708,0.1525990184069315,0.548410269848297,0.1214132436564407,0.9271536246612464,0.0495039188690641
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8561649659863946,0.0490263861701929,0.3805555555555555,0.2986078811194819,0.6125,0.3647868872924243,0.4120196324143692,0.280457926466478,0.7799449525745257,0.2586482432751246
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8888605442176869,0.0709734039855972,0.940277777777778,0.0778397570511225,0.6553479853479853,0.1618806798816366,0.7562861699703805,0.1052003240182924,0.9746375338753388,0.019277367073315
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8642006802721088,0.0550398048633413,0.8916666666666666,0.1658312395177699,0.5818673483379365,0.0930431909683504,0.6891746922164346,0.0887114635570671,0.9708587398373985,0.026140485224592
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8847789115646257,0.0403750415400461,0.3055555555555555,0.25,0.8,0.4,0.413055833055833,0.2909894871909194,0.960460704607046,0.0325576200179374
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8807823129251702,0.0443435055850867,0.9388888888888888,0.114564392373896,0.6206607771313652,0.1262086917705221,0.7312139738635903,0.072498563138777,0.9756055216802167,0.0208362246717117
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8435799319727891,0.0575531568983547,0.976388888888889,0.0473242362150022,0.5389565164797363,0.1120918950595692,0.6862490128986292,0.0825463071977133,0.96994918699187,0.0259424363656454
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.965093537414966,0.0205339536716578,0.8652777777777778,0.1155452051988504,0.928214285714286,0.0746667767552638,0.8891452991452992,0.0704676623074445,0.9842996273712736,0.0151992063661006
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9507227891156462,0.0186256035131451,0.902777777777778,0.08936504412303,0.8292748917748918,0.0850878915553029,0.8588183694530442,0.0527169490717457,0.9802286585365854,0.0158768445601945
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9425170068027212,0.0269369985413377,0.8777777777777779,0.1224744871391589,0.8051082251082251,0.1014587031316821,0.8337366701066392,0.0830944940707829,0.9753624661246612,0.018698148610264
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8846938775510205,0.0308977848840478,0.3055555555555555,0.1936491673103708,0.9,0.3,0.434008214008214,0.2321678912766043,0.9675169376693769,0.025137128357247
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8849489795918366,0.0474502748951523,0.951388888888889,0.0817559036264524,0.6275438940144822,0.1276145936244828,0.7434282381144678,0.075152802675673,0.978689024390244,0.0186598753604672
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8479166666666668,0.0652962259765132,0.976388888888889,0.0473242362150022,0.5493028368260566,0.1161960838738502,0.6943807989328387,0.0922884577442141,0.9752582994579946,0.0261975658973654
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9568877551020408,0.0249638199026618,0.8527777777777779,0.1440968038815882,0.9041666666666666,0.1074770288405623,0.8638515406162466,0.0884195453966269,0.9837593157181572,0.0173750601020225
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9507227891156462,0.0186256035131451,0.902777777777778,0.08936504412303,0.8292748917748918,0.0850878915553029,0.8588183694530442,0.0527169490717457,0.9802286585365853,0.0166290015669678
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9425170068027212,0.0269369985413377,0.8777777777777779,0.1224744871391589,0.8051082251082251,0.1014587031316821,0.8337366701066392,0.0830944940707829,0.9753548441734416,0.0191077317456372
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8889030612244898,0.0337441763065951,0.3319444444444445,0.2058603221172604,1.0,0.0,0.4684071484071485,0.1973736364327398,0.9712999661246612,0.0210113387654772
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8746598639455783,0.0388624048736591,0.9013888888888888,0.1455950434138012,0.5968024132730015,0.083935609457442,0.7062809461070331,0.0756093673419601,0.9733604336043362,0.0241423820655063
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8416666666666666,0.0489740554552396,0.9388888888888888,0.082915619758885,0.5371093285799168,0.1004896227156901,0.6721534186637163,0.0562696510708864,0.971537940379404,0.0258695462021837
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9548044217687076,0.0238626487621679,0.8527777777777779,0.1204736024566746,0.8836111111111112,0.0999108398819964,0.8606069094304388,0.0785901713463193,0.9827752371273716,0.0152784333238133
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9486819727891156,0.0227257676884619,0.902777777777778,0.08936504412303,0.8229112554112554,0.0961755109352274,0.8547248022015823,0.0599448294622243,0.9802286585365853,0.0158857335591053
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9445153061224488,0.0204614613696989,0.8902777777777778,0.1004330899432829,0.8073304473304473,0.0867050757264601,0.8412530099759202,0.0605244091175483,0.9741429539295394,0.019034400243117
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8849489795918368,0.045090964513452,0.3097222222222222,0.2703200263884766,0.9,0.3,0.4187878787878788,0.269449892497438,0.9667996273712736,0.0323001559406834
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.890986394557823,0.0398060920770824,0.951388888888889,0.0817559036264524,0.6353479853479853,0.1143493588634373,0.751210239036326,0.0656235002924462,0.9784307249322494,0.0186604124002286
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.845705782312925,0.0574069185499381,0.976388888888889,0.0473242362150022,0.5433521208753407,0.1141225376295331,0.6892752040987334,0.0833669325395788,0.9751050135501356,0.021822615813665
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9569302721088436,0.0212483394069591,0.8777777777777779,0.0935414346693485,0.8734920634920634,0.0913774038369048,0.8709640522875818,0.0656885933483333,0.9822002032520324,0.0157934284282715
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9466411564625852,0.0275858059669534,0.8902777777777778,0.1004330899432829,0.8192748917748917,0.1035637346025375,0.8477072583419332,0.0754393124821024,0.9796189024390244,0.0176501812554205
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9383078231292517,0.0181677015812164,0.8902777777777778,0.1004330899432829,0.7833910533910534,0.0893592074401515,0.8267707258341934,0.0531654803180291,0.9747179878048782,0.0198210611020233
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8354166666666668,0.0085889615586101,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.9657842140921408,0.0405833052636346
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8066326530612246,0.0659640912760001,0.9888888888888888,0.0333333333333333,0.4804742144680224,0.0980803000190646,0.6409025355232252,0.0868336900124091,0.9675482723577236,0.0344293998258952
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7883503401360544,0.0703303264419921,0.9888888888888888,0.0333333333333333,0.4561226492805438,0.0891727301231374,0.6193167557635324,0.0836510493203096,0.953421409214092,0.0496059542299522
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9528486394557824,0.0273794008623675,0.7916666666666666,0.1825741858350553,0.9313888888888888,0.0913213191611539,0.8371948476360241,0.116923808655928,0.9840794376693768,0.0183326124236899
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.942517006802721,0.0350056230319087,0.902777777777778,0.1054092553389459,0.8145454545454545,0.1505417892926625,0.8439538797975331,0.0848535194194928,0.982802337398374,0.018449154530463
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9240221088435374,0.0375134227523719,0.902777777777778,0.1193151755273029,0.734541847041847,0.1355995270667342,0.8007234887575446,0.0942239404694245,0.978298611111111,0.0233035353884835
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8353741496598639,0.0092776746237998,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.9467039295392954,0.0396483717565842
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.810671768707483,0.060012284446117,0.9638888888888888,0.0552770798392566,0.4866559223370368,0.0972579943435652,0.6391529206157156,0.075895426164194,0.9630140582655826,0.03145389119046
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7800595238095238,0.0721525130290103,0.9888888888888888,0.0333333333333333,0.447354854983338,0.0931284143094401,0.6105713851920748,0.0860850678345916,0.9551185636856367,0.0515466622238382
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.950765306122449,0.0276738360265747,0.7791666666666666,0.180710403685012,0.9296031746031744,0.0925725186100824,0.8296948476360242,0.1166634036240518,0.9849940718157182,0.0175934713458724
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9445578231292516,0.0341219575214963,0.902777777777778,0.1054092553389459,0.8206060606060607,0.145605421189345,0.8481644061133226,0.0836034605111578,0.9837322154471544,0.0186961698987084
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.921938775510204,0.0361020214285021,0.902777777777778,0.1193151755273029,0.7272691197691198,0.133832530462855,0.7960451261844451,0.090830585313761,0.9794910230352304,0.0215588624948289
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8129251700680273,0.0417429539031988,0.0375,0.0800390529679106,0.15,0.3201562118716424,0.06,0.128062484748657,0.4035992547425474,0.2696180979775336
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7490646258503401,0.0943331183411999,0.9388888888888888,0.082915619758885,0.425273294709558,0.1173202590107083,0.5718755294884327,0.0930155878028638,0.929082825203252,0.0610720697584773
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7405187074829932,0.0932544517921283,0.9263888888888888,0.0821795121804834,0.4044843883974319,0.1018301859481284,0.5571366844448651,0.1056178614782432,0.8935323509485095,0.0795418513358257
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8761479591836734,0.0617437266165977,0.3625,0.3134984050996113,0.6416666666666667,0.4534589286804263,0.4239105339105339,0.3411720390442818,0.901830115176152,0.1210193665148373
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9238095238095236,0.0347984493463774,0.9277777777777778,0.1238839062276542,0.728024753024753,0.1127969496266259,0.8047804448733242,0.082316487312511,0.9806419376693768,0.0201189843423324
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8992772108843538,0.052989036152376,0.965277777777778,0.0727677049857207,0.6611594941006704,0.1359626966498993,0.772961908763228,0.0919734221542123,0.9846273712737128,0.0177861940299655
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8229591836734695,0.0270664747987501,0.0236111111111111,0.0473242362150022,0.1166666666666666,0.2986078811194819,0.0342857142857142,0.0697517463756211,0.6596460027100272,0.202762540022992
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7633503401360544,0.0743843995460771,0.95,0.0829156197588849,0.4288368648894964,0.0978037833254694,0.5829875302856978,0.086442061571806,0.9236255081300812,0.0717353147976803
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7574404761904762,0.083048514118429,0.9388888888888888,0.114564392373896,0.4211441891441891,0.1023624407722407,0.5740046490959271,0.1018133170719581,0.9337728658536586,0.0542313098712243
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.889030612244898,0.0430325881934693,0.3666666666666666,0.2806243040080456,0.7190476190476189,0.3884383525625354,0.4572405372405372,0.3138563571918991,0.8898932926829268,0.1160997476623978
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9342261904761904,0.0238747663574784,0.940277777777778,0.0778397570511225,0.7550990675990676,0.1097231583057369,0.8294206103494031,0.054488449849831,0.9831495596205964,0.019650075655671
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9034438775510204,0.0532405456140234,0.940277777777778,0.1242337626322964,0.6857659987071753,0.1594639984910898,0.7739415584415585,0.0998537972469486,0.9847315379403796,0.0190930040325783
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8331632653061224,0.0261499985378055,0.1152777777777777,0.2345577990839595,0.2136363636363636,0.3462013458969021,0.13,0.2282542442102665,0.6553345189701897,0.1801198631157314
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.792219387755102,0.0877110599318049,0.9388888888888888,0.082915619758885,0.472371208616538,0.1098061641075525,0.6162949322949322,0.0847498385141145,0.9420579268292684,0.0532208473297515
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7507653061224491,0.0902312262284043,0.976388888888889,0.0473242362150022,0.4251982281639032,0.1093513105740051,0.5818092553555416,0.0928993498400818,0.921138211382114,0.0488745559903617
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.930187074829932,0.0319403194877217,0.6666666666666666,0.1677050983124842,0.9023809523809524,0.1289280767699256,0.7515173715173715,0.1286694788285419,0.9772611788617886,0.0198292254797086
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9322278911564624,0.0458565974050413,0.9263888888888888,0.0821795121804834,0.7705555555555555,0.158660480738425,0.829658772599949,0.0970099284609526,0.9863795731707315,0.0164627459354937
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9034863945578232,0.0446149086470033,0.8777777777777779,0.1457737973711325,0.6717007992007993,0.1206361274311327,0.7538446495025443,0.1101418771488896,0.9812237466124664,0.0214126705080385
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8476190476190476,0.0349634592710217,0.2,0.1785357107135712,0.4695238095238095,0.4223259211479558,0.2691841491841492,0.2334721694683264,0.7588406165311652,0.2068499823976978
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7963860544217687,0.062105239615917,0.9388888888888888,0.082915619758885,0.4626596760652489,0.0865185040537278,0.6136247884668936,0.0757037839900718,0.9560577574525744,0.0310259905469017
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7655612244897958,0.0862630567587231,0.9875,0.0375,0.4367665506795942,0.097992838288289,0.5982902557937622,0.0904126510143153,0.9417852303523035,0.0381103878673921
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9281462585034014,0.0431986180091333,0.6180555555555556,0.2026302735964638,0.9266666666666664,0.1474222959166398,0.7264535464535464,0.1752681954426574,0.9704886517615176,0.0325733586284808
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9217261904761904,0.0366813366350327,0.8777777777777779,0.1837117307087383,0.7506798756798757,0.1403710293088843,0.7839660648948575,0.1159289924814795,0.9822357723577236,0.0196315049130902
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8950680272108844,0.0373152079185638,0.9277777777777778,0.1238839062276542,0.6497077922077923,0.1157125735544941,0.7501170814348901,0.0708395942815884,0.9828141937669376,0.0177176895315106
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8292942176870749,0.0151126878606873,0.0458333333333333,0.1028246889937755,0.16,0.3322649545167229,0.065079365079365,0.138095238095238,0.625727472899729,0.1683363857405169
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7687499999999999,0.1058995200819131,0.951388888888889,0.0596575877636514,0.4566852737905369,0.143945718411188,0.6021279166036199,0.1173392653459036,0.9310264227642276,0.0379888050165879
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.678656462585034,0.1190887319679121,0.9638888888888888,0.078616509433805,0.3613697917327681,0.094194364581653,0.5169803744187587,0.0961552736003533,0.9108333333333334,0.0383260397199826
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8521683673469388,0.0632172419326002,0.3972222222222222,0.2567153633458227,0.74,0.3257591261414833,0.4516713695661064,0.2097497219091367,0.8478616192411923,0.1436797086621032
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8679421768707483,0.0456329311829557,0.9277777777777778,0.0953793595188299,0.5796868972101169,0.0846757355239951,0.7064482924482924,0.0665874070383258,0.971609078590786,0.0212670917886594
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8454081632653061,0.0444428626824132,0.9541666666666666,0.1028246889937755,0.5387625927564008,0.0889425234602076,0.6780906500906501,0.0562129239962095,0.9803912601626016,0.0267144087806765
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8084183673469388,0.0610376613722155,0.0875,0.2239559108396114,0.1357142857142857,0.2829328902905479,0.1,0.2408318915758459,0.5232088414634146,0.2390339229613915
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7344812925170068,0.0835627936428446,0.976388888888889,0.0473242362150022,0.3992075636781519,0.0764710395322619,0.5613012059457072,0.0749571614115697,0.9524229336043358,0.0399608596915086
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7161989795918366,0.0993216298537718,0.9888888888888888,0.0333333333333333,0.3899083718214153,0.0959498551469647,0.5521581255909238,0.0948461595336228,0.940779132791328,0.0351606909462555
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8805272108843537,0.0489536761795803,0.3416666666666667,0.3826987501068344,0.55,0.4588027898781784,0.368034188034188,0.3702771261103428,0.8926422764227642,0.1626670219897234
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8723639455782314,0.0409934507150488,0.9041666666666666,0.126449924212446,0.5890132090132091,0.0860703874646872,0.7051888919623474,0.0745829741459386,0.9697569444444444,0.0245845181626726
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8515731292517007,0.0503274403978525,0.9527777777777778,0.0763762615825973,0.5558910198848279,0.1108561895837508,0.6903767905367043,0.0661255311687403,0.9769181910569106,0.0158737236951441
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8847363945578233,0.0321791953917861,0.3208333333333333,0.1778049024445989,0.95,0.15,0.456013986013986,0.2084002834160283,0.9659002371273712,0.0394880179747228
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8848639455782312,0.0397441010984363,0.915277777777778,0.0746519702798704,0.6143628593628593,0.0904721901911268,0.730792155153442,0.0724329679301696,0.9754818766937672,0.0201419875210529
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8457908163265306,0.0534105841778696,0.9638888888888888,0.0552770798392566,0.5400602665308548,0.0973071035447548,0.6846409253091175,0.0716740307994973,0.9642953929539296,0.025524239398661
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.952763605442177,0.0182243286305158,0.8152777777777779,0.1387568817112226,0.9063888888888888,0.0860757095688311,0.8461017740429506,0.0747573974528642,0.9852566056910568,0.016782241403656
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9486819727891156,0.0208125416866192,0.902777777777778,0.08936504412303,0.8214971139971139,0.0926577571037866,0.8542432060543514,0.0573617581298123,0.9802362804878048,0.0163433918962421
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9424744897959184,0.0218993954558956,0.8902777777777778,0.1004330899432829,0.7995526695526695,0.0923142610554683,0.8366778465772274,0.0633543202615984,0.9762847222222222,0.018448265825657
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8848214285714284,0.0334792475262562,0.3069444444444444,0.206701945913541,0.8,0.4,0.4308891108891108,0.2508584913942681,0.9647772696476964,0.0396806993025161
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8766581632653061,0.0375805367534401,0.9388888888888888,0.114564392373896,0.5994261294261294,0.0921094228011507,0.7210263836760001,0.060165492715434,0.9733019986449865,0.0224497892237509
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8435374149659862,0.0480442176870748,0.9638888888888888,0.0552770798392566,0.5330529755761955,0.0896666838915359,0.6799110615632353,0.0652828647721314,0.9739117547425474,0.0198974074296358
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9569302721088436,0.0280122549939137,0.8277777777777778,0.1379412113103904,0.9216666666666666,0.11,0.8610247432306256,0.096432781069476,0.9849246273712736,0.0157835789621995
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9445578231292516,0.0223140982456691,0.902777777777778,0.08936504412303,0.8062445887445888,0.0994794122758236,0.8449208806329549,0.0579772740363187,0.9814710365853658,0.01655106136943
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9424744897959184,0.0218993954558956,0.8902777777777778,0.1004330899432829,0.7995526695526695,0.0923142610554683,0.8366778465772274,0.0633543202615984,0.975972222222222,0.0185965724558467
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8931972789115645,0.037017543740609,0.3555555555555555,0.2333333333333333,0.8,0.4,0.4753757353757354,0.2880290614765217,0.9579573170731706,0.0571496748719402
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8911989795918368,0.0453345547557094,0.9277777777777778,0.0953793595188299,0.6419672484378367,0.120225535566934,0.7476652236652236,0.0764164520208628,0.9739007452574526,0.0277693187058797
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8395833333333332,0.0645194842763704,0.976388888888889,0.0473242362150022,0.5334410670169184,0.1142356335204623,0.6820770301822934,0.094050925751898,0.9694944105691056,0.0301805872230092
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9446003401360544,0.024024215788644,0.8152777777777779,0.1387568817112226,0.8516666666666668,0.0882896467791952,0.8251122243769302,0.0901679387926815,0.9827904810298104,0.016048611311322
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9465986394557824,0.0207003250990609,0.902777777777778,0.08936504412303,0.8140223665223665,0.0937438227751254,0.8494960440316477,0.0541790739353276,0.9802286585365854,0.0162243110221655
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9403911564625852,0.0191249039484887,0.8777777777777779,0.1224744871391589,0.7954256854256854,0.0816577686929088,0.8275275197798418,0.0655002174128157,0.9756673441734416,0.0176486466560678
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8868197278911565,0.0372589705653971,0.3194444444444445,0.2282177322938192,0.8,0.4,0.4387212787212787,0.2679300535332193,0.976720867208672,0.0174945143156512
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8911139455782313,0.0474225514933387,0.9263888888888888,0.1140327681950334,0.6464590964590965,0.1320631697666411,0.7470119536615701,0.0869408406988978,0.976361788617886,0.0224815555114929
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8436224489795918,0.0622530290960605,0.9638888888888888,0.0552770798392566,0.5417918682624565,0.1171101443315627,0.684799136930124,0.0896387162723339,0.9751854674796748,0.0178547071965548
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9569302721088436,0.0248613993712882,0.8402777777777779,0.1106326503945979,0.8990476190476191,0.0894550774654728,0.864484126984127,0.0828231263415701,0.9824703590785908,0.0165630300244311
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9486819727891156,0.0227257676884619,0.902777777777778,0.08936504412303,0.8229112554112554,0.0961755109352274,0.8547248022015823,0.0599448294622243,0.9811509146341464,0.0163716620228125
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9404336734693878,0.0264341262362086,0.8777777777777779,0.1224744871391589,0.7953860028860029,0.0989219700147572,0.8285896112831098,0.0819655738907718,0.9756749661246612,0.0180531919326029
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8415816326530612,0.0157430090583914,0.05,0.082915619758885,0.3,0.4582575694955839,0.0844444444444444,0.1369148604511054,0.95116277100271,0.0465185824723594
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8127976190476189,0.0692346212925959,0.976388888888889,0.0473242362150022,0.4926752487278802,0.106794177671319,0.6471129917336814,0.090405193684907,0.9680038956639564,0.033105749242402
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7697278911564626,0.0766694224887846,0.9638888888888888,0.0552770798392566,0.4367422538475169,0.0916020495001234,0.5939383482861744,0.0800587993888672,0.9581368563685636,0.0413983126004429
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9610544217687076,0.0280710145775037,0.8027777777777778,0.1779513042005218,0.9621031746031748,0.0583242218345664,0.8608059587471353,0.1219821529787316,0.9855962059620594,0.0184344355255846
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9446003401360544,0.0364740661895039,0.902777777777778,0.1054092553389459,0.8234343434343433,0.152037349279582,0.8491826379674677,0.088972397729162,0.9837322154471544,0.0186961698987084
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.921938775510204,0.0311474148033719,0.915277777777778,0.0932626220233308,0.7258880008880009,0.1212730382378067,0.7993345998686557,0.0660923654595266,0.980440379403794,0.0212072878778292
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8354166666666666,0.0085889615586101,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.9478133468834689,0.0607145529532525
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8189625850340135,0.0598366415005476,0.976388888888889,0.0473242362150022,0.4973877103288868,0.097354962205675,0.6523438038065985,0.0795196872994971,0.9636856368563688,0.0417865075236832
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7736819727891157,0.0894384525291261,0.9888888888888888,0.0333333333333333,0.4495283653544524,0.1149438930155719,0.6095855514320475,0.1058847189632923,0.9536720867208672,0.0371889048210477
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.959013605442177,0.0288635054742541,0.7916666666666666,0.1825741858350553,0.9621031746031748,0.0583242218345664,0.8533059587471353,0.1231786711510304,0.9852989498644986,0.0182354005516073
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9466411564625852,0.0355073012813206,0.902777777777778,0.1054092553389459,0.8294949494949495,0.1467846034995077,0.8533931642832572,0.0875298506881844,0.9843419715447156,0.0185199231406821
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9219812925170066,0.03720918305162,0.902777777777778,0.1054092553389459,0.7317640692640693,0.1349684280488101,0.7978149920255183,0.0842213047271578,0.9804327574525744,0.0212540197343207
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.6931972789115646,0.2647115262737212,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.4939015921409214,0.1926860671232912
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7176870748299319,0.2737154949039109,0.3875,0.4758216577668571,0.1758673469387755,0.2832472291808554,0.2166711287213535,0.3095221691457376,0.608528963414634,0.2734466211192244
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5653061224489797,0.232123248654805,0.9,0.3,0.2739095390017049,0.1521399472602775,0.4079190239081346,0.1883393927077824,0.8175643631436316,0.191425661553404
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0285649743681887,0.0375,0.1125,0.1,0.3,0.0545454545454545,0.1636363636363636,0.4850923102981029,0.2491093944818508
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9281037414965988,0.0330307891687619,0.8902777777777778,0.1502890733072619,0.7650974025974027,0.1271243499390417,0.8043586796760172,0.0862683851497001,0.9823695799457994,0.0169594198083534
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.911437074829932,0.0628308869179439,0.951388888888889,0.0596575877636514,0.7004133439659755,0.1379814509539601,0.7976736039445018,0.1020822321642088,0.9737745596205964,0.0326123480668406
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8250425170068028,0.0309909317843499,0.0722222222222222,0.1238839062276542,0.1833333333333333,0.3201562118716424,0.1012121212121212,0.174983667085121,0.5685357384823848,0.243542721072204
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.625170068027211,0.2700145409818088,0.6375,0.4417649261768073,0.2286696215266863,0.193743130474518,0.3145801206009337,0.2407320827256093,0.6868402777777778,0.2496435355897306
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6523384353741497,0.2513010514834277,0.7375,0.3809937663532042,0.2866113251827537,0.2011193748184884,0.3943453634096548,0.2383869388949599,0.681234756097561,0.341360854725255
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8394132653061226,0.0276236562979847,0.1166666666666666,0.2362907813126304,0.1301587301587301,0.2761904761904761,0.1220588235294117,0.2519860558013857,0.5766565040650407,0.1896941695111761
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9218962585034014,0.0510986680117617,0.8902777777777778,0.1149426185344476,0.7624397824397825,0.1846831968728717,0.8023947270629194,0.1119805413861554,0.981895325203252,0.0199663448583554
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.93218537414966,0.0329424501461944,0.902777777777778,0.1054092553389459,0.7657051282051283,0.1271665917123128,0.8189739053516144,0.0790322363329761,0.9789972899728998,0.0240472607950124
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.821045918367347,0.0455207852328787,0.0583333333333333,0.1040832999733066,0.1861111111111111,0.3504956807468848,0.0801407742584213,0.1456076443704475,0.557945460704607,0.2300841632912517
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6501275510204082,0.1985950636856474,0.8125,0.307459346906221,0.3189417830828836,0.1685128708663669,0.4305058281242492,0.1733593518480591,0.7932630420054201,0.2192065821590676
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5371173469387756,0.2582306766300997,0.8763888888888889,0.2958333333333333,0.2832389198103484,0.1484141400293213,0.4151137462973651,0.1907407079765564,0.6757782859078592,0.3103015264943451
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8250425170068028,0.0234725070021205,0.0375,0.0800390529679106,0.1285714285714285,0.302708858577387,0.0488888888888888,0.0982815306110932,0.6223983739837399,0.2171857307211197
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9382227891156464,0.0209268776588234,0.8777777777777779,0.1224744871391589,0.806091131091131,0.1096280303774795,0.826000550017578,0.0496258555622198,0.9832232384823848,0.0194612527591277
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9113945578231292,0.0498727208267205,0.940277777777778,0.0958333333333333,0.7121245421245421,0.1657791632196957,0.7922957008890513,0.0937908752667363,0.9779708672086722,0.0219255339175258
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.7461309523809525,0.1963052564081874,0.1875,0.3318979511837938,0.0783333333333333,0.1341744304171915,0.1007936507936508,0.1671591363663628,0.5274830623306234,0.2253466322388035
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.631547619047619,0.2412645299154945,0.9,0.3,0.3126275219455586,0.1512887220966966,0.4539532011163292,0.1960064489619236,0.7712771002710026,0.252117681703141
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5304846938775509,0.2567038746613737,0.9875,0.0375,0.3131066391625398,0.13696876046048,0.4576757710989612,0.1431083275461588,0.818954945799458,0.1840354670228398
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8395833333333333,0.0196537594534807,0.0625,0.1505199322349037,0.13,0.268514431641951,0.0815384615384615,0.1876733912283463,0.5239422425474255,0.2089428982178242
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321003401360544,0.034728379411507,0.8902777777777778,0.1502890733072619,0.7935064935064935,0.1574293411914696,0.8158507677393126,0.0907174277709935,0.988196985094851,0.0139819009299875
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9299319727891158,0.0398245253015468,0.915277777777778,0.0746519702798704,0.7625990675990675,0.1424101957363359,0.8207857321557013,0.0797080607398103,0.97916412601626,0.0224830693007908
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.7638180272108844,0.1947547409303208,0.15,0.3201562118716424,0.0850340136054421,0.2014627888973231,0.0881773399014778,0.1857665447634215,0.4451321138211382,0.2351137741824293
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7179421768707483,0.0945892468463253,0.8625,0.2981715110469141,0.3347280044013256,0.132953526283868,0.4768956006825308,0.17528525615337,0.8522450880758807,0.161703669337755
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.763095238095238,0.1001958708668026,0.75,0.3832427429188973,0.33394118525153,0.191595330352176,0.4544438998159505,0.2446947096582446,0.7868961720867209,0.2959357025783329
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8480867346938776,0.040172182121643,0.225,0.2549509756796392,0.36,0.4024370206076418,0.2665256312315135,0.2871456573417379,0.7638202913279133,0.142700542931107
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8825255102040817,0.0462885252031426,0.902777777777778,0.08936504412303,0.6307859297565179,0.1349994614089682,0.7291460254721125,0.0754712370294088,0.9781597222222222,0.0210124231906587
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.866326530612245,0.0401969912425826,0.9277777777777778,0.0953793595188299,0.572066822066822,0.082877295545269,0.7019417424680584,0.0687684191676299,0.976986788617886,0.0234358297210374
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.7326105442176871,0.2003945607169644,0.225,0.325,0.1955952380952381,0.2781244124047909,0.1731227106227106,0.2270806040209897,0.5643411246612466,0.2712567641796264
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7689625850340136,0.0659222591396941,0.9013888888888888,0.1455950434138012,0.4269923989054424,0.0653456220941054,0.5696030820343996,0.0626071794674733,0.9430911246612466,0.0383902149690364
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6956207482993196,0.0901834624556037,0.95,0.0829156197588849,0.3627956584478323,0.0716105564299628,0.5196040144066459,0.0746115495177859,0.9025931571815718,0.0624729839488885
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8581207482993198,0.0443874496627226,0.2847222222222222,0.2689033800043759,0.4785714285714285,0.4238429628327656,0.3394805194805194,0.3040621763514385,0.6594063346883468,0.2475448012367506
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8704081632653061,0.0740889312415752,0.8402777777777779,0.2159041068005269,0.611047841047841,0.189770738481101,0.6897764372206564,0.1695049396212743,0.9516556571815716,0.0689874489544046
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.814795918367347,0.0727076121989564,0.940277777777778,0.1242337626322964,0.4936888601594484,0.0863874333481721,0.6373496682345787,0.0793198870402629,0.960280318428184,0.0459237190390956
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9309264905149052,0.0451655149331479
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8211309523809524,0.0567419841327055,0.951388888888889,0.0596575877636514,0.4991269841269841,0.0943012453137542,0.6480916845384612,0.0741044874166853,0.9663101287262872,0.0199864105525599
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7574829931972789,0.0981489608120831,0.9638888888888888,0.0552770798392566,0.4307309014514897,0.1028867462049765,0.5865177004799036,0.09314890908316,0.9464015921409216,0.0552893094133271
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9589710884353744,0.0257831556792423,0.8277777777777778,0.1488380924957645,0.9277777777777778,0.0814130604986269,0.864516806722689,0.0943409821959789,0.9880851964769648,0.0191290495791606
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.958843537414966,0.0206685136527835,0.8777777777777779,0.1224744871391589,0.8934920634920636,0.1008266412701579,0.8748805932629462,0.0649724223308442,0.989358909214092,0.0157840827969397
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9609268707482992,0.0232466959347363,0.8777777777777779,0.1561249499599599,0.9012698412698414,0.0877529457685363,0.8758660130718955,0.0893541997953105,0.9860323509485096,0.0156329935680223
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9230648712737126,0.0768054571374587
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.792389455782313,0.0827872941550274,0.9277777777777778,0.0953793595188299,0.4759033189033189,0.1168682263776722,0.6140333870281511,0.0849179584387636,0.9623975271002712,0.0212054471083101
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7677721088435374,0.081518929430106,0.9638888888888888,0.0552770798392566,0.4301296363956211,0.082010434591548,0.5909769772105701,0.0861888022383413,0.9326897018970188,0.0583463283749888
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9589710884353744,0.0257831556792423,0.8402777777777779,0.1760385847856467,0.9216666666666666,0.0846269956636871,0.8614525507172566,0.1154698991369846,0.9853531504065038,0.0194076865503724
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9630102040816328,0.0219512963268878,0.8527777777777779,0.1545603082582617,0.9309920634920636,0.0728721951632881,0.8778384687208216,0.0878893712648942,0.987946307588076,0.0162314216981792
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9650510204081632,0.0225218167479123,0.8777777777777779,0.1224744871391589,0.9176587301587302,0.0739270377879418,0.8906485671191554,0.0743171096648439,0.9854031165311652,0.0141903356342658
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8987440718157181,0.0594171807413651
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.821045918367347,0.076453440399164,0.9638888888888888,0.078616509433805,0.5205344809988773,0.145269191166673,0.6587977207977208,0.0950756326655042,0.9493987127371276,0.0489933691156048
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7798469387755101,0.0700766951906849,0.951388888888889,0.0596575877636514,0.4503333226016291,0.1000868477192334,0.6018033107211141,0.075804337316816,0.9426524390243902,0.0448706954805581
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.958971088435374,0.0202822165967907,0.8527777777777779,0.1204736024566746,0.9000396825396825,0.0699927222398207,0.8702194211017741,0.0725311309685613,0.988965108401084,0.0175082964586034
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9671343537414966,0.0244560025843258,0.8902777777777778,0.1502890733072619,0.9202777777777778,0.0692892710772725,0.8944771241830065,0.0926621525208859,0.989123475609756,0.014928989988007
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9527636054421768,0.027424919541893,0.8541666666666666,0.1397542485937368,0.875436507936508,0.1029843254577971,0.8544884364002012,0.0860560512212987,0.982879403794038,0.0191205433589441
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9180191395663956,0.0719361475794772
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8457908163265305,0.065282105335161,0.951388888888889,0.0817559036264524,0.5558683473389356,0.1360098513635891,0.6865471549939317,0.0866236502535037,0.9597086720867208,0.0418057023068009
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7859693877551022,0.0611654690007698,0.9638888888888888,0.0552770798392566,0.4493691280339886,0.0890931027802097,0.6082262842937505,0.0814780637227896,0.9421316056910568,0.047256680882513
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9568027210884352,0.0214424018643881,0.8277777777777778,0.1589898669028242,0.9144841269841272,0.05717901468487,0.8569187675070029,0.0849633719237354,0.9864261517615176,0.0173051612660189
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9609268707482992,0.0232466959347363,0.8777777777777779,0.1457737973711325,0.9044444444444444,0.0999011857466178,0.877434640522876,0.0870848030507061,0.9878768631436315,0.0156323114379608
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9527210884353744,0.0183541540550597,0.8277777777777778,0.1488380924957645,0.8944841269841269,0.0769281522081922,0.8468580765639591,0.0765850833967584,0.9860052506775066,0.0138075841541615
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8954285230352304,0.0942272559170162
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7883078231292516,0.0818346799444888,0.976388888888889,0.0473242362150022,0.4624573840332354,0.1029911678923359,0.6200951947158844,0.092695734210321,0.9572569444444444,0.0411507116576856
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7531462585034014,0.0798462595872094,0.9888888888888888,0.0333333333333333,0.4196324605981356,0.0908689338841088,0.5834952737288666,0.0872231719464436,0.949492716802168,0.0612471406476887
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9589710884353744,0.0317014113098535,0.7916666666666666,0.1825741858350553,0.9634920634920636,0.0751415897050452,0.8540412528647823,0.1288170679308991,0.987494918699187,0.0197756818361108
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9486394557823128,0.0331729664861778,0.902777777777778,0.1054092553389459,0.833939393939394,0.1367329081628707,0.8570532950022114,0.0827308504239533,0.9847086720867207,0.0210146709674578
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9341836734693876,0.0299892917088173,0.902777777777778,0.1054092553389459,0.7768939393939395,0.1373772304405871,0.8231704260651629,0.0715722655340377,0.981034891598916,0.0219136003538813
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.928555216802168,0.0859293154110345
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7943027210884354,0.0775615090919979,0.9888888888888888,0.0333333333333333,0.4700276331855278,0.1110533649479307,0.6297628170041963,0.0992212918428415,0.9679039634146342,0.0280759298699334
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7513180272108844,0.0784409278061995,0.9875,0.0375,0.4184208014208014,0.0919632152109594,0.5809901795297332,0.0835174606980082,0.9278150406504068,0.0488146301374605
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9548469387755102,0.0271035830811351,0.7791666666666666,0.171846588560844,0.9523809523809526,0.0771108431840706,0.8414922332569391,0.1164626375427494,0.986572662601626,0.0195375429828271
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9445578231292516,0.0315865593877118,0.8777777777777779,0.1224744871391589,0.8325505050505051,0.136237336291548,0.8416444391521791,0.0818704899788281,0.9852913279132792,0.0212007197305811
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9321003401360544,0.0290052316731478,0.902777777777778,0.1054092553389459,0.7626082251082252,0.1197279385229063,0.8174561403508772,0.0709098751199123,0.9813050474254744,0.0219059800466802
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8332908163265307,0.0115603264567072,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.5253624661246612,0.1860635583560526
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5786564625850339,0.2802314593276247,0.763888888888889,0.3855011168740125,0.2440755211175379,0.1669000003964456,0.3556441803810224,0.2173648439864653,0.7140125338753387,0.2680050153290781
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.4418792517006802,0.2869606340689072,0.8,0.4,0.1803416047078501,0.1165555414753852,0.2886494532654524,0.1724196297369546,0.4527760840108402,0.2756572440416149
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8374149659863945,0.01457434373172,0.05,0.082915619758885,0.2,0.33166247903554,0.08,0.132664991614216,0.5397205284552845,0.1494829973276575
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321428571428572,0.0379332722195663,0.902777777777778,0.1193151755273029,0.783510101010101,0.1514731444293608,0.8213799351812543,0.0821384033389774,0.9851990176151764,0.0200781750618661
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9261054421768706,0.0440853592948985,0.9277777777777778,0.0953793595188299,0.7454761904761904,0.1382712115429202,0.8156598492666604,0.0900934630439378,0.9813821138211384,0.0216177366679
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8230017006802722,0.0191600804920067,0.05,0.114564392373896,0.0849999999999999,0.1871496727221289,0.0628205128205128,0.1418912826592055,0.5528827913279132,0.2346724517616957
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5292091836734694,0.2832787941532573,0.8388888888888889,0.2855306949835302,0.2603875353969339,0.1382495038530303,0.3842703802517045,0.1790295842059588,0.8325211720867209,0.0875618655774371
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6155187074829932,0.2598083482269888,0.8375,0.2907425837403251,0.3151929862854232,0.1805582313518232,0.4388298910116948,0.2094694447739989,0.7675203252032521,0.2433332848950178
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8332482993197278,0.0220448117756805,0.0625,0.1505199322349037,0.1666666666666666,0.3415650255319866,0.0793650793650793,0.1768969106762544,0.5377040989159891,0.2563225587359374
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9198129251700682,0.0336224317749311,0.8777777777777779,0.1457737973711325,0.7263347763347763,0.1075053519232459,0.7845308011561882,0.0907210579722236,0.9766480352303524,0.0221921087958876
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9321003401360544,0.0346778518159171,0.965277777777778,0.0727677049857207,0.743962703962704,0.1229420748876918,0.8309165122952308,0.068953587984949,0.9834468157181572,0.0172765901474435
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.6951530612244897,0.2605209599573024,0.25,0.3913118960624632,0.177891156462585,0.3047514651394654,0.1218281335522714,0.1545666004904742,0.5987813346883468,0.2285765263529171
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7547619047619049,0.2158659909994067,0.6666666666666666,0.3665719574653795,0.3758080808080808,0.2507601391428073,0.4596615669470957,0.2808142236167041,0.8032350948509487,0.2061744273116503
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7008503401360544,0.1934080086661038,0.775,0.3905124837953327,0.2998041002684965,0.1802290014240577,0.4241500619431654,0.2387511094365552,0.7657892953929539,0.2648364758023539
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8414965986394558,0.0137912482535464,0.1305555555555555,0.2333333333333333,0.2214285714285714,0.3563562766647549,0.1402777777777777,0.2349193780800785,0.6465785907859078,0.239417714861416
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9260204081632656,0.0332411217612343,0.8777777777777779,0.1837117307087383,0.7768414918414919,0.1606227053500039,0.7930312523733576,0.1090656535035741,0.9819071815718156,0.0179116747388648
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9281037414965984,0.0355618355013111,0.8902777777777778,0.1954784017623316,0.7447222222222222,0.0981821591682568,0.795827313381493,0.1257076538664627,0.9733705962059622,0.0289074122502256
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8435374149659862,0.0144307506364601,0.1222222222222222,0.1920286436967152,0.3055555555555555,0.4031128874149274,0.155187165775401,0.2091462650850677,0.5714515582655826,0.2245569426578018
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7290391156462586,0.2110111851498432,0.7388888888888889,0.3773997291408084,0.3440414627389417,0.224198029897475,0.4506901567644601,0.2624283330957274,0.7665413279132791,0.2771098069690781
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6060799319727892,0.2950460480404273,0.6541666666666666,0.4394006334390821,0.2252873149259703,0.1979678319574924,0.3165183938868149,0.2495516166115787,0.7886280487804879,0.1517878232504369
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.5280132113821139,0.1484334253148327
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.93843537414966,0.0509224541550613,0.902777777777778,0.1193151755273029,0.810538073038073,0.1731522951983609,0.8393512019605707,0.119832785367022,0.9825127032520328,0.021479891410865
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9281462585034014,0.0304761240432949,0.902777777777778,0.1054092553389459,0.7515673215673215,0.1181933424746527,0.8103831771943227,0.0713170986408208,0.9830953590785908,0.017378063823806
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8313350340136054,0.0147124202925909,0.0375,0.0800390529679106,0.1666666666666666,0.3415650255319866,0.0585858585858585,0.1213635417848532,0.5187068089430895,0.2604936992080247
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7114795918367347,0.1082695724323491,0.9388888888888888,0.0829156197588849,0.3806908490620969,0.0909201905197489,0.5349851321978282,0.0938460824115623,0.924728150406504,0.0554570096173043
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.565688775510204,0.2176145887036203,0.951388888888889,0.0596575877636514,0.3038261574222165,0.0915213154669301,0.4517284261385894,0.1074076174447777,0.7973839769647697,0.2094607556868117
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8619472789115645,0.0445021470521729,0.2986111111111111,0.3228830627676562,0.4439285714285715,0.3843960608963794,0.3286538461538461,0.3250484273331722,0.7534696815718156,0.2365999106983493
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.882780612244898,0.0688415990196912,0.9388888888888888,0.082915619758885,0.653375104427736,0.1867595765648526,0.7482714349210513,0.1109138847760638,0.9803565379403796,0.0192477744818343
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8212159863945578,0.070314247417625,0.902777777777778,0.1317615691736824,0.504717978100331,0.1264106377078295,0.6370418470418471,0.1127000550474991,0.9433248644986448,0.0645330336545744
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8414965986394558,0.0373491032853546,0.1125,0.205015243335709,0.2833333333333333,0.4349329450233296,0.1481962481962482,0.2524848864872154,0.5904742547425474,0.2245978581663516
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6673894557823129,0.2094866944457853,0.8013888888888889,0.3412853563287537,0.4282120077747618,0.2228667152801009,0.4416517540657743,0.1637040252845756,0.9003904132791327,0.0819259613294741
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6098639455782313,0.2301512930531053,0.9416666666666668,0.1040832999733066,0.3361380508725229,0.0991461242410129,0.4812721764600027,0.1073790367345579,0.8005580962059622,0.2366084136713851
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8578231292517007,0.0277712548452122,0.3041666666666666,0.2964196068638735,0.4529761904761904,0.3942296551187603,0.3298559120617944,0.2960807212683537,0.7705851964769648,0.2637062942280368
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.826998299319728,0.0812340684658708,0.9277777777777778,0.0953793595188299,0.5457460656033815,0.1868111667901769,0.6620575696704729,0.1097942864363122,0.9644893292682928,0.0442429215588708
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8480017006802723,0.0529124961052501,0.951388888888889,0.0596575877636514,0.5388622488622488,0.0851116300988813,0.6835728404149457,0.073733338771971,0.980209180216802,0.0210752672582428
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9336034891598916,0.0729995457307041
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8065051020408163,0.0685116282451302,0.976388888888889,0.0473242362150022,0.4787071751777635,0.0948739063936613,0.6375088819226751,0.0893916585136356,0.9588084349593496,0.0497782989742949
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7593962585034013,0.0712279662986999,0.9888888888888888,0.0333333333333333,0.4225777375434125,0.0825014791751457,0.5874381327630035,0.0787065543037611,0.9364998306233062,0.0598639476853788
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9609268707482992,0.0232466959347363,0.8527777777777779,0.1545603082582617,0.9212698412698412,0.0851456742310613,0.8726914098972923,0.0893990550458107,0.9877108739837398,0.0176217506696256
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.967091836734694,0.0209994419138296,0.8902777777777778,0.127815513751483,0.9230555555555556,0.0839610616687474,0.8971144868203693,0.0703322654705069,0.9821129742547428,0.0262959110250749
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9629676870748298,0.0255749249857772,0.8777777777777779,0.1224744871391588,0.9091666666666668,0.0986643049016633,0.8856158873805933,0.0821945163948841,0.9834087059620596,0.0183597357129998
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9141886856368564,0.0578848875582482
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.829251700680272,0.0606338431250372,0.915277777777778,0.12226167292601,0.5217437113185195,0.1044748662616772,0.6498798750030756,0.0663657070599195,0.9582884485094852,0.0371664391140877
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7839710884353741,0.0945019170028089,0.9527777777777778,0.0763762615825973,0.4599368344074227,0.1108744335252887,0.6118792350019971,0.1054663345256524,0.939058265582656,0.0583099925241188
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.965093537414966,0.0258463188892528,0.8402777777777779,0.1847013354941792,0.9541666666666666,0.0562628586125808,0.8766603004838298,0.118901702802344,0.9876761517615176,0.0172784110823794
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.958843537414966,0.0224381866963937,0.8527777777777779,0.1204736024566746,0.9046031746031746,0.0868897573478761,0.8707629462041228,0.0747379476575885,0.9869004065040649,0.0135661939059192
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9568027210884354,0.0193124582111744,0.8652777777777778,0.1507504376260462,0.8923809523809524,0.0929074616070884,0.8639705882352942,0.0788822568839694,0.9858705962059622,0.018377667173195
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.8987406842818428,0.0773868930435701
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8064200680272109,0.0712867198733874,0.9638888888888888,0.078616509433805,0.4962858766695083,0.1395440885121401,0.6382396098525132,0.0849559607358229,0.9654539295392954,0.0293680223808993
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7900085034013605,0.070745654732918,0.976388888888889,0.0473242362150022,0.4603201528433727,0.0928289662559028,0.6188729788729789,0.0809042308477807,0.9469037940379404,0.062679653720445
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.958971088435374,0.0240409143175647,0.8277777777777778,0.1775606312721876,0.9309920634920636,0.0728721951632881,0.8590505899329429,0.1130297990163982,0.9878844850948508,0.0143201920528773
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.965093537414966,0.030355147946038,0.8777777777777779,0.1346291201783626,0.913531746031746,0.0975929843255608,0.8903874883286648,0.0992099459994983,0.9840802845528456,0.0207420018677861
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9691751700680272,0.0227997820631446,0.8777777777777779,0.1561249499599599,0.9452777777777778,0.0709726299183767,0.8978384687208217,0.090614583994551,0.9890845189701896,0.0134148364825988
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.923610264227642,0.0667418262443651
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8170493197278912,0.076884821363197,0.9388888888888888,0.114564392373896,0.5020520002872944,0.1376902961117523,0.6447846142288333,0.1212304139451469,0.952571138211382,0.0617408052819042
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.794345238095238,0.0508745967729623,0.951388888888889,0.0817559036264524,0.4568544664829493,0.0706491169296716,0.6119766465973362,0.0597599142854508,0.9434662940379404,0.0389234213583376
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9630102040816328,0.0152303491001619,0.8402777777777779,0.1239539565053626,0.9398809523809524,0.0607677557888474,0.8790379228614522,0.0581614912339167,0.9867962398373984,0.0179437346618993
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9671343537414966,0.0186601228743681,0.8777777777777779,0.1224744871391588,0.9309920634920636,0.0728721951632881,0.8957139265962797,0.0662597690429938,0.9885094850948508,0.0151179382351208
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9567602040816324,0.0296877416594113,0.8527777777777779,0.1328114787542435,0.8994444444444444,0.1171273971387302,0.8661831142713495,0.091067964217448,0.9859247967479676,0.0201376509337087
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9204420731707316,0.0754591555577952
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7798469387755103,0.0656046645748277,0.976388888888889,0.0473242362150022,0.4468511937054137,0.0897845376711117,0.606053690508699,0.0736117457704185,0.961080623306233,0.0442379122704465
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7572704081632653,0.0717410585463468,0.9875,0.0375,0.4214970918463986,0.0790535688484748,0.5850823507787454,0.0702646181838804,0.92838668699187,0.054497805262226
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.9569302721088436,0.0322737690164603,0.7791666666666666,0.1891593243802694,0.9634920634920636,0.0751415897050452,0.8452500440735735,0.1312816493528969,0.9871205962059622,0.0181358032698739
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9486394557823128,0.0331729664861778,0.902777777777778,0.1054092553389459,0.833939393939394,0.1367329081628707,0.8570532950022114,0.0827308504239533,0.9856427845528456,0.0218168254062049
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9403486394557822,0.0249571932674488,0.915277777777778,0.0932626220233308,0.7940151515151516,0.1257294829885257,0.8389014202172097,0.0556749108902499,0.9818877032520325,0.0200488338622553
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9336314363143632,0.0446764141004387
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7840136054421769,0.0863924235769379,0.976388888888889,0.0473242362150022,0.4570197865430064,0.1099365305448441,0.6160459106666003,0.1048874522344822,0.9573187669376694,0.0460505809322449
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.730484693877551,0.0735466675359022,0.976388888888889,0.0473242362150022,0.393486501114984,0.0715162415291353,0.555597204538381,0.065496563203844,0.9576355013550136,0.0389251121025503
d_perc_tg_pca,No sampling,,After,Yes,MLP,0.963095238095238,0.0300188134200313,0.8027777777777778,0.1779513042005218,0.9732142857142858,0.053720031987469,0.8666883116883117,0.1270299168065243,0.9868351964769648,0.0185290219404252
d_perc_tg_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9445153061224488,0.0342325278283778,0.8902777777777778,0.127815513751483,0.8261616161616162,0.1418236854668934,0.8436869228123098,0.0891800885617938,0.9853108062330624,0.0208720554344109
d_perc_tg_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9321003401360544,0.0290052316731478,0.902777777777778,0.1054092553389459,0.7626082251082252,0.1197279385229063,0.8174561403508772,0.0709098751199123,0.981659891598916,0.021821500658089
d_perc_to,No sampling,,After,Yes,SVM,0.8435799319727891,0.021263987387895,0.075,0.1,0.4,0.4898979485566356,0.1244444444444444,0.1624503722888628,0.9693174119241192,0.036446070641056
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.4076105442176871,0.0654057648685969,1.0,0.0,0.2211658023018741,0.0197417291555789,0.3617918614805731,0.0265326926036892,0.9735730013550136,0.02300631331548
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.4220238095238094,0.0737839013961306,1.0,0.0,0.2260249414828949,0.0235631016188352,0.3681080707001215,0.0314173987217701,0.9720409891598918,0.0230914369369314
d_perc_to,No sampling,,After,Yes,SVM,0.9670493197278912,0.0228741891737766,0.8875,0.1179247641507075,0.9208333333333334,0.0874117720975531,0.8964118724412842,0.0745863232218214,0.9882240853658536,0.0132476112166833
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.9607568027210884,0.0237098938959961,0.888888888888889,0.0874007373475126,0.8930050505050504,0.1128754575469667,0.884450955820925,0.0676644213058585,0.9842378048780488,0.017906875353745
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.9627551020408164,0.0291929335720145,0.9013888888888888,0.0932626220233308,0.8977272727272727,0.1273903677093522,0.892375792422232,0.0812937280381414,0.9826676829268292,0.0212618069169342
d_perc_to,No sampling,,After,Yes,SVM,0.9465986394557824,0.02604610020569,0.775,0.16583123951777,0.9109848484848484,0.1057388246379383,0.8200113122171946,0.1018756408542248,0.9792335704607046,0.0139218510935053
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.9443027210884354,0.0264440743715722,0.875,0.1118033988749894,0.8246212121212121,0.112944879867016,0.8395778756846868,0.0735213243654599,0.9787135840108402,0.0196326933368101
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.9442602040816326,0.0295537240392146,0.8625,0.1179247641507075,0.8375252525252526,0.1315661994211255,0.8379538401055429,0.0803809340593659,0.9770892615176152,0.0224557091844652
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9696646341463416,0.0315161369639188
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1708333333333333,0.0138187467107289,1.0,0.0,0.167391304347826,0.0062796224867333,0.2867292752955185,0.0091321840429829,0.9692555894308942,0.0266177201562684
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.968668699186992,0.0270343106603484
d_perc_to,No sampling,,After,Yes,SVM,0.9526785714285716,0.0205283186919619,0.7388888888888889,0.1433720877840437,0.976388888888889,0.0473242362150022,0.8304548229548228,0.0927928053226075,0.9826109417344174,0.0282095439491959
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.9484268707482992,0.0283413723987426,0.8763888888888889,0.0791666666666666,0.8441919191919192,0.1249175322289779,0.8530913066981178,0.0734190971331701,0.985728319783198,0.0136764521111097
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.9587159863945578,0.0246183749623798,0.875,0.125,0.8912698412698413,0.1030823763620751,0.8732255979314804,0.0756176131466861,0.9863185975609756,0.0148295927391748
d_perc_to,No sampling,,After,Yes,SVM,0.956845238095238,0.0295750022977142,0.7513888888888889,0.1863855770528753,0.9875,0.0375,0.8378480832892595,0.1329793598011198,0.9832359417344174,0.027529466578587
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.946343537414966,0.0268556747525875,0.8763888888888889,0.0791666666666666,0.8413888888888887,0.125070659041545,0.8489560912084132,0.0588633927972175,0.984555386178862,0.0170134534486332
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.9587159863945576,0.0229406340409006,0.875,0.0968245836551854,0.8877777777777777,0.0961785248481973,0.8755118187625929,0.0656589008999316,0.9872332317073172,0.0158552799505052
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9693174119241192,0.0364970422110885
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1934098639455782,0.0244673830380719,1.0,0.0,0.1713980504320136,0.008844108934284,0.2925424672793094,0.0127123179220132,0.9677159552845528,0.0277989906799948
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.3457908163265306,0.2580338928224114,0.8,0.4,0.143627131058742,0.075889462886528,0.2428307739926409,0.1260093332545963,0.9677464430894308,0.0273551163842188
d_perc_to,No sampling,,After,Yes,SVM,0.9671343537414966,0.0245275965473062,0.8138888888888889,0.1511529762268088,0.9875,0.0375,0.8833026287438053,0.0984749752129087,0.985983231707317,0.023345240285664
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.9587159863945576,0.0246894980866603,0.9013888888888888,0.0932626220233308,0.8780555555555555,0.1152724229010628,0.881547619047619,0.0664450326648668,0.9857359417344174,0.0145293017375753
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.966921768707483,0.0231862355763051,0.9125,0.0976281209488331,0.9051082251082252,0.1031853837494331,0.9019509558209252,0.067111403330018,0.9844817073170732,0.0179506320634758
d_perc_to,No sampling,,After,Yes,SVM,0.956845238095238,0.0295750022977142,0.7513888888888889,0.1863855770528753,0.9875,0.0375,0.8378480832892595,0.1329793598011198,0.9832359417344174,0.027529466578587
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.946343537414966,0.0268556747525875,0.8763888888888889,0.0791666666666666,0.8413888888888887,0.125070659041545,0.8489560912084132,0.0588633927972175,0.984555386178862,0.0170134534486332
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.9587159863945576,0.0229406340409006,0.875,0.0968245836551854,0.8877777777777777,0.0961785248481973,0.8755118187625929,0.0656589008999316,0.9872332317073172,0.0158552799505052
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9650457317073172,0.0407453458161928
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1708333333333333,0.0138187467107289,1.0,0.0,0.167391304347826,0.0062796224867333,0.2867292752955185,0.0091321840429829,0.9692555894308942,0.0266177201562684
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.968668699186992,0.0273079851475853
d_perc_to,No sampling,,After,Yes,SVM,0.9361819727891156,0.0311922160009279,0.6277777777777778,0.1956115765717583,0.9857142857142858,0.0428571428571428,0.7458549783549783,0.1625517783480186,0.9731182249322494,0.0347957915003699
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.9360969387755104,0.027143071591825,0.875,0.1369306393762915,0.7967171717171717,0.1222091256861757,0.8191256421596979,0.0740999065807706,0.982649051490515,0.0235591327113635
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.9361394557823132,0.0285167114540451,0.9,0.1089724735885168,0.780619658119658,0.1096757239668042,0.8265637467108056,0.0713678528781096,0.9841692073170732,0.0220450771753202
d_perc_to,No sampling,,After,Yes,SVM,0.8889455782312925,0.0205878919809476,0.3444444444444444,0.140929454377398,0.98,0.0599999999999999,0.48994560994561,0.1611288571163118,0.9719181910569106,0.0357335051830465
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.9299744897959183,0.0266103820509651,0.8875,0.1179247641507075,0.7597249972249973,0.1078728869679367,0.8091397946738503,0.0697550752729873,0.9784315718157182,0.0247510579870895
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.917687074829932,0.0261652022676859,0.9125,0.0800390529679106,0.7035028860028859,0.0873209560312177,0.7893711206832085,0.0580779078761312,0.9805267615176152,0.0242216575808656
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9690049119241192,0.0363262405687755
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1708333333333333,0.0138187467107289,1.0,0.0,0.167391304347826,0.0062796224867333,0.2867292752955185,0.0091321840429829,0.9692555894308942,0.0266177201562684
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.968668699186992,0.0270343106603484
d_perc_to,No sampling,,After,Yes,SVM,0.9361819727891156,0.0325000456095252,0.6291666666666667,0.2019436802675439,0.9857142857142858,0.0428571428571428,0.745974025974026,0.1653018611786355,0.9724889905149052,0.0358591240650616
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.9381377551020408,0.0264927355322242,0.875,0.1369306393762915,0.8133838383838384,0.1365855377465645,0.8246201476542033,0.0679000394068145,0.981414295392954,0.0255599047807566
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.9402636054421768,0.0285372743402598,0.9,0.1089724735885168,0.796111111111111,0.1095106962474104,0.8356069094304388,0.073018905112072,0.9841768292682926,0.0226215660098029
d_perc_to,No sampling,,After,Yes,SVM,0.8889455782312925,0.0205878919809476,0.3444444444444444,0.140929454377398,0.98,0.0599999999999999,0.48994560994561,0.1611288571163118,0.9719181910569106,0.0357335051830465
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.9299744897959183,0.0266103820509651,0.8875,0.1179247641507075,0.7597249972249973,0.1078728869679367,0.8091397946738503,0.0697550752729873,0.9784315718157182,0.0247510579870895
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.917687074829932,0.0261652022676859,0.9125,0.0800390529679106,0.7035028860028859,0.0873209560312177,0.7893711206832085,0.0580779078761312,0.9805267615176152,0.0242216575808656
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9650381097560976,0.0401915837220407
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1708333333333333,0.0138187467107289,1.0,0.0,0.167391304347826,0.0062796224867333,0.2867292752955185,0.0091321840429829,0.9692555894308942,0.0266177201562684
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.968668699186992,0.0273079851475853
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9710382791327914,0.0358484119400636
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8456207482993197,0.0193622374290061,0.95,0.0612372435695794,0.5226556776556777,0.0335174474245267,0.6727959866220736,0.0290754196712557,0.973252879403794,0.0245036648944274
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.8354166666666668,0.0202601010098388,0.9625,0.057282196186948,0.5053494218200101,0.0291168882133347,0.6615068409851019,0.0272612326688408,0.9735848577235772,0.0239297172223826
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9710382791327914,0.035326029903928
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.7857993197278912,0.0404894078916744,0.975,0.0499999999999999,0.4404663619833899,0.0432095443344532,0.6055076673007707,0.0448861038978466,0.9701659891598916,0.0258157341840417
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.7878826530612245,0.0332005557394273,0.9875,0.0375,0.4416615067079464,0.0379749114954025,0.6098695353178111,0.0423299274063857,0.9714236111111112,0.0242611294226586
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9696646341463416,0.0315161369639188
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1708333333333333,0.0138187467107289,1.0,0.0,0.167391304347826,0.0062796224867333,0.2867292752955185,0.0091321840429829,0.9692555894308942,0.0266177201562684
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.968668699186992,0.0270343106603484
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9704632452574524,0.0355544802429795
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.8497874149659864,0.0184917700068191,0.95,0.0612372435695794,0.5300840336134455,0.0345204315368328,0.6787959866220736,0.0278536925666017,0.9713931233062332,0.0250531836113852
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.8334183673469386,0.0245060296724084,0.95,0.0612372435695794,0.5038716890264878,0.0369604644712594,0.6565303681825421,0.0290287084756787,0.9738626355013548,0.0233149175544508
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9710382791327914,0.035326029903928
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.7857993197278912,0.0404894078916744,0.975,0.0499999999999999,0.4404663619833899,0.0432095443344532,0.6055076673007707,0.0448861038978466,0.9701659891598916,0.0258157341840417
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.7878826530612245,0.0332005557394273,0.9875,0.0375,0.4416615067079464,0.0379749114954025,0.6098695353178111,0.0423299274063857,0.9714236111111112,0.0242611294226586
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9650381097560976,0.0401915837220407
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1708333333333333,0.0138187467107289,1.0,0.0,0.167391304347826,0.0062796224867333,0.2867292752955185,0.0091321840429829,0.9692555894308942,0.0266177201562684
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.968668699186992,0.0273079851475853
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.970455623306233,0.0355332477500616
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.6625850340136055,0.0421271239429685,0.9875,0.0375,0.3310928910059345,0.0295822605940778,0.4954733564980244,0.0367013796003006,0.9689583333333334,0.0267231711305499
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.9692784552845528,0.0261255065241075
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.969263211382114,0.0354651697188466
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.6605442176870748,0.043023849724866,0.9875,0.0375,0.3298621217751653,0.0302662990108035,0.4940473315425877,0.0373576746247438,0.9689583333333334,0.0267231711305499
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.9695833333333332,0.0260373603419441
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9650381097560976,0.0401915837220407
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1708333333333333,0.0138187467107289,1.0,0.0,0.167391304347826,0.0062796224867333,0.2867292752955185,0.0091321840429829,0.9692555894308942,0.0266177201562684
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.968668699186992,0.0273079851475853
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.971655657181572,0.0353681315009423
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.7364795918367347,0.0342497119919333,0.9875,0.0375,0.3879513011778458,0.0331739421844701,0.5566701390728087,0.0395849718678348,0.9692784552845528,0.0235789188931751
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.9711382113821138,0.0232224314244255
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9671485433604337,0.035973743782995
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.6605442176870748,0.043023849724866,0.9875,0.0375,0.3298621217751653,0.0302662990108035,0.4940473315425877,0.0373576746247438,0.9689583333333334,0.0267231711305499
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.9695833333333332,0.0260373603419441
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9650381097560976,0.0401915837220407
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.1708333333333333,0.0138187467107289,1.0,0.0,0.167391304347826,0.0062796224867333,0.2867292752955185,0.0091321840429829,0.9692555894308942,0.0266177201562684
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.968668699186992,0.0273079851475853
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9682867547425472,0.0362910304170875
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.6625850340136055,0.0421271239429685,0.9875,0.0375,0.3310928910059345,0.0295822605940778,0.4954733564980244,0.0367013796003006,0.9689583333333334,0.0267231711305499
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.9692784552845528,0.0261255065241075
d_perc_to,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9682867547425472,0.0365716833923758
d_perc_to,SMOTE - After split,SMOTE,After,Yes,SVM,0.6605442176870748,0.043023849724866,0.9875,0.0375,0.3298621217751653,0.0302662990108035,0.4940473315425877,0.0373576746247438,0.9689583333333334,0.0267231711305499
d_perc_to,ADASYN - After split,ADASYN,After,Yes,SVM,0.6993197278911565,0.2672404627768066,0.2,0.4000000000000001,0.0329931972789115,0.0659907776088318,0.056641604010025,0.1132887527198963,0.9695833333333332,0.0260373603419441
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9403061224489796,0.0251707862096473,0.7402777777777778,0.1629267899668096,0.8832142857142857,0.0649185125007198,0.7947435897435897,0.1092781587341741,0.8602608401084011,0.0800763489709569
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9198554421768708,0.035792274946317,0.8,0.1600781059358212,0.754702380952381,0.1034225519584115,0.7668762838468722,0.1033688329083528,0.8715243902439024,0.0759135566580404
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8746173469387755,0.0420989008364888,0.825,0.1600781059358212,0.6023001998001998,0.0786179762647752,0.6864938758322446,0.0858902767397208,0.8543597560975609,0.0704819826800467
d_perc_to,No sampling,,After,Yes,DecisionTree,0.8932397959183674,0.0487566266553672,0.5,0.340036762718386,0.5546428571428571,0.3731365074267099,0.5227380952380952,0.3513193669854362,0.7890853658536585,0.1243445635874512
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8295068027210885,0.0637516962341676,0.8777777777777779,0.1224744871391589,0.520379767291532,0.1409100069488443,0.6416212121212121,0.1084187213815285,0.8489193766937669,0.0665394826190236
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7577380952380953,0.1316636857195545,0.875,0.1767766952966369,0.446503105392067,0.1254751903737228,0.5660290499241025,0.1213415402479293,0.804451219512195,0.0988448488007533
d_perc_to,No sampling,,After,Yes,DecisionTree,0.8808673469387756,0.0560872647906131,0.475,0.3570714214271425,0.5235347985347986,0.3784863565184396,0.4827310924369747,0.3494728870656884,0.7484417344173442,0.1376973043445982
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8580357142857142,0.0590629786453197,0.8027777777777778,0.1689427911059441,0.5879174093879975,0.1276497348245265,0.6591575593664843,0.0982665283667476,0.8359010840108401,0.0674324297093667
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7428146258503401,0.1238034279004087,0.8402777777777779,0.1847013354941792,0.4170072574484338,0.1161791913242181,0.5389073756132687,0.1133698185719787,0.7816023035230353,0.1027235355115882
d_perc_to,No sampling,,After,Yes,DecisionTree,0.8866496598639456,0.0438136465768302,0.5527777777777778,0.3239298620929468,0.5655555555555556,0.3097893549566292,0.5502084680025857,0.3030545229073658,0.7630047425474256,0.1378788821634368
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7319727891156462,0.1592129012283061,0.75,0.1677050983124842,0.4173439112487099,0.1543774880472155,0.5162996392713044,0.14639551007982,0.7388414634146343,0.1301065206751344
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7774659863945577,0.0862798196262986,0.8,0.1695582495781317,0.4389093946988683,0.1333993319786386,0.5547795128847761,0.1318436668017845,0.7862195121951221,0.0995155576906777
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9424319727891156,0.0315241170687201,0.726388888888889,0.1931554497749876,0.9113888888888888,0.0779110960575506,0.7926010101010101,0.1391726101190382,0.8693267276422765,0.100032306935843
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9275510204081632,0.0607014816240089,0.825,0.1391941090707505,0.8438461538461539,0.2189012368153499,0.805599312967734,0.1351188586776474,0.9337423780487806,0.0542299584992699
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.919472789115646,0.0555628147878912,0.825,0.15,0.802104700854701,0.1968453147787917,0.7837529300764595,0.1144881730854582,0.943578506097561,0.0400516249032251
d_perc_to,No sampling,,After,Yes,DecisionTree,0.926062925170068,0.0275459349572958,0.6680555555555555,0.1900749121326174,0.8955808080808081,0.1199003753759952,0.7379027860684209,0.1208261873187142,0.8812838753387535,0.0597124968615623
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8829081632653061,0.0630170890507121,0.8388888888888889,0.0982485510212633,0.6606859806859806,0.1621955194189233,0.718827475600931,0.0865903025687556,0.8890011009485095,0.0576139100964228
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8909013605442176,0.0344173528734326,0.7791666666666666,0.1419727086450068,0.687142857142857,0.167958260660984,0.7065994531784006,0.0745096806850764,0.8928391768292683,0.0489571117919688
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9279761904761904,0.0293189830942224,0.7375,0.2125,0.8464285714285715,0.1294411354963289,0.7557422969187675,0.1451879932707365,0.8976054369918698,0.0488169540934658
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9071853741496598,0.0520078934418887,0.875,0.0968245836551854,0.7138714063714063,0.1594026398043999,0.7699962481618827,0.0958695830243591,0.9146112804878048,0.0364437370749032
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8825255102040817,0.0651421180859948,0.8041666666666666,0.1087332362558324,0.6656161090371617,0.1673085433247845,0.7097813011435302,0.1083768747141305,0.8896578590785907,0.0483513477069597
d_perc_to,No sampling,,After,Yes,DecisionTree,0.8807397959183673,0.0268795260893268,0.5541666666666666,0.1419727086450068,0.7531962481962482,0.1844628091442069,0.6033744686685864,0.0602591064350172,0.8365781673441735,0.0433721359733315
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8995323129251702,0.0437888224120132,0.788888888888889,0.1779513042005218,0.6974206349206349,0.130681809219076,0.7230580693815988,0.1124622306592206,0.9022243394308942,0.0674428151233402
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8496598639455784,0.0698677976701682,0.8152777777777779,0.1269979221177347,0.5858770967594498,0.1740337414202566,0.6583915217909025,0.0965547047446829,0.8700558943089431,0.0561740326562717
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9424319727891156,0.0270804964927844,0.6902777777777778,0.1518977177796515,0.9508333333333334,0.0769604876976924,0.7899117549117549,0.1204059310248455,0.8636763211382114,0.071243823407879
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9218962585034016,0.0340061907309399,0.85,0.1457737973711325,0.7813095238095238,0.1563834917287012,0.7887859604163953,0.0638761988732872,0.9334794207317072,0.0645604964870351
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9319302721088436,0.0406452133543367,0.9125,0.0800390529679106,0.7587198912198911,0.1260827926940179,0.8227614379084969,0.0928235471874974,0.941528201219512,0.0534636253772485
d_perc_to,No sampling,,After,Yes,DecisionTree,0.923809523809524,0.0295080279696209,0.6291666666666667,0.1484292760879739,0.8922619047619047,0.1215933172804173,0.7256351981351982,0.1167630100980217,0.8693402777777777,0.0848658511394264
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8991496598639456,0.0445247871768686,0.8375,0.1375,0.6637373737373737,0.1250802823507998,0.7350330536486143,0.1154975752508569,0.9204268292682926,0.0527132101988234
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9116496598639456,0.0365214901391291,0.8875,0.1179247641507075,0.7046091408591408,0.1129539091147725,0.77421557682084,0.0754209447312661,0.9045994241192412,0.0462193904833945
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9154761904761906,0.040951536959911,0.6444444444444445,0.1522972240208089,0.8278174603174604,0.1482316238982329,0.7152612583494935,0.1313788025965352,0.90192581300813,0.085668899322728
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8623299319727892,0.0837742137964824,0.8138888888888889,0.1611589967151143,0.6507548309178743,0.2096424931839086,0.6838074503517036,0.1205641682471846,0.934518970189702,0.0198039494602238
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8764880952380952,0.0306129830315393,0.8125,0.1505199322349037,0.6203635253635255,0.1383050235890446,0.6860633013506887,0.0716439525482348,0.8845579268292681,0.0660173530614954
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9052295918367348,0.0326110985416172,0.6277777777777778,0.139692121785335,0.7911363636363636,0.1437415107087248,0.6857051282051282,0.1004812753023693,0.8643322323848238,0.073955069177929
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8931122448979592,0.0395070626175631,0.763888888888889,0.1728036779443976,0.6807808857808858,0.1453651857966741,0.7031954887218046,0.1072391987964594,0.8781813177506775,0.0784789053126149
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8766156462585034,0.0573474834747898,0.8277777777777778,0.1775606312721876,0.6280828974946622,0.1241393803612372,0.6948610591335049,0.1029458440034497,0.9058739837398374,0.0591581590545616
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9341411564625848,0.0201554380899798,0.7027777777777777,0.1404358295529393,0.8867063492063494,0.0779761904761904,0.7718983957219251,0.0969567648319134,0.857540650406504,0.0915660471766863
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9280187074829932,0.0320478125892148,0.875,0.1581138830084189,0.7854273504273505,0.1498144809363396,0.8032773109243697,0.0805765789373375,0.9343292682926828,0.0687872880161714
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9318877551020408,0.0297368699371991,0.9,0.0935414346693485,0.7536435786435786,0.0913759243531871,0.8160784313725491,0.074636516495616,0.9550419207317074,0.0196743146697227
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9032738095238096,0.0379699723546842,0.7069444444444445,0.1758412320500766,0.7178876678876678,0.1086890252838361,0.7037815126050421,0.1221861374012047,0.8301685298102981,0.119188575162494
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8970238095238094,0.0392755898842664,0.851388888888889,0.0940042847723206,0.6619444444444444,0.1092768739724246,0.7387745098039216,0.0809979714338186,0.9197980182926828,0.0451043034985083
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8847363945578233,0.0323422541887757,0.7763888888888889,0.110318352457281,0.6562637362637364,0.1403629785791535,0.6954098629418323,0.0611413322345941,0.86,0.0407188760574017
d_perc_to,No sampling,,After,Yes,DecisionTree,0.903316326530612,0.0469188992226172,0.725,0.1837117307087383,0.7307653457653457,0.1743832121380627,0.7098019369691196,0.1443927221963858,0.8619740853658536,0.0868721529225249
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8991071428571429,0.0238027277108319,0.8125,0.170018381359193,0.7063003663003664,0.140607204737994,0.7265562456866805,0.0470091953310546,0.8942162093495934,0.0467483078600026
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.901360544217687,0.0195402538654301,0.9,0.075,0.6570651570651571,0.067465573117695,0.7541946667024066,0.0320598575371205,0.9418724593495934,0.0257170168698666
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9402210884353742,0.0374319689256891,0.726388888888889,0.1671347593344298,0.898611111111111,0.1358060640657737,0.7942269984917043,0.137044275523597,0.8389883976964769,0.1213268233700485
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9157738095238096,0.0368288831291062,0.825,0.1391941090707505,0.7569900932400933,0.1516582111344689,0.7687432060543515,0.0846836899820176,0.9178379065040652,0.04881900870431
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9093962585034016,0.0481469951488375,0.8,0.1695582495781317,0.7330050505050505,0.1818322823516598,0.7489557320904069,0.1306168428223863,0.920896002710027,0.0810417553560102
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9320578231292516,0.0226075363271391,0.726388888888889,0.1472549753922691,0.8484126984126984,0.0707596544466187,0.7729785247432306,0.0887019922353547,0.8578777100271002,0.1001979473503212
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.92593537414966,0.0262662896883499,0.8625,0.1525819451966713,0.7794444444444445,0.1409360243619883,0.7953221288515405,0.0663219600293094,0.9140701219512196,0.062932674246854
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.9443452380952382,0.0188427104640619,0.9125,0.0976281209488331,0.7921536796536797,0.063307828370719,0.8440583075335397,0.0558021975715388,0.9365586890243902,0.0373375073965288
d_perc_to,No sampling,,After,Yes,DecisionTree,0.909438775510204,0.0230048047624482,0.7041666666666666,0.1375,0.7480411255411256,0.0738071188560981,0.7169617010096886,0.0786797491728902,0.8825635162601626,0.0714148910038568
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9281462585034014,0.0306482450827275,0.8027777777777778,0.0989528507253159,0.7822474747474748,0.0953180341002277,0.7890592903828199,0.0853360462434969,0.9138495088075882,0.0606259006587766
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8928146258503402,0.0442129649820298,0.8013888888888889,0.1155452051988503,0.6523484848484848,0.1254204260155101,0.7156166150670795,0.112579453885326,0.8778832147696477,0.0813967854150416
d_perc_to,No sampling,,After,Yes,DecisionTree,0.9341411564625848,0.0290478293915339,0.7277777777777777,0.1099242163189409,0.8794444444444445,0.1349451191602911,0.7858053221288515,0.0901230090202208,0.8518995596205963,0.0798879709232985
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9116921768707484,0.0417377785855004,0.826388888888889,0.1397542485937368,0.7164355089355089,0.132664857437018,0.758981511264793,0.1110422924176977,0.8987364498644986,0.060772127184607
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.915688775510204,0.0413557616520311,0.7875,0.1256234452640111,0.7754058441558442,0.1645987221780226,0.7638478889531521,0.088354486891577,0.8829806063685636,0.0757134225888111
d_perc_to,No sampling,,After,Yes,DecisionTree,0.8929421768707483,0.0401072189741052,0.5916666666666666,0.1600781059358212,0.7428571428571428,0.1744118721124994,0.642864782276547,0.1382776662420652,0.822755758807588,0.1412461831919694
d_perc_to,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9096513605442176,0.0375308627452956,0.8041666666666666,0.1344355483741806,0.708946608946609,0.1117598620608676,0.7479962160302718,0.101654448163872,0.8687148543360435,0.0725450194982247
d_perc_to,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8970238095238094,0.0431478706672333,0.8013888888888889,0.1607815115131228,0.6977566877566878,0.1319521052546023,0.724542209768216,0.0882491488177698,0.8997967479674797,0.054433729638424
d_perc_to,No sampling,,After,Yes,RandomForests,0.9568027210884354,0.0232286093708537,0.7527777777777778,0.137183980276286,0.9857142857142858,0.0428571428571428,0.8455952380952381,0.099011626358701,0.973606029810298,0.0254306815854378
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9465561224489796,0.0163135156635139,0.8625,0.1625,0.8471717171717172,0.0925615665802773,0.8362269739204724,0.0712937887233137,0.983380758807588,0.0114804500108193
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.946641156462585,0.0260322504842306,0.8625,0.1625,0.8424999999999999,0.1022890029448757,0.8379503339797457,0.0939490549919416,0.9849237804878048,0.0111281949539347
d_perc_to,No sampling,,After,Yes,RandomForests,0.9588860544217688,0.022320456732974,0.7527777777777778,0.137183980276286,1.0,0.0,0.8513095238095237,0.0978575049234409,0.9766929200542004,0.0219446729795563
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9485969387755102,0.0188455883268343,0.85,0.1561249499599599,0.8671717171717171,0.1013941562464348,0.8406714183649168,0.0756880968127263,0.9842530487804876,0.0109999412719485
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9445578231292516,0.0223140982456691,0.8625,0.1625,0.8442307692307691,0.1085596264286161,0.8333491018785135,0.0775579357788471,0.9834112466124662,0.0126831914775911
d_perc_to,No sampling,,After,Yes,RandomForests,0.9588860544217688,0.0241869457419518,0.7527777777777778,0.1481365736219264,1.0,0.0,0.8501373626373626,0.1044719794043932,0.9748526422764228,0.0204574041593629
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9485969387755102,0.0209393129055657,0.85,0.1561249499599599,0.8601515151515151,0.0906579584035275,0.8393086978381096,0.0812314418034123,0.983346036585366,0.01060860890998
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9383078231292517,0.0242275693668994,0.875,0.1479019945774904,0.8092307692307692,0.1205460340968318,0.8226958662252779,0.0762752590477029,0.9873551829268292,0.0087838118549241
d_perc_to,No sampling,,After,Yes,RandomForests,0.958843537414966,0.0182583690699357,0.7652777777777777,0.1179247641507075,0.9875,0.0375,0.8557326007326006,0.0787670916032789,0.9810459010840108,0.0149277775625726
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9609268707482992,0.0232466959347363,0.875,0.1479019945774904,0.9087121212121212,0.1007256886075987,0.8772287335987026,0.0865090450615009,0.9858155487804876,0.0100555146163995
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9506802721088434,0.0207672838873848,0.875,0.1479019945774904,0.8551010101010099,0.096335309137161,0.8499574917686372,0.0774709489561579,0.9870731707317072,0.0094647449443704
d_perc_to,No sampling,,After,Yes,RandomForests,0.956845238095238,0.0249254479239369,0.7652777777777777,0.1419727086450068,0.9732142857142858,0.053720031987469,0.8480672268907563,0.1025469652282368,0.9785645325203254,0.0181633656318015
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.952721088435374,0.0225161975520978,0.8625,0.1419727086450068,0.8726515151515152,0.0999816360293621,0.8539332399626517,0.0817438702541643,0.9824542682926828,0.0130382069795019
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9445153061224488,0.0241923263149503,0.875,0.1479019945774904,0.8185606060606061,0.0876124527003822,0.8353965135311885,0.087718218892956,0.984005758807588,0.0102310121222458
d_perc_to,No sampling,,After,Yes,RandomForests,0.956845238095238,0.0249254479239369,0.7652777777777777,0.1419727086450068,0.9732142857142858,0.053720031987469,0.8480672268907563,0.1025469652282368,0.9761068766937672,0.0206906564984436
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9548044217687076,0.019983038428086,0.8625,0.1625,0.88510101010101,0.0898578387259107,0.856721838532984,0.0823205378694508,0.9864329268292684,0.0094636891579178
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9506802721088434,0.0207672838873848,0.875,0.1479019945774904,0.8551010101010099,0.096335309137161,0.8499574917686372,0.0774709489561579,0.9883121612466124,0.0075402639061479
d_perc_to,No sampling,,After,Yes,RandomForests,0.9568027210884354,0.021360469745093,0.7777777777777778,0.1221906524884598,0.9607142857142856,0.0601867840941168,0.8524903038138332,0.084691944036476,0.979170054200542,0.0177327708694674
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.956845238095238,0.0231943814023184,0.8625,0.1625,0.8962121212121212,0.0962793714965878,0.8626041914741605,0.0898981287167267,0.9845731707317074,0.012517471801938
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9527636054421768,0.0224104960936003,0.875,0.1479019945774904,0.86760101010101,0.1057554562848987,0.8557908251019706,0.0812413720231274,0.9876448170731708,0.0074679137475853
d_perc_to,No sampling,,After,Yes,RandomForests,0.958843537414966,0.0204981364189416,0.7902777777777777,0.1118810131841462,0.9607142857142856,0.0601867840941168,0.8612815126050419,0.080027430597365,0.9794715447154472,0.0175599456457501
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9589285714285714,0.0203257975079301,0.8625,0.1625,0.9073232323232324,0.0880281442968561,0.8677022306898469,0.084456262865905,0.9876829268292684,0.0091937415061667
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9588860544217688,0.0204550994419183,0.875,0.1479019945774904,0.8932828282828285,0.087073929491098,0.8702498894294559,0.0803902491923819,0.9886051829268292,0.0083497945098001
d_perc_to,No sampling,,After,Yes,RandomForests,0.9609693877551022,0.0231292517006802,0.7777777777777778,0.1455354099714415,0.9875,0.0375,0.8607142857142858,0.101043310352014,0.9791319444444444,0.0189176496588152
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9609268707482992,0.0232466959347363,0.875,0.1479019945774904,0.9087121212121212,0.1007256886075987,0.8772287335987026,0.0865090450615009,0.98734756097561,0.0082288838879669
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9526785714285714,0.0206135586035413,0.875,0.1479019945774904,0.8613383838383838,0.0897631514022218,0.8541224384490638,0.0789863890313527,0.9867801490514904,0.0075401265075604
d_perc_to,No sampling,,After,Yes,RandomForests,0.956845238095238,0.0231186591015425,0.7652777777777777,0.1419727086450068,0.975,0.0499999999999999,0.8479481792717086,0.0981761850831649,0.9815862127371272,0.0117280971739177
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9465561224489796,0.0186930312918047,0.85,0.1561249499599599,0.8512626262626263,0.0917555986781561,0.834079939668175,0.0760218550643008,0.9833612804878048,0.0113383307083443
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9424744897959184,0.0254200860045566,0.875,0.1479019945774904,0.8083333333333332,0.0886542040809942,0.8303526538820657,0.090143421016243,0.9827362804878048,0.0142824973754502
d_perc_to,No sampling,,After,Yes,RandomForests,0.9609693877551022,0.0231292517006802,0.7777777777777778,0.1455354099714415,0.9875,0.0375,0.8607142857142858,0.101043310352014,0.9853099593495936,0.0080123494156729
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9485969387755102,0.0188455883268343,0.8625,0.1625,0.8560606060606061,0.091870269476209,0.841455732090407,0.0766783956195774,0.982755758807588,0.0110826607138172
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9403486394557822,0.0233038580539573,0.875,0.1479019945774904,0.8152913752913753,0.1146031200309202,0.8269063925410673,0.0760680540404146,0.9864557926829268,0.0092795839687191
d_perc_to,No sampling,,After,Yes,RandomForests,0.9609693877551022,0.0231292517006802,0.7777777777777778,0.1455354099714415,0.9875,0.0375,0.8607142857142858,0.101043310352014,0.9825508130081302,0.0111056580897836
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9506802721088436,0.0208515469460208,0.8625,0.1625,0.868560606060606,0.1015868163794697,0.8472890654237404,0.0810997912887019,0.9833384146341464,0.0104535387471369
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9403911564625848,0.0192163701312655,0.875,0.1479019945774904,0.8141802641802641,0.1068919110417638,0.8262527977698255,0.0680008668480855,0.9861475271002712,0.0086833651428461
d_perc_to,No sampling,,After,Yes,RandomForests,0.9609268707482992,0.0192433024908369,0.7777777777777778,0.1221906524884598,0.9875,0.0375,0.8633516483516483,0.0821473877900009,0.9843335027100272,0.0102934729489806
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9608843537414964,0.0250828720387377,0.8625,0.1625,0.9144444444444446,0.0937622419990656,0.872705670662327,0.0959560742246471,0.9863871951219512,0.0093701777207024
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9505952380952382,0.0209861809380631,0.8875,0.1179247641507075,0.8438383838383838,0.1016637437044378,0.8546566264832519,0.0631230597471305,0.987378048780488,0.0092503738046887
d_perc_to,No sampling,,After,Yes,RandomForests,0.956845238095238,0.0212408515149619,0.7652777777777777,0.1419727086450068,0.975,0.0499999999999999,0.8472619047619048,0.0948459934401835,0.9855453929539296,0.0087207927902461
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9608843537414964,0.0266917420803583,0.875,0.1479019945774904,0.9046717171717172,0.1049959338881637,0.8762483414418398,0.0944026913922601,0.9845807926829268,0.0102921773054126
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9506802721088434,0.0207672838873848,0.875,0.1479019945774904,0.8551010101010099,0.096335309137161,0.8499574917686372,0.0774709489561579,0.9882926829268291,0.0074859978603324
d_perc_to,No sampling,,After,Yes,RandomForests,0.9630102040816328,0.019963987198407,0.7902777777777777,0.1250694251650302,0.9875,0.0375,0.870970695970696,0.0847114640917014,0.9852752371273712,0.0081681689299096
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9568027210884352,0.0233039744096708,0.875,0.1479019945774904,0.8864898989898989,0.1026297702067014,0.8662483414418398,0.0856553265765714,0.9870655487804878,0.0096757391045677
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9485969387755102,0.0209393129055657,0.875,0.1479019945774904,0.8453787878787878,0.0987130256217758,0.8448104329451078,0.0773458941189019,0.9864557926829268,0.009772402652509
d_perc_to,No sampling,,After,Yes,RandomForests,0.9630102040816328,0.019963987198407,0.7902777777777777,0.1250694251650302,0.9875,0.0375,0.870970695970696,0.0847114640917014,0.9877599932249324,0.0075002431307948
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9609268707482992,0.0193342085624607,0.875,0.1479019945774904,0.9005555555555557,0.0751213010839349,0.8749282520025554,0.079976461037834,0.9879649390243902,0.0081969434461728
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.952721088435374,0.0289857491622316,0.8625,0.1419727086450068,0.8744444444444444,0.1197786023471926,0.8548302127868691,0.0961771841258317,0.9888871951219512,0.0074490136849148
d_perc_to,No sampling,,After,Yes,RandomForests,0.9609268707482992,0.0213801367233562,0.7902777777777777,0.1250694251650302,0.9732142857142858,0.053720031987469,0.8652564102564103,0.0873380910217687,0.9867996273712738,0.0094696380134672
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.958843537414966,0.0290461802046101,0.8625,0.1419727086450068,0.9063888888888888,0.1141666666666666,0.8709576637672611,0.0972160689778133,0.9873399390243902,0.0080141799767494
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.954719387755102,0.0239218151962451,0.875,0.1479019945774904,0.8713383838383837,0.0986440858485217,0.8593855963438006,0.0864273902789011,0.9885899390243904,0.007407819052124
d_perc_to,No sampling,,After,Yes,RandomForests,0.9630102040816328,0.019963987198407,0.7902777777777777,0.1250694251650302,0.9875,0.0375,0.870970695970696,0.0847114640917014,0.9859197154471544,0.0102096522617554
d_perc_to,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9608843537414966,0.0232882999413039,0.8625,0.1419727086450068,0.9155050505050506,0.0967568687159202,0.8753479286451423,0.0866714912019991,0.9895045731707318,0.006672325055228
d_perc_to,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.9506377551020408,0.0187763978796618,0.875,0.1479019945774904,0.8531565656565656,0.0895949667135492,0.8493855963438006,0.0745480094791102,0.9895121951219512,0.0067700091209626
d_perc_to,No sampling,,After,Yes,AdaBoost,0.956845238095238,0.0282559019552178,0.7777777777777778,0.1656217242862649,0.9583333333333334,0.0645497224367902,0.8472619047619048,0.1143564389298501,0.9763998983739836,0.0207362197496792
d_perc_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9424744897959184,0.0237989301627039,0.8625,0.1419727086450068,0.8298484848484848,0.1153830297165786,0.8295240552361296,0.0776636431052457,0.9733430724932248,0.0264454044569624
d_perc_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9363520408163264,0.0280348322083666,0.875,0.1479019945774904,0.803982683982684,0.1278246842332225,0.8192555130366411,0.0805371042993664,0.977317496612466,0.0253149075808144
d_perc_to,No sampling,,After,Yes,AdaBoost,0.9610119047619048,0.0249666076332835,0.8138888888888889,0.1404358295529393,0.9509920634920636,0.078356940284208,0.8675603318250378,0.0961890333540644,0.9831410907859078,0.0139842044308132
d_perc_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9445578231292516,0.030354999066818,0.875,0.1479019945774904,0.8194191919191919,0.1049839806117255,0.8357503392720111,0.0992877410505528,0.9774352134146342,0.0251517949035226
d_perc_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9424744897959184,0.0220589524071171,0.875,0.1479019945774904,0.821060606060606,0.10961016758437,0.8308024964371714,0.0765178526836236,0.978326981707317,0.0204093599222389
d_perc_to,No sampling,,After,Yes,AdaBoost,0.963095238095238,0.0254504686095509,0.8388888888888889,0.1261062162535129,0.945,0.0953939201416945,0.8792763772175537,0.0912160075833218,0.9843335027100272,0.0133111221453939
d_perc_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9403061224489796,0.0297231282864002,0.875,0.1479019945774904,0.8068181818181819,0.1197621609967504,0.8263463145042091,0.0956337648869157,0.9780373475609756,0.0217776102988735
d_perc_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9321428571428572,0.0206233342231579,0.875,0.1479019945774904,0.7852913752913754,0.1228398520157131,0.8082135820835511,0.0666616807761491,0.9822980182926828,0.0154823504902771
d_perc_to,No sampling,,After,Yes,AdaBoost,0.9568027210884354,0.0267054190084115,0.8388888888888889,0.1379412113103904,0.9065476190476192,0.0984112983131332,0.8610574229691877,0.0953832744277391,0.9849661246612464,0.0123628069665405
d_perc_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9505527210884356,0.03222724610307,0.8625,0.1419727086450068,0.855580808080808,0.1141921565274362,0.8494827094130499,0.1044958158720137,0.9812576219512196,0.020537798381218
d_perc_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9485544217687076,0.0209604962638797,0.8763888888888889,0.0791666666666666,0.8389971139971142,0.0977673092811419,0.8516189984765837,0.0574603307098599,0.983631436314363,0.0117776080052586
d_perc_to,No sampling,,After,Yes,AdaBoost,0.9589285714285716,0.0258852811655034,0.851388888888889,0.1349511228391804,0.9097222222222224,0.0972718127494062,0.8691619981325864,0.0928300468829819,0.9852938685636856,0.0125870152091072
d_perc_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9588010204081632,0.0275433098410879,0.8763888888888889,0.1479606742047058,0.8868939393939395,0.1018841257963015,0.8717737310848765,0.0996622055071344,0.9815210027100272,0.017372985314006
d_perc_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9505527210884356,0.0230605675989561,0.8763888888888889,0.1250694251650303,0.8582323232323233,0.1181788072654527,0.8548441049834239,0.0694150547725129,0.9809773035230354,0.0185728433191126
d_perc_to,No sampling,,After,Yes,AdaBoost,0.954719387755102,0.0288560203241884,0.8388888888888889,0.1379412113103904,0.8980555555555556,0.1062843989341339,0.8571306943830164,0.0985833753189299,0.9810035569105692,0.0146289496563673
d_perc_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9506377551020408,0.0207929029460816,0.8638888888888889,0.1421560175769332,0.8507828282828284,0.0725751996281175,0.8482116395816087,0.083089876540291,0.9843411246612466,0.0130280529756638
d_perc_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9483843537414968,0.0282948683786533,0.875,0.1581138830084189,0.8456565656565657,0.1146478440712635,0.8448921322915132,0.0951106355822327,0.9814634146341464,0.0195362608830883
d_perc_to,No sampling,,After,Yes,AdaBoost,0.9630102040816324,0.0200516262393113,0.851388888888889,0.1349511228391804,0.9341666666666668,0.0860308765990156,0.8793580765639589,0.080833677112726,0.9846764905149052,0.0163318604737632
d_perc_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9463860544217686,0.0191387461952993,0.8638888888888889,0.1307032261779843,0.8466666666666667,0.1121947161010163,0.8403821015585722,0.0596353158763892,0.9845503048780488,0.0117954244809608
d_perc_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9463860544217686,0.0362993910011768,0.8625,0.1525819451966713,0.8606546231546233,0.1503690453193878,0.8424697773846381,0.1033619586912796,0.9747450880758808,0.0172382823031162
d_perc_to,No sampling,,After,Yes,AdaBoost,0.9608843537414964,0.0251526817594977,0.851388888888889,0.1564027031593621,0.9216666666666666,0.0884171510092504,0.8724416433239963,0.0936868783538798,0.982566056910569,0.017851813866618
d_perc_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.952593537414966,0.0208422252993917,0.8638888888888889,0.1421560175769332,0.8736111111111111,0.0920132337502882,0.8543580765639589,0.0752904632103499,0.985599593495935,0.0126568859116516
d_perc_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9381377551020408,0.0309640884358665,0.8388888888888889,0.1379412113103904,0.8327272727272728,0.1380401154081365,0.8186124625288713,0.0876993138462894,0.9759764566395666,0.0132675695527833
d_perc_to,No sampling,,After,Yes,AdaBoost,0.9526785714285714,0.0206984474848842,0.826388888888889,0.1397542485937368,0.8944444444444445,0.082915619758885,0.8475723622782446,0.0798395597287123,0.9853057249322492,0.0151776807297647
d_perc_to,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9525085034013604,0.0264057996980503,0.8763888888888889,0.1118810131841462,0.8686111111111112,0.1245860429533157,0.8608563168857286,0.0736646617636968,0.9843766937669376,0.0106173060056853
d_perc_to,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9443877551020408,0.0293483167514786,0.851388888888889,0.1349511228391804,0.8427525252525253,0.1254251035940184,0.8348697063170747,0.094036060571348,0.9781639566395663,0.0124198509505421
d_perc_to,No sampling,,After,Yes,Bagging,0.932015306122449,0.0333347704205696,0.601388888888889,0.1858258593414813,0.975,0.075,0.729692072633249,0.1522322648342219,0.9434027777777778,0.0572200183375174
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9485544217687074,0.0263200533876553,0.85,0.1561249499599599,0.8572113997113997,0.1079432289333006,0.8400421396628828,0.096540762031549,0.9580187161246612,0.0398665701133436
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.921641156462585,0.0280032190114129,0.85,0.1457737973711325,0.772043512043512,0.1610194067897211,0.7846953356241283,0.0613492356916342,0.9668703421409214,0.0343932107055078
d_perc_to,No sampling,,After,Yes,Bagging,0.9444727891156462,0.020474664892204,0.6777777777777778,0.140929454377398,0.9875,0.0375,0.7936080586080585,0.0950666320707162,0.9732435636856368,0.0270334683962133
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9465986394557824,0.0161835165542429,0.85,0.1561249499599599,0.8493181818181817,0.0845631664164492,0.8335080442433384,0.0729165251074111,0.9708430724932248,0.0236467891972173
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9507227891156462,0.0206568342642014,0.875,0.1479019945774904,0.8441666666666666,0.0694716613332016,0.849715398980105,0.0831018301396669,0.977295054200542,0.0207197229429204
d_perc_to,No sampling,,After,Yes,Bagging,0.9486819727891158,0.0260681959136496,0.6902777777777778,0.1618577049962919,1.0,0.0,0.8049025974025973,0.1242378241188003,0.971331300813008,0.024370167677417
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9507227891156462,0.0161278501565872,0.8625,0.1625,0.8637121212121212,0.0838436357427673,0.8456597470297161,0.0741012248015996,0.9772298441734416,0.0169450695427957
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9404336734693878,0.0192113366938372,0.875,0.1369306393762915,0.8052272727272728,0.0909104973235766,0.8266914930614622,0.0641917468073715,0.9821688685636858,0.0143499535818296
d_perc_to,No sampling,,After,Yes,Bagging,0.9319727891156464,0.0247870867879466,0.6277777777777778,0.139692121785335,0.9571428571428572,0.0914732033918978,0.7461480186480187,0.1074101379162657,0.9576261856368564,0.0367318186636639
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9403911564625852,0.0213558993389965,0.8013888888888889,0.1155452051988503,0.8562193362193362,0.1100873525123854,0.8158450046685342,0.0714896358411712,0.9623310467479674,0.0278789495069431
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9403061224489796,0.0297231282864002,0.8625,0.1419727086450068,0.8078030303030304,0.1049704950990644,0.8240888325640647,0.0960469244494109,0.9728285907859078,0.037526551327413
d_perc_to,No sampling,,After,Yes,Bagging,0.952721088435374,0.0260208249933266,0.7402777777777778,0.1424610083106563,0.9690476190476192,0.0621332778604756,0.8313095238095238,0.1063489768417329,0.964222984417344,0.0414084062424558
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9507227891156462,0.0161278501565872,0.8388888888888889,0.1488380924957645,0.8766666666666667,0.0721923014944234,0.8431597470297161,0.0726329143862876,0.97670054200542,0.0205905544681753
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9465986394557822,0.0185796887388926,0.875,0.1479019945774904,0.8369444444444444,0.0966255500040245,0.8399743230625584,0.0716158387227373,0.982349678184282,0.017932855143866
d_perc_to,No sampling,,After,Yes,Bagging,0.954719387755102,0.0256721404997492,0.7527777777777778,0.1481365736219264,0.9708333333333334,0.0590726953281575,0.8388095238095238,0.1065209463821111,0.9700618224932248,0.0330658716495736
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9569302721088434,0.0211656560864636,0.8625,0.1625,0.8932828282828285,0.087073929491098,0.8614586806382473,0.0859570453670792,0.9784950880758808,0.018904810320107
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9465986394557824,0.0185796887388926,0.8625,0.1625,0.8466666666666667,0.0950617083533729,0.8363301730948789,0.0753801963736885,0.9829386856368564,0.0142523323081229
d_perc_to,No sampling,,After,Yes,Bagging,0.9485119047619048,0.0281239314305878,0.7138888888888889,0.15,0.965714285714286,0.0697517463756211,0.8127989657401422,0.1154480533931698,0.9507736280487804,0.0501127296473352
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9547619047619048,0.0239655661688535,0.825,0.1600781059358212,0.90741341991342,0.0809350509425446,0.8508936651583712,0.0931182466817893,0.970204098915989,0.0311420532154957
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9526785714285714,0.0160723846132512,0.875,0.1118033988749894,0.8572546897546898,0.0811311319378514,0.8578217697335344,0.0551442497984699,0.9718127540650408,0.036620576813846
d_perc_to,No sampling,,After,Yes,Bagging,0.9547619047619046,0.0256446288209904,0.7652777777777777,0.1525819451966713,0.9583333333333334,0.0645497224367902,0.8405952380952382,0.1069620829462881,0.9674470697831978,0.0402888553657005
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9527210884353744,0.0183541540550597,0.85,0.1561249499599599,0.8805555555555555,0.087946392201355,0.8491435791590591,0.0788850901548531,0.978125,0.0222523972136858
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9527636054421768,0.0224104960936003,0.875,0.1479019945774904,0.8615404040404041,0.0909806151015293,0.8547175536881418,0.0825357245220591,0.9880149051490514,0.0085716981362962
d_perc_to,No sampling,,After,Yes,Bagging,0.9546768707482992,0.0240972051767381,0.7527777777777778,0.1252774698197742,0.9690476190476192,0.0621332778604756,0.841565934065934,0.0942314228913277,0.9655928184281845,0.0458849991254968
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9589285714285714,0.0181614817336224,0.8625,0.1419727086450068,0.8991666666666667,0.0754518283082771,0.8683106049437319,0.0768996679819941,0.981414295392954,0.0183577834647013
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9486394557823128,0.0163541875299967,0.875,0.1479019945774904,0.8447222222222222,0.0880380283993482,0.8445494864612512,0.0689064490600091,0.9855411585365854,0.0129743006521738
d_perc_to,No sampling,,After,Yes,Bagging,0.9486394557823128,0.0262194490333524,0.7652777777777777,0.1179247641507075,0.9206349206349208,0.1043281061914602,0.8289005602240896,0.0948580014635922,0.9468356199186992,0.0795585485717978
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9526360544217688,0.0206434845551595,0.825,0.15,0.8951587301587303,0.0792794776453009,0.8454834484401047,0.0835585866951636,0.9751202574525746,0.0226976777537235
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9526785714285714,0.0206135586035413,0.875,0.1369306393762915,0.8642676767676768,0.0996615311888096,0.8567331507501785,0.0697829032580051,0.9698484078590784,0.0402973548497869
d_perc_to,No sampling,,After,Yes,Bagging,0.9588010204081632,0.0244755086938468,0.7777777777777778,0.1221906524884598,0.9690476190476192,0.0621332778604756,0.8579761904761904,0.0944941929132741,0.9714392784552844,0.0337226358185948
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.954719387755102,0.0221123182120425,0.8625,0.1419727086450068,0.8832828282828282,0.1040031805530312,0.8585195832719054,0.0816129889198484,0.9821341463414632,0.0174843623698412
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.952721088435374,0.0183541540550597,0.85,0.1457737973711325,0.875865800865801,0.0735389765237063,0.8503221288515407,0.0761175245986126,0.9874085365853658,0.0127924318867925
d_perc_to,No sampling,,After,Yes,Bagging,0.9567602040816324,0.0234129772251466,0.7652777777777777,0.1305038313613818,0.9708333333333334,0.0590726953281575,0.849065934065934,0.0936072756207296,0.9705149051490516,0.0392091092509975
d_perc_to,SMOTE - After split,SMOTE,After,Yes,Bagging,0.954719387755102,0.0179543132858172,0.851388888888889,0.1460712345246508,0.8909920634920636,0.0930529833468576,0.8563515406162466,0.0754181895494763,0.9834112466124662,0.0162204569520781
d_perc_to,ADASYN - After split,ADASYN,After,Yes,Bagging,0.9589285714285714,0.02228085882335,0.875,0.1479019945774904,0.8901515151515152,0.0819132132980071,0.8703221288515406,0.0859127021863402,0.9883079268292684,0.0114019499047304
d_perc_to,No sampling,,After,Yes,XGBoost,0.9610119047619048,0.0191421461709637,0.8138888888888889,0.1160699023098676,0.9541666666666666,0.0750642728715092,0.870170401493931,0.0776276474340724,0.9846121273712736,0.010899739651761
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.954591836734694,0.0224430199778531,0.8638888888888889,0.1040832999733066,0.8805555555555555,0.1083262105920564,0.863127558715794,0.0671150422800664,0.9848899051490514,0.0105404613502401
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9505527210884356,0.0189256087583705,0.851388888888889,0.1093700395700557,0.8681637806637805,0.098538961038961,0.8502956013714528,0.0598962135021024,0.991040819783198,0.0076219601117834
d_perc_to,No sampling,,After,Yes,XGBoost,0.96296768707483,0.0220789387626031,0.8277777777777778,0.1261062162535129,0.9527777777777778,0.0763762615825973,0.8772338935574229,0.0849436915321907,0.988304539295393,0.0082559567669621
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9607993197278912,0.0216776702374151,0.8763888888888889,0.1118810131841462,0.9091666666666668,0.107461233320052,0.8814772319184083,0.0634913117419603,0.989543529810298,0.0081066851655779
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9546343537414969,0.0259305295464104,0.8763888888888889,0.1118810131841462,0.8766414141414142,0.1122517354976413,0.8660386354271802,0.0714631662204918,0.9922603319783198,0.0073041383844534
d_perc_to,No sampling,,After,Yes,XGBoost,0.9629251700680272,0.0257526742120351,0.8277777777777778,0.1261062162535129,0.9575,0.0935748363610645,0.8784920634920634,0.0907127233961203,0.9880343834688348,0.0080827433628133
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9607568027210884,0.0285580439676863,0.888888888888889,0.1178511301977579,0.9040384615384616,0.1194645660619863,0.8843343747755512,0.0769723726917215,0.989543529810298,0.0092978394971258
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9587585034013604,0.0226715734556365,0.888888888888889,0.1178511301977579,0.8907828282828282,0.1119946647986997,0.8775831830707992,0.065215024044851,0.9922484756097564,0.0077525435812211
d_perc_to,No sampling,,After,Yes,XGBoost,0.9588860544217688,0.0183060773407655,0.8138888888888889,0.1288302069478359,0.9384920634920636,0.0620622741730868,0.8627684407096172,0.0771668351707624,0.9826498983739838,0.0122766449113892
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9505527210884356,0.0210946491421513,0.851388888888889,0.1460712345246508,0.8723304473304474,0.1026590769384135,0.8464934394810555,0.077914178017825,0.9813681402439024,0.0161465639786738
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9525510204081632,0.0188635650218831,0.875,0.125,0.8598809523809525,0.0902375106429389,0.8569003485334756,0.0599656000869292,0.9844664634146344,0.0156713248440468
d_perc_to,No sampling,,After,Yes,XGBoost,0.9630102040816328,0.0219512963268878,0.8388888888888889,0.1261062162535129,0.940277777777778,0.0778397570511225,0.8780182072829131,0.0854924919774422,0.9889566395663956,0.0076923157857605
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.952593537414966,0.0306790477171705,0.851388888888889,0.1349511228391804,0.8736363636363637,0.107263096640114,0.8539434937267755,0.1012768933606629,0.988571307588076,0.0106037157704617
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9607568027210884,0.0285580439676863,0.8875,0.1179247641507075,0.8950252525252524,0.1101158970799191,0.8818281091113909,0.0812093635982726,0.992560975609756,0.0082041515975422
d_perc_to,No sampling,,After,Yes,XGBoost,0.9630102040816328,0.0219512963268878,0.8388888888888889,0.1261062162535129,0.940277777777778,0.0778397570511225,0.8780182072829131,0.0854924919774422,0.9889566395663956,0.0076923157857605
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9546343537414966,0.0317109896541873,0.8638888888888889,0.1421560175769332,0.8750252525252525,0.1073616360285434,0.8605611407855989,0.1045458629299107,0.988883807588076,0.0105211692386441
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.962840136054422,0.0241683660903668,0.9,0.1224744871391589,0.8980555555555554,0.103152844164663,0.8881438985850751,0.0715720710350561,0.9922560975609755,0.0079755042834452
d_perc_to,No sampling,,After,Yes,XGBoost,0.9568027210884354,0.021360469745093,0.8138888888888889,0.1404358295529393,0.9291666666666666,0.0764393772545389,0.8563791927027221,0.0856220423301863,0.9721824186991872,0.0289798650197051
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9566751700680272,0.0236292449072609,0.875,0.125,0.8823809523809525,0.1066743430722292,0.8679968397615456,0.0724809303533171,0.983704268292683,0.0169302667597125
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9607568027210884,0.0235615196579855,0.875,0.125,0.8976587301587303,0.0907782568951294,0.8778497809380162,0.0762695644508648,0.9861737804878048,0.0162552901744497
d_perc_to,No sampling,,After,Yes,XGBoost,0.9609268707482996,0.016941253353314,0.851388888888889,0.0940042847723206,0.9166666666666666,0.0740161810804123,0.8772125260360554,0.057729503271348,0.9884163279132792,0.0096245873601278
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9628826530612246,0.0223317922167357,0.888888888888889,0.1178511301977579,0.9105555555555556,0.1070998149875636,0.8880948789772318,0.065875320648653,0.9895121951219512,0.0087837291823687
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9587159863945578,0.0227872514848275,0.888888888888889,0.1178511301977579,0.8883333333333333,0.1092680473552973,0.8771144868203692,0.0665673120910603,0.9922713414634146,0.0071937007691106
d_perc_to,No sampling,,After,Yes,XGBoost,0.9609268707482996,0.016941253353314,0.851388888888889,0.0940042847723206,0.9166666666666666,0.0740161810804123,0.8772125260360554,0.057729503271348,0.9884163279132792,0.0096245873601278
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9628826530612246,0.0223317922167357,0.888888888888889,0.1178511301977579,0.9105555555555556,0.1070998149875636,0.8880948789772318,0.065875320648653,0.9895121951219512,0.0087837291823687
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9587159863945578,0.0227872514848275,0.888888888888889,0.1178511301977579,0.8883333333333333,0.1092680473552973,0.8771144868203692,0.0665673120910603,0.9922713414634146,0.0071937007691106
d_perc_to,No sampling,,After,Yes,XGBoost,0.958843537414966,0.0242956328951887,0.788888888888889,0.1384437310486345,0.9589285714285716,0.0629068391207448,0.8575883430295196,0.0948351244723215,0.9748983739837398,0.0344175619368337
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.956590136054422,0.034141156462585,0.8875,0.1179247641507075,0.8800000000000001,0.127510590216201,0.8729968397615459,0.089756520190177,0.982469512195122,0.0194297574940862
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9586734693877552,0.027891156462585,0.9,0.1224744871391589,0.8805555555555555,0.1191792922604581,0.8784216763628528,0.078922947249279,0.9876676829268292,0.0106112672388941
d_perc_to,No sampling,,After,Yes,XGBoost,0.9588860544217688,0.0204550994419183,0.826388888888889,0.1152443057161611,0.9305555555555556,0.0904378922005539,0.8662044817927171,0.0792679919153216,0.9841404132791328,0.0166366182705527
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9607568027210884,0.030039431266518,0.888888888888889,0.1178511301977579,0.9068162393162392,0.1288815648494924,0.8850206492853552,0.0807258522485215,0.9879801829268292,0.0109656040308594
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9586734693877552,0.0294061586130516,0.9,0.1224744871391589,0.8832051282051282,0.1202068918027428,0.8791873159520218,0.0791155183304159,0.9910365853658536,0.0091672271699638
d_perc_to,No sampling,,After,Yes,XGBoost,0.9588860544217688,0.0204550994419183,0.826388888888889,0.1152443057161611,0.9305555555555556,0.0904378922005539,0.8662044817927171,0.0792679919153216,0.9841404132791328,0.0166366182705527
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9607568027210884,0.030039431266518,0.888888888888889,0.1178511301977579,0.9068162393162392,0.1288815648494924,0.8850206492853552,0.0807258522485215,0.9879801829268292,0.0109656040308594
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9586734693877552,0.0294061586130516,0.9,0.1224744871391589,0.8832051282051282,0.1202068918027428,0.8791873159520218,0.0791155183304159,0.9910365853658536,0.0091672271699638
d_perc_to,No sampling,,After,Yes,XGBoost,0.958843537414966,0.0242956328951887,0.788888888888889,0.1384437310486345,0.9589285714285716,0.0629068391207448,0.8575883430295196,0.0948351244723215,0.9748983739837398,0.0344175619368337
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.956590136054422,0.034141156462585,0.8875,0.1179247641507075,0.8800000000000001,0.127510590216201,0.8729968397615459,0.089756520190177,0.982469512195122,0.0194297574940862
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9566326530612246,0.0254307151598894,0.888888888888889,0.1178511301977579,0.8805555555555555,0.1191792922604581,0.8725393234216764,0.0714836839311813,0.9876676829268292,0.0106112672388941
d_perc_to,No sampling,,After,Yes,XGBoost,0.9588860544217688,0.0204550994419183,0.826388888888889,0.1152443057161611,0.9305555555555556,0.0904378922005539,0.8662044817927171,0.0792679919153216,0.9841404132791328,0.0166366182705527
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9607568027210884,0.030039431266518,0.888888888888889,0.1178511301977579,0.9068162393162392,0.1288815648494924,0.8850206492853552,0.0807258522485215,0.9879801829268292,0.0109656040308594
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9586734693877552,0.0294061586130516,0.9,0.1224744871391589,0.8832051282051282,0.1202068918027428,0.8791873159520218,0.0791155183304159,0.990731707317073,0.0089111790959018
d_perc_to,No sampling,,After,Yes,XGBoost,0.9588860544217688,0.0204550994419183,0.826388888888889,0.1152443057161611,0.9305555555555556,0.0904378922005539,0.8662044817927171,0.0792679919153216,0.9841404132791328,0.0166366182705527
d_perc_to,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9607568027210884,0.030039431266518,0.888888888888889,0.1178511301977579,0.9068162393162392,0.1288815648494924,0.8850206492853552,0.0807258522485215,0.9879801829268292,0.0109656040308594
d_perc_to,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9586734693877552,0.0294061586130516,0.9,0.1224744871391589,0.8832051282051282,0.1202068918027428,0.8791873159520218,0.0791155183304159,0.990731707317073,0.0089111790959018
d_perc_to,No sampling,,After,Yes,MLP,0.897236394557823,0.044644901961592,0.6916666666666667,0.1266557012797555,0.75246336996337,0.1926068336640977,0.6979617604617604,0.101416777262352,0.9332190040650408,0.0239505733937023
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8805697278911566,0.0737177833770723,0.888888888888889,0.1037491633165727,0.6460524499654935,0.1557299571694608,0.7307108427968918,0.1062912771971207,0.9678268970189702,0.0261303096737734
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8741921768707481,0.0777116099141387,0.8875,0.1419727086450068,0.6172402597402596,0.1422151227462195,0.7140702134123187,0.1244279015811306,0.963228319783198,0.0401199253407367
d_perc_to,No sampling,,After,Yes,MLP,0.9422619047619047,0.0259331436533893,0.851388888888889,0.1228283581081972,0.8251082251082252,0.1093317352177431,0.8291965207135487,0.0784405175885315,0.9757850609756098,0.0279323049286938
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9669217687074828,0.0249881387013013,0.9277777777777778,0.0772801541291308,0.9068939393939394,0.1242694214940155,0.9080994152046784,0.0611576531685901,0.9894749322493224,0.0163409617548792
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9586309523809524,0.0309318456679598,0.9013888888888888,0.0932626220233307,0.8830808080808079,0.127507999633008,0.8831193179025995,0.0777903286033719,0.9888651761517616,0.0130067912087272
d_perc_to,No sampling,,After,Yes,MLP,0.9197704081632654,0.0213425633975654,0.7152777777777778,0.1594804934083719,0.8152236652236653,0.1212819481670461,0.7393571160521625,0.0925487265399498,0.9340091463414634,0.036701745789021
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8926870748299318,0.0438124087971357,0.8652777777777778,0.1011221758292633,0.6524164724164724,0.1422163275235829,0.735012168101413,0.0965878133307851,0.9646138211382114,0.0299018164445825
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8787414965986395,0.0439740968361904,0.888888888888889,0.1178511301977579,0.6194949494949495,0.1436575656687103,0.715906236178682,0.083273114565281,0.9676956300813008,0.018848493599737
d_perc_to,No sampling,,After,Yes,MLP,0.9320578231292516,0.0369476458574421,0.826388888888889,0.1152443057161611,0.8082448107448107,0.1472646723184189,0.8061699574934869,0.095676603233634,0.9595011856368564,0.0275101294004578
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9567176870748298,0.0285249510618126,0.8777777777777779,0.1224744871391588,0.8866919191919193,0.1155609221444022,0.8714849718564889,0.0798422380799198,0.9851812330623304,0.0218267044271486
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9566751700680272,0.0254686807751353,0.9013888888888888,0.0746519702798704,0.8741414141414141,0.133263066884297,0.8778573885694628,0.061668128690557,0.9853506097560976,0.0187139873272245
d_perc_to,No sampling,,After,Yes,MLP,0.9054421768707483,0.0491920850015899,0.7541666666666667,0.1650441860028196,0.7363492063492062,0.1326099044087262,0.7295475113122172,0.1152837659017886,0.9330191395663956,0.0624113314554336
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8846513605442178,0.0337307809971374,0.85,0.1224744871391589,0.6259702797202797,0.0976964189539175,0.7128103592314118,0.0736631819316303,0.9621739498644988,0.0320429751244673
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8808248299319728,0.0334768716831187,0.8763888888888889,0.1118810131841462,0.6067033456739339,0.0624267871737933,0.7116070206173181,0.0592990829973553,0.9635204945799456,0.0207361848855662
d_perc_to,No sampling,,After,Yes,MLP,0.91781462585034,0.0664357448337111,0.875,0.125,0.7755067155067156,0.2005223670251066,0.7993880629174747,0.1204737922109821,0.9705309959349592,0.0347341058986063
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.946513605442177,0.0277514597199914,0.8777777777777779,0.1561249499599599,0.8443939393939395,0.1202534055347279,0.8430534670008354,0.0867878538052961,0.986245765582656,0.0177074112755828
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.954591836734694,0.0291102119189411,0.9375,0.0838525491562421,0.8404850704850704,0.1272910352674186,0.8772568676593446,0.0714412992577717,0.9903971883468834,0.012867284701637
d_perc_to,No sampling,,After,Yes,MLP,0.917389455782313,0.0541877708809849,0.8402777777777779,0.1239539565053626,0.7651215940921824,0.1803337723568902,0.7832553782646661,0.1161521987265717,0.9462322154471544,0.0352238250875889
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9113945578231292,0.0230834066956494,0.9,0.0935414346693485,0.6828427128427128,0.0634700686683204,0.7726462090279563,0.0540898508133399,0.9617251016260162,0.0304395244621724
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8969812925170068,0.0539808784497893,0.9263888888888888,0.0821795121804834,0.6595874958374959,0.1474554972976404,0.7609470869687588,0.1022215363113585,0.9789786585365852,0.0167587556027163
d_perc_to,No sampling,,After,Yes,MLP,0.9547193877551022,0.0220328774046367,0.8875,0.1179247641507075,0.8636688311688312,0.1055611755784729,0.8659753550543025,0.0665526332778225,0.9802828590785908,0.0202756993688641
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9443027210884354,0.0281621818204938,0.888888888888889,0.0671854812358212,0.8228335553335555,0.1238649192711363,0.8465250135141776,0.064718381573957,0.9786983401084012,0.0257512094778112
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9462159863945578,0.0409654173673306,0.9013888888888888,0.0746519702798704,0.8301587301587301,0.1529252020104172,0.855686274509804,0.0962981791828852,0.9805005081300812,0.0242706413144021
d_perc_to,No sampling,,After,Yes,MLP,0.8372023809523809,0.1163474531274863,0.8375,0.1484292760879739,0.5611008436008437,0.1890474088723622,0.661932112774466,0.1767250133885251,0.8999119241192413,0.1536742324495509
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8639880952380953,0.0628430845598071,0.8875,0.1038327982864759,0.585140602861191,0.1492791978976459,0.6958736972633863,0.1209261886845059,0.9669461382113822,0.0225865735905992
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8868197278911565,0.0461996925072489,0.9125,0.057282196186948,0.634208707958708,0.1441706412723825,0.738472967662899,0.0881701999893787,0.9555851964769648,0.0418206387741441
d_perc_to,No sampling,,After,Yes,MLP,0.9132653061224488,0.0627470935840932,0.95,0.0612372435695794,0.7104380341880342,0.1767545600196141,0.8008596245515751,0.1238606662015957,0.977530487804878,0.0344958397372217
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9341411564625852,0.0238606790716753,0.9263888888888888,0.0602368012283373,0.7612590187590188,0.0979508691941696,0.8283542077117929,0.0433331490384549,0.982807418699187,0.0189076461282885
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9526360544217688,0.0227258870039772,0.925,0.1,0.8321031746031746,0.1002177727642565,0.8674282520025554,0.0578433448602253,0.9851261856368564,0.0165607593739874
d_perc_to,No sampling,,After,Yes,MLP,0.8596513605442176,0.079268270088421,0.9,0.1457737973711325,0.5786093857832988,0.127047912883093,0.692562005549383,0.1177695301518646,0.9575076219512196,0.047670905755201
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8723214285714287,0.030474374196136,0.9125,0.0976281209488331,0.5789056776556777,0.0652487470107154,0.7053569158888853,0.062978707758586,0.9629878048780488,0.0301805054153129
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8681122448979591,0.0304160378791609,0.9375,0.0838525491562421,0.5701602564102564,0.0602568279445425,0.7049981731823165,0.0485973308975392,0.9673492547425472,0.0311013152657009
d_perc_to,No sampling,,After,Yes,MLP,0.9194302721088434,0.050782199726717,0.9375,0.0838525491562421,0.7297863247863249,0.1483599249262713,0.8067833473715827,0.0872684844073361,0.9817039295392954,0.0260344348475307
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9403061224489796,0.0252403527787281,0.9013888888888888,0.12226167292601,0.8025990675990675,0.1216459553036438,0.8352274162026484,0.0649595504811501,0.9839803523035228,0.0179438632650094
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9340561224489796,0.034399096357121,0.9013888888888888,0.0746519702798704,0.7823717948717949,0.141991590873914,0.8273244273786069,0.0739771710525658,0.9835060975609756,0.0192390550306953
d_perc_to,No sampling,,After,Yes,MLP,0.9525510204081632,0.0293707286041159,0.7902777777777777,0.1768257931160245,0.9366666666666668,0.1056490813734872,0.8386714429361488,0.1112233374395144,0.9726981707317072,0.0298665903239526
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9463860544217686,0.0248231239501824,0.915277777777778,0.0932626220233308,0.8121212121212121,0.1083994171073881,0.8531790259963634,0.0608919922829178,0.9845867208672088,0.0211061235306825
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9485119047619048,0.0249871620630885,0.9263888888888888,0.0821795121804834,0.8157628482628484,0.1036162541296248,0.8602436237652956,0.0585618197888754,0.9832825203252032,0.02369876154895
d_perc_to,No sampling,,After,Yes,MLP,0.9690901360544216,0.0166946804863482,0.9013888888888888,0.0932626220233307,0.9230555555555556,0.0839610616687474,0.905856676003735,0.0511119230769355,0.9910060975609756,0.0095330471299472
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9608843537414966,0.0214253655414198,0.8777777777777779,0.0935414346693485,0.9102272727272728,0.1180735955535451,0.8839724310776942,0.0574372622114451,0.986430386178862,0.0123956948179031
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9670068027210884,0.0189496157717312,0.888888888888889,0.1037491633165727,0.9277272727272728,0.0966419651160281,0.899140139186579,0.0607019690927476,0.9900685975609756,0.0119006486878531
d_perc_to,No sampling,,After,Yes,MLP,0.9444302721088432,0.0245025255677359,0.7527777777777778,0.1481365736219264,0.9196031746031746,0.1098259290599335,0.8124906629318394,0.0931951726119479,0.9743148712737127,0.0287395338528331
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9484268707482992,0.025022297023859,0.888888888888889,0.1037491633165727,0.836111111111111,0.1071804754653927,0.852734910428409,0.0690592357422477,0.9844901761517616,0.0229673245372125
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9423044217687074,0.0203780691521395,0.913888888888889,0.097182531580755,0.7910606060606061,0.0911937322761182,0.8411614821367144,0.0539898710303792,0.9852184959349592,0.013800539857445
d_perc_to,No sampling,,After,Yes,MLP,0.9670068027210884,0.0189496157717312,0.888888888888889,0.0671854812358212,0.9230555555555556,0.0975632906323497,0.9009267040149392,0.0541303431304743,0.9869512195121952,0.0147081857350758
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588010204081632,0.0225552220180635,0.8638888888888889,0.1040832999733066,0.906060606060606,0.1158802037020982,0.8746910262080542,0.0688074574209352,0.9863567073170731,0.0130361661161452
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9630102040816328,0.0177556233144737,0.8638888888888889,0.1040832999733066,0.9216666666666666,0.0846269956636871,0.8844347482582776,0.0600678303749544,0.9888304539295392,0.0136703143879749
d_perc_to,No sampling,,After,Yes,MLP,0.9588860544217688,0.0273513923866153,0.826388888888889,0.1505199322349037,0.920714285714286,0.0829433049542558,0.8631347410759176,0.1047889385683396,0.9771078929539296,0.0292143468848917
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.952465986394558,0.0323915977470885,0.9388888888888888,0.0612372435695794,0.8236616161616162,0.1189458838221689,0.8731965944272446,0.0795050661860882,0.985655487804878,0.0162081039101336
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9505102040816326,0.0232348342934162,0.9263888888888888,0.0821795121804834,0.8203860028860029,0.0967491178759244,0.8641563467492259,0.0583478956696781,0.98420054200542,0.0249385999095871
d_perc_to,No sampling,,After,Yes,MLP,0.9670493197278912,0.01888468372021,0.9013888888888888,0.0746519702798704,0.9073809523809524,0.0822214561464587,0.9011437908496732,0.0572899212449513,0.9875838414634148,0.0149262424318976
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.958843537414966,0.0242233533556958,0.888888888888889,0.0671854812358212,0.8812193362193362,0.1115045217568301,0.880125558995528,0.067346575951514,0.988216463414634,0.0140738952607594
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9568027210884354,0.0170197654679987,0.8638888888888889,0.1040832999733066,0.8897222222222224,0.0972146822473048,0.8676537025066438,0.0559180836144843,0.9894359756097562,0.0117874011584738
d_perc_to,No sampling,,After,Yes,MLP,0.9485119047619048,0.0231094305950756,0.7777777777777778,0.1455354099714415,0.9194444444444444,0.1042684687729081,0.828503016591252,0.0873302165308886,0.9744139566395664,0.0216348583754269
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9442602040816328,0.0309875484693708,0.9375,0.0625,0.7840404040404041,0.1029607608443408,0.8516443068455452,0.0791026411030874,0.986110264227642,0.0163877073799685
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9441751700680272,0.0311734334350008,0.9125,0.0800390529679106,0.7996536796536797,0.1118985645490082,0.8474647402820776,0.0785651184038393,0.9866387195121952,0.0133827681557501
d_perc_to,No sampling,,After,Yes,MLP,0.9649659863945578,0.0161835165542429,0.8652777777777778,0.0842656184006528,0.9327777777777776,0.0868587614719692,0.8918370681605976,0.0480370322803203,0.9919283536585366,0.0100032091863128
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588010204081634,0.0243318035882426,0.888888888888889,0.0671854812358212,0.8857828282828283,0.1217846354173311,0.8806927858862844,0.0652972797036244,0.9867191734417344,0.0128996414842187
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9629251700680272,0.0201566488382228,0.8763888888888889,0.0791666666666666,0.9101587301587302,0.0952915194072896,0.8881979458450047,0.0597658753092324,0.9873636517615176,0.013057989322119
d_perc_to,No sampling,,After,Yes,MLP,0.9567176870748298,0.033813612723083,0.8638888888888889,0.1421560175769332,0.8852777777777778,0.1134479948296319,0.8666481720893484,0.1118708274953925,0.978018292682927,0.0207644726285676
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9278911564625852,0.0297644556729928,0.913888888888889,0.0565194165260439,0.7391414141414141,0.1096560487880749,0.812703818369453,0.0689177655677478,0.9805462398373984,0.024435745396899
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9402636054421768,0.0216137411048858,0.913888888888889,0.0794949334514121,0.7857142857142858,0.1025549155720334,0.8379084967320262,0.0535277757576773,0.9824559620596204,0.0189417843039794
d_perc_to,No sampling,,After,Yes,MLP,0.9649234693877548,0.0229042000344258,0.9013888888888888,0.0932626220233308,0.9016666666666668,0.1036985779156512,0.8957469654528477,0.0677227744507071,0.9903353658536588,0.0160295197385567
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9629251700680272,0.0179719744829207,0.8777777777777779,0.1224744871391589,0.9202272727272728,0.1031350013933034,0.8862923333975967,0.0584202546464093,0.9897256097560976,0.0130457794446199
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9649659863945578,0.022777531577088,0.9013888888888888,0.0932626220233307,0.9087698412698412,0.1078241785359217,0.8970051353874885,0.0617322646806012,0.9884908536585364,0.0137628887459339
d_perc_to,No sampling,,After,Yes,MLP,0.9504251700680272,0.0296421302224107,0.8388888888888889,0.1261062162535129,0.8757142857142858,0.1163808181573365,0.8478287725346549,0.0919774029466928,0.9804725609756098,0.0232951020723706
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9401360544217686,0.0288519794153377,0.9125,0.0800390529679106,0.7836435786435786,0.104095547956623,0.8379084967320262,0.0697511489336497,0.98357554200542,0.0225502634240581
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.942219387755102,0.0278156448880268,0.9375,0.0625,0.7808838383838383,0.1050324169790817,0.8471628826969384,0.0644631977335956,0.9823102981029812,0.0295873923352042
d_perc_to,No sampling,,After,Yes,MLP,0.9711309523809524,0.0189489002968044,0.913888888888889,0.0794949334514121,0.9176587301587302,0.0739270377879418,0.9129901960784316,0.0581287605803946,0.9918978658536584,0.0133443823757874
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9649659863945578,0.022777531577088,0.913888888888889,0.0794949334514121,0.9068939393939394,0.1242694214940155,0.9004313479777878,0.0556452751728979,0.9900533536585364,0.0127964026284645
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9650085034013604,0.0206451044881397,0.888888888888889,0.1037491633165727,0.9180050505050504,0.1059038072553795,0.8939930803630496,0.0645883922646767,0.988498475609756,0.0130389488299127
d_perc_to,No sampling,,After,Yes,MLP,0.9053146258503402,0.0442017607699832,0.788888888888889,0.1594260539142415,0.7136297036297037,0.1630849744321041,0.7354026090868195,0.124215656096279,0.919911077235772,0.0708289691214982
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8951955782312926,0.0318997993127135,0.8763888888888889,0.0791666666666666,0.6550871350871351,0.1030999836445609,0.7407819682897082,0.0517769557918042,0.9571807249322491,0.0175013899623752
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8885204081632653,0.0545881941904715,0.9263888888888888,0.0602368012283373,0.640221216691805,0.1540336802332825,0.7470132876949407,0.1061934098679059,0.971946138211382,0.0296875381586529
d_perc_to,No sampling,,After,Yes,MLP,0.9012329931972788,0.0665610632991089,0.8138888888888889,0.1288302069478358,0.7056801205330616,0.1624613129582172,0.744608309990663,0.1333501939212608,0.9580962059620596,0.0378793424097052
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.94421768707483,0.0372055635179029,0.9388888888888888,0.0612372435695794,0.7965889665889667,0.1390405253483463,0.8554543220797092,0.0897682419440405,0.9866200880758808,0.0207601395245776
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.95046768707483,0.0282456639614878,0.902777777777778,0.08936504412303,0.8450000000000001,0.128433102152035,0.8631489262371614,0.0695141025227204,0.9888998983739836,0.0159119636841121
d_perc_to,No sampling,,After,Yes,MLP,0.9153061224489796,0.0547350279462767,0.7513888888888889,0.1592626237801366,0.7671031746031746,0.1775555273527828,0.7509105437046614,0.1521990396472127,0.939641768292683,0.0577719412128143
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8866496598639456,0.0328043988008312,0.9013888888888888,0.0932626220233307,0.6185120435120435,0.0815909296938304,0.7287511559647784,0.0652177868241647,0.965670731707317,0.0172151584417771
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.87453231292517,0.0450437338259775,0.8625,0.1525819451966713,0.5994827394827394,0.1189243648047083,0.697875136559347,0.101829444686522,0.9525482723577235,0.0656742788206742
d_perc_to,No sampling,,After,Yes,MLP,0.9527636054421768,0.0224104960936003,0.8638888888888889,0.1181453906563152,0.8824494949494948,0.1170509026441715,0.8597732169790993,0.0596380631962472,0.9751702235772358,0.0189744680414662
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9464285714285714,0.0265007517725296,0.9013888888888888,0.0746519702798704,0.8280303030303031,0.1353650304179595,0.8527266696152145,0.0621125570576823,0.981136517615176,0.0223660998028926
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9690476190476188,0.0232002648845267,0.9388888888888888,0.082915619758885,0.9030555555555556,0.1118479043330884,0.912560690943044,0.0596934278424153,0.9900652100271,0.0159940876755491
d_perc_to,No sampling,,After,Yes,MLP,0.8989795918367346,0.0366723417351683,0.6888888888888889,0.2333333333333333,0.7441558441558442,0.1744051564575336,0.6785536032594857,0.1508816911689406,0.9444706978319783,0.0428162133408021
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8970238095238094,0.0358561323077838,0.888888888888889,0.1178511301977579,0.6428829503829504,0.088862049229751,0.7423617756512494,0.0896007683136574,0.9618089430894308,0.029327888333153
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.876232993197279,0.0840397764361573,0.8638888888888889,0.0877971146071061,0.6285233606972738,0.1436436614263693,0.7176466704395399,0.1205860387580504,0.9602837059620596,0.0322950056202991
d_perc_to,No sampling,,After,Yes,MLP,0.9421343537414966,0.0426152987978861,0.85,0.1224744871391589,0.8563461538461539,0.1635903366657702,0.8358869175200445,0.1000874600317035,0.9863033536585366,0.0139466316790509
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9379676870748298,0.0384652984242111,0.913888888888889,0.0794949334514121,0.7864141414141415,0.1433372928888387,0.8373998722295936,0.0926762216343678,0.9823644986449864,0.021390628255648
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.946343537414966,0.0282402555233427,0.888888888888889,0.1037491633165727,0.8344696969696969,0.1329259564263044,0.8486955227435103,0.0731000617624571,0.991265243902439,0.0111663640412288
d_perc_to,No sampling,,After,Yes,MLP,0.8971938775510205,0.030171381376287,0.6430555555555555,0.1772180859844728,0.7553427128427128,0.1484250290475471,0.6650542457198805,0.1197796556690027,0.898586551490515,0.0898922248092356
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8908163265306124,0.0295190529178735,0.9,0.075,0.6260245310245309,0.0760442596640883,0.7352815406725758,0.0615424520761397,0.9657317073170733,0.0282456842936498
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9175595238095238,0.0295047503158069,0.9263888888888888,0.0821795121804834,0.7016039516039516,0.0883454053789103,0.7926240735528661,0.0576580776635618,0.9749830623306232,0.0347673336655142
d_perc_to,No sampling,,After,Yes,MLP,0.9321003401360544,0.0541043069793228,0.763888888888889,0.2132747315344954,0.8214141414141414,0.2022023421342469,0.7814971818686989,0.1908966372644649,0.9438660230352304,0.0801707728485937
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9483843537414968,0.0268478654826695,0.925,0.114564392373896,0.8233080808080808,0.1217943743801409,0.8584896158193371,0.0685048005558799,0.982233231707317,0.0287584703933848
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.948341836734694,0.0298627119300307,0.8763888888888889,0.0969141945801083,0.8408225108225109,0.1195545366443627,0.8523426212590299,0.0830403246262733,0.9865193089430896,0.0130333345203753
d_perc_to,No sampling,,After,Yes,MLP,0.8171768707482994,0.0618151075760813,0.8875,0.0673145600891813,0.4919345566713987,0.0917687690600279,0.6269344749665116,0.0774636300508584,0.9423788956639568,0.0220910803443913
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8639455782312926,0.0332759076007786,0.875,0.1118033988749894,0.5652530802530802,0.0755004475378423,0.6826247329942309,0.0712151499814531,0.9543157181571816,0.0322861027426304
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8601190476190477,0.0480912267761146,0.8902777777777778,0.0834374349770866,0.5640682124892651,0.0810832836352333,0.6853431947172692,0.0692544061735227,0.9616268631436314,0.0250286254429728
d_perc_to,No sampling,,After,Yes,MLP,0.9236394557823128,0.0456190642302223,0.95,0.0612372435695794,0.7298290598290598,0.158242248619961,0.8147753014249177,0.0972938184853377,0.978871951219512,0.0328527459551039
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.942261904761905,0.0320978340689552,0.913888888888889,0.0794949334514121,0.8112842712842714,0.1426644640539425,0.8473442072203682,0.0675174841768239,0.9824339430894308,0.0222039130243768
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9113520408163266,0.0384045322421989,0.913888888888889,0.0794949334514121,0.706484348984349,0.1410870673126951,0.7831178324599378,0.0669981844363048,0.9794046409214092,0.02286654258786
d_perc_to,No sampling,,After,Yes,MLP,0.833375850340136,0.0673143586804627,0.85,0.1089724735885168,0.5169671504965622,0.1019457075479194,0.6380305411379349,0.1007458298598907,0.9093114837398376,0.0853491625623122
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8848214285714284,0.0342943610617546,0.9,0.1089724735885168,0.6054645354645354,0.0780782994171695,0.7222753854332803,0.084481554814599,0.9614210704607044,0.0367087934624179
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8950255102040815,0.0270719841875232,0.9013888888888888,0.0932626220233307,0.6374847374847374,0.0695723238572757,0.7423172905525848,0.0557951740333086,0.963780487804878,0.0301204969963471
d_perc_to,No sampling,,After,Yes,MLP,0.9177721088435374,0.0531912054834625,0.95,0.0612372435695794,0.711821381233146,0.1432388245750321,0.8049664446320793,0.0978809085515275,0.9747027439024388,0.0347426805042531
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.952593537414966,0.0247288575661027,0.9263888888888888,0.0821795121804834,0.8373212898212898,0.1128559285071381,0.8706362720526807,0.054851315046536,0.9851270325203252,0.0194445162966199
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9260204081632653,0.0330294483153094,0.925,0.082915619758885,0.7276845376845378,0.1054493930183153,0.8094999754287681,0.0770688570811988,0.9802947154471544,0.0232999562320496
d_perc_to,No sampling,,After,Yes,MLP,0.9506377551020408,0.0207929029460816,0.7763888888888889,0.1467826246150711,0.925,0.0803157349711164,0.8320351217410039,0.0860260478135555,0.9732257791327912,0.022621013721772
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9401785714285716,0.0238399116698472,0.9013888888888888,0.0746519702798704,0.7895779220779221,0.0999350913057018,0.8362719298245613,0.0587971073619868,0.9815497967479674,0.0226894414327073
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9381377551020408,0.0292906383880089,0.8777777777777779,0.1224744871391588,0.7998556998556999,0.1165440006006768,0.8264105210235242,0.0778281513270456,0.9845088075880758,0.0148619979282017
d_perc_to,No sampling,,After,Yes,MLP,0.9650510204081632,0.0225995389247086,0.888888888888889,0.0874007373475126,0.9087698412698414,0.0956917847804982,0.8942600373482726,0.0683797004548042,0.989211551490515,0.0135242047625506
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9629251700680272,0.0201566488382228,0.888888888888889,0.0671854812358212,0.9032828282828282,0.1052869813121892,0.8904150081085067,0.0557969893764206,0.9885484417344174,0.0120572490893165
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9629251700680272,0.0240811462247655,0.888888888888889,0.0671854812358212,0.9055555555555556,0.1181388594978671,0.8912044817927172,0.0654592915307932,0.9863490853658536,0.0147917882002
d_perc_to,No sampling,,After,Yes,MLP,0.9464285714285714,0.0247381761447928,0.788888888888889,0.1384437310486345,0.8859920634920636,0.0989635202722255,0.8253686346333404,0.0928157621856811,0.9729674796747968,0.0217413625664831
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9423044217687075,0.0224850658862235,0.888888888888889,0.0874007373475126,0.8046336996336997,0.0836921755524528,0.8385382574082264,0.0533869069198059,0.9769148035230352,0.0221178292172756
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.940221088435374,0.0236145135875872,0.9125,0.1125,0.7858333333333334,0.094505290857179,0.8353320802005013,0.0646922662414175,0.9900685975609756,0.0105194000168264
d_perc_to,No sampling,,After,Yes,MLP,0.9711734693877552,0.016414868723828,0.888888888888889,0.1178511301977579,0.9452777777777778,0.0709726299183767,0.9080458593693888,0.0602885993224184,0.989169207317073,0.0148168242005831
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9649234693877552,0.0208396231654643,0.888888888888889,0.0874007373475126,0.912608225108225,0.0978613817749086,0.8946797139908597,0.0608206028934154,0.9873831300813009,0.0132922750179823
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9711734693877552,0.018781547880651,0.9125,0.0800390529679106,0.925277777777778,0.0944317801966642,0.9133450046685342,0.0548715235586526,0.9866539634146342,0.0134741546953368
d_perc_to,No sampling,,After,Yes,MLP,0.946471088435374,0.0229012007181078,0.7902777777777777,0.1250694251650302,0.8877777777777778,0.0985872428078016,0.8281094232564822,0.0841953921705801,0.977367039295393,0.0191532024512997
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9381802721088436,0.0208430492407442,0.8777777777777779,0.1089724735885168,0.7932575757575757,0.0922596128578321,0.8251678215145708,0.0603663131506718,0.9794198848238482,0.022314291268601
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.950297619047619,0.0408660986571936,0.95,0.0612372435695794,0.8152525252525251,0.142693089260417,0.8717492260061921,0.0985801734121045,0.9850838414634148,0.0191952769682005
d_perc_to,No sampling,,After,Yes,MLP,0.9650085034013604,0.0185181455268482,0.8763888888888889,0.1118810131841462,0.9216666666666666,0.0846269956636871,0.8904478201537026,0.0630461792959635,0.9888304539295392,0.0150313005247741
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9588010204081632,0.0206261827469714,0.888888888888889,0.1037491633165727,0.8846717171717172,0.1039760300257532,0.8777839300362519,0.0634873941473615,0.9885255758807588,0.0143596610251371
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9628826530612246,0.0181274587982768,0.8763888888888889,0.0791666666666666,0.9105555555555556,0.094874836326084,0.8874743230625584,0.0528962332513249,0.986310975609756,0.0166816706643571
d_perc_to,No sampling,,After,Yes,MLP,0.954719387755102,0.0239950030686846,0.8138888888888889,0.1404358295529393,0.9188888888888888,0.0896133670584671,0.8519179169643566,0.0897534426567635,0.9767886178861788,0.0331321955844385
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9443452380952382,0.022762646129019,0.9263888888888888,0.0821795121804834,0.7877272727272728,0.0809582096581309,0.8482576539387685,0.0634200784643423,0.9819308943089432,0.0209566108979523
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.948469387755102,0.0280771960319577,0.9263888888888888,0.0821795121804834,0.8086111111111111,0.1030735234411238,0.859422944616443,0.074081567865544,0.9836602303523037,0.0190273405354281
d_perc_to,No sampling,,After,Yes,MLP,0.9691326530612244,0.0230104617590189,0.8875,0.0875,0.9305555555555556,0.0904378922005539,0.904467787114846,0.0689423462118415,0.9879115853658536,0.0154070612886446
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9546343537414966,0.0241989009461527,0.8777777777777779,0.075,0.8777777777777779,0.1261979632400061,0.8692927170868348,0.0621655757933726,0.9875762195121952,0.0129645783097466
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.96296768707483,0.0200168424414847,0.8763888888888889,0.0969141945801083,0.9105555555555556,0.094874836326084,0.8863021618903973,0.0649699672924042,0.9885137195121952,0.013410738157224
d_perc_to,No sampling,,After,Yes,MLP,0.9566751700680272,0.0235549206091728,0.8875,0.1305038313613818,0.8765476190476191,0.1031832185047683,0.8702336818668087,0.0711424389208642,0.9758536585365856,0.0303267238578849
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9422619047619047,0.0242017020928647,0.9388888888888888,0.082915619758885,0.7783405483405484,0.090946886254495,0.8463295493636052,0.0623950033601516,0.981260162601626,0.0281710547860085
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9360544217687076,0.030111047309385,0.9125,0.0800390529679106,0.7673304473304473,0.104073850880008,0.8290751388274609,0.0752201287253341,0.9829657859078592,0.0235202343965603
d_perc_to,No sampling,,After,Yes,MLP,0.973171768707483,0.0186488820105996,0.925,0.082915619758885,0.9230555555555556,0.0839610616687474,0.919358076563959,0.0550443609726934,0.9909603658536584,0.0146269672431337
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9690476190476188,0.0249309228927627,0.9013888888888888,0.1087332362558324,0.9341666666666668,0.1110836771687601,0.9074296128707896,0.0723366380857162,0.989748475609756,0.013238223446804
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9690901360544216,0.0247367511777914,0.9125,0.1125,0.9124494949494948,0.0966838728710194,0.9061456336920736,0.0795243360180851,0.987248475609756,0.0140682328522003
d_perc_to,No sampling,,After,Yes,MLP,0.95046768707483,0.0249841233889481,0.826388888888889,0.1397542485937368,0.8926587301587301,0.1091394293047867,0.8445541549953315,0.0852671933383257,0.9749932249322492,0.0279076221693773
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9279336734693878,0.0141195516480912,0.9125,0.0976281209488331,0.7302758352758352,0.0445237820584581,0.8070200009828493,0.0401788530240181,0.980896849593496,0.0208864286295202
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9299744897959183,0.0191808255985466,0.8875,0.1419727086450068,0.7625990675990676,0.0994961859075781,0.8055780476833109,0.0563523693103749,0.9848289295392954,0.020309679666362
d_perc_to,No sampling,,After,Yes,MLP,0.9649659863945578,0.0186738256288584,0.888888888888889,0.1037491633165727,0.9123809523809524,0.0923934972118412,0.8931279178338002,0.0581360415503004,0.9906749661246612,0.0136414097749163
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9670068027210884,0.0211990665698912,0.902777777777778,0.08936504412303,0.9230555555555556,0.1094884993114869,0.9037208216619982,0.05300998152144,0.9888185975609756,0.0129602780870682
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9670068027210884,0.0230802740236626,0.9013888888888888,0.1087332362558324,0.9230555555555556,0.1094884993114869,0.901547259929613,0.0667453707508939,0.9897408536585364,0.0133112179178642
d_perc_to,No sampling,,After,Yes,MLP,0.816751700680272,0.0303763111418688,0.125,0.125,0.3275,0.3678399787951277,0.1638247863247863,0.1522669437778065,0.7024381775067752,0.0948541416185149
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8494897959183673,0.0632869609453815,0.8152777777777779,0.1387568817112226,0.5552314352314351,0.1493220562518822,0.6517821232924208,0.1256501856598139,0.9158307926829268,0.0665412672144751
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.901232993197279,0.0458040787645925,0.8277777777777778,0.1379412113103904,0.6861235986235986,0.154343513713277,0.7401817042606517,0.1163881790472138,0.94933858401084,0.0397133713634876
d_perc_to,No sampling,,After,Yes,MLP,0.9340561224489796,0.0319406873599178,0.6694444444444445,0.15723301886761,0.9366666666666664,0.1268857754044952,0.7662759462759462,0.1161410020202633,0.9486797086720868,0.0371112067398181
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9525510204081632,0.0188635650218831,0.8527777777777779,0.1328114787542435,0.8777272727272727,0.092536554821138,0.8537549851249542,0.0664898448462759,0.9760094850948512,0.0253807776252042
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9341836734693876,0.0396580443509726,0.9013888888888888,0.0746519702798704,0.7868939393939394,0.1436943000155308,0.8294509558209249,0.0768226595886077,0.9811526084010842,0.0180135491170306
d_perc_to,No sampling,,After,Yes,MLP,0.8272534013605443,0.0220318928380412,0.0361111111111111,0.0552770798392566,0.175,0.317214438511238,0.0576068376068376,0.0893677110102029,0.5619427506775068,0.1558673768817678
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8949404761904762,0.0438554011552852,0.8763888888888889,0.0969141945801084,0.6554834054834056,0.1210378436882657,0.7420935971642661,0.0874288266400824,0.9537720189701896,0.0371238265571909
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8660714285714285,0.0607493491426835,0.8388888888888889,0.1130388330520878,0.586468253968254,0.1424009968460413,0.6836720142602495,0.1222651208059939,0.9253853319783196,0.0496524870444173
d_perc_to,No sampling,,After,Yes,MLP,0.9319727891156464,0.0373583949258155,0.6805555555555556,0.2349645363311947,0.8792063492063491,0.1530646862798243,0.7453077641312935,0.1963815182644123,0.9435518292682928,0.0381298300789564
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9339285714285712,0.0380284620350807,0.8902777777777778,0.0834374349770866,0.7766666666666666,0.1342284766754703,0.8240436876504988,0.0948460814550353,0.978149559620596,0.0224603125195942
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9421768707482994,0.030784192072533,0.9013888888888888,0.0494764253626579,0.7991666666666666,0.1137332947983087,0.8429901960784314,0.0726287779944597,0.9768656842818428,0.0224746068511473
d_perc_to,No sampling,,After,Yes,MLP,0.8270408163265305,0.0288425797636555,0.1,0.1837117307087383,0.2857142857142857,0.3951233338839808,0.1098989898989899,0.149866314606891,0.6040946815718158,0.1442828195511067
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.890858843537415,0.0280193526501753,0.8388888888888889,0.0982485510212633,0.6361519036519037,0.0737327304435224,0.7195848690353335,0.0672503028572652,0.930957825203252,0.0399171549908147
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8597789115646257,0.0848762993203123,0.8902777777777778,0.1004330899432829,0.6013207707325355,0.1868615845605756,0.7023060207647589,0.1394650000815748,0.9362051151761518,0.0434169071868921
d_perc_to,No sampling,,After,Yes,MLP,0.9320578231292516,0.0336044696077833,0.6041666666666666,0.2159041068005269,0.9875,0.0375,0.7211507936507936,0.1930543157271074,0.9330199864498644,0.034121388981718
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9566751700680272,0.0269897276017293,0.9013888888888888,0.0746519702798704,0.8758333333333332,0.1364454510458707,0.8788398692810457,0.067015588965732,0.9814922086720868,0.0227383209510322
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9607142857142856,0.0270958452607543,0.9013888888888888,0.1087332362558324,0.882449494949495,0.1104298010969373,0.8847077251953414,0.0817331107097139,0.9865387872628724,0.0123939075175742
d_perc_to,No sampling,,After,Yes,MLP,0.8354166666666668,0.0203464646293096,0.1125,0.1525819451966713,0.3571428571428571,0.3938299643454349,0.1555555555555555,0.1821680136170595,0.5642682926829268,0.1921740558466626
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8888605442176869,0.0278700195750705,0.8763888888888889,0.0791666666666666,0.63997335997336,0.1271044830955312,0.7286914255335308,0.0532186519715877,0.963309620596206,0.0290269499074852
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8803996598639456,0.036330552187964,0.8,0.1600781059358212,0.6219544344544344,0.0974750026587737,0.6880537462193809,0.0913889783444263,0.959421578590786,0.0288826346631847
d_perc_to,No sampling,,After,Yes,MLP,0.927763605442177,0.0409703593339612,0.6166666666666666,0.2056493779875511,0.9208333333333334,0.1518977177796515,0.7237304362304362,0.1759063665932208,0.9411026422764228,0.038721675688548
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.94234693877551,0.0318123825769738,0.8652777777777778,0.0842656184006528,0.8345779220779221,0.1429474032801923,0.8384129441250184,0.0733374004554554,0.9779141260162602,0.0201197698951626
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9567176870748298,0.0325585899543264,0.8902777777777778,0.1004330899432829,0.880982905982906,0.1316551467037672,0.8765616246498599,0.0833500033346671,0.9816370257452574,0.0214956425339279
d_perc_to,No sampling,,After,Yes,MLP,0.8661989795918368,0.0339673633369233,0.4791666666666666,0.2183031149571622,0.5778571428571428,0.2186021609268873,0.5146985109833407,0.2089576681802907,0.821377879403794,0.1690669922674858
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8889030612244898,0.0504055388763436,0.8388888888888889,0.1379412113103904,0.6532051282051282,0.1447310412220825,0.7213583588903283,0.1146239273010938,0.9536551490514904,0.0287166284211185
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8617772108843538,0.0635507519114693,0.8875,0.1038327982864759,0.5777822762033289,0.1234925154162157,0.6919466655349008,0.1074988846290785,0.9406927506775068,0.048833875764364
d_perc_to,No sampling,,After,Yes,MLP,0.9340561224489796,0.0289755506927332,0.8013888888888889,0.140002480136762,0.8319749694749694,0.1196454738792004,0.802112152553329,0.0802072809573168,0.9562339092140922,0.0291035048311769
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.919515306122449,0.058497916533155,0.913888888888889,0.0794949334514121,0.7321108140225788,0.1568749013504929,0.8039334365325077,0.1130770141974621,0.9824449525745256,0.0208067357295809
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.938095238095238,0.0264927014153806,0.9375,0.0625,0.7731410256410255,0.1093872707652899,0.8398690688396571,0.053107243300334,0.9849220867208672,0.0197520718404981
d_perc_to,No sampling,,After,Yes,MLP,0.8827380952380952,0.03785771203831,0.4569444444444445,0.1677568511599783,0.78,0.238723456930585,0.5545271395271395,0.1616695834841617,0.8535814701897019,0.1179295705782951
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8846513605442177,0.0439663883734877,0.8875,0.1419727086450068,0.6152293621411269,0.0840049719348611,0.720174662514614,0.0909103989955824,0.956132283197832,0.0406289943765848
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8825255102040817,0.0448843685947376,0.902777777777778,0.1193151755273029,0.6090730184847832,0.0899036078427274,0.7220370176778845,0.0879706775579503,0.960778285907859,0.0343239715718718
d_perc_to,No sampling,,After,Yes,MLP,0.9422619047619047,0.0275560065195028,0.8013888888888889,0.1011221758292633,0.854906204906205,0.1018669274321568,0.8220969089390142,0.0842655644349911,0.961639566395664,0.0362186977378476
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9422193877551022,0.0292147530560607,0.888888888888889,0.1178511301977579,0.8299708624708625,0.1408873565752588,0.8412111254758313,0.0647452073880535,0.9826651422764228,0.0242981728120962
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9505102040816328,0.0250332395066652,0.9013888888888888,0.0932626220233307,0.8468739593739594,0.1264812396406315,0.8617473831637918,0.058269090498037,0.982633807588076,0.0198308947005815
d_perc_to,No sampling,,After,Yes,MLP,0.9279761904761904,0.0229435888079565,0.5944444444444444,0.1280190957978101,0.965714285714286,0.0697517463756211,0.7271794871794872,0.0943868409241721,0.9462643970189702,0.0382708705607909
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9300170068027211,0.0292893731863031,0.8763888888888889,0.1118810131841462,0.7562842712842713,0.0891072637680565,0.8064843481252151,0.0798944509725847,0.977505081300813,0.0220134953194592
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9402636054421768,0.0267122210099457,0.925,0.082915619758885,0.7790384615384616,0.0997863911308551,0.8403524743230626,0.0679120502340549,0.980168529810298,0.023414048736339
d_perc_to,No sampling,,After,Yes,MLP,0.9670068027210884,0.0189496157717312,0.9013888888888888,0.0932626220233307,0.9141666666666668,0.0914766549184092,0.901281512605042,0.0562239086054319,0.9752981029810298,0.0340175351851226
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9628826530612244,0.0182239318607731,0.8638888888888889,0.067700320038633,0.925,0.1024695076595959,0.8872128851540616,0.0483517629310678,0.9856935975609756,0.0166665096181005
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9648809523809524,0.0264667598966182,0.8777777777777779,0.075,0.9275252525252526,0.111041070670153,0.8960161432994249,0.0672326983172369,0.9850228658536586,0.026810623761746
d_perc_to,No sampling,,After,Yes,MLP,0.9444302721088432,0.0276942414653825,0.701388888888889,0.1799401906807431,0.9583333333333334,0.0645497224367902,0.7938795518207283,0.1203410995590352,0.957197662601626,0.03375010758157
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9360544217687076,0.0353112380457623,0.888888888888889,0.0874007373475126,0.7758080808080808,0.1165054638628023,0.8256019951840387,0.0934455892572288,0.9733460365853658,0.0266106332449856
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.921811224489796,0.0202725885809326,0.888888888888889,0.0874007373475126,0.7279073704073703,0.0877011859982013,0.792952847805789,0.0430001114823569,0.9830919715447156,0.0197983392336483
d_perc_to,No sampling,,After,Yes,MLP,0.962797619047619,0.0260100199907372,0.8527777777777779,0.0909059342886309,0.9289285714285714,0.0979437833345105,0.8851587301587301,0.0761870038891307,0.975645325203252,0.0263731436828009
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9731292517006802,0.0279513671067066,0.902777777777778,0.1054092553389459,0.9446031746031748,0.0959509039234067,0.9184430438842204,0.0817344238756706,0.9871019647696476,0.0158920394149339
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9752125850340138,0.0155359376903834,0.913888888888889,0.097182531580755,0.9452777777777778,0.0709726299183767,0.9235037348272644,0.0500951963475516,0.9875533536585366,0.0172584287644719
d_perc_to,No sampling,,After,Yes,MLP,0.9382227891156464,0.0244441731242225,0.6902777777777778,0.1712393549002876,0.932777777777778,0.0868587614719692,0.7759551722787017,0.1165240147213304,0.9446968157181572,0.0371541508348623
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9443027210884354,0.0265763603477789,0.9,0.0935414346693485,0.8134415584415583,0.1076277443600195,0.845998574868544,0.0606468796928319,0.9772433943089432,0.0211955427148574
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9258503401360544,0.0337029821538434,0.8763888888888889,0.0969141945801083,0.7632356532356532,0.1435919286046406,0.8036516424751718,0.0737405689295979,0.9753412940379405,0.0264652284685623
d_perc_to,No sampling,,After,Yes,MLP,0.9690476190476192,0.0167732690322552,0.8763888888888889,0.0791666666666666,0.9416666666666668,0.0767793053393625,0.9036834733893558,0.051233549723922,0.9811873306233064,0.0223542206697882
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9587585034013604,0.0227487839880992,0.8652777777777778,0.1155452051988503,0.9143939393939392,0.1197736616604343,0.8760145556198188,0.0637442811277568,0.9848949864498644,0.0161327171703129
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9649234693877552,0.0209235949029185,0.8638888888888889,0.067700320038633,0.9325,0.0955575742680819,0.8924906629318393,0.0581726426363689,0.9887881097560974,0.0152082834624826
d_perc_to,No sampling,,After,Yes,MLP,0.9444302721088436,0.0306116839045346,0.6888888888888889,0.1804700652308976,0.9675,0.0671286079104877,0.7905953360365124,0.1349220804952142,0.958421409214092,0.0275265579100638
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9423044217687074,0.0274858884634615,0.8763888888888889,0.1369940185231133,0.8321212121212123,0.1407261764893486,0.8353216374269007,0.0832446229377137,0.9706910569105692,0.0233940468197827
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9443877551020408,0.020840100247674,0.913888888888889,0.0794949334514121,0.7968434343434343,0.0930081221706757,0.8464766081871344,0.0570430461036716,0.9758502710027102,0.0300340681459713
d_perc_to,No sampling,,After,Yes,MLP,0.9649659863945578,0.022777531577088,0.851388888888889,0.0755764881134044,0.940277777777778,0.0958333333333333,0.8903991596638656,0.0683763803989686,0.9854005758807588,0.0151012081965885
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9649659863945578,0.0185796887388926,0.888888888888889,0.0874007373475126,0.9134415584415584,0.0954540153709108,0.8945980146444544,0.0549435178456279,0.9897527100271002,0.0133638066478019
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9690901360544216,0.0166946804863482,0.8902777777777778,0.0834374349770866,0.9305555555555556,0.0755637250485302,0.90546918767507,0.0498734309057517,0.9860560636856368,0.017253385562658
d_perc_to,No sampling,,After,Yes,MLP,0.9484268707482992,0.0267005787185555,0.7763888888888889,0.1570673068747563,0.919155844155844,0.1104106167942825,0.8271743272207669,0.0992843445210295,0.9655911246612467,0.0262732588272523
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9362244897959184,0.0172107247041612,0.8638888888888889,0.1040832999733066,0.7921969696969697,0.0900353954647064,0.8174760524992724,0.048077418517656,0.9753565379403794,0.0235125440030667
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9361394557823128,0.019651689859685,0.925,0.0612372435695794,0.7641161616161616,0.098529674465775,0.8310195832719053,0.0457315125260137,0.9814100609756098,0.0232374893279258
d_perc_to,No sampling,,After,Yes,MLP,0.967091836734694,0.0100383364376691,0.8763888888888889,0.0791666666666666,0.9313888888888888,0.0722120719362997,0.8977194211017739,0.0335158790115939,0.9875533536585366,0.0189463694005729
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9690476190476188,0.0213296428741675,0.913888888888889,0.0794949334514121,0.9230555555555556,0.1094884993114869,0.9103384687208218,0.0531419692170208,0.9897374661246612,0.0162605167009207
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9710884353741496,0.0190227379403878,0.913888888888889,0.0794949334514121,0.9277272727272728,0.0966419651160281,0.9145980146444544,0.0532434931937665,0.9893826219512194,0.0190731939411194
d_perc_to,No sampling,,After,Yes,MLP,0.946513605442177,0.0230384120507665,0.7277777777777777,0.1233220715579061,0.9464285714285714,0.0917516612761795,0.814441391941392,0.0874910845117619,0.9611805555555556,0.0240381707172369
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9340986394557824,0.0241457671481783,0.888888888888889,0.0874007373475126,0.7883566433566433,0.1328991312223733,0.8225020885547201,0.0471135571958445,0.9778988821138213,0.0237071285983748
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9113945578231292,0.0281648776198907,0.8625,0.1179247641507075,0.7022727272727273,0.1165844850259258,0.7638069532806374,0.0705459525068202,0.9741209349593496,0.0237998149520315
d_perc_to,No sampling,,After,Yes,MLP,0.9690901360544216,0.0138530430225889,0.8763888888888889,0.0969141945801083,0.940277777777778,0.0599157072503416,0.9019957983193276,0.0473623026917291,0.9832816734417344,0.0194719201406621
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9649234693877552,0.0188281225322324,0.9013888888888888,0.0746519702798704,0.9105555555555556,0.1070998149875636,0.8978384687208217,0.0445957465492318,0.9881978319783198,0.0156505624068361
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9690476190476192,0.0190955801064301,0.9013888888888888,0.0932626220233307,0.9277272727272728,0.0966419651160281,0.9069789670254068,0.0554240739802596,0.987248475609756,0.0179901316834274
d_perc_to,No sampling,,After,Yes,MLP,0.8168792517006803,0.0248919192355141,0.0569444444444444,0.1344355483741806,0.09,0.1813835714721705,0.0621052631578947,0.1336842105263158,0.490994241192412,0.2238410689248472
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8786139455782311,0.0605986681170491,0.8777777777777779,0.1224744871391588,0.6254989944695828,0.161078237986487,0.7185252949664714,0.1226992629793736,0.9567140921409214,0.0402655950943187
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8763605442176872,0.0337729582309293,0.8638888888888889,0.0877971146071061,0.6066666666666666,0.1033223606199627,0.7041235888294712,0.0570633386138458,0.9587457655826558,0.0310188307788924
d_perc_to,No sampling,,After,Yes,MLP,0.9136479591836736,0.0364812022938683,0.5694444444444444,0.2058181505871411,0.8825396825396826,0.1467202540735408,0.6691261679496973,0.1659425742534717,0.9311966463414632,0.0500831686949777
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.946513605442177,0.0228089377190669,0.8652777777777778,0.1283576816729113,0.8392748917748918,0.094797416733059,0.8425375939849624,0.0673691548205343,0.9740337059620596,0.0301038793438722
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9525510204081632,0.0280420208460394,0.8902777777777778,0.0834374349770866,0.8557395382395383,0.1193731288703253,0.8657103543171655,0.0713613843181936,0.9792420392953928,0.0158424743046995
d_perc_to,No sampling,,After,Yes,MLP,0.8064200680272109,0.0275666645871387,0.0375,0.0800390529679106,0.0785714285714285,0.1642857142857142,0.0466666666666666,0.0945163125250521,0.5248433265582656,0.1556473730920256
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8621598639455783,0.0355279395072524,0.8402777777777779,0.1572882174014739,0.5657964257964258,0.0977447879614253,0.6677109440267336,0.0928804887723037,0.9396781842818428,0.0364111816562586
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8950680272108842,0.0309579870829462,0.851388888888889,0.0940042847723206,0.6573665223665224,0.0981697248240776,0.7330915465832682,0.0589756617290606,0.9515447154471544,0.0228350622625731
d_perc_to,No sampling,,After,Yes,MLP,0.94234693877551,0.0328831049456239,0.7027777777777777,0.1880085695446413,0.9492063492063492,0.1025745677549429,0.7869957983193278,0.1566507485085644,0.9547018970189702,0.0356634387160475
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9463010204081632,0.0386802193551172,0.902777777777778,0.08936504412303,0.8427272727272728,0.153798319461152,0.8580521209246476,0.0802366242738267,0.9811915650406504,0.0235211516959872
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9502551020408164,0.0459577180845974,0.888888888888889,0.0671854812358212,0.8663461538461537,0.1689226899309177,0.8671358543417366,0.1037143360328398,0.9817894647696476,0.0203786183599439
d_perc_to,No sampling,,After,Yes,MLP,0.8271258503401361,0.0140553276439856,0.0,0.0,0.0,0.0,0.0,0.0,0.4913194444444445,0.190662892999172
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9197278911564626,0.0326356733395453,0.8402777777777779,0.1239539565053626,0.7575000000000001,0.148376757967233,0.7804005205320995,0.0737535983791725,0.9652989498644986,0.0464791174596104
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8846513605442177,0.0251886264662824,0.875,0.1118033988749894,0.6163808413808415,0.0755128159115766,0.7163736649225948,0.0577502024537228,0.9551321138211382,0.033094988490504
d_perc_to,No sampling,,After,Yes,MLP,0.9298894557823127,0.0285405680942315,0.6416666666666666,0.1892969448600091,0.9214285714285716,0.0853414510382037,0.7357692307692307,0.1492763609975227,0.9413592479674796,0.0447809630240268
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9545918367346936,0.0243000967340023,0.888888888888889,0.0671854812358212,0.8701082251082249,0.125869260671666,0.8711059511523909,0.0601832589964283,0.985578421409214,0.021086431221087
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9482993197278912,0.0353112380457623,0.913888888888889,0.097182531580755,0.83995115995116,0.1448890571437966,0.861560139207198,0.0762458754301881,0.977787093495935,0.0255671068450826
d_perc_to,No sampling,,After,Yes,MLP,0.8476615646258503,0.0296548426618501,0.1861111111111111,0.196143371598997,0.4571428571428571,0.4233544908741499,0.2439105339105339,0.2346769537360476,0.691808943089431,0.1448104210603128
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8766581632653061,0.0418629323499098,0.775,0.1837117307087383,0.6034829059829059,0.1163732593824973,0.6703851540616246,0.1295336592993426,0.941593834688347,0.0308274919637327
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8764880952380952,0.0544138792378721,0.9125,0.0976281209488331,0.6055266955266955,0.1167430404293024,0.7205079386378676,0.093866154597682,0.9614879742547424,0.0382699854037509
d_perc_to,No sampling,,After,Yes,MLP,0.8951530612244898,0.0745261885753082,0.5916666666666666,0.2692582403567252,0.8180718954248366,0.2140886463158504,0.6351462589697883,0.2325143026595961,0.9137262872628724,0.0580081323068179
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9627976190476192,0.0261445022879439,0.9013888888888888,0.0746519702798704,0.8991919191919193,0.12028415833794,0.8929932674824317,0.065082514150829,0.985169376693767,0.0191785626755884
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9485119047619048,0.0264696625134128,0.8763888888888889,0.0791666666666666,0.8444444444444444,0.1237280969517782,0.8530345471521942,0.070032343470101,0.9781072154471544,0.016316594346996
d_perc_to,No sampling,,After,Yes,MLP,0.866326530612245,0.0460717236312913,0.3458333333333333,0.12226167292601,0.7919047619047619,0.2620328691019428,0.4630314130314129,0.1569302749823382,0.8426431233062329,0.0662885911837928
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8971513605442178,0.0606649155442854,0.8555555555555555,0.1440968038815882,0.7048970473970474,0.1934391718217828,0.7467244333043902,0.115106812512309,0.9520731707317072,0.0218256220128833
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8906887755102041,0.0387555752327346,0.8138888888888889,0.1611589967151143,0.6686813186813186,0.1513191173545853,0.7128920786815525,0.092200341135445,0.9429522357723578,0.0292317771663271
d_perc_to,No sampling,,After,Yes,MLP,0.9279336734693878,0.0248164233242122,0.7777777777777778,0.0745355992499929,0.8120093795093796,0.1217628123547164,0.7858563168857285,0.0549929139349662,0.952919207317073,0.027797874708051
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9296768707482992,0.0539293330018715,0.913888888888889,0.0794949334514121,0.7825595238095239,0.170187315520122,0.8270965292017923,0.0973446906187391,0.9822594850948508,0.0202929374228768
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.944387755102041,0.0320612062669276,0.925,0.082915619758885,0.8038636363636364,0.1247000491244668,0.8525444952962115,0.0762588123005088,0.9818275745257452,0.0217671688134572
d_perc_to,No sampling,,After,Yes,MLP,0.8809098639455781,0.0421816922098785,0.4805555555555555,0.1674979270186815,0.7766666666666667,0.1772004514666935,0.5652414252414253,0.130012718798051,0.8701439701897019,0.0678045082978405
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.8785714285714287,0.0552810039938109,0.888888888888889,0.0874007373475126,0.6223167600373483,0.1373100498947924,0.7208581287993053,0.0954845127854399,0.9619097222222224,0.0276248330201706
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.8888605442176871,0.0503987782398796,0.925,0.1274754878398196,0.6287214247740563,0.1051464336603132,0.7396742673677659,0.0931590683801454,0.970282012195122,0.0274708159746494
d_perc_to,No sampling,,After,Yes,MLP,0.907312925170068,0.038378046314152,0.7527777777777778,0.1481365736219264,0.7271103896103897,0.1339544418972089,0.7292336327243447,0.1089377209686888,0.9446985094850948,0.0365997723865207
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321003401360544,0.0305223844080276,0.888888888888889,0.0874007373475126,0.7712157287157287,0.1159023343058958,0.817277496325484,0.0691582660980289,0.9756563346883468,0.0239211410542111
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9360544217687076,0.0256277055810697,0.913888888888889,0.0794949334514121,0.770007215007215,0.103718693978566,0.8291950464396287,0.0594090717823697,0.9799678184281844,0.0273949906387276
d_perc_to,No sampling,,After,Yes,MLP,0.9361819727891156,0.0283964273792177,0.6916666666666667,0.1689427911059441,0.9180952380952382,0.1078318820647193,0.7739797457444516,0.110959405091631,0.9569385162601624,0.0308865511502646
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9340561224489796,0.0318307029306338,0.8638888888888889,0.1181453906563152,0.7891161616161616,0.1289468443565934,0.8148049138683815,0.0869877996551658,0.9750287940379404,0.0250798533828832
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9176445578231291,0.0185113110376354,0.851388888888889,0.1460712345246508,0.7220779220779222,0.0692432327966551,0.7702553518033393,0.0685356398654186,0.9764210704607048,0.0189496184860297
d_perc_to,No sampling,,After,Yes,MLP,0.967049319727891,0.0137852830245522,0.8652777777777778,0.0842656184006528,0.9430555555555558,0.0756785151434737,0.8970168067226891,0.0417211728323282,0.9743716124661246,0.038380463331574
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9690901360544216,0.0166946804863482,0.902777777777778,0.08936504412303,0.9255050505050504,0.0865023400327394,0.907326772814389,0.0470531029068087,0.987607554200542,0.0174377238500236
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9649659863945578,0.0207003250990609,0.8763888888888889,0.1118810131841462,0.9223304473304472,0.0883506725769667,0.8910355640231803,0.0681997117505622,0.9856783536585366,0.0214500842599007
d_perc_to,No sampling,,After,Yes,MLP,0.9341411564625852,0.0257517265689661,0.6930555555555555,0.1646228855428201,0.9164285714285711,0.115343320711054,0.7699206349206349,0.1010926698191143,0.959021849593496,0.0241955128900021
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9237670068027212,0.0229300725621627,0.8777777777777779,0.0935414346693485,0.7378335553335554,0.0847790908047956,0.795078505086245,0.0512450683727126,0.9745079607046072,0.020197832135271
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9256802721088436,0.0339517933249497,0.913888888888889,0.0794949334514121,0.7367909867909868,0.1230116332794248,0.8089923337756156,0.0795205517584767,0.9809552845528456,0.018505645512219
d_perc_to,No sampling,,After,Yes,MLP,0.9607993197278912,0.0216776702374151,0.8638888888888889,0.067700320038633,0.9111111111111112,0.1088662107903634,0.8816246498599438,0.0613234554412845,0.9761060298102984,0.0279659138812961
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9629251700680272,0.0181660597483468,0.8777777777777779,0.0935414346693485,0.9194444444444444,0.1010744744370014,0.8888305322128851,0.0446252450567063,0.9901727642276424,0.0119913359396064
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9648809523809522,0.0229538290556091,0.888888888888889,0.1037491633165727,0.9222222222222222,0.111665284679121,0.8951820728291316,0.0610929185960772,0.9878125,0.0231945743925168
d_perc_to,No sampling,,After,Yes,MLP,0.9320578231292516,0.0263006781254738,0.6527777777777778,0.1479019945774904,0.925595238095238,0.1059206078630028,0.7529154179154178,0.1136025011664027,0.9610382791327912,0.0331536826284892
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9423894557823128,0.0274089636265119,0.8875,0.1179247641507075,0.797420634920635,0.0889744574674813,0.8355672268907564,0.0844757742125069,0.9795350609756096,0.0228067134080308
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9340986394557822,0.0202338073545968,0.851388888888889,0.1093700395700557,0.78989898989899,0.0956973423269208,0.8107414463761213,0.0575522705716223,0.9692750677506774,0.0257713263150864
d_perc_to,No sampling,,After,Yes,MLP,0.967091836734694,0.0189123751845088,0.8638888888888889,0.1181453906563152,0.9398809523809524,0.0607677557888474,0.8939282123105652,0.0670300998245948,0.9827176490514904,0.0246142859668987
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9608843537414964,0.0234384038305063,0.8902777777777778,0.0834374349770866,0.894047619047619,0.1059427199685571,0.8856372549019607,0.0629107227345747,0.9847713414634146,0.0227545767960984
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9772108843537416,0.0195792547467362,0.925,0.1,0.943888888888889,0.072188026092359,0.929435107376284,0.0617075136798176,0.9887652439024393,0.0157047414946392
d_perc_to,No sampling,,After,Yes,MLP,0.9546768707482997,0.0201758317354875,0.7527777777777778,0.1252774698197742,0.9732142857142858,0.053720031987469,0.8412271062271062,0.0839780718278346,0.954114159891599,0.0386113287382991
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.954719387755102,0.0240679683864064,0.888888888888889,0.0671854812358212,0.863560606060606,0.1083073742767415,0.8705999066293183,0.0600542078536562,0.9774822154471544,0.0219493964316067
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9196853741496598,0.0404919303201442,0.8652777777777778,0.1155452051988504,0.7303535353535354,0.1252607625997735,0.7855943781021181,0.1023976296673265,0.971552337398374,0.0211005598864594
d_perc_to,No sampling,,After,Yes,MLP,0.9629251700680272,0.0123647760063221,0.8402777777777779,0.0954703269782466,0.9425,0.073357003755606,0.8817460317460318,0.0407900992833614,0.9765828252032522,0.0291454441827688
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9669642857142856,0.0212568451734218,0.9,0.075,0.9175,0.1084262422110072,0.9021031746031746,0.0566101853816014,0.99,0.0156749202549805
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9669642857142856,0.0232090288957203,0.8638888888888889,0.067700320038633,0.9477777777777778,0.1058825344951239,0.8990102707749766,0.0637100010931603,0.985465785907859,0.0181146741973742
d_perc_to,No sampling,,After,Yes,MLP,0.9444302721088438,0.0261471295703798,0.7388888888888889,0.1637240225365708,0.925595238095238,0.1017965432526614,0.8064398836457659,0.1031679189671606,0.965470867208672,0.0280143736145477
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9340986394557824,0.0328527456177902,0.925,0.082915619758885,0.7504040404040405,0.1079650564910707,0.8259339525283798,0.0873591322403686,0.979334349593496,0.0238538450580434
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9443452380952382,0.0229161933741339,0.925,0.0612372435695794,0.7998737373737375,0.1147855056170653,0.8509026242075779,0.0538050516459083,0.9811559959349594,0.0196525707270723
d_perc_to,No sampling,,After,Yes,MLP,0.971045918367347,0.0212478289526936,0.9013888888888888,0.0932626220233308,0.9323809523809524,0.087414645407943,0.911858076563959,0.0648190004809667,0.984247120596206,0.0230547976439872
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9690051020408164,0.0232568027210884,0.913888888888889,0.0794949334514121,0.9216666666666666,0.11,0.9103874883286648,0.0600407497442741,0.9897103658536588,0.015635667090529
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9710884353741496,0.0190227379403878,0.913888888888889,0.0794949334514121,0.9277272727272728,0.0966419651160281,0.9145980146444544,0.0532434931937665,0.990640243902439,0.0151844037018019
d_perc_to,No sampling,,After,Yes,MLP,0.9443027210884354,0.0248191547760306,0.7402777777777778,0.104499468366537,0.9291666666666666,0.1179247641507075,0.814947209653092,0.0772764378888097,0.9625160907859078,0.0266989214803973
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9299744897959183,0.0232704787607168,0.8763888888888889,0.1118810131841462,0.768510101010101,0.1070033885238984,0.8072283744806965,0.0541577379284634,0.9736924119241191,0.0240088204907556
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.938265306122449,0.0205034270343676,0.9,0.0935414346693485,0.779949494949495,0.0961948339409707,0.828811980932724,0.0556331409357667,0.9792801490514906,0.0249183510367063
d_perc_to,No sampling,,After,Yes,MLP,0.9649659863945578,0.0186738256288584,0.8763888888888889,0.0969141945801083,0.9198809523809524,0.0857735043082666,0.8917390289449113,0.0583860901127306,0.9847332317073172,0.02189907556955
d_perc_to,SMOTE - After split,SMOTE,After,Yes,MLP,0.9649234693877552,0.0187347609567317,0.913888888888889,0.097182531580755,0.9018434343434344,0.1097195952307249,0.8978071404000199,0.050576235056574,0.990625,0.0170018381359193
d_perc_to,ADASYN - After split,ADASYN,After,Yes,MLP,0.9690476190476192,0.0167732690322552,0.9013888888888888,0.0746519702798704,0.9277272727272728,0.0966419651160281,0.9079313479777876,0.0457840193670315,0.9881478658536584,0.0172221778499022
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9680682588075882,0.0300657787774082
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.936267006802721,0.0231461663465903,0.6291666666666667,0.1256234452640111,0.98,0.0599999999999999,0.7601465201465201,0.0988610419491108,0.9695884146341462,0.036919476046602
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.9116071428571428,0.0314858171718523,0.925,0.1,0.6828787878787879,0.0858625816063679,0.7786549707602339,0.0636304607805118,0.9762957317073172,0.0230818054474226
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.8417517006802722,0.0560982219404699,0.95,0.0612372435695794,0.5273665223665224,0.0939209614449532,0.6737865719330249,0.0848556724823051,0.9769715447154472,0.0145626801289519
d_perc_to_pca,No sampling,,After,Yes,SVM,0.9075255102040816,0.0242862933794979,0.4583333333333333,0.1290994448735805,0.975,0.075,0.6131934731934733,0.1261014609456504,0.9668216463414634,0.0363143712510387
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.9033588435374152,0.0303280994949931,0.9375,0.0838525491562421,0.6523193473193474,0.0764565646491453,0.7652916605238587,0.0637377556852627,0.9744435975609756,0.0268311964471359
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.8190901360544218,0.0624091876924517,0.975,0.0499999999999999,0.4945047109752992,0.0911860959335323,0.6508716103329061,0.0815851229383504,0.9709247967479676,0.0180468255402744
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9680682588075882,0.0300657787774082
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9662042682926828,0.0380555590232997
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8148809523809524,0.0588282981328372,0.95,0.0612372435695794,0.4843395252837977,0.0912946561852478,0.6379503732981993,0.0875663237091719,0.9648001355013552,0.0287040627551731
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7656462585034014,0.0616534129751326,0.9875,0.0375,0.4238032498902064,0.0714047067361437,0.5902661508664313,0.0734343994662506,0.960829945799458,0.0247109415814257
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.966516768292683,0.0378307323632905
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8088010204081633,0.0626054948668912,0.9625,0.057282196186948,0.4784224598930481,0.0934367116580827,0.6345486542443064,0.0874441498880734,0.9623458672086722,0.0305578784817571
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7366496598639456,0.0614320579125252,0.9875,0.0375,0.393843520779784,0.0624250448329447,0.5608293805543527,0.0668466629601529,0.956967310298103,0.0268536038323573
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9680682588075882,0.0300657787774082
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9662042682926828,0.0380555590232997
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8148809523809524,0.0588282981328372,0.95,0.0612372435695794,0.4843395252837977,0.0912946561852478,0.6379503732981993,0.0875663237091719,0.9651050135501356,0.029025938077878
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7656462585034014,0.0616534129751326,0.9875,0.0375,0.4238032498902064,0.0714047067361437,0.5902661508664313,0.0734343994662506,0.960829945799458,0.0247109415814257
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.966516768292683,0.0378307323632905
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8088010204081633,0.0626054948668912,0.9625,0.057282196186948,0.4784224598930481,0.0934367116580827,0.6345486542443064,0.0874441498880734,0.9623458672086722,0.0305578784817571
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.7366496598639456,0.0614320579125252,0.9875,0.0375,0.393843520779784,0.0624250448329447,0.5608293805543527,0.0668466629601529,0.956967310298103,0.0268536038323573
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9680682588075882,0.0300657787774082
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9662042682926832,0.0378497103367495
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6720663265306122,0.2172480134875104,0.8375,0.2095381826780026,0.489449639507779,0.2961424110929864,0.5182070020990853,0.1268549174736221,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9665243902439024,0.0376420044542098
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9680682588075882,0.0300657787774082
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9662042682926832,0.0378497103367495
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.685034013605442,0.0748472749692193,0.9875,0.0375,0.3523193083719399,0.0568265987653425,0.5172888159095056,0.0654620803137642,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6679421768707482,0.2186836113335638,0.825,0.2318404623873926,0.4890268065268065,0.2965780073362338,0.505482471727496,0.1185362681237468,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9665243902439024,0.0376420044542098
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9680682588075882,0.0300657787774082
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9658993902439026,0.0378586728786896
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9655792682926828,0.0379571670826696
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9680682588075882,0.0300657787774082
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9658993902439026,0.0378586728786896
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.685034013605442,0.0748472749692193,0.9875,0.0375,0.3523193083719399,0.0568265987653425,0.5172888159095056,0.0654620803137642,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9655792682926828,0.0379571670826696
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9681029810298104,0.0295355604687197
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9665243902439024,0.0386268546362864
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9655868902439024,0.0386751992502963
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9680682588075882,0.0300657787774082
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.966219512195122,0.0386381629346467
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.685034013605442,0.0748472749692193,0.9875,0.0375,0.3523193083719399,0.0568265987653425,0.5172888159095056,0.0654620803137642,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9655868902439024,0.0386751992502963
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9663761856368562,0.0303626287829214
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.8782738095238095,0.1448945720057776,0.763888888888889,0.2534484387624258,0.7674074781427722,0.213434661994425,0.7013001867413632,0.2217287457727515,0.9581631097560976,0.0299538309485233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.5361819727891156,0.3090011595487262,0.575,0.475,0.1496809576543795,0.1723888511320557,0.2187051021483825,0.207175195466776,0.9515497967479676,0.0299411096172475
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9665243902439024,0.0386268546362864
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,SVM,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9655868902439024,0.0386751992502963
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,SVM,0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.0632362753000768,0.9571790311653118,0.0317844818516704
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,SVM,0.6164965986394557,0.2444431363264802,0.6,0.4898979485566356,0.1570648399219827,0.1390494838131526,0.2460465226623014,0.2122339247579261,0.9509205623306236,0.0327954186061467
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.884906462585034,0.0239586634320437,0.4680555555555555,0.1155452051988504,0.7722222222222223,0.1180081604209044,0.5691819291819293,0.0992380368290428,0.717930216802168,0.0548106604087904
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7407738095238094,0.0568657773811724,0.95,0.0999999999999999,0.393871635610766,0.0680398298546353,0.5535893343650754,0.0735848250093964,0.8244512195121951,0.0559006685221694
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7344812925170068,0.0420193020664008,0.9625,0.0800390529679106,0.3859768987686608,0.0467045600011082,0.548702095444853,0.0496339910511661,0.8257012195121952,0.0371641339328869
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8272534013605443,0.034246677014064,0.0875,0.1772180859844727,0.11,0.2467792535850613,0.0948717948717948,0.199950684255199,0.5830149051490514,0.1117063980713904
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.4510204081632653,0.2408165517265175,0.826388888888889,0.2452677108793573,0.2486340350470784,0.115193120516675,0.3552894710322058,0.1084847943379766,0.6004810298102982,0.1097870251517228
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.4404761904761905,0.2054825429438512,0.851388888888889,0.1660927618999562,0.2323294843803882,0.089018868084459,0.3560304624665735,0.1102480997015933,0.6045663956639566,0.1275719943346322
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.829251700680272,0.0125251378500149,0.025,0.075,0.0333333333333333,0.0999999999999999,0.0285714285714285,0.0857142857142857,0.5586957994579946,0.0927133700759787
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.4277210884353741,0.2044894769698473,0.9,0.0935414346693485,0.238204470176295,0.0838832305458469,0.3663917018002335,0.0931653658673976,0.6164329268292683,0.1096817541238555
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.412329931972789,0.1845768795748778,0.8666666666666666,0.1925703334715224,0.2196626861865007,0.0884429577889054,0.3437566538801954,0.1145460511151952,0.5945528455284552,0.1305915361571469
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8435799319727891,0.029709897465785,0.125,0.1936491673103708,0.2299999999999999,0.3515679166249389,0.1615384615384615,0.2485460680215925,0.5930894308943089,0.0880583654670746
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.4635204081632652,0.2660147331886048,0.8125,0.2695482331605978,0.2531437405161171,0.149809132555014,0.3645393391154657,0.1801562582688205,0.6033231707317074,0.1698578710242756
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.4536139455782313,0.1823866060957785,0.7555555555555555,0.1695582495781316,0.2207765151515151,0.0821630884422628,0.3306388901924019,0.094158559242714,0.5750033875338754,0.116918556952176
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.9054421768707483,0.0224497848237361,0.4444444444444445,0.1381926995981416,0.98,0.0599999999999999,0.5961149961149961,0.1476926216316819,0.8868830453929538,0.0587299702444333
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.9075680272108844,0.0356277295796179,0.7541666666666667,0.1214066857027788,0.7274206349206349,0.1509663223996206,0.7315522875816993,0.1062291698075716,0.923159298780488,0.0450280341160787
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.792389455782313,0.0382492644001257,0.9,0.1089724735885168,0.4465826330532213,0.0510956661127852,0.5922063863173308,0.046442334580472,0.8870121951219512,0.0369686509284872
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8477465986394558,0.0229461492983021,0.1833333333333333,0.1920286436967152,0.3466666666666667,0.3546359635833154,0.2369130869130869,0.2442012987620899,0.6710713075880759,0.0897020650402691
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6237244897959183,0.1569258890291864,0.7138888888888889,0.257390753524675,0.3152318839083545,0.1421953121383299,0.397273515889795,0.1158487167117221,0.6532676998644986,0.081707732702691
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5694727891156461,0.1507291395474783,0.6180555555555556,0.1594804934083719,0.2965035600364548,0.2419447603087353,0.3436523021667548,0.098282243990349,0.6187152777777777,0.0846323363603801
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.841454081632653,0.0233072709135009,0.2333333333333333,0.1947220240924654,0.4528571428571428,0.3603377730097087,0.2862548562548562,0.2091723107132956,0.6588528963414635,0.099915704802991
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7213860544217687,0.1698740443441932,0.7125,0.2168668946612184,0.402014157014157,0.1768668982644501,0.4889579539435648,0.1642443653105921,0.7519397865853659,0.1452832860302779
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.628358843537415,0.1583114853456932,0.8125,0.1789727632909544,0.3086248012718601,0.1047902027197372,0.4400719966414181,0.1306387208271268,0.7192797256097562,0.1456099887476213
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8395408163265305,0.0376304093998676,0.175,0.1952562418976663,0.3854761904761905,0.3942363236836055,0.2257886557886557,0.2398318003106999,0.6264731537940379,0.0917755431416062
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6253401360544217,0.1847850747647137,0.663888888888889,0.2515231378797761,0.2974712422080843,0.1336302806298251,0.3885845587584718,0.1425101694046363,0.668407012195122,0.1316600121211252
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6625425170068027,0.1146467048011791,0.6666666666666666,0.25617376914899,0.2874665904271167,0.100172505105328,0.3937513405511723,0.1395919202464268,0.6802561822493225,0.1322138755265684
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.9342261904761904,0.0299363509958902,0.7166666666666666,0.135400640077266,0.8722619047619048,0.0999688868832258,0.7801212023270846,0.1029661279212577,0.9234019308943088,0.0569103215051596
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8723639455782312,0.037636942023464,0.851388888888889,0.1349511228391804,0.5919017094017094,0.1125421670798453,0.6898429951690822,0.0913113838571593,0.9137834518970188,0.0571261193225802
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8332908163265307,0.0496941605604069,0.8638888888888889,0.0877971146071061,0.5171688034188034,0.1298493395431848,0.6388587016847886,0.0950224327001866,0.8969194613821138,0.0466594909526526
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8477891156462585,0.0332683013063887,0.4069444444444444,0.2224001024180419,0.5488095238095239,0.1334661328456775,0.4428787878787878,0.1806579775898377,0.7161128048780487,0.1049820343716262
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6189200680272109,0.1539362330834314,0.75,0.1479019945774904,0.2957529643281915,0.0992167296508072,0.4137280244597318,0.1117085424019799,0.7238156334688347,0.1089507569497591
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6115221088435374,0.0978848337372041,0.6791666666666666,0.1491294180681106,0.2614287357230048,0.0401376867147271,0.3702191491304395,0.0411102088231583,0.6942560128726287,0.040391597139367
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8375,0.0424049543852638,0.2861111111111111,0.2106537443294089,0.4428571428571429,0.298180422941967,0.339134199134199,0.2387778644199383,0.7043368902439024,0.1094727693070466
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6947278911564625,0.1705324229224609,0.7180555555555556,0.2461156570937059,0.3542124756335282,0.128514577084262,0.4506405762965192,0.1434118020512605,0.7550969681571816,0.1219604970918924
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6915391156462585,0.104937493997459,0.8041666666666666,0.1835699230992557,0.3452008542880754,0.0850341297893239,0.4721268107475004,0.0926916208010967,0.7620854505420054,0.0902860790477854
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.825297619047619,0.0472399917193623,0.2,0.203100960115899,0.355,0.3532429129587111,0.2509324009324009,0.2485131582597195,0.6828209688346883,0.0843953089886112
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.6774659863945579,0.1343705857864248,0.7652777777777777,0.205015243335709,0.3621709390827037,0.1445267356745137,0.4534836059698562,0.1209279412862924,0.7394630758807589,0.1362487238179525
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.5887755102040816,0.1504503561015104,0.6166666666666666,0.253311402559511,0.2661598937265221,0.1632176176508654,0.3477670927934085,0.1499657451539335,0.6667327235772358,0.1718659358357488
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.9238945578231292,0.0401973510083705,0.7041666666666666,0.1484292760879739,0.8133333333333332,0.1226604183560961,0.7518886015944839,0.13278083845247,0.9116764058265584,0.0594040647568496
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8785714285714287,0.0494186639613565,0.7916666666666666,0.1330726618555942,0.6358508158508159,0.1545443136509622,0.6887988086157423,0.1011411071662913,0.8978544207317073,0.0600170391335618
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8557397959183672,0.0601663119205796,0.8013888888888889,0.0842656184006528,0.5747390191507838,0.1533330497171933,0.6597893647161381,0.1138072515055772,0.9053218157181572,0.0424100218778911
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8643282312925169,0.0221083938337309,0.3722222222222222,0.1605113357021518,0.6836507936507936,0.1643356261885093,0.4604552310434663,0.1384713147855045,0.7737699017615177,0.0567629522362042
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7756802721088436,0.1019394692287754,0.7763888888888889,0.1467826246150711,0.4419739668656078,0.1410075697485238,0.5529539904046149,0.1385904196977672,0.821155572493225,0.0692750243828278
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7239370748299321,0.0931619415881549,0.663888888888889,0.1874536979866998,0.3539352391674373,0.1385510588052726,0.454632934994491,0.149834303923508,0.7437830284552847,0.1443099044629748
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8477040816326531,0.0442658195644373,0.4194444444444444,0.1583333333333333,0.6149206349206349,0.2487767503287982,0.4740534955240837,0.1424004904992404,0.7776033197831979,0.1297618872214831
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7342261904761905,0.0706403018796023,0.8138888888888889,0.1288302069478359,0.3775074925074925,0.0684772270916733,0.5093370048118958,0.0732190036152339,0.8131639566395664,0.075369571743258
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7407312925170068,0.0790173281091882,0.6541666666666666,0.1656741279339253,0.3713783434487768,0.1032742453518626,0.461760477424093,0.106375601318428,0.7451448170731707,0.1091552513842682
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8252551020408163,0.0467741184253928,0.3736111111111111,0.2386667248603281,0.4367207792207791,0.2167567853309193,0.380968899521531,0.203132155057521,0.7244012533875339,0.1137372446773064
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7732993197278911,0.0802853042452065,0.6527777777777778,0.2850438562747845,0.4019000933706816,0.18069167903533,0.4844518940382588,0.1943689643151947,0.7374695121951219,0.1743384580801825
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7227891156462586,0.1334401524857958,0.7388888888888889,0.1433720877840437,0.3825024500353448,0.1281659317093062,0.4917260181326677,0.1258630392773866,0.7904492716802167,0.1234874817923877
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.921811224489796,0.0328232669360194,0.7041666666666666,0.1484292760879739,0.8208730158730159,0.1275345461772295,0.7461322990734756,0.1087940146978533,0.8924081131436313,0.0569262574586332
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.8620748299319729,0.0427756588240221,0.7180555555555556,0.1170380992099011,0.5955019980019981,0.1197633093564938,0.6372549019607843,0.0747193380910921,0.8449102303523034,0.0730527766982293
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.8703656462585034,0.0485634492781274,0.8013888888888889,0.1155452051988503,0.6073272642390288,0.1301697648759593,0.6785414078674947,0.0912921922070343,0.8581546409214091,0.0557102195293549
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8642431972789115,0.048738307718814,0.4680555555555555,0.1155452051988504,0.6645238095238095,0.2070236383799506,0.5399694749694751,0.1354221202160894,0.7643229166666667,0.1014960589686791
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.777721088435374,0.0667167029879858,0.6430555555555555,0.1256234452640111,0.4143972401867138,0.1056321150827844,0.4968439938637811,0.1036968467034861,0.7683900745257451,0.0633081876435532
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.6848639455782313,0.168523685403555,0.6652777777777777,0.2033145483125975,0.3451764901764902,0.1420750836033849,0.4372280195107677,0.1453084533161088,0.6983888042005421,0.1201048146119263
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8499149659863946,0.0252595394530385,0.3930555555555555,0.1671347593344298,0.5524603174603173,0.1449817540061817,0.4491656872539226,0.1569750104189197,0.7817339939024391,0.1140454786429536
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.7611819727891157,0.0600237297516652,0.6930555555555555,0.1208333333333333,0.3989009893615157,0.0765163275319748,0.4956297869637252,0.057235191749637,0.7781474424119241,0.0688810318551307
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7625850340136054,0.1060373126796336,0.701388888888889,0.1409910359640719,0.4181996434937611,0.1501061136287841,0.5143724316345126,0.1429093263189697,0.7636077235772358,0.1025026912819917
d_perc_to_pca,No sampling,,After,Yes,DecisionTree,0.8210884353741497,0.0708420097421084,0.3069444444444444,0.2541666666666666,0.5038888888888888,0.3489141002922009,0.3436832276770357,0.2446988174814331,0.717151930894309,0.08820454960707
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,DecisionTree,0.777125850340136,0.1048469387755102,0.6180555555555556,0.149362069407791,0.4387667475283575,0.1701458028301359,0.5002031733296813,0.156500100849134,0.7740976456639567,0.1088528915975164
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,DecisionTree,0.7179421768707483,0.127042239243823,0.7166666666666666,0.135400640077266,0.3825232060083318,0.1340340536990711,0.4820127542708187,0.1256797816632653,0.7635132960704607,0.1006154001368796
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.8704931972789115,0.0150527017777951,0.2222222222222222,0.0931694990624912,1.0,0.0,0.3543434343434343,0.1221519123252929,0.941081470189702,0.0433810831248508
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8950680272108844,0.0524714988449111,0.875,0.125,0.6678479853479853,0.1554065213245943,0.742630216846464,0.1086433097576474,0.9607867547425476,0.0418825791061376
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8397534013605442,0.0614441949126075,0.925,0.082915619758885,0.5305700491459004,0.128568716063098,0.6667824391897619,0.1079615654682337,0.938545901084011,0.0379668020883037
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.862202380952381,0.0125600880035769,0.1722222222222222,0.0807946642902721,1.0,0.0,0.2864646464646464,0.1071499611386922,0.9298230013550136,0.057127965034417
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8930697278911565,0.0576826681599283,0.851388888888889,0.1228283581081972,0.6547510822510823,0.1420225981290297,0.7331038715326641,0.122060739425695,0.957090108401084,0.050963453857461
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8315051020408163,0.0690981941925609,0.9,0.0935414346693485,0.5245212295444494,0.1548765405966604,0.6519681196843669,0.1233317618555393,0.9471087398373984,0.0401848833523211
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.8643282312925169,0.0240643629345508,0.1861111111111111,0.1404358295529393,0.9,0.3,0.2923232323232323,0.1828523897271671,0.9401558265582656,0.043265730522011
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.897236394557823,0.0517744903947769,0.875,0.1677050983124842,0.6637626262626263,0.1405381984767802,0.7413084904581068,0.1253291767038918,0.9622459349593496,0.0439741185958961
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8396683673469388,0.0552680041646983,0.9125,0.0976281209488331,0.5253885003885005,0.1098609491299289,0.6607713263090836,0.0975694669961186,0.9355902777777776,0.0377399644477841
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.88078231292517,0.0233078526010728,0.3097222222222222,0.1028246889937755,0.9333333333333332,0.1333333333333333,0.4567676767676767,0.1268405360262667,0.9459823848238484,0.0396238794811557
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9218537414965986,0.0386230443254288,0.8388888888888889,0.1261062162535129,0.7533133533133533,0.1336194559384954,0.7836269595557521,0.0986652060244118,0.9573331639566396,0.0498044549396268
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8600765306122451,0.0374682916602063,0.8638888888888889,0.1181453906563152,0.5697181086886969,0.1147494831375247,0.6753410419989369,0.074544732372795,0.9501922425474256,0.0328436599589337
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.8849489795918366,0.0255209727837764,0.3097222222222222,0.1518977177796515,1.0,0.0,0.452121212121212,0.180171669319754,0.946035738482385,0.0342693415704769
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9156037414965986,0.0436019108339581,0.85,0.1224744871391589,0.7149825174825175,0.1284966961461549,0.7718360853113174,0.1155012312874791,0.9561212737127373,0.0419790878622997
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8683673469387756,0.0468174606744028,0.9013888888888888,0.0746519702798704,0.5874458874458874,0.1251200373565215,0.7021528433427746,0.0838990753506407,0.9443191056910568,0.0294715561045674
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.8911564625850341,0.0325908873429935,0.3597222222222222,0.1826217250067593,0.9666666666666666,0.1,0.4998556998556998,0.1951450191895221,0.94407689701897,0.0362399193317633
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9094812925170068,0.0461721578408334,0.8375,0.1256234452640111,0.7057034632034631,0.1376780944894809,0.7578615098351941,0.112540730048324,0.9634612127371276,0.0361870684610862
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8622448979591837,0.0491607659932744,0.9013888888888888,0.0932626220233307,0.5752989167695051,0.1298319674957146,0.6922742403795035,0.0913338535098125,0.953949864498645,0.0355384809363577
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.9034013605442178,0.03408994409633,0.4458333333333333,0.171846588560844,0.9416666666666668,0.1181453906563152,0.5909157509157508,0.1625649215226685,0.9505555555555556,0.0361846273923942
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9341836734693876,0.0397022343417419,0.8375,0.1256234452640111,0.7982792207792208,0.1452615520187118,0.8104308565531477,0.1135669849540693,0.9669334349593496,0.0355330196775069
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8909863945578232,0.0366284445437816,0.8638888888888889,0.0877971146071061,0.6412920412920413,0.1152501251071051,0.728917877115481,0.0793740163574613,0.9489219173441734,0.0333641930825595
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.897236394557823,0.0338548858438759,0.4097222222222222,0.1616430395105902,0.9333333333333332,0.1333333333333333,0.5566233766233766,0.1658429975969796,0.9485128726287264,0.048615724666106
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9340136054421768,0.0401680195264712,0.8375,0.1375,0.797893772893773,0.1270765211088324,0.8089431913116124,0.1087991765970923,0.9702599932249324,0.0358145755451468
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8909863945578232,0.037655380960811,0.85,0.1346291201783626,0.6333008658008659,0.1075841414285983,0.7206446039340776,0.1015103376264238,0.953617886178862,0.0298694106166486
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.9096513605442176,0.0364523519517797,0.4847222222222222,0.1758412320500766,0.9416666666666668,0.1181453906563152,0.6262304362304363,0.1707112311540299,0.9478802506775068,0.0415199825007079
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9341411564625848,0.0256151822425108,0.826388888888889,0.1152443057161611,0.7932142857142856,0.0861313066069949,0.8046148459383755,0.0814571834892074,0.9681106029810298,0.0348252878797284
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8828231292517007,0.0428727464576212,0.851388888888889,0.0755764881134044,0.6271170985876868,0.1248760080894333,0.713735434843794,0.0834800218301368,0.9513465447154472,0.0298954782619977
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.8498299319727891,0.0127207587537766,0.0986111111111111,0.0746519702798704,0.7,0.4582575694955839,0.1711111111111111,0.1241464686530081,0.9670105013550134,0.0373403596978567
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8786989795918367,0.0526514551392885,0.8875,0.0875,0.6053157626687039,0.1018849920889435,0.7151880623825704,0.0917276769106651,0.9527752371273712,0.043240545013403
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8252551020408163,0.0582684681304418,0.9,0.0935414346693485,0.50632110579479,0.1202615243986746,0.6391701535179796,0.0963989672452864,0.9388355352303522,0.0465783689096095
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.8477465986394558,0.0133904273792045,0.0861111111111111,0.0794949334514121,0.6,0.4898979485566356,0.1488888888888889,0.1326091444252061,0.962735433604336,0.0353772759799346
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8581207482993196,0.0587246061542491,0.826388888888889,0.1505199322349037,0.5725054112554113,0.1307017485675874,0.6645614035087719,0.1137989223138749,0.9568199525745256,0.0444440782965477
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8232568027210885,0.0546134386499743,0.9375,0.0838525491562421,0.4973857343207188,0.0996205997623291,0.6446072446072446,0.089863836320215,0.943504403794038,0.0358738541880246
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.8498299319727891,0.0086609553581708,0.0972222222222222,0.0697216688778396,0.7,0.4582575694955839,0.1696969696969697,0.118556773746434,0.9651973238482384,0.0376326970924556
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.8869047619047619,0.0441018400028586,0.8638888888888889,0.1307032261779843,0.625534188034188,0.1131485312635977,0.7195252279540204,0.1030245387364266,0.956152608401084,0.0452464790399978
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8252125850340135,0.0557541934113618,0.913888888888889,0.1121135337256142,0.5022643270901785,0.1109365752727343,0.6411781921781922,0.0976287263611202,0.9352168021680216,0.0386222264356033
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.8829081632653061,0.0235032536888555,0.2972222222222222,0.1404358295529393,1.0,0.0,0.4399999999999999,0.1690652020573095,0.9648805894308944,0.0341053224675628
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.909438775510204,0.0451177366723145,0.8625,0.1305038313613818,0.6941636141636142,0.1248337556121864,0.762341275182842,0.1112335030843939,0.9619791666666666,0.0396523749806482
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8539540816326531,0.057393943548117,0.9,0.0935414346693485,0.5612080076785959,0.1354530107182657,0.6808899579802796,0.101280718365818,0.951137364498645,0.0399298667360917
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.8849489795918366,0.022016421159782,0.3222222222222222,0.1166666666666666,0.9666666666666666,0.1,0.4719191919191919,0.1371929886364716,0.9651151761517612,0.044605072977423
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.909438775510204,0.0412603400390933,0.8277777777777778,0.1261062162535129,0.7157628482628482,0.1368724465798176,0.7561983389847168,0.0969935627644218,0.9659773035230352,0.0401802922799115
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8580357142857142,0.0479619162933087,0.913888888888889,0.0794949334514121,0.5631736392262707,0.124447093668392,0.6883194261455132,0.0872876307523478,0.9463795731707318,0.0375428141784072
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.884906462585034,0.0202713401699905,0.3097222222222222,0.1170380992099011,1.0,0.0,0.461010101010101,0.1342539384441154,0.9660772357723576,0.0360007738486654
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.91156462585034,0.0410737172078225,0.8638888888888889,0.1040832999733066,0.7000563325563325,0.1274366452661571,0.7681624404147623,0.1017466306505442,0.9625431910569106,0.0386358321220648
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8540391156462585,0.0511951549661936,0.888888888888889,0.1037491633165727,0.5593434343434344,0.1229138229685631,0.6766471794160581,0.0920988829412722,0.9512025745257452,0.0397918123377105
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.9074404761904764,0.0318611283389051,0.4583333333333333,0.1707825127659933,0.9666666666666666,0.1,0.6075757575757577,0.1554356418301408,0.9694800135501356,0.0306497544867139
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.921768707482993,0.0419929436775965,0.8375,0.1484292760879739,0.7422191697191697,0.1189954508672938,0.7793143397709961,0.1193297234939467,0.9659383468834688,0.0323981703644742
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.884778911564626,0.0358178971624274,0.8638888888888889,0.1181453906563152,0.6210045510045511,0.1093127856719257,0.7152118652051348,0.0850835835815575,0.950671578590786,0.0327503209540171
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.9012755102040816,0.0150498193148488,0.4083333333333333,0.0829156197588849,1.0,0.0,0.5748484848484848,0.0856461423999293,0.96505081300813,0.0366343168454348
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9238520408163264,0.0367994211570836,0.8375,0.1256234452640111,0.7518506493506494,0.1186532911818473,0.7851927613150523,0.1001392792043878,0.965645325203252,0.0357197391094391
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8847789115646257,0.0379341299931203,0.8763888888888889,0.0560567668628071,0.6229756844462726,0.111284864403481,0.721953216374269,0.0732859010728319,0.9575508130081302,0.0314381456953025
d_perc_to_pca,No sampling,,After,Yes,RandomForests,0.9074404761904764,0.0276628925152477,0.4472222222222222,0.1538848776051615,1.0,0.0,0.6026373626373627,0.1458830583653583,0.9688016598915988,0.0312424247420034
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,RandomForests,0.9196853741496598,0.0374195314546028,0.826388888888889,0.1152443057161611,0.7462523587523587,0.1242741736455706,0.7760114747653447,0.0952251873000362,0.9674974593495936,0.0328913018656658
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,RandomForests,0.8724489795918366,0.0437834347625836,0.888888888888889,0.1037491633165727,0.5916977466977467,0.123195179900245,0.7029410482728561,0.0935816501302493,0.9551084010840108,0.0332372566598039
d_perc_to_pca,No sampling,,After,Yes,AdaBoost,0.9240221088435374,0.0327193437330975,0.6305555555555555,0.1328114787542435,0.886547619047619,0.127513337971148,0.7305219780219779,0.1216951039365579,0.9475554708672088,0.0426725858288665
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8395408163265305,0.0512964471418774,0.8638888888888889,0.1040832999733066,0.5271915270831679,0.0970589733943467,0.6474510713458081,0.081222729569473,0.949523204607046,0.0448438420328991
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.7880102040816326,0.0370416596294625,0.9375,0.1007782218537318,0.440810912084132,0.0532271582661708,0.5966115801018349,0.0552831244295728,0.9530322662601628,0.0412805180032366
d_perc_to_pca,No sampling,,After,Yes,AdaBoost,0.9302295918367348,0.0341528029711237,0.6680555555555555,0.1537155562141393,0.8930555555555555,0.1251619321489535,0.7557018961430726,0.12559725388696,0.9536255081300814,0.0377383443570248
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8581207482993196,0.0244722587552975,0.8638888888888889,0.1040832999733066,0.5529756844462728,0.0581902230015018,0.6693607221960971,0.0507975048638751,0.9565713922764228,0.0387656607022397
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8127551020408162,0.041620740342473,0.95,0.0829156197588849,0.4753545628777827,0.0628165084384127,0.6307267917267918,0.0624643716241317,0.9524170054200544,0.041516094682917
d_perc_to_pca,No sampling,,After,Yes,AdaBoost,0.936437074829932,0.0357144122527722,0.7055555555555555,0.1538848776051615,0.8980555555555556,0.1202495476236967,0.7824784529196294,0.1214115560064583,0.9551067073170731,0.0381162189641905
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8826955782312925,0.0389268448914715,0.8875,0.0875,0.6114102564102565,0.1098059522067881,0.7187050960735171,0.0861629725996488,0.9578273204607044,0.0397401659658303
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8353741496598641,0.0485404956380203,0.9625,0.0800390529679106,0.5157354393112907,0.0932428522549399,0.6656564332353806,0.0778017163222319,0.9541268631436314,0.0420460332491934
d_perc_to_pca,No sampling,,After,Yes,AdaBoost,0.9260204081632656,0.0344713040298432,0.7402777777777778,0.0882900837517378,0.8224025974025974,0.1451614626121354,0.772314865217342,0.094564793832639,0.9592759146341464,0.0402188641911608
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.8991496598639456,0.0382770201268984,0.8638888888888889,0.1040832999733066,0.6557575757575758,0.1044835126118638,0.7421929824561404,0.0938846999781287,0.96125,0.0435976702412071
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8888180272108844,0.0294935974391452,0.8875,0.0875,0.6214652014652015,0.0822878563438186,0.7273293304562654,0.068740495590756,0.9601067073170731,0.0355065994046036
d_perc_to_pca,No sampling,,After,Yes,AdaBoost,0.9158588435374148,0.0460093934319818,0.7055555555555555,0.119605834120061,0.7978174603174603,0.1739762599898631,0.7408189686130864,0.1278520079050949,0.9584866192411924,0.0343566491834977
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9094812925170068,0.0389514494059488,0.85,0.1089724735885168,0.6921284271284271,0.1112897705799491,0.7590230478156175,0.0970943524970719,0.9624728997289974,0.0355433308906574
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.8949404761904761,0.0396997983404044,0.8875,0.1038327982864759,0.6451398601398601,0.1137186606545278,0.740466735893442,0.0892503126114973,0.9596832655826558,0.037030737155649
d_perc_to_pca,No sampling,,After,Yes,AdaBoost,0.9342687074829932,0.0339621208992706,0.763888888888889,0.1193151755273029,0.8416666666666668,0.1326661548473283,0.7938651871004813,0.1035242053999507,0.9560518292682928,0.036634672059493
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9136054421768708,0.0374843782538524,0.85,0.1089724735885168,0.7122552447552447,0.1194924010786483,0.7675285026291219,0.0926803087464407,0.9648966802168022,0.0389616704657732
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.909438775510204,0.0390999302944455,0.9,0.0935414346693485,0.6841647241647242,0.1151192249836124,0.7713542487933387,0.0892494495555688,0.9606055216802168,0.0335186255687184
d_perc_to_pca,No sampling,,After,Yes,AdaBoost,0.9116496598639456,0.0475091357872117,0.6666666666666666,0.2015564437074637,0.7599206349206349,0.1565826956900703,0.7042577030812325,0.1804336246638098,0.9515658875338756,0.0333261657790962
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9114795918367348,0.0344418198032981,0.8625,0.0875,0.6982900432900433,0.1109344609236266,0.766345029239766,0.0824657256674104,0.9610365853658536,0.0382447274528748
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9031462585034014,0.0347989688184829,0.8625,0.1305038313613818,0.6684798534798535,0.094358497600032,0.746921470342523,0.0890882049420067,0.9550478489159892,0.0327213077575914
d_perc_to_pca,No sampling,,After,Yes,AdaBoost,0.9301020408163264,0.0277295644568639,0.7763888888888889,0.1236735173304652,0.8014285714285714,0.0898451959431554,0.7841264927023441,0.0915670052510823,0.958754234417344,0.0287113920463848
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.923809523809524,0.035632600138145,0.8638888888888889,0.1040832999733066,0.7443434343434343,0.1249984797377198,0.7922404049339034,0.0916066411410499,0.9668368902439024,0.0393414002428782
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9176020408163263,0.0320132451387827,0.8875,0.0875,0.7097041847041847,0.098212390514353,0.7838183694530445,0.0754726625661843,0.9609612127371272,0.0268538466088615
d_perc_to_pca,No sampling,,After,Yes,AdaBoost,0.9198129251700682,0.0461904574053441,0.7402777777777778,0.1424610083106563,0.7777777777777778,0.1502313031443329,0.7546661998132586,0.139033604921435,0.9611814024390244,0.0284113596671957
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,AdaBoost,0.9299744897959183,0.0369321086255729,0.851388888888889,0.0755764881134044,0.769570707070707,0.1255373741478121,0.8052244582043343,0.0951773312502514,0.9618521341463412,0.0400157266231046
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,AdaBoost,0.9197278911564626,0.0281183710005991,0.875,0.125,0.7214102564102565,0.0948753464338694,0.7824352548036758,0.0765128588664443,0.9637618563685638,0.0312198694720409
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.866326530612245,0.0276001860380002,0.2361111111111111,0.1431297003109805,0.7916666666666666,0.3145764348029479,0.3502020202020202,0.1869773366915948,0.8292826897018969,0.0582937718617463
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8681972789115646,0.0438873552037649,0.7875,0.1484292760879739,0.5843378843378844,0.1002625643730155,0.6648331234581067,0.1013997891312128,0.9235293868563684,0.0363209232835578
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8517431972789116,0.0532855487606107,0.8652777777777778,0.1155452051988503,0.5445629370629371,0.104236632933146,0.664985586495884,0.1038472226479886,0.92319402100271,0.0408383150762189
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.878656462585034,0.0294156239896952,0.2847222222222222,0.1780000780274485,0.875,0.3010398644698074,0.4089432789432788,0.2150190375435321,0.9275817242547426,0.0432771926436906
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8743622448979591,0.0355240977866433,0.875,0.1118033988749894,0.5912175324675324,0.079343553771987,0.6998310557840777,0.0693590769834055,0.9566387195121951,0.0368695525334819
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8211309523809524,0.0517556329697743,0.9375,0.1007782218537318,0.4901127630539394,0.085288195854555,0.6399387633855401,0.085587270584053,0.9432465277777778,0.0341707284100401
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.882780612244898,0.022216549852483,0.2972222222222222,0.1288302069478359,1.0,0.0,0.4432323232323233,0.1517821217011921,0.9322721883468836,0.0459504724736536
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8664115646258503,0.0388991345923633,0.9,0.1089724735885168,0.5725200289906173,0.0866642333133067,0.6940896898527804,0.0751465937975884,0.9572789634146344,0.0363015741461517
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8025935374149661,0.0668742781341504,0.9375,0.1007782218537318,0.469029369323487,0.1054675517274788,0.6203447856491334,0.1043588111218636,0.951484586720867,0.0314680500974995
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.901530612244898,0.0346805363170908,0.4680555555555555,0.1791666666666666,0.8933333333333333,0.1410673597966588,0.5943500943500943,0.1816925619229942,0.8840040650406504,0.0848069499194938
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.886734693877551,0.0456559014318481,0.7875,0.1858258593414813,0.6346661671661671,0.1158483196644589,0.6937736609795434,0.1277341349537425,0.9448200372628728,0.0384828654817293
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8439200680272109,0.0604383252144464,0.851388888888889,0.1228283581081972,0.5457305340857973,0.1253925692754359,0.6533581645218474,0.1009019768941869,0.9195079607046072,0.0450632212561236
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.9096088435374148,0.0240867005313498,0.5055555555555555,0.1379412113103904,0.919047619047619,0.1037559931880996,0.6405128205128205,0.1259535620884194,0.9229945799457994,0.049055231025277
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8909863945578232,0.046745587977608,0.8625,0.1038327982864759,0.6461111111111111,0.1306217326367899,0.7301041985340007,0.0990329767849637,0.9589557926829269,0.0424247006990284
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8560799319727892,0.0471863119816865,0.9125,0.1125,0.5520919431445748,0.1055190515177437,0.6818547796808666,0.0925425237373186,0.9507012195121952,0.0308894569853813
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.9075680272108844,0.0241226974138401,0.4930555555555555,0.1434326206504875,0.919047619047619,0.1037559931880996,0.6283916083916085,0.1286568351014258,0.9343377371273712,0.0450976164993443
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8971938775510205,0.0437023541817314,0.875,0.1118033988749894,0.6597924297924298,0.1409160286321573,0.7430908094463081,0.1024362996997889,0.961875,0.0355111083490904
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8457908163265306,0.0475666507465765,0.9,0.1089724735885168,0.533651266174486,0.0993185987426221,0.6639556643034903,0.0883046955347795,0.9438384993224932,0.0324602389133575
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.9053996598639454,0.0259773344630109,0.4930555555555555,0.153941276682593,0.8925000000000001,0.1189333380044842,0.6232808857808859,0.1270853600506131,0.90283070799458,0.0666080319422377
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.8951530612244898,0.0494373158404691,0.7625,0.1179247641507075,0.676017316017316,0.1522306713569072,0.7109391124871001,0.1245216495583812,0.9285403963414636,0.0714393059232354
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8560799319727892,0.0407552733930064,0.7513888888888889,0.098689327352725,0.5597763347763347,0.1065217138759527,0.6372685054883196,0.0919920982045453,0.9180331131436316,0.0433925527089884
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.919812925170068,0.0212969040926103,0.5916666666666666,0.1391941090707505,0.9018253968253968,0.1018263865643667,0.7029573367808662,0.0989221979140576,0.9427925982384824,0.0329618558572353
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9197278911564626,0.03611734017193,0.85,0.1346291201783626,0.7277922077922079,0.1186362609596976,0.7773391812865497,0.1037536749921749,0.9583460365853658,0.0371172747176539
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8744472789115646,0.0395906395560284,0.8625,0.1305038313613818,0.5899475524475525,0.0954388235912036,0.6954824561403509,0.0934712965967593,0.9455703760162604,0.0292920278022981
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.9239370748299318,0.0157857235384969,0.6291666666666667,0.0800390529679106,0.8907142857142858,0.093170715962287,0.7320512820512821,0.0615548120612514,0.9448488313008128,0.0361985229582294
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9156037414965986,0.0383941754770227,0.8375,0.1375,0.7191558441558442,0.1246887581447342,0.7664654282765738,0.1076629404412337,0.9600228658536588,0.0336046504751228
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8621598639455783,0.041892867878689,0.85,0.1089724735885168,0.564781746031746,0.0994852930190799,0.673998968008256,0.0917734603879408,0.944947069783198,0.0362111017522272
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.9340986394557822,0.0378157645279364,0.6527777777777778,0.1767766952966369,0.925,0.1204736024566746,0.7568406593406594,0.1466237846037094,0.9421582825203252,0.0480784405502744
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9033163265306122,0.0332336162926304,0.7277777777777777,0.1233220715579061,0.7203174603174602,0.1339034720748915,0.7139731020613374,0.0976448882024473,0.9376596375338752,0.0407866569224746
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8928996598639456,0.0429432082114987,0.7513888888888889,0.1592626237801366,0.6686080586080586,0.1373559021547809,0.6970035193564605,0.1285040338941713,0.933845274390244,0.0440524333192149
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.9506377551020408,0.0279834587771109,0.7388888888888889,0.1538848776051615,0.9522222222222222,0.0756943170233382,0.8243525102348632,0.1081767172383698,0.968366361788618,0.0258272333530714
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.909438775510204,0.0424233662696136,0.7902777777777777,0.1479606742047058,0.7234998334998334,0.1473958414090097,0.744233500417711,0.1168829189749942,0.9589562161246612,0.0344694962224211
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8950255102040817,0.0413694845849495,0.7875,0.1375,0.6625474525474526,0.1332641057666895,0.7129566563467492,0.1170059260948023,0.9466006097560976,0.0336059158984949
d_perc_to_pca,No sampling,,After,Yes,Bagging,0.9445153061224488,0.0305367135551823,0.726388888888889,0.1671347593344298,0.9211111111111112,0.0838060665472581,0.8037391366803132,0.1199663248731323,0.9624661246612464,0.033176620060489
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,Bagging,0.9053146258503402,0.0346496911245951,0.7777777777777778,0.1455354099714415,0.7082142857142857,0.1312395731864934,0.7303884711779448,0.1011070638621474,0.9570206639566397,0.0393076520526213
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,Bagging,0.8990646258503402,0.0313568041581686,0.788888888888889,0.1384437310486345,0.6814518814518815,0.1201000925633387,0.7202321981424149,0.0924539444323139,0.9487690548780487,0.0345637211865919
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9424744897959184,0.0256945226149576,0.7291666666666666,0.1434326206504875,0.9123809523809524,0.0889903049574347,0.8025885225885225,0.0981725802369632,0.9551952066395664,0.0369736245831317
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.8950255102040817,0.0414118483626033,0.8125,0.1505199322349037,0.665990675990676,0.1399637029157705,0.7189862476704582,0.1121107880837453,0.9603277439024392,0.0304348482531993
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.8643282312925169,0.0523913907845116,0.8875,0.1038327982864759,0.5787393652099535,0.1317200768672328,0.6917384534969673,0.1026360812446976,0.9494512195121952,0.0352079336617124
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9404336734693878,0.0348221553502851,0.7625,0.1625,0.873917748917749,0.1299830407437081,0.8030200501253132,0.1198677521040791,0.9648018292682928,0.0249375707728312
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9280612244897958,0.0356483234394376,0.8138888888888889,0.1288302069478359,0.7838888888888889,0.1305129954269253,0.7892508798391151,0.1060293623490912,0.968216463414634,0.0182085208217896
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9321428571428572,0.0354726397411703,0.85,0.1224744871391589,0.7794444444444444,0.1286216098426641,0.8060364145658264,0.1014124931935104,0.9617149390243904,0.0194733335972503
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9485544217687076,0.028045759498547,0.7875,0.1484292760879739,0.9006349206349207,0.1063473110468404,0.8293370681605975,0.0998559851393646,0.9629801829268292,0.028854356817739
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9444302721088436,0.037998431610699,0.85,0.1561249499599599,0.8416666666666666,0.142448821218944,0.8322549019607843,0.116520023728845,0.965967987804878,0.0204363615931826
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9322278911564624,0.0376217615362354,0.825,0.1785357107135712,0.7763383838383838,0.1157000078308553,0.7933528485618269,0.1377238468980312,0.9579691734417344,0.0225349589976165
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9363945578231292,0.0321323949067514,0.7402777777777778,0.1424610083106563,0.8727272727272728,0.1379037606422152,0.7916027909139365,0.110569994220617,0.9592200203252031,0.0308333137592654
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.909438775510204,0.0391895191217786,0.8138888888888889,0.1017212967977808,0.7143650793650793,0.1381182474901326,0.7527450980392156,0.0964994775809426,0.9597827743902438,0.0276555862090423
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.892984693877551,0.0272188883317587,0.875,0.1118033988749894,0.6360772560772561,0.0802288669925536,0.7303797372218426,0.0678872400619587,0.9642462737127372,0.0210060883423581
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.942517006802721,0.0285642149542826,0.7763888888888889,0.1236735173304652,0.8774891774891775,0.1259768152500593,0.8157274407738804,0.0944046867977485,0.963003048780488,0.0281709874209701
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9321428571428572,0.0318106778216324,0.826388888888889,0.1007782218537318,0.8043001443001442,0.1462572875154168,0.8042295784710646,0.0848418377936668,0.9632621951219512,0.0196012520807992
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9342687074829932,0.0313019894713669,0.8638888888888889,0.1040832999733066,0.7890656565656565,0.1308950244383336,0.8155195587006734,0.0846895764636768,0.9647637195121952,0.0218353684609999
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9465561224489796,0.0279275897039342,0.788888888888889,0.1594260539142415,0.8930050505050506,0.1128754575469667,0.8237671951371641,0.1074313577578389,0.9586661585365854,0.0304365813972959
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9363095238095236,0.0280320916594273,0.826388888888889,0.128086884574495,0.8103860028860028,0.1146178331236405,0.8091967002725517,0.0942034463889984,0.9613567073170732,0.0213183672934188
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9382227891156464,0.0292305890534343,0.8625,0.1179247641507075,0.7960101010101011,0.1108132946297847,0.8212548528183203,0.0878134160168956,0.960746951219512,0.0221687697436787
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.921938775510204,0.0327795920414403,0.6805555555555556,0.1738054467884517,0.8307034632034632,0.129481670565759,0.7358863504916136,0.1219484024909728,0.9588660230352304,0.0487044658321587
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9054421768707483,0.024306344731111,0.7805555555555556,0.1469599340712366,0.7204040404040404,0.1241783936177528,0.7301032558772497,0.0688434449919372,0.9604319105691058,0.0330856392089073
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9032738095238096,0.0225366206295806,0.8152777777777779,0.1269979221177347,0.6906876456876457,0.0975637356902111,0.7361888790603961,0.0573383673443005,0.958149559620596,0.0326876519908018
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9342687074829932,0.0316363102267446,0.7291666666666666,0.153941276682593,0.8693939393939394,0.1341312214698828,0.7821958743011375,0.1138851744972063,0.9566285569105692,0.0358898690941169
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9322278911564624,0.0288497237782377,0.8027777777777778,0.1266557012797555,0.8237193362193362,0.1400962321394308,0.7971517027863777,0.0839100980078454,0.9652684620596204,0.0204898944123446
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9321428571428572,0.0258496408337206,0.8277777777777778,0.0982485510212633,0.8037698412698413,0.1282412046238107,0.8038838612368024,0.0635659983271979,0.9716776761517616,0.0158061841704345
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9363095238095236,0.0325074702094431,0.7402777777777778,0.1722502217382865,0.8693939393939394,0.1219269640932749,0.7867924052211978,0.1231395381089398,0.9534383468834688,0.0413480171861327
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9362670068027212,0.0282163371685748,0.8138888888888889,0.1288302069478359,0.8270526695526697,0.1314954279576237,0.8071353629170966,0.0900770747213633,0.963601795392954,0.0218640321750895
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9341411564625852,0.023934053892819,0.8388888888888889,0.0982485510212633,0.7929617604617605,0.0996377116057016,0.8085278146346259,0.0693591667865955,0.9682130758807588,0.0183476294804457
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9281462585034014,0.0260556761567276,0.7041666666666666,0.1256234452640111,0.849404761904762,0.114143326478563,0.7618345543345544,0.093414491723572,0.9624186991869916,0.037590670096931
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9054421768707483,0.0344152518971601,0.8041666666666666,0.1344355483741806,0.7172474747474747,0.1444238723253861,0.7400756132412479,0.0841671383843744,0.9597002032520324,0.032183199618295
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9093962585034012,0.032312617479738,0.788888888888889,0.1136515141415488,0.7166305916305916,0.1074638025904156,0.74359403410487,0.083908474600899,0.9580657181571816,0.0305715436215681
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.930187074829932,0.0276908144025564,0.7291666666666666,0.1434326206504875,0.8437987012987012,0.1149739872829014,0.7725530171582803,0.0982307028220087,0.9619529132791328,0.0317222699979752
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9259778911564628,0.0208337237919817,0.8041666666666666,0.1344355483741806,0.7954365079365079,0.1289536578890612,0.7810397316821465,0.0628680765377619,0.9676913956639565,0.021694982612497
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9281037414965988,0.0419216177847733,0.8375,0.1256234452640111,0.7798304473304474,0.1542866010181472,0.7966728189251409,0.1093563338014354,0.9654268292682928,0.0239582600504099
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9302295918367348,0.0331760452002058,0.7291666666666666,0.1434326206504875,0.8429653679653679,0.136038961038961,0.7739907460960093,0.1129495909926401,0.9578328252032522,0.0360754412591885
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9363095238095236,0.0231495634102352,0.8152777777777779,0.1269979221177347,0.830386002886003,0.1277568297764099,0.8077072583419334,0.0764092988166546,0.9653963414634148,0.0229403765274914
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.92593537414966,0.0356792426068865,0.8375,0.1125,0.7680050505050505,0.1408522408942149,0.7910192241538991,0.093659716550874,0.9635213414634146,0.0225196143602409
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.930187074829932,0.0260090122215049,0.7291666666666666,0.153941276682593,0.8441955266955267,0.1129958522345056,0.7706202440490366,0.097483149166339,0.9648577235772356,0.0373525569082595
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9096088435374148,0.0302219067032118,0.7916666666666666,0.1330726618555942,0.7305555555555556,0.1274694347289712,0.7440221216691805,0.0770381108341618,0.962520325203252,0.0344215204475871
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9011904761904764,0.0317566465692384,0.7652777777777777,0.1179247641507075,0.7028155178155178,0.1350591780897468,0.721470956803774,0.0828028560835937,0.957417005420054,0.0338306643088411
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9281462585034014,0.0305909790080025,0.7291666666666666,0.1434326206504875,0.830465367965368,0.1264396422001192,0.768157412762676,0.1058530266657622,0.9635230352303524,0.0331500404365346
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9218962585034012,0.019728120233833,0.7916666666666666,0.1330726618555942,0.783997113997114,0.1281419194720417,0.7689490884072928,0.057330851153948,0.9670816395663956,0.0224497022468813
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9218962585034014,0.0384133803561762,0.8013888888888889,0.1283576816729113,0.7655050505050505,0.1492092718138687,0.7737153025852715,0.1076038639512411,0.964794207317073,0.0210603891151726
d_perc_to_pca,No sampling,,After,Yes,XGBoost,0.9363945578231292,0.0308089626062084,0.7541666666666667,0.1552887096132018,0.862608225108225,0.1256023254508259,0.7929010025062657,0.1110123564953023,0.956582825203252,0.0373140049082516
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,XGBoost,0.9342261904761904,0.0256283051366987,0.8027777777777778,0.1266557012797555,0.8270526695526697,0.1314954279576237,0.800517715858273,0.0820606189340036,0.9641920731707316,0.0225532699431346
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,XGBoost,0.9301445578231292,0.0388429798871672,0.8125,0.1397542485937368,0.7885606060606061,0.1409264249321565,0.7925878516048794,0.1150812540535335,0.9613567073170732,0.0222188441139422
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8149659863945578,0.0469021750481697,0.0375,0.0800390529679106,0.1666666666666666,0.3415650255319866,0.0585858585858585,0.1213635417848532,0.4419715447154471,0.2900933144921694
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7862670068027212,0.0692168644128685,0.9125,0.158607219255619,0.4419709840457922,0.100136701298094,0.5916646695504364,0.1157885093006858,0.9345299796747968,0.056372400365966
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7491921768707483,0.0689809970011114,0.9875,0.0375,0.4084431638267955,0.0661453156008831,0.5746951935824596,0.0679019176209634,0.9380775745257454,0.0421098839882977
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8680697278911564,0.0419425692831972,0.2416666666666666,0.2470661180062265,0.5599999999999999,0.4715930449020638,0.3198445998445998,0.3047345442380197,0.7944605352303523,0.1962034738649009
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.925765306122449,0.0458932439459396,0.9125,0.0976281209488331,0.7379539904539906,0.1343399984964647,0.8091698609268269,0.1024367521205091,0.9721841124661246,0.0268249884229909
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9055697278911564,0.0499043356027181,0.9375,0.0625,0.6802486402486403,0.1342463437621836,0.7780361451414082,0.0873005718758037,0.9736026422764226,0.016529339552206
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8353741496598639,0.0092776746237998,0.0222222222222222,0.0666666666666666,0.1,0.3,0.0363636363636363,0.109090909090909,0.5512999661246613,0.226694524355784
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7900510204081632,0.0663343794414081,0.9375,0.0838525491562421,0.4568278127101656,0.1033694448267713,0.6073416480676009,0.0910304759439514,0.9412339092140922,0.0351427500363362
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7431547619047618,0.0560026453971218,0.9375,0.0838525491562421,0.3930849686799343,0.0640225086313038,0.5525569087526818,0.0753195633112882,0.9176515921409214,0.0597575347071008
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8498299319727891,0.0493855852815081,0.2722222222222222,0.2428133714055577,0.5384920634920635,0.4130494920006871,0.3326143790849672,0.2701977622152682,0.7454031165311654,0.219815545662502
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8786564625850339,0.0532000408142231,0.9125,0.0976281209488331,0.6188510101010101,0.1377182630400496,0.7247260651285419,0.0917957859179403,0.9694232723577236,0.0332729483574737
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.903528911564626,0.0463249861453017,0.9,0.0935414346693485,0.6750072150072151,0.1298236737497232,0.7629901402347222,0.0963500488826126,0.9727108739837398,0.0179666398969243
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8315051020408163,0.046896875246498,0.1375,0.2764168048436998,0.1357142857142857,0.2829328902905479,0.1355555555555555,0.2765662468358872,0.5305555555555556,0.2681799426585016
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.773639455782313,0.0627589618671767,0.9625,0.0800390529679106,0.4329971988795519,0.0831586380649081,0.5925612842929185,0.0807946588611844,0.9404242886178862,0.0341455313379326
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7388180272108844,0.1084665509177164,0.95,0.0829156197588849,0.4087652926783361,0.1146717412194531,0.5655417234477301,0.1227376907622199,0.918883807588076,0.0582852505190516
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9403486394557822,0.0215238961298643,0.701388888888889,0.1409910359640719,0.9287698412698412,0.0729363028306009,0.7885500610500611,0.0918991219312028,0.9673746612466124,0.0257115171796638
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9177721088435374,0.0202518460687758,0.8625,0.1305038313613818,0.7211416361416362,0.0854949294522116,0.7752941176470588,0.058054165687547,0.975149051490515,0.0294428428538293
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9053146258503402,0.0264064842720666,0.95,0.0612372435695794,0.6534521034521034,0.0791791817511988,0.7711453768110115,0.0586586827513291,0.9772493224932248,0.01805087611662
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8435799319727891,0.021263987387895,0.1083333333333333,0.1457737973711325,0.35,0.4358898943540674,0.1583760683760683,0.2053218637130643,0.6470155826558266,0.2282577429170071
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8045493197278912,0.0832132990323432,0.9375,0.0625,0.4925938836779798,0.1552788110537507,0.6332800588026543,0.1244400491992663,0.9322806571815718,0.0346724794998227
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7508928571428571,0.0639143754608841,0.9375,0.0838525491562421,0.4040586177742929,0.0650734562502966,0.5616489347324262,0.0707790115575792,0.907309451219512,0.0403147249892087
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9322704081632652,0.0436883916654637,0.7041666666666666,0.1484292760879739,0.9103174603174604,0.1492422280401411,0.7774876104287869,0.1120712931775646,0.9570113482384824,0.0353893433148951
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9113520408163266,0.0372572481698064,0.8625,0.1179247641507075,0.7014957264957266,0.114796101244063,0.765297066194899,0.0904627455406973,0.9787161246612468,0.0196670210311661
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8830357142857143,0.0617950578412887,0.8875,0.1179247641507075,0.6592673992673993,0.1818754761712941,0.7313294435033566,0.1007920746746182,0.971465108401084,0.0163285955156077
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8147534013605442,0.0573957703034384,0.0875,0.1940521837032502,0.15,0.3023059524536176,0.1077922077922078,0.229400062333066,0.5399508807588076,0.2570142070399638
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7630527210884355,0.0708724325739203,0.8666666666666666,0.0946484724300045,0.4238390930534893,0.089972042663007,0.5583271003387196,0.0644738322831469,0.9246417682926829,0.0304977699034637
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7160714285714287,0.0901269890191604,0.9375,0.0838525491562421,0.386749393923307,0.0984887320044319,0.536739313381334,0.0819646147465996,0.9285433604336044,0.0321529799620381
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8869897959183672,0.0318252221320738,0.3930555555555555,0.2087079964394698,0.8766666666666667,0.133374993491617,0.5022977022977022,0.2156060212888924,0.9040599593495934,0.0871288990914368
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8849489795918368,0.0619209372789722,0.925,0.1,0.6283272283272282,0.1338255215456399,0.7382903371138665,0.1023622856747847,0.96538533197832,0.0650041961979609
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8455782312925171,0.0593820591084423,0.975,0.0499999999999999,0.5350181449097857,0.0962717146372556,0.686152999979087,0.0864024906280117,0.9761576897018968,0.0138920127371773
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8314625850340136,0.0379084837151469,0.1194444444444444,0.1833333333333333,0.3163636363636364,0.420876692253972,0.145982905982906,0.2059984389646428,0.5889566395663957,0.2454976337673256
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7464285714285713,0.0712611416393404,0.925,0.114564392373896,0.3989918986242515,0.0818943094765453,0.5544434389140271,0.0929873712181807,0.940322662601626,0.0623774457456308
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7079506802721088,0.0737464683517714,0.95,0.0829156197588849,0.3671026765420357,0.0644031138196058,0.5268590284719317,0.0719806925301092,0.916183096205962,0.0490718507443118
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8806122448979592,0.0477584663378775,0.3125,0.2918154382482188,0.6607142857142858,0.4395179409400295,0.3916272616272616,0.3284778267465698,0.8078412940379405,0.2147227837614364
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8889880952380953,0.0391851137434302,0.95,0.0612372435695794,0.6215276390276391,0.1091995279147688,0.7457270894627875,0.0770892428630153,0.9808993902439024,0.0195536906329882
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8372874149659865,0.0472474913029831,0.95,0.0612372435695794,0.5186246364574538,0.0804615423814012,0.666088520598818,0.0652915972304566,0.9719325880758808,0.0194657902732221
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8848639455782312,0.0181690447886661,0.3083333333333333,0.1136515141415488,1.0,0.0,0.4592929292929293,0.1392094006116367,0.9580047425474256,0.0327360457454568
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8704931972789115,0.0326048618540378,0.925,0.082915619758885,0.5779242979242978,0.0682322871241647,0.7064948577992057,0.0524603139348255,0.964830623306233,0.0415062818295698
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8252125850340135,0.0558798514930297,0.9625,0.0800390529679106,0.4982107843137255,0.0875280787868931,0.6532843967626577,0.0867497304287027,0.9631139905149052,0.0286340842182735
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9424319727891156,0.0271451693728108,0.788888888888889,0.1384437310486345,0.859920634920635,0.0931449886686565,0.8146732026143791,0.0976024256867416,0.973545054200542,0.0135773422662684
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9362670068027212,0.0264354938994245,0.826388888888889,0.0838525491562421,0.8163095238095238,0.1121954529600152,0.8139332399626518,0.0649331873586731,0.9695587737127372,0.0157601041885114
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9320578231292516,0.0277130011991971,0.8625,0.0875,0.771540404040404,0.1079914462303971,0.8096195144724556,0.0738897964039239,0.965245596205962,0.0163447021069651
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8787840136054422,0.03557200054213,0.2875,0.1858258593414813,0.85,0.3201562118716424,0.4116705516705517,0.2308162483921531,0.9569690040650408,0.0292786079568731
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8829506802721088,0.0323476194428266,0.9125,0.0976281209488331,0.6083433233433234,0.0870612276094195,0.7237742412685205,0.065614568290289,0.9620020325203252,0.0359777164964651
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8250850340136054,0.0516486966774644,0.95,0.0829156197588849,0.4945266919183327,0.0819925560884756,0.6484095115834247,0.0858032670227848,0.956670054200542,0.033507416407683
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9403911564625852,0.0211910494457352,0.763888888888889,0.1193151755273029,0.8692460317460318,0.0855591353758235,0.8054365079365079,0.0811181484382309,0.9747874322493226,0.0139279745995715
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9485969387755102,0.0262364384335074,0.8625,0.0875,0.8499062049062049,0.1177384928840894,0.8493967762543614,0.0718577197173645,0.9685789295392956,0.0153988953179876
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9300595238095236,0.0227672517339175,0.8625,0.1038327982864759,0.7623737373737374,0.0964335054711342,0.803263305322129,0.0654808412028697,0.9674059959349594,0.0169813600836987
d_perc_to_pca,No sampling,,After,Yes,MLP,0.884906462585034,0.0201846551197833,0.3069444444444444,0.1331378775722538,1.0,0.0,0.453053613053613,0.1639505105400508,0.9558892276422764,0.0390579084650279
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8891156462585034,0.0363562922683984,0.913888888888889,0.0794949334514121,0.6213658563658564,0.0866156607148435,0.7362209114975302,0.0737429227458093,0.9667522018970188,0.0280338364928747
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8293367346938776,0.0407521462529446,0.9375,0.0838525491562421,0.5009974747474748,0.0700822206288216,0.6496092709731154,0.0651817016503568,0.9533739837398374,0.0363676650835299
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9444727891156462,0.0274300274286914,0.788888888888889,0.1266557012797555,0.870436507936508,0.1076342713514731,0.8221451914098973,0.0967715789549627,0.973545054200542,0.0126561076406638
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9424744897959184,0.0254200860045566,0.8625,0.0875,0.8150000000000001,0.109320290549952,0.8330981866430782,0.0729518530973926,0.9670621612466124,0.0152354204468023
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9237670068027212,0.0332998289292121,0.8625,0.1038327982864759,0.73239898989899,0.0937043634459099,0.7902364981080151,0.0905154403253293,0.9615684281842818,0.017760036818923
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8993622448979594,0.0378955348125017,0.3972222222222222,0.2242270674512285,1.0,0.0,0.5327960927960926,0.2249323869464093,0.9590531842818428,0.0436379025269192
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8889880952380951,0.0317983156121414,0.9125,0.0976281209488331,0.6186463536463537,0.0810632808261758,0.7332650194811994,0.0716970853006026,0.9644410569105692,0.0385629325920905
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8191326530612244,0.0561099501645985,0.9375,0.0838525491562421,0.4884012066365008,0.0943114494059175,0.6392028985507245,0.0940524547788188,0.9557012195121952,0.0379600994425421
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9547619047619048,0.0219209704683069,0.826388888888889,0.1007782218537318,0.897420634920635,0.0826933570187867,0.8569351073762839,0.0737408527863733,0.9720248983739838,0.0141807237143668
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.938265306122449,0.0183600624884819,0.826388888888889,0.0838525491562421,0.8236507936507937,0.1047389344706824,0.8175998820580863,0.0485452022327423,0.9689761178861788,0.0162768804190981
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.92593537414966,0.0319861294357887,0.8625,0.1038327982864759,0.7511688311688313,0.1210487148402645,0.7960651629072681,0.0833337118895596,0.9673289295392952,0.0198244826673474
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9459188685636856,0.0303095313971178
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.816921768707483,0.062200564580731,0.9625,0.057282196186948,0.4898615355233002,0.0934998070249405,0.6447692517377674,0.0873342844661732,0.9669681571815716,0.0279675364516286
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7758078231292516,0.0617996211535221,0.975,0.0499999999999999,0.4343059267948216,0.0755474878850331,0.5982822134813235,0.0784407898518198,0.9498441734417344,0.0309669179785219
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9444302721088436,0.0206582343893771,0.726388888888889,0.1362315227022651,0.9291666666666668,0.0722889648870727,0.8057018961430724,0.0860878227317862,0.9772298441734416,0.0259664650105575
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9361819727891156,0.0266276311826456,0.875,0.0790569415042094,0.778997113997114,0.092941381761453,0.8208754729962159,0.0708908664890869,0.973556063685637,0.0171649442036743
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9157312925170068,0.0450707546344521,0.9,0.0499999999999999,0.7086237373737374,0.1156270921214222,0.787673718610251,0.0853789702404527,0.9701685298102982,0.0158996746334347
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8354166666666668,0.0085889615586101,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.9590049119241192,0.0344396712011655
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8149659863945576,0.0668639378785389,0.95,0.0829156197588849,0.487044254764843,0.1010026377060469,0.6397267080745341,0.0999199611104348,0.9581436314363144,0.0324080167397446
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7759778911564625,0.072633048503752,0.975,0.0499999999999999,0.439498987854251,0.0891095871986455,0.6013268607139575,0.0878838022239019,0.9557782859078592,0.0210576102479436
d_perc_to_pca,No sampling,,After,Yes,MLP,0.946513605442177,0.0187121206372778,0.7388888888888889,0.1320248293146238,0.9315476190476192,0.0694288531250409,0.8142733247145012,0.0806548396958869,0.9775347222222222,0.026403921151101
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9341411564625848,0.0255466363996156,0.8625,0.0875,0.7742748917748917,0.084583232304247,0.8129506363949088,0.0706191330101558,0.9735636856368564,0.0180125835545984
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9157312925170068,0.0450707546344521,0.9,0.0499999999999999,0.7086237373737374,0.1156270921214222,0.787673718610251,0.0853789702404527,0.9701761517615176,0.0172118247717577
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8189200680272108,0.0256581946028037,0.1,0.16583123951777,0.1733333333333333,0.2735771270491092,0.1171717171717171,0.1801947726947698,0.6591793699186992,0.2218888290073427
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7904336734693878,0.0701137412999434,0.9180555555555556,0.1443976954263621,0.4663679617596026,0.1158118768287841,0.6006462241462242,0.0829786846649102,0.9312889566395663,0.0480112399109283
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7678146258503401,0.0545310903734877,0.95,0.0829156197588849,0.4214233021730665,0.0681051008955867,0.5810207208027007,0.0718125321731894,0.9231317750677508,0.0524894178081593
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9093962585034016,0.03127844741565,0.4805555555555555,0.2089989367330742,0.869047619047619,0.2960913170412311,0.6055411255411254,0.2257769620577259,0.930625,0.0966381348943245
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321003401360544,0.029065622208992,0.8875,0.1038327982864759,0.7570526695526696,0.0958040777374969,0.8127218782249741,0.0794238295887864,0.9797222222222224,0.0218554415268992
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9135204081632654,0.0181256138581877,0.9,0.075,0.687008547008547,0.0552141043884848,0.776305625918629,0.0430213027941665,0.97045054200542,0.0166650097394204
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8332908163265307,0.0147288754953771,0.0375,0.0572821961869479,0.25,0.4031128874149275,0.0644444444444444,0.0986075899214835,0.5785645325203251,0.2184240912946324
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7944302721088434,0.0703707840777962,0.95,0.0829156197588849,0.4601383304517979,0.1050017577258093,0.6154997594997594,0.1044478124833667,0.9469690040650406,0.0497535473099896
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7302295918367347,0.0689759653216555,0.8875,0.180710403685012,0.3755330755490602,0.0875120594407469,0.5246591822840795,0.1092447463234217,0.8942809959349594,0.0852156578989382
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8868197278911565,0.0426056898243081,0.3597222222222222,0.2832414066559556,0.6490476190476191,0.4308723945765884,0.4431768231768232,0.3225691705813052,0.8607198509485094,0.149272638173176
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8912840136054422,0.0528378979457217,0.8638888888888889,0.1040832999733066,0.6599135659661975,0.1253330393787624,0.7359377664109121,0.0791882176848952,0.9623907520325204,0.0389846492716782
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9115221088435372,0.0242462154853423,0.9375,0.0625,0.6723176823176824,0.0687743247403721,0.7805384673805726,0.0543966292010188,0.9796883468834688,0.016707232075526
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8313350340136054,0.0310263760538846,0.1,0.1561249499599599,0.1885714285714285,0.3295513338353421,0.1273659673659673,0.2047995672155435,0.5487212059620596,0.2463148186843345
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7879676870748299,0.0533763895048084,0.902777777777778,0.1054092553389459,0.4441223796917699,0.0746777526592783,0.5904472218862121,0.0718408906005179,0.9382037601626017,0.0410562251694832
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7490221088435375,0.057961472285825,0.8694444444444445,0.1889297341459105,0.3927995704210538,0.0662455984898309,0.5348166154613695,0.0844123939305385,0.9021019647696475,0.0863287849492489
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9424744897959184,0.0300514643430706,0.6777777777777778,0.1964971020425266,0.9732142857142858,0.053720031987469,0.7776373626373627,0.1554259589957746,0.9683045392953932,0.0221855633714032
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9096088435374152,0.0626589330050038,0.9125,0.0800390529679106,0.6977764486975013,0.1339969730964008,0.7827127049650269,0.106310885275498,0.9809341124661246,0.0215590601034661
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8992772108843538,0.0572981779458452,0.9125,0.1256234452640111,0.6707792207792208,0.1444193329914108,0.759508446676639,0.1085861249126633,0.9717920054200542,0.0254999202324437
d_perc_to_pca,No sampling,,After,Yes,MLP,0.7842687074829933,0.0741095211369169,0.025,0.075,0.02,0.06,0.0222222222222222,0.0666666666666666,0.4751998644986449,0.2039010644802754
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7798044217687075,0.0980852603175845,0.8625,0.1625,0.4523017350576914,0.1181894312562743,0.5788461240074143,0.1163975784517757,0.9230809620596206,0.0681823276463569
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.750765306122449,0.0544910804370155,0.95,0.0829156197588849,0.4027471441527169,0.0578851536857445,0.5631388719004911,0.0629613289220315,0.9379954268292684,0.040070885385907
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9465561224489796,0.030766012380818,0.6888888888888889,0.1970265069589481,0.9875,0.0375,0.7923935378347142,0.1467564925926268,0.9750685975609756,0.0259601789965777
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9279336734693878,0.0321301726492388,0.875,0.0968245836551854,0.7502170052170053,0.0957448216187841,0.8030667354661162,0.0789598652679335,0.9729844173441734,0.0269130175365417
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9157312925170068,0.0347188785469514,0.9125,0.0800390529679106,0.7047496947496946,0.1168414869195773,0.7876712503183091,0.0750990351407611,0.9735526761517616,0.0196136797893407
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8064625850340137,0.0514370741270553,0.05,0.082915619758885,0.1333333333333333,0.2211083193570266,0.0727272727272727,0.1206045378311054,0.563443428184282,0.2007857363305257
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7654336734693878,0.0819831200090971,0.8625,0.2928843628464995,0.3832404906829459,0.1618373834150046,0.5234864159982195,0.1963347829471596,0.8777862466124662,0.2353123647504245
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7421768707482993,0.0997980572367931,0.8625,0.2981715110469141,0.3635077495603811,0.1632877426840489,0.5027169127169128,0.1958351419882862,0.8764989837398373,0.1515098101964438
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8641581632653061,0.0297407906153955,0.2708333333333333,0.1818596070232933,0.7833333333333333,0.35,0.3693939393939394,0.1969547002837993,0.8420570799457995,0.1288698581611764
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.890986394557823,0.0589041482307591,0.95,0.0829156197588849,0.6353213526239843,0.1247031203222494,0.753549999478792,0.1018723573828632,0.9750914634146344,0.0169662922109127
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8745748299319729,0.0412024676815783,0.9625,0.057282196186948,0.5844910644910646,0.0867494170328036,0.72318615785435,0.0711891866767746,0.9723441734417344,0.0153688720647569
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8171768707482994,0.0512187894895918,0.2125,0.2960679820581753,0.3064285714285714,0.3455024439501263,0.2017460317460317,0.2367458588083165,0.611654810298103,0.2903890704443636
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7676020408163267,0.0776170521633238,0.9375,0.0838525491562421,0.4283886726373938,0.1018861235595339,0.5833946086155788,0.1045930268577421,0.912422933604336,0.0504583367131233
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7284438775510205,0.0642510755264293,0.9625,0.0800390529679106,0.3852642104272539,0.070005051156342,0.5472290237369795,0.0752549584341303,0.93632283197832,0.0353022473464185
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8702806122448979,0.0464391800007894,0.4222222222222222,0.328506722407117,0.6114177489177489,0.3618496782851182,0.4459712655765288,0.2902644830354958,0.7907240853658536,0.2318232145811279
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9073979591836734,0.0477444594901257,0.95,0.0829156197588849,0.6646714396714397,0.1207412938988196,0.7789387908273357,0.1043804129823249,0.9772256097560976,0.0225047657967447
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.856079931972789,0.0681852039668906,0.975,0.0499999999999999,0.5633050283050283,0.1164400985068698,0.7054834054834055,0.094448186914144,0.978534891598916,0.0110589279603867
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8683673469387756,0.0226246412703978,0.2208333333333333,0.1305038313613818,0.75,0.4031128874149275,0.339090909090909,0.1937046401181597,0.9541531165311652,0.0351290391100867
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8621598639455783,0.0410577821303115,0.8875,0.1038327982864759,0.5583287545787546,0.0830521825351373,0.6833549783549783,0.0870505857687047,0.9656224593495936,0.0272843721424947
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8148809523809524,0.0449850024627451,0.9625,0.057282196186948,0.4807327141382869,0.0766403051657446,0.6382716816195076,0.0708673526133252,0.9691378726287264,0.0213512009579512
d_perc_to_pca,No sampling,,After,Yes,MLP,0.952763605442177,0.0288429871453896,0.8388888888888889,0.0982485510212633,0.8783730158730159,0.1078790477890727,0.8551423902894492,0.0893067574660419,0.9738346883468836,0.0141211982556775
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9383503401360545,0.0257535165321561,0.851388888888889,0.0940042847723206,0.8133638583638584,0.1203033191238335,0.8233099906629319,0.0673265486107655,0.96708587398374,0.0140741862672277
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9299319727891155,0.0212251438936363,0.875,0.0968245836551854,0.7487121212121213,0.0614151018747996,0.8045209838321293,0.063587976673868,0.9645706300813008,0.0160906683466322
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8807823129251702,0.0337694253995177,0.2861111111111111,0.1952562418976663,0.9,0.3,0.4092463092463091,0.2370792150650879,0.95882283197832,0.0323737710186851
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8685374149659862,0.0364208730916848,0.9125,0.0976281209488331,0.573181818181818,0.0890115826447041,0.700337619410846,0.0793771348002264,0.967089261517615,0.0286307855759189
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8107993197278912,0.0622080622204975,0.95,0.0829156197588849,0.4801782531194296,0.092791314824176,0.6331449275362319,0.0888978950751493,0.947879403794038,0.040831457837523
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9445153061224488,0.0241197371989447,0.7763888888888889,0.1357208122908527,0.884920634920635,0.0938347332710676,0.8177684407096171,0.0897279350947038,0.9763042005420054,0.0145759883843325
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.936309523809524,0.0308609042956924,0.8388888888888889,0.0807946642902721,0.8091666666666667,0.1276330702337131,0.8172665732959852,0.0799380836698349,0.9686060298102982,0.0147049193407882
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9341411564625848,0.0179706165455259,0.875,0.0968245836551854,0.7723232323232324,0.0857050915528943,0.814499975428768,0.0527939539162124,0.9643038617886178,0.0194648378875778
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8828656462585034,0.0363102456953203,0.2986111111111111,0.211845396981436,0.9,0.3,0.4195027195027195,0.2498673995664867,0.9610230352303524,0.0283224245710506
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8705357142857142,0.0362175277155629,0.925,0.0612372435695794,0.5766375781081663,0.080304022696946,0.7071927975406236,0.0674630123981865,0.970881605691057,0.0214496400873952
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8376275510204081,0.046810606618226,0.95,0.0829156197588849,0.5138995726495728,0.0847213525623336,0.6646986346986348,0.0848670313843923,0.9564219173441736,0.0363374484003761
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9506377551020408,0.0207929029460816,0.8138888888888889,0.1017212967977808,0.8831349206349206,0.0757897551562644,0.8436017740429506,0.0707136998334854,0.9750923102981032,0.0130223888620718
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9403911564625852,0.0248830214752917,0.851388888888889,0.0940042847723206,0.824078144078144,0.1189464370739083,0.8283099906629318,0.063441029635469,0.9685907859078592,0.0166941658858189
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9279761904761904,0.027925097566338,0.8625,0.1038327982864759,0.7554040404040404,0.1066649568465655,0.7994586957590053,0.075609892965389,0.9645316734417344,0.0195625760497632
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8890731292517007,0.0314312274789123,0.3347222222222222,0.1873147232749085,1.0,0.0,0.4726340326340327,0.2072360934994103,0.9545630081300812,0.036742239679363
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8767006802721088,0.0386044120153842,0.9125,0.0800390529679106,0.5976268176268176,0.0915480270671943,0.7161588136665535,0.0660840259569803,0.9674398712737128,0.0247478350268432
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.829251700680272,0.0618011275576199,0.9375,0.0838525491562421,0.5062468671679198,0.1010192653325559,0.6538827195348935,0.1000035431940761,0.9596875,0.0304996442332187
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9423894557823128,0.0179089485812137,0.788888888888889,0.0816496580927726,0.8621031746031746,0.0877345415058552,0.8190262515262516,0.0573308850281229,0.9741624322493224,0.0131270076291264
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9403911564625852,0.0294798343695798,0.85,0.0935414346693485,0.8196031746031747,0.1193124303426326,0.8273792323947123,0.0769888386471852,0.969196307588076,0.0167371155176777
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9279761904761904,0.0263915222849463,0.8625,0.1038327982864759,0.7531132756132757,0.0879122857398685,0.7990927072583419,0.071301005203343,0.9630386178861788,0.0201289137067473
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8374574829931973,0.0107997381942598,0.025,0.05,0.2,0.4000000000000001,0.0444444444444444,0.0888888888888888,0.9481927506775067,0.0434104911184308
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8045918367346939,0.0513320273808828,0.95,0.0829156197588849,0.4664140026640027,0.0717971163330951,0.6226371374752185,0.0730421180534466,0.9587999661246612,0.0371417752443216
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7758078231292517,0.068155451509618,0.9875,0.0375,0.4369418644650842,0.0760629093327223,0.6026474708606546,0.0785005521524341,0.9539540989159891,0.0298318450519895
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9465561224489796,0.0226388988256688,0.7513888888888889,0.126449924212446,0.9196428571428572,0.0918385062187413,0.8183026287438052,0.0874579024565527,0.9772450880758808,0.027522309076674
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9361819727891156,0.0266276311826456,0.875,0.0790569415042094,0.778997113997114,0.092941381761453,0.8208754729962159,0.0708908664890869,0.9744859417344174,0.016984176517475
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.915688775510204,0.0478893453789917,0.9,0.0499999999999999,0.7130429292929292,0.1291804529951297,0.7891365669074648,0.0918244864135111,0.971731029810298,0.0160208467017791
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9447476287262871,0.0324004240516175
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8046343537414966,0.0575866921027726,0.9375,0.0625,0.4706718444953739,0.0884521705192439,0.6221223585851534,0.0805726931769359,0.9546409214092142,0.0297355774233811
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7655187074829932,0.0594065444762551,0.9625,0.057282196186948,0.4209527856978726,0.0705661728026638,0.583163791395885,0.0741724167303069,0.9506233062330623,0.0303793841989915
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9423894557823128,0.0238877859167104,0.726388888888889,0.1362315227022651,0.917261904761905,0.0937173979593549,0.8009399913811677,0.0921185386269014,0.9772374661246612,0.0266294129512803
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9361819727891156,0.0266276311826456,0.875,0.0790569415042094,0.778997113997114,0.092941381761453,0.8208754729962159,0.0708908664890869,0.9745011856368564,0.0182330606163702
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9116071428571428,0.0474854060370235,0.9,0.0499999999999999,0.6980176767676768,0.1239046752152636,0.7803052975576195,0.0908616560184078,0.9720206639566396,0.0164661714795074
d_perc_to_pca,No sampling,,After,Yes,MLP,0.829251700680272,0.0125251378500149,0.0125,0.0375,0.05,0.15,0.02,0.06,0.5538236788617885,0.2058873114547455
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5619047619047619,0.2686357730672306,0.8638888888888889,0.2982588361362213,0.2754890751131352,0.1397618337003438,0.4038821950896255,0.1796500136416515,0.7616988482384824,0.2752783415098682
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6642006802721088,0.2529290815337951,0.55,0.4513867521316947,0.1896173469387755,0.17852725583393,0.2725588098807739,0.2423340548473741,0.5826160230352303,0.2991918141154085
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8292942176870749,0.01987437006599,0.025,0.05,0.2,0.4000000000000001,0.0444444444444444,0.0888888888888888,0.4635679200542005,0.2126662048517436
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.913732993197279,0.0404123870089759,0.875,0.1118033988749894,0.7172258297258297,0.1259073555185911,0.7766153016230416,0.0830154986538233,0.9737652439024392,0.0268206229141656
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8932823129251701,0.0478613853043207,0.9,0.075,0.6552350427350426,0.1376999489223981,0.7466882840092559,0.0878166042394325,0.9645807926829268,0.0266178365579498
d_perc_to_pca,No sampling,,After,Yes,MLP,0.770110544217687,0.1975735662021851,0.2,0.3269174207655506,0.2047619047619047,0.2851581889824737,0.1516017316017316,0.2164434457815509,0.6048407859078591,0.2230028600566327
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6553146258503401,0.2160128447099058,0.6625,0.4403478738452134,0.2171361711732748,0.158410975192855,0.3206673557975004,0.2249727714887319,0.7154259823848237,0.2537949449091863
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5862670068027211,0.2284547973476149,0.6875,0.396271687103684,0.2081447811447811,0.1269259187805224,0.3147549551897378,0.1891550782686235,0.5605199864498646,0.3170663693701954
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8332908163265307,0.0115603264567072,0.025,0.075,0.0666666666666666,0.1999999999999999,0.0363636363636363,0.109090909090909,0.4808274051490515,0.2545326679828402
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9199829931972788,0.057252839979223,0.9,0.075,0.7334491978609625,0.1500636155893019,0.8001640866873065,0.113087391944438,0.968376524390244,0.0283550200056685
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9158588435374152,0.0502627451685294,0.8625,0.1038327982864759,0.7421608946608946,0.1574117968384583,0.783310907358895,0.0976346192781471,0.9664371612466124,0.0194606028217002
d_perc_to_pca,No sampling,,After,Yes,MLP,0.6945153061224489,0.2663917133431014,0.3430555555555555,0.3901789119536489,0.1843197278911564,0.222976368832871,0.1999132446500867,0.211591355461244,0.5141090785907859,0.2339500752874554
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7045493197278911,0.1934312100623104,0.8902777777777778,0.1004330899432829,0.3949784913965586,0.1225704628904762,0.5354128076938974,0.1273299637990423,0.919354674796748,0.0480535326876973
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.625297619047619,0.2415574509240549,0.7625,0.3891095604068345,0.2615486028869488,0.1646295733625686,0.3765972683135154,0.2166826692047554,0.7327040989159892,0.253580256098655
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.5231707317073171,0.1954374890076297
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9342687074829932,0.0283937217312992,0.8875,0.0875,0.7693001443001443,0.1029184349491256,0.8190041279669764,0.0734865292367541,0.9768673780487804,0.0218396302499252
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9322278911564628,0.0632824477545562,0.875,0.0968245836551854,0.804577922077922,0.1780440530091957,0.8255680868838764,0.122937493132016,0.970507283197832,0.0255409204679653
d_perc_to_pca,No sampling,,After,Yes,MLP,0.7514455782312925,0.1971356578757127,0.125,0.3010398644698074,0.0496598639455782,0.1063511402963948,0.056641604010025,0.1132887527198963,0.4486551490514904,0.2007632102220758
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6931122448979592,0.2634405892247621,0.7625,0.3599045012221992,0.4496536596925241,0.2970631556827401,0.4654946963368016,0.2430919699282449,0.8570579268292683,0.1504418685078026
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.543452380952381,0.2867936971756733,0.675,0.4479118216792229,0.1946989017553533,0.1877620826406454,0.2800925197368119,0.2167762566919072,0.8866158536585365,0.0954508317433002
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.5684662940379404,0.2362217666918864
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9280187074829932,0.0411089329264575,0.8375,0.0976281209488331,0.774527417027417,0.1416876812739086,0.7984499238291808,0.1025581126559357,0.9694969512195122,0.0238126346194479
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9302721088435372,0.0438609860362382,0.913888888888889,0.0794949334514121,0.768533411033411,0.1639821235171308,0.8228463368566346,0.0973321739734169,0.9702066395663956,0.0270004924999392
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8147108843537415,0.0340087156349144,0.05,0.114564392373896,0.0742857142857142,0.1803398152921085,0.0594871794871794,0.1397885131273913,0.4778844850948509,0.1938976755126821
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7015731292517008,0.1031738838481939,0.875,0.3010398644698074,0.3248419338717738,0.1368744794399904,0.4682675177065079,0.1789823372065197,0.8487940379403793,0.2241852777881166
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6395408163265307,0.2478716555107245,0.9625,0.0800390529679106,0.3784650343390944,0.1448835597323312,0.5233065902303651,0.1435824674657505,0.791219512195122,0.2808234044957203
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8908163265306124,0.0508570940615177,0.3791666666666666,0.3047369083871091,0.6714285714285715,0.4474417075247379,0.4615295815295815,0.3485806183551562,0.7626871612466124,0.2619622688931437
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8810374149659864,0.0833118117426539,0.925,0.1,0.6370283882783883,0.1544485764950885,0.7406193514088251,0.1232180995610533,0.9677743902439024,0.0344773434570162
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8457482993197278,0.0622573846254017,0.9125,0.0976281209488331,0.5428193701723114,0.1222489601901366,0.6723680024377292,0.103856605729895,0.9665557249322492,0.0277546307738184
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8311649659863946,0.0246572614742156,0.0597222222222222,0.0958333333333333,0.2333333333333333,0.3958114029012639,0.0945454545454545,0.1535906333232209,0.6244478319783198,0.1480074172007124
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8025510204081632,0.0938973824932107,0.9,0.1224744871391589,0.5094322425940074,0.1660050154756518,0.6234497858522626,0.1018818630521618,0.9275575880758808,0.0337886254665594
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6526785714285714,0.1728607279439991,0.9166666666666666,0.1163686670314078,0.3425170068027211,0.0856268454269501,0.4885878140847112,0.0899059495668732,0.8618606029810298,0.1742542106205721
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8581207482993196,0.0432772381519032,0.2361111111111111,0.2534484387624258,0.5285714285714286,0.4030495994190253,0.2973271173271173,0.2810911589929287,0.7899102303523036,0.1965521352148719
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8825680272108845,0.0519928583878353,0.9,0.1224744871391589,0.629971694971695,0.1193782615222362,0.7261970142748175,0.0776429942907937,0.9635331978319784,0.0348789626475732
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8534863945578233,0.074710305585962,0.925,0.082915619758885,0.5730901125018774,0.1493266731266089,0.6940706084421254,0.1141319117683186,0.9761094173441732,0.0229611833948326
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9285281165311652,0.0421284500216435
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7843112244897961,0.0808753603939621,0.9375,0.0625,0.4530625828419946,0.1113127359455777,0.6044823567237361,0.1064161734380275,0.9418970189701896,0.0445389251214406
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7798044217687073,0.0583290721802963,0.95,0.0829156197588849,0.4357661281002242,0.072540734136626,0.5948226146094309,0.0781334458297539,0.9317293360433604,0.0314612358032689
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9568877551020408,0.0294291406752697,0.826388888888889,0.1007782218537318,0.9238888888888888,0.1206924466015444,0.8649202758026288,0.0835319464234908,0.9741124661246612,0.0127756887999269
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9465986394557822,0.0305828231628251,0.851388888888889,0.0755764881134044,0.8488888888888889,0.1295183384698862,0.8446031746031746,0.0817009815762735,0.974456300813008,0.0120547433691396
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9528486394557822,0.0340971815472001,0.85,0.1089724735885168,0.878088023088023,0.1317655408506497,0.8584267040149394,0.0982127116317586,0.9702142615176153,0.018917373276129
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9195282859078592,0.1065015165111302
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8415816326530612,0.0259104095305678,0.9263888888888888,0.0993905036823047,0.5177365771483418,0.0458717463340173,0.661045340624288,0.045994125462819,0.954339430894309,0.0290698834728303
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7940901360544217,0.0503395076319021,0.9625,0.057282196186948,0.4524880829524793,0.0627073197820181,0.6133450135848937,0.0642055830966511,0.9485840108401083,0.0233705983541661
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9548469387755102,0.0284761124706817,0.8125,0.128086884574495,0.9175,0.1124506064407342,0.8534240106298931,0.0917730728896309,0.970060975609756,0.0151700114648455
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9466836734693878,0.0330142299184971,0.851388888888889,0.0940042847723206,0.8548232323232323,0.1311893088504451,0.8446999947077348,0.0848467900335597,0.9744334349593496,0.0113554684692882
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9547619047619046,0.0314776347532194,0.875,0.0790569415042094,0.875,0.1322875655532295,0.8687844611528822,0.0827199549834121,0.97779048102981,0.0173318703494187
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9064007452574524,0.0451585657906005
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8004251700680273,0.0633512532463984,0.925,0.082915619758885,0.4657107843137255,0.0936713880242918,0.6143658696967306,0.088149784444222,0.9490057588075882,0.0379903733085789
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7508928571428571,0.0932725552074714,0.925,0.082915619758885,0.4154754354692435,0.1124385835466257,0.5671785793195088,0.1128377037457522,0.9128861788617886,0.0696378509873034
d_perc_to_pca,No sampling,,After,Yes,MLP,0.956845238095238,0.0191800716241619,0.8388888888888889,0.0982485510212633,0.9071031746031746,0.0912856180291118,0.8644837678661208,0.0613503750080103,0.9725609756097562,0.0200394128963307
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9528061224489796,0.0257696556801031,0.85,0.075,0.8673809523809524,0.0952056492350034,0.8569917440660475,0.0765836468510686,0.972915819783198,0.0137071517735556
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9507227891156462,0.0260788728383647,0.875,0.0968245836551854,0.841984126984127,0.1009742164665341,0.8544427244582045,0.0813406482374837,0.9701185636856368,0.0184210078043967
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9411881775067752,0.0341999559618198
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8211309523809524,0.0456621766360804,0.925,0.1,0.4874969711231321,0.0798838935179978,0.6356164672686412,0.0820344065370224,0.9396790311653116,0.059687568131309
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7717261904761904,0.083724277771982,0.95,0.0829156197588849,0.4392638343843081,0.1055503522892135,0.5937529321842496,0.1008004118709431,0.9366683604336042,0.0390092975821804
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9547619047619048,0.0238187846421252,0.825,0.114564392373896,0.9098809523809523,0.1076707234761499,0.8567322813065849,0.0741277367248085,0.9716505758807588,0.0124913642276751
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9548469387755102,0.0269738828474922,0.8388888888888889,0.0982485510212633,0.8880952380952382,0.1057753708352461,0.8596358543417366,0.0867176528387321,0.9723831300813008,0.0144151094894661
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.960969387755102,0.0294645004458608,0.8875,0.0673145600891813,0.888888888888889,0.1101766258735894,0.8855211558307534,0.0788166717998976,0.974216632791328,0.0132779468044527
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9371078929539296,0.0371988641028426
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7923469387755102,0.0707044400615455,0.9625,0.0800390529679106,0.45898058597749,0.1053517420944352,0.6164109160316056,0.1032127387168895,0.9514100609756098,0.0431471145578083
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7591836734693878,0.0696675116045391,0.9875,0.0375,0.419358805445762,0.0758920239787593,0.5853529481271417,0.078367572851933,0.9430149051490512,0.0350292734752885
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9486819727891156,0.0276831427722354,0.7513888888888889,0.1491294180681106,0.9321428571428572,0.0934049773615858,0.8214985994397759,0.1089555382164529,0.977827743902439,0.0255506279255946
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.942389455782313,0.0285834788424668,0.8625,0.0875,0.8139971139971142,0.1055144656619658,0.8336532507739939,0.0791060767729698,0.9762999661246614,0.0186482640847097
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9300170068027211,0.0333357194064782,0.8875,0.0875,0.7562018537018538,0.1063813139878377,0.8108178534571724,0.0782051389402823,0.9725575880758808,0.0177565647948629
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9429945799457996,0.0349914165064732
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7964285714285714,0.0543399283657918,0.975,0.0499999999999999,0.4582270580296896,0.0799592761378865,0.6204533984533984,0.0781215828808971,0.961875,0.0276869054033669
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.75531462585034,0.0499904002133847,0.975,0.0499999999999999,0.4088275890066171,0.05649261369896,0.5740516243119134,0.0593492089467159,0.9428446815718156,0.0260551225646721
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9527210884353744,0.0183541540550597,0.763888888888889,0.1054092553389459,0.9440476190476192,0.0693752489730165,0.8391542770954535,0.0702844517809746,0.978094512195122,0.0257186861994253
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9403486394557824,0.0280348322083666,0.8625,0.0875,0.8042748917748919,0.1039126059751208,0.8285061919504644,0.0779138820259322,0.9769173441734418,0.0179266384304408
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9258928571428572,0.0380207843026466,0.9,0.075,0.7366414141414142,0.1097915474173559,0.8055653282046471,0.0845658779931309,0.9738304539295392,0.0159925015248984
d_perc_to_pca,No sampling,,After,Yes,MLP,0.7495323129251701,0.1964665247737641,0.125,0.2958039891549808,0.0746598639455782,0.1202188497909731,0.0629186602870813,0.1000207607497535,0.4521790311653116,0.2583699271639909
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.736139455782313,0.2099813513257232,0.625,0.4220485754033533,0.3208825093035619,0.2884243046119226,0.3912535612535612,0.2962679125006356,0.7397603319783197,0.2338214294148126
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5108418367346939,0.2908432558294093,0.7375,0.3727012878968894,0.2035979486261441,0.1329921962392257,0.3095505630548867,0.1842218729058816,0.632443258807588,0.2626048935068535
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8312925170068027,0.03252526010308,0.0625,0.1875,0.0714285714285714,0.2142857142857143,0.0666666666666666,0.1999999999999999,0.6454056571815718,0.1648732307488525
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9178571428571428,0.0507182806157292,0.875,0.125,0.7352226041931924,0.1607051421609938,0.7870486756105952,0.1157288252978635,0.9760713075880758,0.026706256151703
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.930059523809524,0.0280317369805724,0.9125,0.0800390529679106,0.7471769896769898,0.1025317410317999,0.8153072632561796,0.0660978211766551,0.9797264566395664,0.0154506351465381
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8127125850340138,0.0365128024223426,0.0125,0.0375,0.0333333333333333,0.0999999999999999,0.0181818181818181,0.0545454545454545,0.4354293699186992,0.2188836847798135
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.4715136054421768,0.3026072504369813,0.8375,0.3012992698298487,0.2608657422020772,0.1768014834726995,0.3649998622521843,0.1822927227525224,0.6571485433604336,0.2367766021176909
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6145408163265305,0.18526716316058,0.913888888888889,0.097182531580755,0.3195352016404648,0.0933860554278047,0.4661964985766499,0.1100719088152524,0.8315557249322494,0.1159237854780538
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.5434798441734418,0.1628930894372662
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9321428571428572,0.0430746592458618,0.875,0.1479019945774904,0.7867460317460317,0.1582564558560118,0.8132107211673775,0.1106950739126732,0.9790701219512192,0.0186590347454621
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8888605442176871,0.060459482667152,0.95,0.0612372435695794,0.6396184371184371,0.1297135234784497,0.7531042808745869,0.086186327237578,0.971670054200542,0.0214231950973701
d_perc_to_pca,No sampling,,After,Yes,MLP,0.83125,0.0125327126444341,0.0236111111111111,0.0473242362150022,0.15,0.3201562118716424,0.0404040404040404,0.0813115628181741,0.5283629742547425,0.1710787764139254
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.5326530612244897,0.3049645524024671,0.65,0.4394598957811736,0.1760666223010943,0.1436208599501295,0.2647902431272843,0.1968069276010233,0.561209349593496,0.2775893249907588
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.5880102040816325,0.2819814308597561,0.8625,0.2981715110469141,0.3003985594237695,0.163397732890392,0.4290457163762616,0.2018890886138552,0.6777684620596206,0.2887057321354767
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8416666666666668,0.0330716727492435,0.075,0.225,0.0857142857142857,0.2571428571428571,0.0799999999999999,0.2399999999999999,0.6402769308943089,0.1890567657557191
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9279336734693878,0.0443810145858183,0.9013888888888888,0.0746519702798705,0.7645526695526695,0.1479338934233729,0.8155493622454182,0.087834984846898,0.9796875,0.0152588055960834
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.901232993197279,0.0429489327547505,0.8875,0.1038327982864759,0.6738167388167388,0.134067525537122,0.7548607422998324,0.0892774966231634,0.974154810298103,0.0162148488900065
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8271683673469388,0.0260523804838801,0.0125,0.0375,0.1,0.3,0.0222222222222222,0.0666666666666666,0.4472018970189702,0.2282629611842817
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.6999149659863946,0.2237187205951823,0.75,0.3832427429188973,0.3162410605267748,0.2031015795293201,0.4301528753473834,0.2531783857402499,0.8504310636856369,0.2117235592122218
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.6016581632653062,0.2199233799578498,0.9375,0.1007782218537318,0.3242434574514659,0.1054702193314912,0.472296688527244,0.1243007550819546,0.8499000677506775,0.1163985718657584
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8332908163265307,0.017528612577633,0.0597222222222222,0.0958333333333333,0.1916666666666666,0.3375771516754849,0.0893939393939393,0.1457147294172624,0.4559383468834689,0.2251482989474652
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9302295918367346,0.0354997657218425,0.8625,0.1305038313613818,0.7765584415584416,0.1381199359775929,0.8061483253588516,0.0959520998381309,0.9753777100271002,0.0220213599651667
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9218962585034014,0.0454498848113256,0.9125,0.057282196186948,0.7264646464646465,0.1300070928817788,0.8034207962361144,0.0955448887851356,0.971121273712737,0.0165938628687874
d_perc_to_pca,No sampling,,After,Yes,MLP,0.6829506802721088,0.2614052663846901,0.3,0.3799671038392666,0.2520408163265306,0.3063432688068776,0.1770456444140654,0.1688107368508513,0.5739269986449865,0.1483758559132984
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7711734693877551,0.09394869383574,0.5888888888888889,0.415748989442214,0.3103322535587981,0.2479511106019802,0.378756551743929,0.259185646029648,0.6918055555555556,0.3242858044878126
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.721938775510204,0.0682730994029646,0.875,0.2958039891549808,0.3346416390626917,0.1254855810274967,0.481264987735576,0.1708329317507897,0.8278844850948509,0.2346457333711585
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8808248299319729,0.0423568625164232,0.4,0.3391164991562634,0.705,0.3813754347388177,0.4440659340659341,0.3048990626307479,0.8210298102981028,0.1988373040721695
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8626700680272108,0.0954966424951416,0.9125,0.0976281209488331,0.622922632922633,0.2037428052301694,0.7174665873608973,0.1416344627809558,0.9692301829268294,0.0315143313860133
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.8229166666666667,0.0837445277369653,0.9125,0.0800390529679106,0.5072448384948385,0.121406891414217,0.6460868079289133,0.1170918775097393,0.9617725271002712,0.036068494607631
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8087159863945578,0.0312807590765151,0.0361111111111111,0.0552770798392566,0.095,0.1619413474070165,0.0509523809523809,0.0788825010987344,0.521449864498645,0.2102430842296145
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7616071428571428,0.1061529781358532,0.75,0.3832427429188973,0.3455714285714285,0.2096543080868682,0.4616611881766146,0.2539244914055796,0.8097823509485096,0.2666903353597076
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.693877551020408,0.1933263774438406,0.8291666666666666,0.2995656578003115,0.3464819079072102,0.1680780742631193,0.4706354754448155,0.1898309757085608,0.8444207317073171,0.2063975072140194
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8723214285714287,0.0410961786879127,0.2930555555555555,0.3056470822515551,0.5411111111111111,0.448483039854393,0.3489707677942972,0.326937888360904,0.7910230352303522,0.2362363053148762
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8951955782312926,0.0358472833395199,0.925,0.082915619758885,0.6365967365967365,0.0883459724038163,0.749903926482874,0.0722211907418225,0.9709095528455284,0.0225963024753872
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.856079931972789,0.0655427620095071,0.925,0.1,0.5723150542268189,0.1447178158166326,0.6940230830550524,0.1071694928191774,0.9629429200542003,0.0320098488663026
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9116632791327914,0.0481526907830877
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8027210884353743,0.0634318974626778,0.9375,0.0838525491562421,0.4699705523234934,0.0947635289433228,0.6212168531119056,0.0900936580310615,0.941495596205962,0.0484050769657059
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7488520408163265,0.1018258879482684,0.9625,0.0800390529679106,0.4217305299694248,0.1158051985039734,0.5775455631584664,0.1123234277309105,0.9302938685636856,0.0486353437096288
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9527636054421768,0.0315992904764405,0.825,0.114564392373896,0.8983333333333334,0.1247664484814193,0.8524603174603176,0.09183071282852,0.9802896341463416,0.0096963802105725
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.960969387755102,0.0168839097224365,0.8638888888888889,0.067700320038633,0.9063888888888888,0.0860757095688311,0.8809920634920635,0.0511653839080294,0.9778362127371274,0.0141501275206025
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9486819727891156,0.0331594767153929,0.851388888888889,0.0940042847723206,0.8504365079365079,0.1195198899523852,0.8481209150326798,0.0951182022175391,0.9689989837398374,0.0184208501192427
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9136610772357724,0.0395158165100436
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8272534013605443,0.0641381554571526,0.9375,0.0838525491562421,0.507291181041181,0.0948613400288883,0.652508450228327,0.0882054791891544,0.9409341124661246,0.0585767271662309
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7820578231292518,0.0539846122000461,0.9638888888888888,0.078616509433805,0.4390678315567264,0.0703552472182425,0.6003900826236755,0.0726114256770154,0.9427735433604336,0.0404779807466676
d_perc_to_pca,No sampling,,After,Yes,MLP,0.950765306122449,0.027546820877553,0.788888888888889,0.1384437310486345,0.915277777777778,0.1036468511489202,0.8372852474323063,0.0977876012060833,0.9735027100271,0.0169323254611851
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.950765306122449,0.0243357779681405,0.851388888888889,0.0755764881134044,0.8641666666666665,0.1076936240762036,0.8535686028797486,0.0693052153697748,0.9689532520325204,0.0154114898712793
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9507227891156462,0.0304959585066223,0.875,0.0790569415042094,0.856111111111111,0.1263739307387816,0.858359624551575,0.0766059548660785,0.9744783197831977,0.0128974175411315
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.924052337398374,0.0430248236483773
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8375,0.0538386193988619,0.951388888888889,0.0596575877636514,0.5220493644642252,0.0935012069712222,0.6683383293543477,0.0773098922490975,0.9555826558265584,0.0283947781502398
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7735119047619047,0.0655746923398343,0.9625,0.0800390529679106,0.4320657005607874,0.0795556901179057,0.5930042832378761,0.0836027836583882,0.9344452913279132,0.0465280823789064
d_perc_to_pca,No sampling,,After,Yes,MLP,0.952721088435374,0.030446333277611,0.8125,0.1397542485937368,0.9091666666666668,0.1211318152537419,0.8467390289449114,0.1014410880101792,0.9771189024390244,0.0147747076382967
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9465986394557822,0.027598876091202,0.851388888888889,0.0940042847723206,0.8375396825396825,0.1054378147489672,0.84140522875817,0.0855612474826351,0.9744249661246612,0.0151393222022025
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.950722789115646,0.0367900866140157,0.8625,0.1305038313613818,0.8578030303030303,0.1402739227938605,0.8530639097744362,0.116157073303493,0.9704268292682926,0.0159782350407623
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.891890243902439,0.068932736364501
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.8187925170068027,0.0562700337368543,0.9,0.0935414346693485,0.4912375206492854,0.0959151759416109,0.6293136928039478,0.0848249825031356,0.9557952235772358,0.0230667592474968
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7451955782312926,0.0745077154579058,0.9625,0.0800390529679106,0.4035140780450111,0.0704014709102145,0.5643245871866561,0.0737168252971742,0.9378573848238484,0.040207757645378
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9568877551020408,0.0294291406752697,0.826388888888889,0.1007782218537318,0.9157142857142856,0.1206720128856627,0.8644351073762839,0.0907893966099296,0.9781021341463416,0.0107205419545134
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.956845238095238,0.0231943814023184,0.8875,0.0673145600891813,0.8644444444444443,0.094467317491681,0.873233574131407,0.065919983732008,0.975347222222222,0.0149776114534644
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9630527210884352,0.0199109008585086,0.9,0.0499999999999999,0.8927777777777777,0.1027942929673951,0.8920897832817338,0.0531243595088713,0.9728429878048782,0.0176791499462076
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9412771002710028,0.0431524621320847
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7633928571428571,0.0661216009304607,0.95,0.0829156197588849,0.419397664598903,0.0774055782216456,0.578398408315773,0.0811823025898473,0.956112804878049,0.0356877109370638
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7656037414965986,0.055202418781357,0.9875,0.0375,0.4219553533916167,0.0651748389335372,0.5889239497782323,0.0672924933096749,0.9500474254742548,0.0374810398203668
d_perc_to_pca,No sampling,,After,Yes,MLP,0.9465561224489796,0.0245526419266299,0.726388888888889,0.1472549753922691,0.9416666666666668,0.0726483157256778,0.8100700280112043,0.1023350205626295,0.9784451219512196,0.0266872758291446
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.942389455782313,0.0285834788424668,0.875,0.0790569415042094,0.808997113997114,0.1095366313335466,0.8364310285517715,0.0765668044571385,0.9781368563685636,0.018612686965972
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9279761904761904,0.0380289373855084,0.9125,0.057282196186948,0.7394191919191919,0.1104438440775356,0.8129182693811178,0.0825883904478755,0.9741277100271002,0.0167618628347327
d_perc_to_pca,No sampling,,After,Yes,MLP,0.8333333333333334,0.0058913292774451,0.0,0.0,0.0,0.0,0.0,0.0,0.9295562330623308,0.038026187167026
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.7963860544217687,0.0785445632612759,0.975,0.0499999999999999,0.4677461313906327,0.1071907059285862,0.626803430790808,0.1036562065251003,0.952177337398374,0.0313303816370381
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.7532312925170068,0.0743053757994126,0.9875,0.0375,0.4155881015120146,0.0857046092321844,0.5805802401883071,0.0860634991273664,0.9326609078590786,0.0264766755751335
d_perc_to_pca,No sampling,,After,Yes,MLP,0.952721088435374,0.0225939390586939,0.763888888888889,0.1193151755273029,0.9416666666666668,0.0726483157256778,0.8382018961430726,0.0848499720163625,0.9775423441734418,0.0258110905679789
d_perc_to_pca,SMOTE - After split,SMOTE,After,Yes,MLP,0.9403486394557824,0.0280348322083666,0.8625,0.0875,0.8042748917748919,0.1039126059751208,0.8285061919504644,0.0779138820259322,0.9787542344173442,0.0182971054175823
d_perc_to_pca,ADASYN - After split,ADASYN,After,Yes,MLP,0.9238520408163264,0.0379143247740097,0.9125,0.057282196186948,0.7259343434343435,0.1069203996677706,0.8044972167495388,0.0799803841136559,0.9744249661246612,0.0156107247318267