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{"sheet":"d_original","index":0,"n_rows":38,"n_cols":12,"rows_kept":38,"cut":false,"hidden":false,"merged":[[1,0,7,0],[8,0,14,0],[15,0,23,0],[24,0,30,0],[31,0,37,0]]}
["Sampling","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"]
["ADASYN - After split","AdaBoost",0.948469387755102,0.0296418862853802,0.826388888888889,0.1397542485937368,0.8701875901875902,0.1005337603721727,0.8399296128707894,0.09401627076906779,0.9813761856368564,0.0204045012117666]
[null,"Bagging",0.9505102040816328,0.0282270661126213,0.9,0.0935414346693485,0.8263888888888887,0.0928064659571561,0.8591946778711484,0.07992857466805239,0.976949949186992,0.018280657860505]
[null,"DecisionTree",0.9320153061224492,0.0345616195304092,0.8388888888888889,0.1589898669028242,0.783948273948274,0.0981629458032465,0.8018304227592153,0.1030956844848655,0.8997810806233062,0.08021792849299909]
[null,"MLP",0.960969387755102,0.0214167578925125,0.8625,0.1179247641507075,0.9103174603174604,0.0815367563150846,0.8784216763628528,0.0703198477332575,0.9784383468834688,0.018887629836792]
[null,"RandomForests",0.9463860544217688,0.0231602199267692,0.8875,0.1038327982864759,0.8203282828282829,0.0991914080969778,0.8463412206988059,0.06860626179225331,0.9839337737127372,0.0138935069667655]
[null,"SVM",0.9671768707482992,0.0207975536153411,0.8638888888888889,0.1040832999733066,0.9361111111111112,0.06549903401417551,0.8951493930905695,0.07245242479855819,0.9874788279132792,0.0140096414231872]
[null,"XGBoost",0.9587585034013604,0.0245113402022386,0.8638888888888889,0.1040832999733066,0.8917063492063493,0.0814601353627231,0.8739934394810556,0.0748680425274747,0.9877337398373984,0.0123491229063291]
["ADASYN - Before split","AdaBoost",0.9801697530864196,0.0113999766195274,0.987560975609756,0.0167259998798566,0.9736577853041266,0.0190032073311592,0.980355293235988,0.0111964081268533,0.9958871951219516,0.0044337738647924]
[null,"Bagging",0.9739969135802468,0.011688783416179,0.9851829268292682,0.0197584498750133,0.9638122040561063,0.0159782371692122,0.9741907265208248,0.0116691697995574,0.9907294207317072,0.0062493995565976]
[null,"DecisionTree",0.960385802469136,0.0121390991999309,0.9802439024390244,0.0266571530223612,0.9438469614194306,0.0268752478138888,0.9610982668822204,0.0118285117246298,0.9561653963414636,0.0216658331948577]
[null,"MLP",0.9913425925925926,0.0096483204371558,0.9975000000000001,0.0075,0.9857669556762012,0.0188862043331282,0.9914748132656506,0.0094487819568503,0.9962195121951219,0.0076051033305701]
[null,"RandomForests",0.9802006172839508,0.0098808945854239,0.9975000000000001,0.0075,0.9643273775761012,0.0186811404256877,0.980513561537413,0.009673436040929901,0.9988384146341464,0.001233340049207]
[null,"SVM",0.9900925925925927,0.007417945179384,0.995060975609756,0.009878989717305201,0.9855400696864112,0.0159003876251629,0.9901520619428992,0.0073492720745845,0.996890243902439,0.009127826789095499]
[null,"XGBoost",0.9851543209876542,0.012121773600185,0.995060975609756,0.009878989717305201,0.9759552845528456,0.018446948523716,0.9853335383086091,0.0119169546480401,0.9990792682926828,0.0010020984823026]
["No sampling","AdaBoost",0.952593537414966,0.0208422252993917,0.7388888888888889,0.119605834120061,0.9708333333333334,0.0590726953281575,0.8328264382676147,0.0846702484568029,0.9665752032520324,0.0278308630005599]
[null,"Bagging",0.9321428571428572,0.0288929261650271,0.5916666666666666,0.1785357107135712,1,0,0.7264868464868466,0.152482453986601,0.9652989498644986,0.0292530806654785]
[null,"DecisionTree",0.9402210884353742,0.0217795001413178,0.663888888888889,0.1280190957978101,0.968888888888889,0.06531972647421801,0.7807570207570208,0.0904631094931993,0.8716116192411925,0.0602970477216893]
[null,"MLP",0.9278486394557824,0.0384077328591531,0.5791666666666666,0.226269566373091,0.98,0.0599999999999999,0.7008458208458208,0.1950447799371414,0.9324923780487804,0.06454274458287659]
[null,"RandomForests",0.948469387755102,0.0212515294683322,0.6902777777777778,0.1297031868022781,1,0,0.8096978021978023,0.09228569031422069,0.9701084010840108,0.0254920607199798]
[null,"RandomForests",0.9464285714285714,0.0333432018919429,0.6763888888888889,0.2045065198634671,1,0,0.7884832814244579,0.1523715470698143,0.975271849593496,0.0224065000837507]
[null,"SVM",0.9299744897959183,0.0264782660484514,0.5902777777777778,0.1710364645981149,0.9875,0.0375,0.7212207400442695,0.14509661219449,0.9632012195121952,0.0313893531815938]
[null,"SVM",0.9361394557823128,0.023511405008774,0.6277777777777778,0.1504622507105649,0.9875,0.0375,0.7555064543299838,0.1118416201890496,0.9639837398373984,0.03472036187924]
[null,"XGBoost",0.9504251700680272,0.0362309765518421,0.7513888888888889,0.1592626237801366,0.9357142857142856,0.1086142355043528,0.8274509803921569,0.1310919581499072,0.98284891598916,0.0111325618702241]
["SMOTE - After split","AdaBoost",0.9402636054421768,0.0311520864143635,0.826388888888889,0.1397542485937368,0.8276875901875902,0.0933708789152351,0.8201138876603273,0.09479394916556889,0.9712186653116532,0.0284636272114443]
[null,"Bagging",0.9463010204081632,0.0268032889650293,0.85,0.1089724735885168,0.8426406926406926,0.1027112155729058,0.8405130473241929,0.0782516586156555,0.9832740514905148,0.0117387287145681]
[null,"DecisionTree",0.9155187074829932,0.0353827593280369,0.825,0.15,0.7242171717171717,0.1034447014662393,0.7631806444927323,0.1017284894929603,0.8826714939024389,0.0688528744041452]
[null,"MLP",0.9671343537414966,0.0262375408135554,0.888888888888889,0.1178511301977579,0.9179365079365081,0.08554966555100101,0.8986456336920734,0.08542572519152759,0.976742039295393,0.0272057691654937]
[null,"RandomForests",0.9566326530612244,0.0299435660912568,0.8375,0.1484292760879739,0.8998737373737373,0.0887870492428583,0.8609033613445378,0.1010881256196967,0.9826719173441736,0.0146939326204188]
[null,"SVM",0.9671768707482992,0.0246201004769294,0.8638888888888889,0.1181453906563152,0.9343253968253968,0.0673578236334572,0.8943160597572362,0.0840652363274268,0.9865294715447156,0.015592266923059]
[null,"XGBoost",0.9587159863945578,0.0277967918460689,0.875,0.125,0.8771031746031746,0.07703811925987029,0.8725869821612855,0.09093607270907431,0.9883045392953927,0.0114738652775527]
["SMOTE - Before split","AdaBoost",0.9777777777777776,0.0120962456433737,0.9852439024390244,0.016253860567362,0.9711879777435648,0.0177717474311143,0.9780139236366738,0.0119603767445899,0.9981097560975608,0.0020121951219512]
[null,"Bagging",0.9790123456790124,0.0156649105437648,0.9853048780487804,0.0223813714553263,0.9735601985460182,0.0193606049520168,0.9791857006919852,0.0154519519371535,0.9970426829268292,0.0037884701330272]
[null,"DecisionTree",0.9580246913580248,0.0184773204285132,0.9629878048780488,0.0316439916416944,0.9542305795029919,0.0214140173514729,0.9581769743069528,0.018171127706574,0.9581707317073171,0.0207911629513817]
[null,"MLP",0.9925925925925926,0.008189197013223201,1,0,0.985656213704994,0.0158293901117714,0.992711949877196,0.008072297622851599,0.9981097560975613,0.003802551665285]
[null,"RandomForests",0.974074074074074,0.0314512079082888,0.9704878048780488,0.0358982218493516,0.9777409988385598,0.0304992296496604,0.9739788317506816,0.0314842615336723,0.996158536585366,0.0086363938786191]
[null,"SVM",0.9925925925925928,0.008189197013223201,0.9975609756097562,0.0073170731707317,0.9880898360478622,0.0158160453216542,0.9927105246382354,0.007987084783670301,0.998780487804878,0.0030971768534634]
[null,"XGBoost",0.9876543209876544,0.0110423109999989,0.9901219512195124,0.012099626102256,0.985479094076655,0.0159394731000619,0.9877122847673496,0.0109779880569164,0.999329268292683,0.0012629460473907]

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["Sampling","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"]
["ADASYN - After split","AdaBoost",0.9238095238095236,0.0187053570220564,0.8375,0.0800390529679106,0.7537950937950938,0.1009776395994732,0.7863872917588088,0.046967776020644,0.965502201897019,0.009457932436027199]
[null,"Bagging",0.919812925170068,0.0281738617549371,0.851388888888889,0.1093700395700557,0.7260353535353536,0.09235490651432469,0.7794143446852425,0.0801439279057225,0.9621828421409214,0.0202560338932496]
[null,"DecisionTree",0.85578231292517,0.0396005692908285,0.7402777777777778,0.1185121887777324,0.5578144078144078,0.0990738478347582,0.6322578728461081,0.09565353327185661,0.8382482215447155,0.0510289920182892]
[null,"MLP",0.960841836734694,0.0195240113674413,0.8763888888888889,0.07916666666666659,0.9055050505050506,0.1028201957487478,0.8838692319032877,0.052052883483207,0.964032012195122,0.0371995800569521]
[null,"RandomForests",0.928061224489796,0.029108348909095,0.8763888888888889,0.0969141945801084,0.7501082251082251,0.1013362956102395,0.8034210526315789,0.07656976403519961,0.9671587059620596,0.009582517286402499]
[null,"SVM",0.9341836734693878,0.031347348257376,0.8875,0.1038327982864759,0.7689529914529915,0.1055219872053592,0.8195796197266786,0.08596990299380849,0.95558858401084,0.0441401301334014]
[null,"XGBoost",0.9485969387755104,0.0187523137079571,0.851388888888889,0.0940042847723206,0.8507142857142858,0.0859045507335594,0.8460359231411863,0.0580304609899083,0.9771832655826558,0.0144690484538602]
["ADASYN - Before split","AdaBoost",0.9506172839506174,0.0276057774999974,0.985121951219512,0.0165112223656977,0.9235568824878634,0.0436590022990056,0.9528135008622812,0.0258141869037599,0.9884451219512196,0.008675320815693501]
[null,"Bagging",0.9518518518518519,0.0237152749534549,0.995060975609756,0.009878989717305201,0.9176907602144024,0.0396282290373867,0.9543744510137284,0.022182137849022,0.9948780487804878,0.0050092864386685]
[null,"DecisionTree",0.8876543209876544,0.0392157535167125,0.925670731707317,0.0613909331143419,0.8614035290211248,0.0423018686605598,0.8911200359126561,0.0408196834672815,0.9141158536585364,0.0279651623431377]
[null,"MLP",0.9876543209876544,0.00780809298807,0.9975609756097562,0.0073170731707317,0.9783918104961782,0.0126585932488611,0.9878321130696484,0.0076235408922657,0.995060975609756,0.0070079520566678]
[null,"RandomForests",0.9469135802469136,0.0265072969797332,1,0,0.9060175842343516,0.0432267806616115,0.9501488209015544,0.0239428865593135,0.9942073170731708,0.0054555283892532]
[null,"SVM",0.9716049382716052,0.0111111111111111,0.9975609756097562,0.0073170731707317,0.9486969361387964,0.0191926965357944,0.9723977996094254,0.0105150929899238,0.9939634146341464,0.0065924194383519]
[null,"XGBoost",0.9851851851851852,0.0163783940264464,1,0,0.9723827653407916,0.0297369657935978,0.9857645179840666,0.0154899991685572,0.998841463414634,0.0017127526713644]
["No sampling","AdaBoost",0.9258503401360544,0.0268215935059589,0.6402777777777777,0.1443976954263621,0.8897619047619049,0.117609407740689,0.7346148459383753,0.1108055269264339,0.9600389566395664,0.0238415554670074]
[null,"Bagging",0.9092687074829932,0.0313291203033372,0.5305555555555556,0.1224744871391589,0.8914285714285715,0.1427428113919633,0.6573051948051948,0.1205906873948539,0.9160890921409214,0.0327208159372517]
[null,"DecisionTree",0.8866921768707483,0.0353143350995662,0.4555555555555555,0.1892969448600091,0.8191666666666666,0.1935792258137909,0.5531724484665661,0.1801053249111502,0.760265921409214,0.0767357218344031]
[null,"MLP",0.8826530612244898,0.0277743791016289,0.3097222222222222,0.1518977177796515,0.9666666666666666,0.1,0.4498523698523698,0.1705164034596209,0.8055801151761518,0.1225068337089839]
[null,"RandomForests",0.905187074829932,0.0349824805917884,0.4555555555555555,0.1973786547054501,0.95,0.1067187372905474,0.5917859917859917,0.1936848834505952,0.947818428184282,0.0178498359004579]
[null,"RandomForests",0.9072278911564624,0.0350963920268959,0.4680555555555555,0.1958333333333333,0.95,0.1067187372905474,0.6039072039072038,0.1941982532082237,0.9511331300813008,0.0223854895031016]
[null,"SVM",0.8970238095238094,0.0263068632701796,0.4097222222222222,0.1409910359640719,0.955,0.0906917857360852,0.5575058275058276,0.1398999185855337,0.9482511856368564,0.038195150346276]
[null,"XGBoost",0.9321003401360544,0.0208645902547406,0.6777777777777778,0.1024017143953709,0.895873015873016,0.0879376539951677,0.7662759462759462,0.0764953864076391,0.9710018631436316,0.0197831461524422]
["SMOTE - After split","AdaBoost",0.9156462585034012,0.0234354728827042,0.763888888888889,0.1536590742882148,0.7400396825396827,0.0656269188611953,0.7433330214676964,0.0950184986130604,0.9402426321138212,0.0519538329225093]
[null,"Bagging",0.9115221088435376,0.0226184482172127,0.8027777777777778,0.0989528507253159,0.7183730158730159,0.08718933078578051,0.7519031647746817,0.0582120743034055,0.95496358401084,0.0207997605566707]
[null,"DecisionTree",0.8022959183673469,0.1102010962159664,0.5041666666666667,0.2461156570937059,0.6135897435897436,0.2687275211154697,0.4612470389088036,0.1341839598413104,0.6882846375338753,0.0660576992531286]
[null,"MLP",0.9567176870748298,0.0196636445062146,0.8138888888888889,0.1017212967977808,0.9200396825396826,0.06706261152798471,0.8600303454715219,0.0684497722547804,0.9562872628726288,0.038338124705946]
[null,"RandomForests",0.9136479591836734,0.0341729103186086,0.7402777777777778,0.1310348766126365,0.7585714285714286,0.141886384236635,0.7404629220109096,0.1031211394507251,0.9512406842818428,0.0151629424048024]
[null,"SVM",0.9362244897959184,0.0295344809313693,0.8875,0.1038327982864759,0.7831088356088356,0.1117831916404303,0.824901257153579,0.07772563916332199,0.9538363821138212,0.0503237523104075]
[null,"XGBoost",0.9403486394557822,0.026573673463815,0.8152777777777779,0.09939050368230461,0.8355555555555554,0.1087868002159938,0.8204481792717087,0.07829305642009809,0.9730504742547426,0.0169782266798317]
["SMOTE - Before split","AdaBoost",0.9604938271604938,0.0219461590551002,0.9827439024390244,0.0192784204627446,0.9417947770386796,0.0335699130273661,0.961492493004246,0.0212611942138745,0.9855487804878048,0.0128159069808972]
[null,"Bagging",0.9530864197530866,0.0239391597897102,0.9827439024390244,0.0272145970953542,0.9295833133158652,0.0381963117389021,0.95473187291692,0.0224801347759025,0.990640243902439,0.0119914780492676]
[null,"DecisionTree",0.6271604938271604,0.0710922471550023,0.3205487804878048,0.1979580566111807,0.8821146437202827,0.1089258270098155,0.4266529182410937,0.2010537232863219,0.6267073170731707,0.0706079657719868]
[null,"MLP",0.9901234567901234,0.0107627134408411,1,0,0.9808943089430894,0.0207707106341381,0.9902435396509252,0.0106317521921638,0.9966463414634144,0.0070015826374407]
[null,"RandomForests",0.9469135802469136,0.0340570721583548,0.953170731707317,0.033750757366962,0.9422912047302292,0.0415722185041423,0.9473865710206348,0.0336796463585025,0.9886585365853658,0.0121621505503068]
[null,"SVM",0.6,0.0271604938271605,0.2050609756097561,0.0469940017309789,0.9733333333333334,0.0553774924194538,0.3365998519841497,0.0656679930757553,0.8014634146341463,0.0339751807792504]
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[null,"SVM",0.966921768707483,0.0231862355763051,0.9125,0.09762812094883309,0.9051082251082252,0.1031853837494331,0.9019509558209252,0.067111403330018,0.9844817073170732,0.0179506320634758]
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["ADASYN - Before split","AdaBoost",0.9812025316455696,0.0127857108969553,0.9897435897435898,0.0125614858604265,0.9733803986710964,0.0269416128154611,0.9811907978600064,0.0125262448823348,0.9957912757973734,0.0047316860144937]
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[null,"DecisionTree",0.9611075949367088,0.0226309856740291,0.9590384615384616,0.0308018657059352,0.9619679240314668,0.0260170978738401,0.960225445206458,0.0233171914660873,0.9704034161976236,0.0268596833934589]
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[null,"SVM",0.9837025316455696,0.0148311073393956,0.9898076923076924,0.0124842109355155,0.9778508889484498,0.0226730456598068,0.9836633992229856,0.0146278470859096,0.9959822936210132,0.0071941213820674]
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["No sampling","AdaBoost",0.956845238095238,0.0282559019552178,0.7777777777777778,0.1656217242862649,0.9583333333333334,0.06454972243679021,0.8472619047619048,0.1143564389298501,0.9763998983739836,0.0207362197496792]
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["SMOTE - After split","AdaBoost",0.9588010204081632,0.0275433098410879,0.8763888888888889,0.1479606742047058,0.8868939393939395,0.1018841257963015,0.8717737310848765,0.09966220550713439,0.9815210027100272,0.017372985314006]
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[null,"SVM",0.9607568027210884,0.0237098938959961,0.888888888888889,0.08740073734751259,0.8930050505050504,0.1128754575469667,0.884450955820925,0.06766442130585849,0.9842378048780488,0.017906875353745]
[null,"XGBoost",0.9628826530612246,0.0223317922167357,0.888888888888889,0.1178511301977579,0.9105555555555556,0.1070998149875636,0.8880948789772318,0.06587532064865299,0.9895121951219512,0.008783729182368701]
["SMOTE - Before split","AdaBoost",0.9753086419753084,0.014607604402715,0.9777439024390244,0.0234328086222845,0.9735424885242032,0.0221125813218474,0.9753239901134072,0.0147691948072835,0.9968902439024392,0.0030542633625288]
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["Sampling","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"]
["ADASYN - After split","AdaBoost",0.9155187074829932,0.0300201683116648,0.8555555555555555,0.1545603082582617,0.7085370185370186,0.06905207518221521,0.7678270430979408,0.0893826121403631,0.970020325203252,0.0189192428750911]
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[null,"SVM",0.8621598639455781,0.0274211951279714,0.2347222222222222,0.1305038313613818,0.835,0.308261252835967,0.3482750582750583,0.1689625593837915,0.8176626016260162,0.0873141638823877]
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["ADASYN - Before split","AdaBoost",0.9529938271604936,0.0172541906490868,0.9727439024390244,0.0232269055917279,0.936795609539512,0.0287710571545659,0.9539761727084736,0.0163053555022619,0.983408536585366,0.0123072724228959]
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[null,"SVM",0.5408333333333333,0.0187464369423588,0.081890243902439,0.0371361487705527,0.98,0.0599999999999999,0.1488005358774058,0.0633392848482604,0.7172774390243902,0.041201551145263]
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["No sampling","AdaBoost",0.9424319727891156,0.0270804964927844,0.7125,0.1940521837032503,0.9366666666666668,0.0808977406634106,0.7893799767483979,0.1228865397414043,0.967530487804878,0.0382488164104008]
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[null,"SVM",0.9073979591836734,0.0322579419424538,0.4583333333333333,0.2041241452319315,0.9857142857142858,0.0428571428571428,0.5930924630924631,0.2080231269277325,0.9474983062330624,0.0482432073944427]
[null,"XGBoost",0.9424319727891156,0.0301740174883905,0.7277777777777777,0.1842778698957998,0.9234920634920636,0.0955281297983292,0.7975091575091575,0.1183052171376444,0.9696781842818428,0.0272852837837364]
["SMOTE - After split","AdaBoost",0.9176020408163266,0.026165616791112,0.7944444444444445,0.1615893285805443,0.7417063492063493,0.0673183496832894,0.7565056022408964,0.09267955939410639,0.9655589430894308,0.0213210504146548]
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["SMOTE - Before split","AdaBoost",0.9555555555555556,0.0235540543559739,0.9826829268292684,0.0224406812749894,0.9340114164074456,0.0390422169990736,0.9570865605962048,0.0216763010592899,0.9838109756097564,0.009877719431425999]
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["ADASYN - Before split","AdaBoost",0.9811234177215192,0.0151841118424331,0.9871794871794872,0.0172005229038445,0.975112323491656,0.0220966701942785,0.980944435311524,0.0153292645619936,0.9958739837398372,0.0044363892768298]
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[null,"XGBoost",0.9630102040816328,0.0239201148820249,0.8152777777777779,0.1140327681950334,0.956547619047619,0.0670297299254409,0.8769047619047619,0.0818701477245239,0.9847594850948508,0.015230642098412]
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["SMOTE - After split","AdaBoost",0.9566326530612244,0.0340151997925652,0.851388888888889,0.1093700395700557,0.888888888888889,0.1102396379610246,0.8675723622782445,0.1038034772771282,0.9787008807588076,0.0219424078030568]
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[null,"MLP",0.9690901360544216,0.0264331688298532,0.8625,0.1179247641507075,0.95,0.0829156197588849,0.8993040293040295,0.0865475042274354,0.975922256097561,0.0291761771740086]
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["SMOTE - Before split","AdaBoost",0.9777777777777776,0.019753086419753,0.9825609756097562,0.0251071469521832,0.9737474877223958,0.0262047112809252,0.97784398560051,0.0197387134016653,0.9967682926829268,0.0040174552219582]
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["Sampling","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"]
["ADASYN - After split","AdaBoost",0.8890306122448978,0.0500416319805682,0.7763888888888889,0.1758412320500766,0.6422222222222221,0.1404017603913414,0.6970787155441887,0.143200694764039,0.9102684620596204,0.0752903761302314]
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[null,"SVM",0.868452380952381,0.0578391334394557,0.7777777777777778,0.1455354099714415,0.6039285714285715,0.1491274329043654,0.6687951122477976,0.1206678943673516,0.9220426829268292,0.06762464530910769]
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["ADASYN - Before split","AdaBoost",0.898780487804878,0.0197018224651262,0.920499419279907,0.0454087837370957,0.8855780142896938,0.025979073382821,0.9016257100299996,0.0208380584025091,0.962362751763406,0.0140803411512939]
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["No sampling","AdaBoost",0.8890731292517005,0.0353814309699407,0.3819444444444445,0.1865717764769842,0.885,0.1844586674569671,0.5093162393162393,0.2141896201195029,0.9248272357723576,0.0842530975065354]
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[null,"MLP",0.8993197278911564,0.0403848007888941,0.4180555555555555,0.2335192711533675,0.93,0.1552417469626002,0.5434254634254635,0.2401808172591347,0.9409053184281844,0.049627894785119]
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[null,"SVM",0.8949829931972788,0.0341578573785751,0.3805555555555555,0.2056493779875511,0.875,0.3010398644698074,0.5094627594627595,0.2515830350096091,0.9316624322493224,0.0559459866540951]
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["SMOTE - After split","AdaBoost",0.8912840136054422,0.0672640144538722,0.7902777777777777,0.1118810131841462,0.6804545454545454,0.2043036730390904,0.7213577795725461,0.1545297835141028,0.9003870257452575,0.07683924494878321]
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[null,"SVM",0.858248299319728,0.0397087903131841,0.3111111111111111,0.2122956533809499,0.7116666666666667,0.2841214529035074,0.3998989898989898,0.1869988353765894,0.6763863482384824,0.1177649271796105]
[null,"XGBoost",0.9239795918367346,0.04594583771398,0.7763888888888889,0.1467826246150711,0.7728571428571428,0.1556976391924045,0.7714379084967321,0.1410918296562392,0.9364261517615176,0.06333775444886321]
["SMOTE - Before split","AdaBoost",0.9246913580246912,0.0202484190948848,0.9208536585365854,0.0468210104507706,0.9301742615543104,0.0369983417054787,0.9240356216214358,0.0214049000771752,0.9685060975609756,0.0111153452380952]
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{"sheet":"d_perc_to_pca","index":6,"n_rows":45,"n_cols":12,"rows_kept":45,"cut":false,"hidden":false,"merged":[[1,0,7,0],[8,0,14,0],[15,0,30,0],[31,0,37,0],[38,0,44,0]]}
["Sampling","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"]
["ADASYN - After split","AdaBoost",0.9197278911564626,0.0281183710005991,0.875,0.125,0.7214102564102565,0.0948753464338694,0.7824352548036758,0.07651285886644429,0.9637618563685638,0.0312198694720409]
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["ADASYN - Before split","AdaBoost",0.950828063836194,0.0182734597626974,0.9657926829268292,0.0364881329873078,0.9393858870842891,0.0254737273940242,0.9516973766928004,0.0183747262011231,0.9863206424747174,0.0226593393810695]
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["No sampling","AdaBoost",0.936437074829932,0.0357144122527722,0.7055555555555555,0.1538848776051615,0.8980555555555556,0.1202495476236967,0.7824784529196294,0.1214115560064583,0.9551067073170731,0.0381162189641905]
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["SMOTE - After split","AdaBoost",0.9299744897959183,0.0369321086255729,0.851388888888889,0.07557648811340439,0.769570707070707,0.1255373741478121,0.8052244582043343,0.09517733125025141,0.9618521341463412,0.0400157266231046]
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["SMOTE - Before split","AdaBoost",0.9469135802469136,0.0221191023051468,0.9728658536585366,0.01720819862567,0.925961943430315,0.0321781654149058,0.948568318906588,0.0209940373197848,0.9795731707317076,0.0248332481596395]
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[null,"MLP",0.9301445578231292,0.0342867698132117,0.788888888888889,0.0989528507253159,0.8021284271284271,0.1361949671488138,0.7908690844758957,0.1009479661373619,0.9280919715447156,0.0326734557869445]
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[null,"SVM",0.8618197278911565,0.0553061119896903,0.851388888888889,0.0940042847723206,0.5762509794127441,0.1153042077653765,0.6800337586390219,0.0980246399306107,0.9281571815718156,0.0423450839671752]
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["ADASYN - Before split","AdaBoost",0.928563032618278,0.0268881844848536,0.9406423034330011,0.0305232275634375,0.9220518912451184,0.036516592860931,0.9307494945701956,0.025770631803576,0.9722538354536367,0.0218323018738656]
[null,"Bagging",0.9467234792829856,0.0254787399793445,0.9738648947951272,0.022468342445911,0.9272287266715984,0.0395709644268289,0.949378108350199,0.0233652132450887,0.9861255334521782,0.0110358244990584]
[null,"DecisionTree",0.8958419042021746,0.0369616962467742,0.9216500553709857,0.0237827890800658,0.8843866840491078,0.0589116367980265,0.9012350362728672,0.0306924946988375,0.9217745556816034,0.0299953350540519]
[null,"MLP",0.9733176608874524,0.0215472732235771,0.9904761904761904,0.011664236870396,0.9592835330044632,0.031223664836736,0.9744701794109784,0.0204988370203804,0.9868481416957028,0.0160966800905716]
[null,"RandomForests",0.9491918895092566,0.0273905943507801,0.95265780730897,0.0330896657875316,0.9494857731444002,0.0380928565702522,0.9504122818390308,0.0262865536600026,0.9838418010425952,0.0102762106447588]
[null,"SVM",0.8850426094622392,0.0309790132913855,0.9382059800664452,0.0305447155134465,0.8527437926814827,0.0393245597600024,0.8928847683643933,0.0281737213491736,0.9483339748264592,0.0209596776762571]
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["No sampling","AdaBoost",0.9073979591836734,0.0293846350542035,0.5027777777777778,0.1527525231651946,0.8966666666666667,0.1353596033616463,0.6308966033966035,0.147659537984948,0.9157588075880758,0.0503214529978859]
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[null,"MLP",0.9422193877551019,0.0333754170429865,0.763888888888889,0.1536590742882148,0.9083333333333334,0.135400640077266,0.8103480832892597,0.1151774681023568,0.9464151422764226,0.0406850929407249]
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[null,"SVM",0.8971513605442176,0.0157306604947501,0.3944444444444445,0.0889756521002609,0.98,0.0599999999999999,0.5553246753246753,0.09278558075572391,0.9164371612466125,0.06339600205951811]
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["SMOTE - After split","AdaBoost",0.8948554421768706,0.0421592302161676,0.7388888888888889,0.119605834120061,0.6763708513708513,0.1336054144417646,0.702046783625731,0.1148879606352696,0.8861373644986449,0.0653001386208345]
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[null,"MLP",0.9341836734693876,0.0458706290018535,0.8138888888888889,0.1160699023098676,0.8273629148629148,0.1740406541292678,0.809737834405017,0.1208479204866133,0.9421316056910568,0.0385317406902338]
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[null,"SVM",0.8183248299319729,0.0902220601901926,0.8013888888888889,0.1507504376260462,0.5211824851985035,0.1558764795056393,0.6124550118515962,0.1288634613223646,0.9158824525745256,0.050999765790214]
[null,"XGBoost",0.9177295918367347,0.0449347639873672,0.763888888888889,0.1054092553389459,0.7775,0.1787320309538525,0.7605575307045894,0.1186300024216752,0.9289854336043358,0.0387681587637525]
["SMOTE - Before split","AdaBoost",0.9320987654320988,0.0242239714448747,0.92859756097561,0.0402036476424673,0.9357618814647056,0.0257434989364334,0.9316080565347312,0.0252038382989846,0.9782317073170732,0.0140721614804868]
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[null,"MLP",0.9728395061728397,0.0163783940264464,0.99,0.016583123951777,0.9581882389369628,0.0314405411128402,0.9734148888379588,0.0158142820587157,0.9889024390243902,0.0129084084120968]
[null,"RandomForests",0.9382716049382716,0.0206582722601006,0.9307317073170732,0.0309263580021029,0.9460308768561748,0.0306411975523925,0.9377922163636836,0.0208042983677162,0.9799390243902438,0.0102629396277912]
[null,"SVM",0.8444444444444444,0.0547123945831119,0.7821341463414633,0.1086054351372178,0.8952823252106856,0.0546312459059962,0.8301127815683946,0.07248378292667081,0.9409756097560976,0.0177580406334316]
[null,"XGBoost",0.9530864197530866,0.0245675910396696,0.9629268292682926,0.0228894999684196,0.9449902517599624,0.0324350485717119,0.9536374598924801,0.0240702981927329,0.9884756097560976,0.0126396129523795]

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["ADASYN - After split","AdaBoost",0.928061224489796,0.0162544023945781,0.8652777777777778,0.1507504376260462,0.7609595959595959,0.08580213533424159,0.7947798417612659,0.062253737710006,0.9686517615176152,0.0298355097006142]
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[null,"DecisionTree",0.8807397959183675,0.0497522561276965,0.8763888888888889,0.0969141945801084,0.6200211389917272,0.1283984500739791,0.7173457981348006,0.0999891344537404,0.9184815379403796,0.0300415139659782]
[null,"MLP",0.9691751700680272,0.0227997820631446,0.8777777777777779,0.1561249499599599,0.9452777777777778,0.0709726299183767,0.8978384687208217,0.090614583994551,0.9890845189701896,0.0134148364825988]
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[null,"SVM",0.8622448979591837,0.0524402080024116,0.965277777777778,0.0727677049857207,0.5701453276685475,0.1103673394405768,0.7092166661454588,0.0836477776662576,0.9816522696476964,0.0199465984473465]
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["ADASYN - Before split","AdaBoost",0.958496835443038,0.0253580601574633,0.9821153846153846,0.0200025680468312,0.9376343981222032,0.0361204910078314,0.9590657313519648,0.0246131159815042,0.9855639071294556,0.0120131823329331]
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[null,"MLP",0.98871835443038,0.0130840271378213,1,0,0.9782229965156796,0.0251167314453335,0.9888271604938272,0.0129547298957856,0.9946856629143216,0.0078908158028152]
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[null,"SVM",0.6248575949367089,0.033599149842414,0.2401282051282051,0.061767868341884,0.9888888888888888,0.0333333333333333,0.3825329436122275,0.0818212326638348,0.9327796278924328,0.0231391393617987]
[null,"XGBoost",0.9773892405063292,0.0166842168786464,0.9974358974358974,0.0076923076923077,0.9590867838910948,0.027586745927942,0.9777096343477116,0.0162348429068201,0.9963947779862417,0.003589542460067]
["No sampling","AdaBoost",0.8993197278911564,0.0394734632270164,0.4319444444444444,0.2244205501582538,0.9333333333333332,0.1333333333333333,0.5575269175269175,0.2112463998978366,0.9558934620596208,0.0321718740848393]
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[null,"MLP",0.8889030612244898,0.0337441763065951,0.3319444444444445,0.2058603221172604,1,0,0.4684071484071485,0.1973736364327398,0.9712999661246612,0.0210113387654772]
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[null,"SVM",0.9446003401360544,0.0289409676915959,0.6666666666666666,0.1767766952966368,1,0,0.7864868464868465,0.1283451487020616,0.9805995934959352,0.0233035546394542]
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["SMOTE - After split","AdaBoost",0.944557823129252,0.0315309975099198,0.913888888888889,0.1252774698197742,0.8036616161616161,0.1111192174499309,0.8456752269058772,0.0831604313920825,0.9761636178861788,0.0299140667152259]
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[null,"SVM",0.9157738095238096,0.037018837805486,0.902777777777778,0.1536590742882148,0.7097960372960372,0.1066542164277106,0.7809929855295989,0.0936926174933255,0.9816023035230352,0.0192648083536166]
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["SMOTE - Before split","AdaBoost",0.9580246913580248,0.0271604938271604,0.9826829268292684,0.0159243265504593,0.9376453580452444,0.0401642937366742,0.9593153575793462,0.0260993947009344,0.9881097560975608,0.0076317010811501]
[null,"Bagging",0.9567901234567902,0.0176763223003411,0.9925,0.0160078105935821,0.9267370331379308,0.0233133679423864,0.9583578343185396,0.0169906382188287,0.9935670731707316,0.0063374312931658]
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[null,"MLP",0.9888888888888888,0.0102550911887877,1,0,0.9785633255003648,0.0193843185918165,0.9890673806336456,0.0100196461879762,0.9957317073170732,0.0073727556098496]
[null,"RandomForests",0.9592592592592594,0.0221191023051468,0.9975609756097562,0.0073170731707317,0.9281693013148914,0.0393400457679709,0.9611039681458564,0.0203370237079346,0.995060975609756,0.0051048640648661]
[null,"SVM",0.9234567901234568,0.0239391597897102,0.9555487804878048,0.0288066360133513,0.8982557264104282,0.0261682655045524,0.9257940356318236,0.0234686664252012,0.981951219512195,0.0069640446513508]
[null,"XGBoost",0.9790123456790124,0.0156649105437648,0.995060975609756,0.009878989717305201,0.9647184305579086,0.028048761972027,0.9794260777634156,0.015292275943367,0.9958536585365854,0.0053700094771473]