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{"sheet":"d_original","index":0,"n_rows":81,"n_cols":12,"rows_kept":81,"cut":false,"hidden":false,"merged":[[1,0,10,0],[11,0,24,0],[25,0,36,0],[37,0,47,0],[48,0,80,0]]}
["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",0.9176020408163266,0.0441378137834329,0.925,0.0612372435695794,0.7094308469308469,0.1326922070979111,0.7971016779917708,0.0961731494368895,0.9710615684281844,0.0223988544211699]
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[null,"Bagging",0.9278911564625852,0.034764875001237,0.9375,0.0625,0.7267754467754468,0.1003116320773548,0.8159580323357414,0.0799507218165702,0.9757262025745256,0.0211882652659463]
[null,"Bagging",0.9237670068027212,0.0294873450813292,0.9375,0.0625,0.7130555555555557,0.095799710634731,0.806688657919308,0.06972678122777071,0.9772857384823848,0.0160777731623285]
[null,"Bagging",0.938265306122449,0.0242278305116037,0.9375,0.0625,0.7590151515151515,0.0820956488906622,0.8363097695218439,0.0612993451682187,0.9806537940379404,0.0143980602006706]
[null,"DecisionTree",0.8826105442176871,0.0568150197743178,0.9375,0.0838525491562421,0.6153783716283716,0.1540698755789531,0.7364832535885169,0.121874656295883,0.9290739329268292,0.0580357269540659]
[null,"MLP",0.8439625850340136,0.0621981814206768,0.951388888888889,0.0596575877636514,0.5350659144776791,0.1025662550657014,0.6799681020733652,0.0921511402829004,0.962853150406504,0.0299532413480636]
[null,"RandomForests",0.9196003401360544,0.0377509123510365,0.9375,0.0838525491562421,0.6997202797202797,0.104818857435923,0.7983335790456533,0.08841012761951279,0.9765328590785908,0.0207433486963048]
[null,"SVM",0.5822704081632653,0.07486163183303129,1,0,0.290691508926803,0.0474293802506374,0.4484422898315814,0.0544993318569251,0.9537711720867208,0.0243623534482025]
[null,"XGBoost",0.9361394557823132,0.0350670209743664,0.8875,0.1038327982864759,0.7755555555555556,0.1169559904566829,0.8243744164332399,0.0977615475684338,0.9809950880758808,0.0177187117832812]
["ADASYN - Before split","AdaBoost",0.9678395061728396,0.0157817186291545,0.995060975609756,0.009878989717305201,0.9443495423401832,0.0280368608742193,0.9687809913639054,0.014949102657306,0.9916516768292684,0.0062139315159508]
[null,"AdaBoost",0.969074074074074,0.0148410261952354,0.995060975609756,0.009878989717305201,0.9464637072450458,0.0260232141916949,0.9699284382944848,0.0140601931565819,0.9920586890243902,0.0062349652318225]
[null,"AdaBoost",0.978966049382716,0.0111098357464209,0.995060975609756,0.009878989717305201,0.964263903519434,0.0151342881313645,0.9793643265797736,0.0106066644999979,0.9953963414634148,0.0036521539853758]
[null,"Bagging",0.9777160493827159,0.009255966492704401,0.995,0.01,0.9617803122383384,0.0157009047504012,0.978015402687016,0.009219486338891201,0.9937134146341462,0.0046256702008101]
[null,"DecisionTree",0.9591358024691358,0.0124953885717333,0.9876829268292684,0.0164539268053882,0.9352167857981812,0.0278648069114145,0.9603158215975194,0.0117173380427461,0.9623391768292684,0.0198303914117564]
[null,"MLP",0.9900925925925927,0.007417945179384,1,0,0.9807781649245064,0.0143461371958468,0.9902428140747273,0.0073183430077598,0.9959131097560976,0.0082437030087095]
[null,"MLP",0.9901234567901234,0.0107627134408411,1,0,0.9811157928855035,0.02046919977792,0.9903596836695084,0.0104732449388843,0.9966463414634148,0.0074292718959682]
[null,"RandomForests",0.9677777777777776,0.0159464887826839,1,0,0.9401035105941512,0.0288566031277259,0.9689014136144984,0.0151796883102819,0.9971295731707316,0.0027651451598526]
[null,"SVM",0.8415586419753087,0.0292492665712328,1,0,0.7603166370207084,0.0346466441313301,0.863400087091215,0.0223952915269307,0.975876524390244,0.0111158997538947]
[null,"SVM",0.7474691358024692,0.0488132774350912,1,0,0.6665321053793664,0.0436079475604344,0.7990746842409087,0.0316687912044443,0.942608231707317,0.0146628758421827]
[null,"SVM",0.5481635802469136,0.0707944381363465,1,0,0.5278753013843385,0.0456371712102987,0.689868095342454,0.0376527017288225,0.928280487804878,0.015054959855649]
[null,"XGBoost",0.9851543209876542,0.0074490214826257,0.9975000000000001,0.0075,0.9735162601626016,0.0127733899161908,0.9853037896844832,0.0074007177816556,0.9991402439024391,0.0010006132860626]
[null,"XGBoost",0.9826697530864198,0.009892456797665299,0.9975000000000001,0.0075,0.9689204683575074,0.0181292837856619,0.9828941511302662,0.009709084148714299,0.9982225609756098,0.0020754135106848]
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["No sampling","AdaBoost",0.9403061224489796,0.0233078526010728,0.8013888888888889,0.1507504376260462,0.8370923520923521,0.0464640661234853,0.8109735689147455,0.0890548242829,0.973703421409214,0.0231802072037491]
[null,"Bagging",0.9506377551020408,0.0294937200211472,0.7388888888888889,0.1637240225365708,0.9532142857142858,0.0735826967792437,0.8227165481577247,0.1162723412014568,0.9494800135501352,0.0404122470380621]
[null,"DecisionTree",0.9278486394557822,0.0282532148409701,0.788888888888889,0.0989528507253159,0.7915367965367965,0.106349381584651,0.7853828197945845,0.083800933703487,0.8928053014905147,0.0603242605188059]
[null,"DecisionTree",0.9257227891156464,0.032718238743702,0.788888888888889,0.1136515141415488,0.7818145743145742,0.1140487859972901,0.7802357609710551,0.09542883586267439,0.8791924966124661,0.071180528764863]
[null,"MLP",0.9157738095238096,0.0589695557187433,0.95,0.0612372435695794,0.7170357420357421,0.1748553468309153,0.8046934077274635,0.1160002321207551,0.9652828590785908,0.040038397934044]
[null,"RandomForests",0.9547619047619048,0.0201058245457743,0.7513888888888889,0.1134221465734683,0.9714285714285716,0.0571428571428571,0.841516914458091,0.0817130658153008,0.97265243902439,0.0251755437118996]
[null,"RandomForests",0.9545918367346936,0.0242278305116037,0.7513888888888889,0.1491294180681106,0.98,0.0599999999999999,0.8397416618469251,0.0941716722728571,0.9759087059620596,0.0215145764238254]
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[null,"RandomForests",0.9525510204081632,0.0262493540420621,0.7513888888888889,0.1491294180681106,0.9633333333333332,0.0737111479583199,0.8342471563524194,0.0995733656563474,0.9771891937669376,0.020692920666985]
[null,"SVM",0.9651785714285716,0.0258931363991955,0.888888888888889,0.1178511301977579,0.9148304473304474,0.0949844621754479,0.894096279537456,0.0783697858268269,0.9887991192411923,0.0121743651690678]
[null,"XGBoost",0.954549319727891,0.0290739549578025,0.8138888888888889,0.1511529762268088,0.9087698412698414,0.0779134001400964,0.8513226788691185,0.09994718835761179,0.9881275406504066,0.0091590855912848]
[null,"XGBoost",0.954549319727891,0.0290739549578025,0.8138888888888889,0.1511529762268088,0.9087698412698414,0.0779134001400964,0.8513226788691185,0.09994718835761179,0.9878150406504064,0.0089050880413943]
["SMOTE - After split","AdaBoost",0.9319302721088436,0.0308882177244371,0.875,0.1118033988749894,0.761976911976912,0.0930384622223102,0.8104024767801858,0.0850813143249113,0.9707545731707315,0.0250003322962746]
[null,"AdaBoost",0.9278486394557824,0.0267384652378803,0.875,0.1118033988749894,0.7443001443001442,0.0792234010242792,0.8005698068701165,0.0758722299190334,0.973090701219512,0.0245047714236375]
[null,"Bagging",0.9279336734693876,0.0264415107771697,0.9,0.1089724735885168,0.7364602064602064,0.0815662269134486,0.8059530287394064,0.0727385166533977,0.9780453929539294,0.0180912142573471]
[null,"DecisionTree",0.9175170068027212,0.035899563949285,0.8875,0.1179247641507075,0.7027777777777777,0.0969124015286169,0.7819010762199616,0.0976782659842268,0.92625381097561,0.0542235660749514]
[null,"MLP",0.9485544217687074,0.0323028537831277,0.95,0.0612372435695794,0.80503885003885,0.1236654574566824,0.8659547487256466,0.0789284044922009,0.979877201897019,0.019998350219741]
[null,"RandomForests",0.9483843537414968,0.0283567717934922,0.875,0.1118033988749894,0.8360930735930735,0.1049551717284171,0.8494836355594868,0.0824738855516317,0.982694783197832,0.0138018026663608]
[null,"SVM",0.1666666666666666,0.0058913292774451,1,0,0.1666666666666666,0.0058913292774451,0.2856710742373174,0.0085572908807287,0.940117716802168,0.0411177955197399]
[null,"SVM",0.1789965986394557,0.015720947140662,1,0,0.1687934216239687,0.0067913852231277,0.2887764866712235,0.0098340256172521,0.9412872628726288,0.0417229632201119]
[null,"XGBoost",0.9566751700680272,0.0269246813543386,0.875,0.125,0.8682142857142857,0.08022754589718729,0.8673582239913509,0.0883071505133015,0.9879844173441734,0.0119834063508468]
[null,"XGBoost",0.9587159863945578,0.0277967918460689,0.875,0.125,0.8771031746031746,0.07703811925987029,0.8725869821612855,0.09093607270907431,0.9883045392953927,0.0114738652775527]
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["SMOTE - Before split","AdaBoost",0.977777777777778,0.0143974120860377,0.9901829268292685,0.0120245695825937,0.9670360930428996,0.0253934943064136,0.9782494249398608,0.0138620283799863,0.9974390243902438,0.0034793518579724]
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[null,"Bagging",0.977777777777778,0.0154197481441935,0.9853048780487804,0.0223813714553263,0.9712373181743572,0.0203438744855385,0.9779812442029758,0.0152124648968273,0.9972256097560974,0.0031520615898976]
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{"sheet":"d_perc_to","index":2,"n_rows":88,"n_cols":12,"rows_kept":88,"cut":false,"hidden":false,"merged":[[1,0,19,0],[20,0,36,0],[37,0,51,0],[52,0,72,0],[73,0,87,0]]}
["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"]
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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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["No sampling","AdaBoost",0.9589285714285716,0.0258852811655034,0.851388888888889,0.1349511228391804,0.9097222222222224,0.0972718127494062,0.8691619981325864,0.0928300468829819,0.9852938685636856,0.0125870152091072]
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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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["SMOTE - Before split","AdaBoost",0.9753086419753088,0.0183116012027053,0.9826219512195122,0.0249691213227692,0.9686696392143148,0.0211991010875966,0.975383878047704,0.0183060325536379,0.9959756097560974,0.0039535524579139]
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["ADASYN - Before split","AdaBoost",0.9798734177215188,0.0141074657415531,0.9923076923076924,0.0117501940896303,0.9679878048780488,0.0219888735316513,0.9798717940912032,0.0139370023770712,0.9971388367729832,0.0033400498118509]
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[null,"MLP",0.9861867088607594,0.0067791169967221,1,0,0.9728048780487806,0.0130698485039696,0.9861704953899046,0.006717501069565,0.9969340212632896,0.0073436389679771]
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[null,"SVM",0.6734651898734179,0.0436786276618298,1,0,0.6023623635772264,0.0310567295480386,0.7513693159102528,0.0244385878928867,0.9788667526579112,0.0099296773428644]
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["No sampling","AdaBoost",0.9690901360544216,0.0231435108232317,0.826388888888889,0.128086884574495,0.9857142857142858,0.0428571428571428,0.8936780866192631,0.0840637182744922,0.9785179539295392,0.0291676975151391]
[null,"AdaBoost",0.958843537414966,0.0320047739494525,0.826388888888889,0.115244305716161,0.9305555555555556,0.1173590565237645,0.8694954392013216,0.0969515955106095,0.9761144986449865,0.0266979102729104]
[null,"Bagging",0.9465561224489796,0.020717652243104,0.7652777777777777,0.1038327982864759,0.9227777777777778,0.1053565375285274,0.826568287233922,0.0599019538322479,0.9580140582655828,0.031837125736244]
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[null,"MLP",0.9299319727891155,0.0577517441513222,0.9625,0.057282196186948,0.7491919191919193,0.1722327672354498,0.8336604434437251,0.1238710598022254,0.9802286585365854,0.0332536603758268]
[null,"RandomForests",0.9608843537414966,0.0169982971928139,0.7875,0.1125,0.975,0.0499999999999999,0.8650366300366301,0.0645638141117911,0.9783955792682926,0.0358625661121642]
[null,"SVM",0.9752551020408164,0.0222513070922708,0.9125,0.09762812094883309,0.9423809523809524,0.0767704447308817,0.9235883827215098,0.06948514865070859,0.9818682249322492,0.0268002323863443]
[null,"XGBoost",0.9629251700680272,0.0257526742120351,0.8402777777777779,0.1106326503945979,0.9297619047619048,0.07107053122190141,0.880595238095238,0.086499462596472,0.9899373306233062,0.0108272028158699]
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["SMOTE - After split","AdaBoost",0.960841836734694,0.0324744497170184,0.8875,0.1305038313613818,0.8792388167388168,0.09595957053076069,0.8807352941176472,0.1040962391676219,0.9824847560975613,0.0241709559039342]
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[null,"MLP",0.9546768707482992,0.035412966013552,0.9263888888888888,0.0993905036823047,0.8384415584415585,0.121212695834548,0.8745700034399725,0.09289263534539489,0.9816133130081302,0.027389241410296]
[null,"RandomForests",0.952593537414966,0.0333362887850562,0.851388888888889,0.1460712345246508,0.862936507936508,0.0943288608455025,0.8518325791855205,0.1129915173079771,0.976285569105691,0.0282309116378066]
[null,"RandomForests",0.9608418367346936,0.0325284001206028,0.851388888888889,0.1460712345246508,0.9162698412698412,0.1024731958021155,0.8738235294117646,0.1100118828994621,0.9815294715447154,0.0229423179496976]
[null,"SVM",0.4630952380952381,0.049318188458264,1,0,0.2381462569078668,0.0198992292428775,0.3842717059726109,0.0255306970438198,0.9742047764227644,0.0377179059470312]
[null,"SVM",0.1707482993197278,0.0125251378500149,1,0,0.1673614126501664,0.0058588092080664,0.28669180788963,0.008512320360237399,0.9701956300813008,0.0377050777811898]
[null,"SVM",0.2056972789115646,0.0235751339471611,1,0,0.1735574896008356,0.0081522634992928,0.2956988430672641,0.0117012068674454,0.9708130081300812,0.0374925043321669]
[null,"XGBoost",0.9710884353741496,0.0295919589097485,0.9013888888888888,0.1087332362558324,0.9228174603174604,0.08468504072413841,0.9107352941176472,0.09239239041300081,0.9901727642276424,0.0154695519521938]
["SMOTE - Before split","AdaBoost",0.9740740740740742,0.0186824024079278,0.982621951219512,0.0194802520545058,0.9670903932205692,0.0305624159076278,0.9744385135169676,0.0181864703395768,0.9956707317073172,0.0055514600873756]
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[null,"MLP",0.9901234567901234,0.0107627134408411,1,0,0.9809442778813172,0.0203831531663839,0.990272199910754,0.0105247083788844,0.997378048780488,0.0072663383360397]
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[null,"RandomForests",0.977777777777778,0.0120962456433737,0.9826219512195122,0.0224606371260273,0.9738511870999108,0.0220055866290678,0.977849793706896,0.0121206028924927,0.9971341463414634,0.0024850833990627]
[null,"SVM",0.6592592592592592,0.0371192503169701,1,0,0.5958886371982991,0.0272351416710892,0.7464184779283054,0.0211706901292902,0.98,0.0136312881510424]
[null,"SVM",0.5246913580246912,0.0138028887499987,1,0,0.5127398072703979,0.009000057676276801,0.6778486011908472,0.0078948076780121,0.9754878048780486,0.0160443503411735]
[null,"XGBoost",0.9851851851851852,0.0143974120860377,0.992560975609756,0.0113643880558261,0.9785604218999,0.0221182851832792,0.9853890416075896,0.0139843521943166,0.9979268292682926,0.0027969134002877]
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{"sheet":"d_num_to_pca","index":5,"n_rows":50,"n_cols":12,"rows_kept":50,"cut":false,"hidden":false,"merged":[[1,0,9,0],[10,0,25,0],[26,0,32,0],[33,0,42,0],[43,0,49,0]]}
["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",0.8065476190476192,0.0631351066807509,0.8763888888888889,0.1118810131841462,0.4763779546906481,0.1280362738996466,0.6090126388570323,0.1084941858850535,0.9084972052845528,0.09132093627702149]
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[null,"MLP",0.8724064625850341,0.0500150558397928,0.913888888888889,0.1121135337256142,0.5846620046620047,0.1122697071001757,0.7088038277511962,0.102881020227292,0.9333350271002708,0.0545582136188928]
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[null,"MLP",0.8930272108843538,0.0376577811997806,0.913888888888889,0.097182531580755,0.6291724941724942,0.0933148891432411,0.7421884421197922,0.08610899897124159,0.9329962737127372,0.0558257284369482]
[null,"RandomForests",0.8972363945578232,0.0599740171819289,0.8138888888888889,0.1288302069478358,0.678560606060606,0.1707321140706192,0.7324792106010978,0.1380309103215354,0.9255623306233062,0.0610307738695807]
[null,"SVM",0.8623724489795919,0.0589059434964566,0.851388888888889,0.1564027031593621,0.5723892773892774,0.1410820404859301,0.6771260661535261,0.1313673547604494,0.9270045731707316,0.0689995845667094]
[null,"XGBoost",0.9241071428571428,0.0418313116957042,0.8138888888888889,0.1017212967977808,0.7732112332112332,0.1533932924298491,0.7856209150326798,0.1096996080920509,0.9326778455284552,0.0685322057684819]
["ADASYN - Before split","AdaBoost",0.9048780487804878,0.0223540277802723,0.9373403019744484,0.0390246062850056,0.8828024509246284,0.0256388515695214,0.9086294230613416,0.0224898947308227,0.9668567108580494,0.0152712527493157]
[null,"Bagging",0.9390243902439024,0.0204063421105871,0.973519163763066,0.0167951640231139,0.913099445678054,0.0331524908530219,0.9419492952009154,0.0188853157834192,0.9837539304835556,0.006871719091327]
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[null,"MLP",0.9682926829268292,0.016542268251525,0.9951800232288036,0.0096408280811765,0.9460525306789532,0.0273209948645271,0.9697790853076336,0.01539341955049,0.9897664018016488,0.0087456356437043]
[null,"RandomForests",0.9292682926829268,0.0230097100781868,0.96869918699187,0.0323043788390198,0.9003028278597036,0.0298836051088893,0.9327212724170127,0.0219159016690673,0.9807191014418856,0.0105970012694143]
[null,"SVM",0.5060975609756098,0.0060975609756097,1,0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7495365216282824,0.0914833347934127]
[null,"SVM",0.5060975609756098,0.0060975609756097,1,0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7531085521656611,0.0831108335470631]
[null,"SVM",0.5060975609756098,0.0060975609756097,1,0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7532275289651851,0.0831031044894065]
[null,"SVM",0.5060975609756098,0.0060975609756097,1,0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7532275289651851,0.0831924830050375]
[null,"SVM",0.5060975609756098,0.0060975609756097,1,0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7536440894025664,0.0831882766802878]
[null,"SVM",0.5060975609756098,0.0060975609756097,1,0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7541795558199484,0.0833490846551482]
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[null,"SVM",0.5060975609756098,0.0060975609756097,1,0,0.5060975609756098,0.0060975609756097,0.6720430107526882,0.0053763440860215,0.7496554630180448,0.09137320612598381]
[null,"XGBoost",0.9475609756097561,0.0225197381861211,0.9807200929152148,0.014559290882074,0.92148034585345,0.0306535848553102,0.9500028930238672,0.0211232483640268,0.9901216679414182,0.0064974670824207]
["No sampling","AdaBoost",0.9299319727891158,0.0281819450277107,0.701388888888889,0.1409910359640719,0.8706349206349205,0.1304970438670925,0.7627010244657302,0.1092696641795056,0.9599695121951221,0.0354899820438938]
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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",0.8496598639455784,0.0455306127530946,0.8388888888888889,0.1379412113103904,0.540982905982906,0.1058281210197328,0.6514267857746118,0.0981166261859541,0.914806063685637,0.0868953469312255]
[null,"Bagging",0.8725765306122449,0.0742432771413026,0.7902777777777777,0.1677568511599783,0.6353913338123865,0.1907674140108784,0.6863024444458689,0.1501939295285206,0.8840099932249323,0.0859664337945816]
[null,"DecisionTree",0.6895833333333334,0.0707075719417956,0.85,0.1457737973711325,0.3361450271808328,0.0722643593843164,0.4807227662236005,0.0951591844926169,0.7535060975609756,0.094603835391234]
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[null,"MLP",0.8991071428571429,0.0398396151242128,0.8763888888888889,0.1479606742047058,0.6496661671661671,0.1000664088024677,0.7417101465785676,0.1055959841664598,0.9410992547425474,0.0508487577493361]
[null,"MLP",0.907312925170068,0.0386512097972168,0.8763888888888889,0.1479606742047058,0.6767532467532467,0.09780370513580761,0.7577014729336711,0.1004377054373523,0.9396942750677508,0.0513345592031393]
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[null,"SVM",0.8848214285714284,0.0578770163320964,0.763888888888889,0.2204792759220492,0.6429854940381257,0.1401997558655053,0.6827680311890838,0.1551566087528955,0.932402608401084,0.0678568600142866]
[null,"XGBoost",0.9239795918367346,0.0431407478669686,0.8013888888888889,0.1507504376260462,0.7554761904761904,0.1331705828327832,0.7750653594771242,0.1336398581554634,0.9480149051490516,0.0440747852758599]
["SMOTE - Before split","AdaBoost",0.9296296296296296,0.0247222029561738,0.9306707317073172,0.0520869134204822,0.9298413220778834,0.028134726187765,0.9290792733318156,0.0274181733604665,0.9736585365853656,0.0126788220374366]
[null,"Bagging",0.9320987654320988,0.0215608014772505,0.9554878048780489,0.0326398970469967,0.9144527030028912,0.0333999998228132,0.9337972306997478,0.0204495442623633,0.9828963414634148,0.0112932113478011]
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[null,"MLP",0.9716049382716048,0.0183531712929858,0.987560975609756,0.030079213287268,0.9577446113747872,0.0242982275109604,0.9719880765381564,0.0186355990039248,0.9878658536585364,0.0100912331415772]
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[null,"SVM",0.8641975308641975,0.0622202625597736,0.883719512195122,0.0926151268379779,0.8500813552347447,0.0538417269961125,0.8649999443525671,0.0658174471160986,0.93859756097561,0.0312847665024058]
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{"sheet":"d_perc_to_pca","index":6,"n_rows":65,"n_cols":12,"rows_kept":65,"cut":false,"hidden":false,"merged":[[1,0,13,0],[14,0,33,0],[34,0,41,0],[42,0,50,0],[51,0,64,0]]}
["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",0.8353741496598641,0.0485404956380203,0.9625,0.0800390529679106,0.5157354393112907,0.0932428522549399,0.6656564332353806,0.0778017163222319,0.9541268631436314,0.0420460332491934]
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[null,"RandomForests",0.8232568027210885,0.0546134386499743,0.9375,0.0838525491562421,0.4973857343207188,0.09962059976232911,0.6446072446072446,0.089863836320215,0.943504403794038,0.0358738541880246]
[null,"SVM",0.7656462585034014,0.0616534129751326,0.9875,0.0375,0.4238032498902064,0.0714047067361437,0.5902661508664313,0.0734343994662506,0.960829945799458,0.0247109415814257]
[null,"SVM",0.7366496598639456,0.0614320579125252,0.9875,0.0375,0.393843520779784,0.0624250448329447,0.5608293805543527,0.0668466629601529,0.956967310298103,0.0268536038323573]
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["ADASYN - Before split","AdaBoost",0.8905450165612766,0.0374801817304476,0.9902439024390246,0.0223540277802723,0.8290701648504939,0.0451254052420324,0.9018218159338798,0.0303351108718945,0.9677453896490184,0.0217405396477067]
[null,"Bagging",0.9164257753688648,0.0321543112024907,0.978048780487805,0.025464162216855,0.8738833249689597,0.0433228184924396,0.9223058285324084,0.0276011737304718,0.9851226948245092,0.0129039247508765]
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[null,"SVM",0.5024691358024691,0.0040945985066116,1,0,0.5024691358024691,0.0040945985066116,0.6688479429164973,0.0036342708886364,0.9369750148721,0.0297033246803646]
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["No sampling","AdaBoost",0.9426020408163266,0.0268578286343532,0.8,0.1391941090707505,0.8603418803418805,0.1051385496265577,0.8195191083426379,0.09543316850847749,0.9763296070460704,0.0170459466759166]
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[null,"SVM",0.9629251700680272,0.0179719744829206,0.8,0.1145643923738959,0.9757142857142858,0.0495077812890384,0.8735646809331021,0.0653076432493223,0.9725652100271004,0.0256264142462907]
[null,"XGBoost",0.9465561224489796,0.0279275897039342,0.788888888888889,0.1594260539142415,0.8930050505050506,0.1128754575469667,0.8237671951371641,0.1074313577578389,0.9586661585365854,0.0304365813972959]
["SMOTE - After split","AdaBoost",0.8826955782312925,0.0389268448914715,0.8875,0.08749999999999999,0.6114102564102565,0.1098059522067881,0.7187050960735171,0.08616297259964879,0.9578273204607044,0.0397401659658303]
[null,"Bagging",0.8664115646258503,0.0388991345923633,0.9,0.1089724735885168,0.5725200289906173,0.08666423331330669,0.6940896898527804,0.0751465937975884,0.9572789634146344,0.0363015741461517]
[null,"DecisionTree",0.7407738095238094,0.0568657773811724,0.95,0.09999999999999989,0.393871635610766,0.0680398298546353,0.5535893343650754,0.07358482500939641,0.8244512195121951,0.0559006685221694]
[null,"MLP",0.7964285714285714,0.0543399283657918,0.975,0.0499999999999999,0.4582270580296896,0.0799592761378865,0.6204533984533984,0.0781215828808971,0.961875,0.0276869054033669]
[null,"MLP",0.7963860544217687,0.0785445632612759,0.975,0.0499999999999999,0.4677461313906327,0.1071907059285862,0.626803430790808,0.1036562065251003,0.952177337398374,0.0313303816370381]
[null,"RandomForests",0.8786989795918367,0.0526514551392885,0.8875,0.08749999999999999,0.6053157626687039,0.1018849920889435,0.7151880623825704,0.09172767691066511,0.9527752371273712,0.043240545013403]
[null,"SVM",0.6829931972789115,0.0731683470089772,0.9875,0.0375,0.350371256423888,0.0544640275977878,0.5153533320385378,0.06323627530007681,0.9571790311653118,0.0317844818516704]
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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]
[null,"Bagging",0.9444444444444444,0.0193240442499981,0.9853658536585366,0.0223540277802723,0.9113606963758633,0.0221955952874951,0.946740611201824,0.0181452625611913,0.984359756097561,0.0080686769049104]
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[null,"RandomForests",0.8824404761904761,0.0538632754667297,0.7763888888888889,0.1236735173304652,0.640209235209235,0.1342766074143735,0.6925237559138486,0.1132951809827342,0.903160569105691,0.0378988850944057]
[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]
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[null,"XGBoost",0.9624595944754628,0.0175080468263306,0.9857142857142858,0.011664236870396,0.9439890386154612,0.028882812164764,0.9641447022029844,0.0163175137170787,0.9911932447397562,0.0072484889558159]
["No sampling","AdaBoost",0.9217687074829932,0.0376788007567976,0.701388888888889,0.1409910359640719,0.8108333333333334,0.1344252167150527,0.7455370609782375,0.12418066605796,0.942823509485095,0.023471179147592]
[null,"Bagging",0.9094812925170068,0.0401376983189806,0.601388888888889,0.1484292760879739,0.8016666666666667,0.1578413408739576,0.6834033613445378,0.1444495361417009,0.9371659044715448,0.0476660139961978]
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[null,"MLP",0.9341836734693878,0.0467322832805704,0.8138888888888889,0.1017212967977808,0.834957264957265,0.1875138293290426,0.8125676937441643,0.117400956411673,0.9504124322493226,0.0394120714053103]
[null,"RandomForests",0.9156887755102042,0.0309371049337625,0.5319444444444444,0.1876850938259201,0.9425,0.09222933372848351,0.6611363636363636,0.1420711272000727,0.9149690887533876,0.06847483730286209]
[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",0.8867772108843537,0.0575348110294405,0.826388888888889,0.0838525491562421,0.6467676767676768,0.1691093119609289,0.7184065449215536,0.1266545703695819,0.8931554878048781,0.0663813213217347]
[null,"Bagging",0.8867772108843537,0.0434818458149494,0.7388888888888889,0.119605834120061,0.6467893217893217,0.1264235678046092,0.685890952872377,0.1154598427703266,0.9235272696476964,0.0343988266298175]
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[null,"MLP",0.890986394557823,0.0410531148871341,0.888888888888889,0.1178511301977579,0.6300815850815851,0.1061946749906272,0.7327401837928154,0.09733175163483861,0.9340709688346884,0.0361887590693134]
[null,"MLP",0.8477465986394558,0.0334684468802684,0.888888888888889,0.1037491633165727,0.5295874958374958,0.0627771139135244,0.6612774525245921,0.0667337148282427,0.9237449186991872,0.0348219716984617]
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[null,"SVM",0.818452380952381,0.0786364655588072,0.851388888888889,0.1228283581081972,0.5056349206349207,0.1391912581637451,0.6236801866446455,0.1204819920887747,0.9171646341463416,0.0517506779513711]
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["SMOTE - Before split","AdaBoost",0.9296296296296296,0.0183531712929858,0.92859756097561,0.0428511059528237,0.9327575801118207,0.0342562857188231,0.9293832695046106,0.0190162939942922,0.9796341463414632,0.0140010410082922]
[null,"AdaBoost",0.9320987654320988,0.0242239714448747,0.92859756097561,0.0402036476424673,0.9357618814647056,0.0257434989364334,0.9316080565347312,0.0252038382989846,0.9782317073170732,0.0140721614804868]
[null,"Bagging",0.934567901234568,0.0240978040690655,0.9505487804878048,0.0247044547254894,0.9215316353149592,0.0290431745809729,0.935624372556468,0.0235547155939264,0.980060975609756,0.0104455330746478]
[null,"DecisionTree",0.8913580246913581,0.0251803432770014,0.9284756097560978,0.020077648938871,0.8661997412154603,0.0371133960949036,0.8956968236137948,0.02161190310343,0.9106707317073172,0.0253914182854385]
[null,"MLP",0.9691358024691358,0.0242239714448747,0.9975000000000001,0.0075,0.9455453789133084,0.0411329916014929,0.9703714615754452,0.0227164067866225,0.9842073170731708,0.0144563642175013]
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[null,"MLP",0.9703703703703704,0.0208053080819169,0.9975000000000001,0.0075,0.947489039057265,0.0364879937833724,0.9714690523149512,0.0196114692685777,0.988780487804878,0.0117453650027653]
[null,"MLP",0.9728395061728397,0.0189657919700459,0.9975000000000001,0.0075,0.9518529820529252,0.0349751421826161,0.9737680699996638,0.0179824807005272,0.9893292682926828,0.0123051439454942]
[null,"RandomForests",0.9382716049382716,0.0206582722601006,0.9307317073170732,0.0309263580021029,0.9460308768561748,0.0306411975523925,0.9377922163636836,0.0208042983677162,0.9799390243902438,0.0102629396277912]
[null,"SVM",0.8580246913580247,0.0432098765432098,0.891280487804878,0.0530628310520871,0.8385193226342272,0.053928366901536,0.8626241055933231,0.0408854200909513,0.940548780487805,0.0222527561808477]
[null,"XGBoost",0.9506172839506174,0.0213833433033194,0.9801829268292684,0.0311002509596964,0.9265645575074288,0.0313462260836658,0.9520418001687576,0.0210787795562599,0.9918292682926828,0.0071014992007515]

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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",0.7716836734693877,0.0714811921496499,0.9638888888888888,0.0552770798392566,0.4335314276366907,0.0787830159866358,0.5936181692703432,0.077115676456706,0.9425215955284554,0.0600122977130145]
[null,"Bagging",0.80046768707483,0.0833257515119611,0.9388888888888888,0.0829156197588849,0.4748889199521856,0.1143775873913276,0.6245240852337626,0.1107602000823042,0.9359976287262872,0.057889507069437]
[null,"DecisionTree",0.7429846938775511,0.1073145170192531,0.977777777777778,0.0666666666666666,0.4278270968797284,0.1326040274036673,0.5800242572621089,0.1135573324116855,0.8919825542005422,0.0575137604904852]
[null,"MLP",0.7883503401360544,0.07033032644199209,0.9888888888888888,0.0333333333333333,0.4561226492805438,0.08917273012313739,0.6193167557635324,0.0836510493203096,0.953421409214092,0.0496059542299522]
[null,"MLP",0.7800595238095238,0.0721525130290103,0.9888888888888888,0.0333333333333333,0.447354854983338,0.09312841430944011,0.6105713851920748,0.08608506783459161,0.9551185636856367,0.0515466622238382]
[null,"MLP",0.7161989795918366,0.0993216298537718,0.9888888888888888,0.0333333333333333,0.3899083718214153,0.0959498551469647,0.5521581255909238,0.0948461595336228,0.940779132791328,0.0351606909462555]
[null,"MLP",0.7736819727891157,0.08943845252912611,0.9888888888888888,0.0333333333333333,0.4495283653544524,0.1149438930155719,0.6095855514320475,0.1058847189632923,0.9536720867208672,0.0371889048210477]
[null,"MLP",0.7531462585034014,0.07984625958720939,0.9888888888888888,0.0333333333333333,0.4196324605981356,0.0908689338841088,0.5834952737288666,0.08722317194644361,0.949492716802168,0.0612471406476887]
[null,"MLP",0.7593962585034013,0.0712279662986999,0.9888888888888888,0.0333333333333333,0.4225777375434125,0.08250147917514571,0.5874381327630035,0.0787065543037611,0.9364998306233062,0.0598639476853788]
[null,"RandomForests",0.8252551020408163,0.0531285684844622,0.9013888888888888,0.1087332362558324,0.5014250700280112,0.0887567154949169,0.6375485278751,0.07736311614262779,0.9186720867208672,0.0528654617170699]
[null,"SVM",0.7614370748299319,0.08018519242710111,0.9888888888888888,0.0333333333333333,0.4277133037316103,0.087826168999129,0.5918033455390108,0.0855331769179888,0.9686983401084012,0.0316192513202619]
[null,"SVM",0.7388180272108844,0.089872555181533,0.9888888888888888,0.0333333333333333,0.4060306863936628,0.08360210176692499,0.5703876833050481,0.08480780921097519,0.961987635501355,0.0393802620144031]
[null,"XGBoost",0.8643707482993197,0.0639329123365822,0.9263888888888888,0.1269979221177347,0.588807972213545,0.1366882386656547,0.7048859346433718,0.102506942634817,0.9593051321138212,0.0313194649655952]
[null,"XGBoost",0.8971938775510203,0.0484502886347042,0.9263888888888888,0.1140327681950334,0.6668602231102231,0.1523275063748679,0.757715984752598,0.08767297271221799,0.9658824525745258,0.0325176669391188]
["ADASYN - Before split","AdaBoost",0.9258544303797468,0.0332091719666103,0.9898076923076924,0.0124842109355155,0.8780676628849617,0.0495452602291356,0.9299810317716494,0.0303772649816452,0.9694525875547216,0.0157267821302936]
[null,"Bagging",0.9233860759493669,0.0321878225502371,0.9948717948717948,0.0102564102564102,0.8708144743230151,0.0471745876218807,0.9281084531164392,0.0286248846072779,0.9904742612570356,0.0071994430474331]
[null,"Bagging",0.9421677215189874,0.0349443793462262,0.9948717948717948,0.0102564102564102,0.9013747884083591,0.0540403624669573,0.9451001464849296,0.0321905640176198,0.9954924953095686,0.0041184081042522]
[null,"DecisionTree",0.8292879746835442,0.0419127291486148,0.9974358974358974,0.0076923076923077,0.7460813120403544,0.0487337974722127,0.8528381026169771,0.0323064084714933,0.8930186053783615,0.0420520489236556]
[null,"MLP",0.9874525316455698,0.0125320151620476,1,0,0.9757229965156794,0.0240461053203092,0.987561337709017,0.0124080668494243,0.9940597248280176,0.010734475240641]
[null,"MLP",0.9849683544303798,0.0145993809584891,1,0,0.9710635280771414,0.0273477092733723,0.9851211698474228,0.0142864732122735,0.9936676047529704,0.0087746340001501]
[null,"MLP",0.9824367088607596,0.0139540456557169,1,0,0.9662572590011616,0.0265798525320125,0.982653177516304,0.0137546073819206,0.9957484365228269,0.008489800889040401]
[null,"MLP",0.9849525316455696,0.0134838444907095,1,0,0.97095818815331,0.0256692759247129,0.9850918112205032,0.0133087803467304,0.9943087476547842,0.008253981591988801]
[null,"MLP",0.9849367088607596,0.012299668526348,1,0,0.9709001161440186,0.0234638830689631,0.9850910584351976,0.0121108958341699,0.9943070278298936,0.007905368534963901]
[null,"MLP",0.9862025316455696,0.0130765145637404,1,0,0.9734001161440184,0.025046022198223,0.9863568812200076,0.0129148199065408,0.99442874452783,0.0076538652215154]
[null,"MLP",0.98871835443038,0.0130840271378213,1,0,0.9782229965156796,0.0251167314453335,0.9888271604938272,0.0129547298957856,0.9946856629143216,0.0078908158028152]
[null,"RandomForests",0.924636075949367,0.0329091900735868,0.9923717948717948,0.0116534512358688,0.8752219333119514,0.0514020682658236,0.9292011091458076,0.0285433074183686,0.9900815744215132,0.010710223138856]
[null,"RandomForests",0.9183860759493671,0.0314538337069267,0.9923717948717948,0.0116534512358688,0.86539540325449,0.0508600086845963,0.9236086663941984,0.027665359787785,0.9896282051282052,0.010481240999126]
[null,"RandomForests",0.9321518987341773,0.0295052131486665,0.9923717948717948,0.0116534512358688,0.8868155805392183,0.0494080864453343,0.9357861492601038,0.0264065931023237,0.9957959271419636,0.0042362881839352]
[null,"RandomForests",0.9422151898734176,0.0278131793407524,0.9923717948717948,0.0116534512358688,0.9027630058170886,0.045842616773498,0.9447792927886184,0.0252526281319258,0.99363375547217,0.0062304237360669]
[null,"RandomForests",0.9384335443037974,0.0255955198837392,0.9923717948717948,0.0116534512358688,0.8961139802815307,0.043096525696541,0.9411718242330072,0.0234059401938468,0.9954785412757972,0.0048377151649731]
[null,"RandomForests",0.9120569620253164,0.028980396879628,0.9923717948717948,0.0116534512358688,0.8555487833308127,0.0473414269352765,0.918040873107725,0.0251006291628261,0.9884539555972482,0.0085641395191389]
[null,"RandomForests",0.9108544303797468,0.0307033138050145,0.9923717948717948,0.0116534512358688,0.8536416097008142,0.0466544409770936,0.9170171980120224,0.0263100032598406,0.9914621247654783,0.009747351758417599]
[null,"RandomForests",0.907025316455696,0.0327059067130212,0.9923717948717948,0.0116534512358688,0.8486982710433703,0.0519264578577411,0.9139196017145405,0.0280502622841625,0.990519387116948,0.009810241793748301]
[null,"RandomForests",0.9347151898734176,0.0268620561552476,0.9923717948717948,0.0116534512358688,0.8903136780391152,0.0446336265970622,0.9378854579978408,0.0241796413209898,0.9955895481550968,0.0060966332821309]
[null,"RandomForests",0.9459651898734176,0.0220406621664545,0.9923717948717948,0.0116534512358688,0.9080935949724946,0.0369356188094925,0.947912513390768,0.0201923266414162,0.993824421513446,0.0059642279315511]
[null,"RandomForests",0.9384177215189872,0.0250738773832633,0.9923717948717948,0.0116534512358688,0.8962332956898175,0.0432854572511093,0.9411982474687128,0.0226096726451377,0.9949688477173234,0.0064753325820724]
[null,"SVM",0.844382911392405,0.0324042172864744,0.9948717948717948,0.0102564102564102,0.7631813170000662,0.0380146272431692,0.863333365952388,0.0261369865987358,0.9490209896810504,0.0209030081915073]
[null,"XGBoost",0.9698892405063292,0.0170059313314104,1,0,0.943291909451864,0.0300598813970273,0.9705697366012104,0.016085883968314,0.9939623592870545,0.0097601090660012]
[null,"XGBoost",0.9761392405063292,0.0163446839712345,1,0,0.9547234826999432,0.0298386896136051,0.976597408352034,0.0157219513770758,0.997407950281426,0.0028405203373091]
[null,"XGBoost",0.9773892405063292,0.0175958260065763,1,0,0.9572234826999432,0.032372518968368,0.9778632311368444,0.0169941590559331,0.9966528298936834,0.0033192335022473]
["No sampling","AdaBoost",0.9466411564625852,0.0303984705537776,0.7791666666666666,0.1525819451966713,0.9009920634920634,0.1090636540623876,0.8245448179271708,0.10285222747702,0.97072662601626,0.0396225240933294]
[null,"AdaBoost",0.9506802721088434,0.0277124793609814,0.7791666666666666,0.171846588560844,0.9212698412698412,0.0851456742310613,0.8311743158801983,0.1101718316540029,0.9752845528455284,0.0336135284659317]
[null,"AdaBoost",0.9403911564625852,0.0232244066049066,0.7791666666666666,0.1305038313613818,0.8716269841269841,0.1082324447369012,0.8116359620771385,0.0720811870725994,0.9654598577235772,0.0466148913502607]
[null,"AdaBoost",0.9383503401360546,0.0256853398612742,0.7791666666666666,0.1525819451966713,0.8472619047619048,0.0992429218301422,0.8019254111901171,0.0946917288217132,0.9678912601626016,0.0408093133915335]
[null,"Bagging",0.9423894557823128,0.0412201229768278,0.7291666666666666,0.1983000672381799,0.9168650793650792,0.1305020213974224,0.7968957023368788,0.1518883461581791,0.9760619918699188,0.0259795456768445]
[null,"DecisionTree",0.9055272108843536,0.0288482199221889,0.7166666666666666,0.1755942292142123,0.7450757575757576,0.1240904697146918,0.7089027716349697,0.1005116906055037,0.8909082825203252,0.0589157062068483]
[null,"MLP",0.9569302721088436,0.0212483394069591,0.8777777777777779,0.0935414346693485,0.8734920634920634,0.09137740383690481,0.8709640522875818,0.0656885933483333,0.9822002032520324,0.0157934284282715]
[null,"RandomForests",0.9135204081632652,0.0202937552786271,0.5069444444444444,0.1196783884695422,0.9633333333333332,0.0737111479583199,0.6531535131535132,0.1109337157626241,0.9645287093495936,0.023617140623126]
[null,"SVM",0.9507227891156462,0.022660766919375,0.7416666666666666,0.09999999999999989,0.9583333333333334,0.08539125638299661,0.8317032967032967,0.0784559655217047,0.9731749661246614,0.0268657010470495]
[null,"XGBoost",0.9486819727891156,0.0320432997741281,0.7805555555555556,0.2008661798865658,0.918611111111111,0.0958397743407141,0.8223442407265937,0.1292306643738963,0.9818758468834689,0.0166846469803716]
["SMOTE - After split","AdaBoost",0.8292517006802722,0.07373096268926981,0.9263888888888888,0.0993905036823047,0.529402104603343,0.1536105596599665,0.659026048957399,0.1128026126608177,0.9554780657181572,0.0436451997005201]
[null,"AdaBoost",0.8559098639455783,0.0551950175358268,0.9263888888888888,0.0821795121804834,0.568264154146507,0.1335409428026512,0.692152149909587,0.0883599243760721,0.9619071815718158,0.0412296044231139]
[null,"Bagging",0.8477465986394558,0.0637742205085015,0.913888888888889,0.097182531580755,0.5552868699927525,0.1388938365688675,0.6786019594440648,0.1000772604157732,0.9495579268292682,0.061890026132021]
[null,"DecisionTree",0.7060374149659864,0.0803461641710207,0.951388888888889,0.08175590362645239,0.3693727646410712,0.0787119070829098,0.5276127045516947,0.08320245241634559,0.8043224932249323,0.06280352630955149]
[null,"MLP",0.8066326530612246,0.0659640912760001,0.9888888888888888,0.0333333333333333,0.4804742144680224,0.09808030001906461,0.6409025355232252,0.08683369001240911,0.9675482723577236,0.0344293998258952]
[null,"MLP",0.7943027210884354,0.0775615090919979,0.9888888888888888,0.0333333333333333,0.4700276331855278,0.1110533649479307,0.6297628170041963,0.09922129184284149,0.9679039634146342,0.0280759298699334]
[null,"RandomForests",0.8682823129251702,0.0471017824222546,0.8777777777777779,0.1457737973711325,0.5840002154708037,0.1033583891778398,0.6922539682539682,0.09349690881345731,0.9355106707317074,0.053593661520688]
[null,"SVM",0.2610969387755102,0.0522818997028197,1,0,0.1846594839328374,0.0123377981022303,0.3115690161817227,0.0174897922292371,0.9619105691056912,0.0325418496951753]
[null,"SVM",0.6232568027210885,0.0771733333609472,1,0,0.3134131392722225,0.0491717350904405,0.4751632726864925,0.0557882131372369,0.9616827574525744,0.0416863818647074]
[null,"XGBoost",0.9014455782312926,0.055976929461689,0.888888888888889,0.1717960677340692,0.6777489177489178,0.1411014123147873,0.7535475738571714,0.1273367037707575,0.967372120596206,0.0280100927709854]
["SMOTE - Before split","AdaBoost",0.9567901234567902,0.0167919388996733,0.9827439024390244,0.0158959333168668,0.9345865469376532,0.022316457168351,0.9579391721425564,0.0163179852589499,0.986158536585366,0.009748663326059301]
[null,"Bagging",0.9419753086419752,0.0234567901234567,0.995060975609756,0.009878989717305201,0.900676925005927,0.0356526730271921,0.945183975862699,0.0215507781105884,0.9919817073170732,0.0076754827467461]
[null,"DecisionTree",0.8320987654320987,0.0282605509685422,1,0,0.7499160130142957,0.0332725373154767,0.8566800602696359,0.0214588818241472,0.9207012195121952,0.0242949548660883]
[null,"MLP",0.9888888888888888,0.0102550911887877,1,0,0.9785633255003648,0.0193843185918165,0.9890673806336456,0.0100196461879762,0.9957317073170732,0.0073727556098496]
[null,"MLP",0.9839506172839506,0.0111111111111111,1,0,0.9693061192919392,0.0204336228009517,0.9843034009677052,0.0106461874789619,0.9970121951219511,0.0071757179445011]
[null,"MLP",0.9864197530864198,0.0102550911887877,1,0,0.9739121627096672,0.0192624172792818,0.9866864282526931,0.009967628889297401,0.9964024390243902,0.0073598849181443]
[null,"RandomForests",0.9592592592592594,0.0221191023051468,0.9975609756097562,0.0073170731707317,0.9281693013148914,0.0393400457679709,0.9611039681458564,0.0203370237079346,0.995060975609756,0.0051048640648661]
[null,"RandomForests",0.9530864197530866,0.0239391597897102,0.9975609756097562,0.0073170731707317,0.9175052925522992,0.0392031970467554,0.9554169857815688,0.0220318346150674,0.9941463414634146,0.0064368991319008]
[null,"SVM",0.8074074074074075,0.0724513617339318,0.9902439024390244,0.0223540277802723,0.7345960282474956,0.08207587386696739,0.8401857970354701,0.0504054258196209,0.9580487804878048,0.0168292682926829]
[null,"SVM",0.8061728395061729,0.0740843614255678,0.9902439024390244,0.0223540277802723,0.7336039647554322,0.0833251187717737,0.8394389710459258,0.0513863194840694,0.9580487804878048,0.0168292682926829]
[null,"XGBoost",0.9716049382716048,0.0156649105437648,0.9975609756097562,0.0073170731707317,0.9490809766901656,0.0281099934158515,0.9724868224844604,0.0150417827210362,0.9964634146341464,0.0037369642551328]