results_p001_final.csv

Estimator,parameters,best_params,Scaler,Sampler,Clusterer,Feature Selector,Interaction feature,0_precision,0_recall,0_f1-score,1_precision,1_recall,1_f1-score,macro_avg_precision,macro_avg_recall,macro_avg_f1-score,weighted_avg_precision,weighted_avg_recall,weighted_avg_f1-score,accuracy,f2-score
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.730509049183748
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.963855421686747,0.8938547486033519,0.927536231884058,0.4411764705882353,0.7142857142857143,0.5454545454545455,0.7025159461374911,0.8040702314445332,0.7364953886693018,0.9089741318214032,0.875,0.8874176548089591,0.875,0.6607437202082036
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.7359207852928937
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9631901840490796,0.8770949720670391,0.9181286549707602,0.4054054054054054,0.7142857142857143,0.5172413793103449,0.6842977947272426,0.7956903431763767,0.7176850171405526,0.904622782291494,0.86,0.8760354910264166,0.86,0.7111359387813583
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9875,0.88268156424581,0.9321533923303834,0.475,0.9047619047619048,0.6229508196721311,0.73125,0.8937217345038574,0.7775521060012572,0.9336875,0.885,0.8996871222012669,0.885,0.7087606301681232
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.96875,0.8659217877094972,0.9144542772861356,0.4,0.7619047619047619,0.5245901639344264,0.684375,0.8139132748071296,0.719522220610281,0.90903125,0.855,0.8735185453842063,0.855,0.6911401597676108
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9748427672955976,0.8659217877094972,0.9171597633136096,0.4146341463414634,0.8095238095238095,0.5483870967741935,0.6947384568185304,0.8377227986166533,0.7327734300439015,0.9160208620954134,0.86,0.8784386333269708,0.86,0.6796945976398031
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.6584327242221979
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9695121951219512,0.888268156424581,0.9271137026239068,0.4444444444444444,0.7619047619047619,0.5614035087719298,0.7069783197831978,0.8250864591646714,0.7442586056979182,0.914380081300813,0.875,0.8887141322694491,0.875,0.7272975973975306
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.976470588235294,0.9273743016759776,0.9512893982808024,0.5666666666666667,0.8095238095238095,0.6666666666666666,0.7715686274509803,0.8684490555998936,0.8089780324737346,0.9334411764705882,0.915,0.921404011461318,0.915,0.7229864502372928
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9636363636363636,0.888268156424581,0.9244186046511628,0.4285714285714285,0.7142857142857143,0.5357142857142858,0.6961038961038961,0.8012769353551477,0.7300664451827243,0.9074545454545456,0.87,0.8836046511627907,0.87,0.7114593839277384
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9753086419753086,0.88268156424581,0.9266862170087976,0.4473684210526316,0.8095238095238095,0.576271186440678,0.7113385315139701,0.8461026868848098,0.7514787017247379,0.9198749187784276,0.875,0.889892638799145,0.875,0.6628230518304322
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.99375,0.888268156424581,0.9380530973451328,0.5,0.9523809523809524,0.6557377049180327,0.746875,0.9203245544027668,0.7968954011315827,0.94190625,0.895,0.9084099811402874,0.895,0.7313336727095902
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},StandardScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9681528662420382,0.8491620111731844,0.9047619047619048,0.3720930232558139,0.7619047619047619,0.5,0.6701229447489261,0.8055333865389731,0.7023809523809523,0.9055665827284848,0.84,0.8622619047619048,0.84,0.7082268391508666
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9869281045751634,0.8435754189944135,0.9096385542168676,0.4042553191489361,0.9047619047619048,0.5588235294117647,0.6955917118620498,0.8741686618781591,0.7342310418143161,0.9257474621054096,0.85,0.8728029766123317,0.85,0.7326902619522181
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9929577464788732,0.7877094972067039,0.8785046728971962,0.3448275862068966,0.9523809523809524,0.5063291139240507,0.6688926663428849,0.8700452247938282,0.6924168934106234,0.9249040796503156,0.805,0.839426239205016,0.805,0.6611242359681068
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.7336325722768079
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9691358024691358,0.8770949720670391,0.9208211143695014,0.4210526315789473,0.7619047619047619,0.5423728813559322,0.6950942170240415,0.8194998669859005,0.7315969978627168,0.911587069525666,0.865,0.8810840499030766,0.865,0.6919826069962869
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9858156028368794,0.776536312849162,0.86875,0.3220338983050847,0.9047619047619048,0.475,0.6539247505709821,0.8406491088055335,0.671875,0.9161185238610412,0.79,0.8274062499999999,0.79,0.7189922480620156
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9814814814814816,0.888268156424581,0.9325513196480938,0.4736842105263157,0.8571428571428571,0.6101694915254237,0.7275828460038987,0.872705506783719,0.7713604055867587,0.9281627680311892,0.885,0.8987012276952134,0.885,0.7695103307361802
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9929078014184396,0.7821229050279329,0.875,0.3389830508474576,0.9523809523809524,0.5,0.6659454261329487,0.8672519287044427,0.6875,0.9242457026084868,0.8,0.835625,0.8,0.7580967179682151
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.730026374689296
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9691358024691358,0.8770949720670391,0.9208211143695014,0.4210526315789473,0.7619047619047619,0.5423728813559322,0.6950942170240415,0.8194998669859005,0.7315969978627168,0.911587069525666,0.865,0.8810840499030766,0.865,0.756141975308642
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7139581076200795
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},StandardScaler,passtrough,KMeans,passthrough,passthrough,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.6608188654554581
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9315789473684212,0.988826815642458,0.9593495934959352,0.8,0.3809523809523809,0.5161290322580645,0.8657894736842106,0.6848895982974195,0.7377393128769998,0.9177631578947368,0.925,0.9128114345659588,0.925,0.4610513564978036
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.945945945945946,0.9776536312849162,0.9615384615384616,0.7333333333333333,0.5238095238095238,0.611111111111111,0.8396396396396396,0.7507315775472201,0.7863247863247863,0.9236216216216216,0.93,0.9247435897435898,0.93,0.6189924258470366
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.946808510638298,0.994413407821229,0.9700272479564034,0.9166666666666666,0.5238095238095238,0.6666666666666667,0.9317375886524822,0.7591114658153764,0.8183469573115351,0.9436436170212764,0.945,0.9381743869209812,0.945,0.5503207170468544
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.945945945945946,0.9776536312849162,0.9615384615384616,0.7333333333333333,0.5238095238095238,0.611111111111111,0.8396396396396396,0.7507315775472201,0.7863247863247863,0.9236216216216216,0.93,0.9247435897435898,0.93,0.6189924258470366
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9518716577540108,0.994413407821229,0.9726775956284152,0.9230769230769232,0.5714285714285714,0.7058823529411765,0.9374742904154668,0.7829209896249002,0.8392799742847958,0.9488482106129166,0.95,0.9446640951462552,0.95,0.4548685298917643
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,passthrough,passthrough,passthrough,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.4649840556973966
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9358288770053476,0.9776536312849162,0.9562841530054644,0.6923076923076923,0.4285714285714285,0.5294117647058824,0.8140682846565199,0.7031125299281724,0.7428479588556733,0.9102591526120938,0.92,0.9114625522340084,0.92,0.4535582687125337
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.9312169312169312,0.9832402234636872,0.9565217391304348,0.7272727272727273,0.3809523809523809,0.5,0.8292448292448292,0.682096302208034,0.7282608695652174,0.9098027898027898,0.92,0.9085869565217392,0.92,0.5926036119127668
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9565217391304348,0.9832402234636872,0.9696969696969696,0.8125,0.6190476190476191,0.7027027027027026,0.8845108695652174,0.801143921255653,0.8361998361998362,0.9413994565217392,0.945,0.9416625716625716,0.945,0.6088350621375028
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.9312169312169312,0.9832402234636872,0.9565217391304348,0.7272727272727273,0.3809523809523809,0.5,0.8292448292448292,0.682096302208034,0.7282608695652174,0.9098027898027898,0.92,0.9085869565217392,0.92,0.577849513552111
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9361702127659576,0.9832402234636872,0.9591280653950954,0.75,0.4285714285714285,0.5454545454545454,0.8430851063829787,0.7059058260175578,0.7522913054248204,0.916622340425532,0.925,0.9156923458013378,0.925,0.5201219003089254
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.9240506329113924,0.8156424581005587,0.8664688427299704,0.2142857142857142,0.4285714285714285,0.2857142857142857,0.5691681735985533,0.6221069433359936,0.576091564222128,0.8495253164556962,0.775,0.8054896142433234,0.775,0.4069249056237966
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9673202614379084,0.8268156424581006,0.8915662650602411,0.3404255319148936,0.7619047619047619,0.4705882352941176,0.653872896676401,0.7943602021814312,0.6810772501771793,0.901496314837992,0.82,0.847363571934798,0.82,0.5133094575692833
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.958904109589041,0.7821229050279329,0.8615384615384616,0.2777777777777778,0.7142857142857143,0.4,0.6183409436834094,0.7482043096568236,0.6307692307692307,0.8873858447488584,0.775,0.8130769230769233,0.775,0.6402523169820864
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9808917197452228,0.8603351955307262,0.9166666666666666,0.4186046511627907,0.8571428571428571,0.5625000000000001,0.6997481854540069,0.8587390263367917,0.7395833333333334,0.9218515775440674,0.86,0.8794791666666666,0.86,0.7389327558443002
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9308176100628932,0.8268156424581006,0.8757396449704142,0.2439024390243902,0.4761904761904761,0.3225806451612903,0.5873600245436417,0.6515030593242883,0.5991601450658522,0.8586915171038503,0.79,0.8176579499904563,0.79,0.5670930354676964
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.94,0.7877094972067039,0.8571428571428572,0.24,0.5714285714285714,0.3380281690140844,0.59,0.6795690343176377,0.5975855130784709,0.8664999999999999,0.765,0.8026358148893361,0.765,0.5320983223343004
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.9662162162162162,0.7988826815642458,0.8746177370030581,0.3076923076923077,0.7619047619047619,0.4383561643835617,0.636954261954262,0.7803937217345038,0.6564869506933099,0.8970712058212058,0.795,0.8288102718780109,0.795,0.5710494967247759
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.961783439490446,0.8435754189944135,0.898809523809524,0.3488372093023256,0.7142857142857143,0.46875,0.6553103243963857,0.7789305666400639,0.683779761904762,0.8974240853206933,0.83,0.8536532738095239,0.83,0.5435664384148341
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9503105590062112,0.8547486033519553,0.9000000000000001,0.3333333333333333,0.6190476190476191,0.4333333333333333,0.6418219461697723,0.7368981111997872,0.6666666666666667,0.8855279503105591,0.83,0.8510000000000001,0.83,0.6763210318249078
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9875776397515528,0.888268156424581,0.9352941176470588,0.4871794871794871,0.9047619047619048,0.6333333333333333,0.73737856346552,0.8965150305932429,0.7843137254901961,0.935035833731486,0.89,0.9035882352941176,0.89,0.766549597665288
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9733333333333334,0.8156424581005587,0.8875379939209727,0.34,0.8095238095238095,0.4788732394366197,0.6566666666666667,0.812583133812184,0.6832056166787962,0.9068333333333334,0.815,0.8446281947001156,0.815,0.6657647848649713
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9551282051282052,0.8324022346368715,0.8895522388059701,0.3181818181818182,0.6666666666666666,0.4307692307692307,0.6366550116550117,0.749534450651769,0.6601607347876004,0.8882488344988346,0.815,0.8413800229621126,0.815,0.5588461137519001
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.95,0.6368715083798883,0.7625418060200668,0.1875,0.7142857142857143,0.297029702970297,0.56875,0.6755786113328013,0.529785754495182,0.8699374999999999,0.645,0.713663035199841,0.645,0.3859567046272161
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9552238805970148,0.7150837988826816,0.8178913738019169,0.2272727272727272,0.7142857142857143,0.3448275862068965,0.591248303934871,0.7146847565841979,0.5813594800044067,0.8787890094979648,0.715,0.7682196761044398,0.715,0.4351511111465994
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9507042253521126,0.7541899441340782,0.8411214953271028,0.2413793103448276,0.6666666666666666,0.3544303797468354,0.5960417678484701,0.7104283054003724,0.5977759375369691,0.8762251092763477,0.745,0.7900189281911747,0.745,0.5015464063093872
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.974025974025974,0.8379888268156425,0.9009009009009008,0.3695652173913043,0.8095238095238095,0.5074626865671641,0.6717955957086392,0.823756318169726,0.7041817937340324,0.9105575945793336,0.835,0.8595898883958586,0.835,0.7357280160408426
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.965034965034965,0.770949720670391,0.8571428571428571,0.2807017543859649,0.7619047619047619,0.4102564102564102,0.622868359710465,0.7664272412875764,0.6336996336996337,0.89317997791682,0.77,0.8102197802197801,0.77,0.6212837837837839
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.935897435897436,0.8156424581005587,0.8716417910447762,0.25,0.5238095238095238,0.3384615384615385,0.592948717948718,0.6697259909550413,0.6050516647531574,0.8638782051282051,0.785,0.8156578645235362,0.785,0.5537758059309782
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,UnderSampler,passthrough,passthrough,passthrough,0.9626865671641792,0.7206703910614525,0.8242811501597443,0.2424242424242424,0.7619047619047619,0.367816091954023,0.6025554047942108,0.7412875764831072,0.5960486210568836,0.8870590230664859,0.725,0.7763523190481436,0.725,0.5464400727031389
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},MinMaxScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9574468085106383,0.7541899441340782,0.84375,0.2542372881355932,0.7142857142857143,0.375,0.6058420483231157,0.7342378292098963,0.609375,0.8836098088712586,0.75,0.79453125,0.75,0.5248908039387026
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9609375,0.6871508379888268,0.8013029315960912,0.2222222222222222,0.7619047619047619,0.3440860215053763,0.5915798611111112,0.7245277999467943,0.5726944765507338,0.8833723958333333,0.695,0.7532951560365662,0.695,0.6003576049681325
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.986842105263158,0.8379888268156425,0.9063444108761328,0.3958333333333333,0.9047619047619048,0.5507246376811594,0.6913377192982456,0.8713753657887736,0.7285345242786462,0.9247861842105264,0.845,0.8690043346906607,0.845,0.7246280133838482
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},MinMaxScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.978102189781022,0.7486033519553073,0.8481012658227849,0.2857142857142857,0.8571428571428571,0.4285714285714285,0.6319082377476538,0.8028731045490822,0.6383363471971067,0.9054014598540148,0.76,0.8040506329113924,0.76,0.6394752409785294
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MinMaxScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9668874172185432,0.8156424581005587,0.8848484848484849,0.3265306122448979,0.7619047619047619,0.4571428571428571,0.6467090147317205,0.7887736100026603,0.670995670995671,0.8996499526963103,0.81,0.839939393939394,0.81,0.5825009678668216
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,KMeans,passthrough,passthrough,0.9206349206349206,0.9720670391061452,0.9456521739130432,0.5454545454545454,0.2857142857142857,0.3749999999999999,0.7330447330447329,0.6288906624102155,0.6603260869565216,0.8812409812409812,0.9,0.8857336956521737,0.9,0.240877983972204
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9162303664921466,0.9776536312849162,0.945945945945946,0.5555555555555556,0.238095238095238,0.3333333333333332,0.7358929610238512,0.6078744346900772,0.6396396396396395,0.8783595113438045,0.9,0.8816216216216216,0.9,0.2621131698002718
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,KMeans,SelectKBest,passthrough,0.9157894736842104,0.9720670391061452,0.943089430894309,0.5,0.238095238095238,0.3225806451612903,0.7078947368421052,0.6050811386006917,0.6328350380277996,0.8721315789473684,0.895,0.877936008392342,0.895,0.2289302802460697
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9456521739130436,0.9720670391061452,0.9586776859504132,0.6875,0.5238095238095238,0.5945945945945946,0.8165760869565217,0.7479382814578346,0.7766361402725039,0.918546195652174,0.925,0.9204489613580524,0.925,0.6421782055603744
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,KMeans,SelectFpr,passthrough,0.9210526315789472,0.9776536312849162,0.948509485094851,0.6,0.2857142857142857,0.3870967741935483,0.7605263157894737,0.631683958499601,0.6678031296441996,0.8873421052631578,0.905,0.8895611504502142,0.905,0.2071428571428571
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},MinMaxScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9358288770053476,0.9776536312849162,0.9562841530054644,0.6923076923076923,0.4285714285714285,0.5294117647058824,0.8140682846565199,0.7031125299281724,0.7428479588556733,0.9102591526120938,0.92,0.9114625522340084,0.92,0.210421888053467
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,passthrough,passthrough,passthrough,0.9020618556701032,0.9776536312849162,0.938337801608579,0.3333333333333333,0.0952380952380952,0.1481481481481481,0.6176975945017182,0.5364458632615057,0.5432429748783636,0.8423453608247422,0.885,0.8553678879952338,0.885,0.2626929419079285
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9020618556701032,0.9776536312849162,0.938337801608579,0.3333333333333333,0.0952380952380952,0.1481481481481481,0.6176975945017182,0.5364458632615057,0.5432429748783636,0.8423453608247422,0.885,0.8553678879952338,0.885,0.26524477603871
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,passthrough,SelectKBest,passthrough,0.9361702127659576,0.9832402234636872,0.9591280653950954,0.75,0.4285714285714285,0.5454545454545454,0.8430851063829787,0.7059058260175578,0.7522913054248204,0.916622340425532,0.925,0.9156923458013378,0.925,0.4195628367105447
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.6363997364796865
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,passthrough,SelectFpr,passthrough,0.9411764705882352,0.9832402234636872,0.9617486338797812,0.7692307692307693,0.4761904761904761,0.588235294117647,0.8552036199095023,0.7297153498270816,0.7749919639987142,0.9231221719457012,0.93,0.9225297332047572,0.93,0.4364459535936615
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MinMaxScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9015544041450776,0.9720670391061452,0.935483870967742,0.2857142857142857,0.0952380952380952,0.1428571428571428,0.5936343449296817,0.5336525671721202,0.5391705069124424,0.8368911917098445,0.88,0.8522580645161291,0.88,0.3457137756771805
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},RobustScaler,OverSampler,KMeans,passthrough,passthrough,0.986842105263158,0.8379888268156425,0.9063444108761328,0.3958333333333333,0.9047619047619048,0.5507246376811594,0.6913377192982456,0.8713753657887736,0.7285345242786462,0.9247861842105264,0.845,0.8690043346906607,0.845,0.6715338402085391
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},RobustScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.967948717948718,0.8435754189944135,0.9014925373134328,0.3636363636363636,0.7619047619047619,0.4923076923076923,0.6657925407925408,0.8027400904495876,0.6969001148105626,0.9044959207459208,0.835,0.85852812858783,0.835,0.5610375065926949
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},RobustScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9693251533742332,0.88268156424581,0.9239766081871345,0.4324324324324324,0.7619047619047619,0.5517241379310345,0.7008787929033328,0.8222931630752859,0.7378503730590844,0.912951417675344,0.87,0.8848900988102438,0.87,0.6554664770638435
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},RobustScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9593023255813954,0.9217877094972068,0.9401709401709402,0.5,0.6666666666666666,0.5714285714285715,0.7296511627906976,0.7942271880819367,0.7557997557997558,0.9110755813953488,0.895,0.9014529914529916,0.895,0.6547699214365881
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},RobustScaler,OverSampler,KMeans,SelectFpr,passthrough,0.986842105263158,0.8379888268156425,0.9063444108761328,0.3958333333333333,0.9047619047619048,0.5507246376811594,0.6913377192982456,0.8713753657887736,0.7285345242786462,0.9247861842105264,0.845,0.8690043346906607,0.845,0.6765175858902552
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},RobustScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9629629629629628,0.8715083798882681,0.9149560117302052,0.3947368421052631,0.7142857142857143,0.5084745762711864,0.678849902534113,0.7928970470869912,0.7117152940006958,0.9032992202729044,0.855,0.8722754610070083,0.855,0.5586064391131511
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},RobustScaler,OverSampler,passthrough,passthrough,passthrough,0.98159509202454,0.8938547486033519,0.935672514619883,0.4864864864864865,0.8571428571428571,0.6206896551724138,0.7340407892555132,0.8754988028731046,0.7781810848961483,0.9296086884430445,0.89,0.9025993143778988,0.89,0.6039116511973821
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},RobustScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.592764810337409
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},RobustScaler,OverSampler,passthrough,SelectKBest,passthrough,0.963855421686747,0.8938547486033519,0.927536231884058,0.4411764705882353,0.7142857142857143,0.5454545454545455,0.7025159461374911,0.8040702314445332,0.7364953886693018,0.9089741318214032,0.875,0.8874176548089591,0.875,0.716315564840398
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},RobustScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.98125,0.8770949720670391,0.9262536873156344,0.45,0.8571428571428571,0.5901639344262294,0.715625,0.867118914604948,0.7582088108709318,0.9254687499999998,0.875,0.8909642632622469,0.875,0.7199170562835098
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},RobustScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9806451612903224,0.8491620111731844,0.9101796407185628,0.4,0.8571428571428571,0.5454545454545455,0.6903225806451613,0.8531524341580208,0.7278170930865542,0.9196774193548388,0.85,0.8718835057158413,0.85,0.6967368365666051
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},RobustScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.967948717948718,0.8435754189944135,0.9014925373134328,0.3636363636363636,0.7619047619047619,0.4923076923076923,0.6657925407925408,0.8027400904495876,0.6969001148105626,0.9044959207459208,0.835,0.85852812858783,0.835,0.6181672682094622
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},RobustScaler,UnderSampler,KMeans,passthrough,passthrough,0.9867549668874172,0.8324022346368715,0.9030303030303032,0.3877551020408163,0.9047619047619048,0.5428571428571428,0.6872550344641168,0.8685820696993881,0.722943722943723,0.9238599810785242,0.84,0.8652121212121213,0.84,0.6653748126037282
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},RobustScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9691358024691358,0.8770949720670391,0.9208211143695014,0.4210526315789473,0.7619047619047619,0.5423728813559322,0.6950942170240415,0.8194998669859005,0.7315969978627168,0.911587069525666,0.865,0.8810840499030766,0.865,0.5728884320975457
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},RobustScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9932432432432432,0.8212290502793296,0.8990825688073394,0.3846153846153846,0.9523809523809524,0.547945205479452,0.6889293139293139,0.886805001330141,0.7235138871433957,0.929337318087318,0.835,0.8622131456579112,0.835,0.6680904583921825
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},RobustScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.984126984126984,0.6927374301675978,0.8131147540983606,0.2567567567567567,0.9047619047619048,0.4,0.6204418704418704,0.7987496674647513,0.6065573770491803,0.9077531102531102,0.715,0.7697377049180328,0.715,0.6526040384298097
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},RobustScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.6687553646810077
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},RobustScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9645390070921984,0.7597765363128491,0.85,0.2711864406779661,0.7619047619047619,0.4,0.6178627238850823,0.7608406491088056,0.625,0.8917369876187041,0.76,0.8027500000000001,0.76,0.60173177889531
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},RobustScaler,UnderSampler,passthrough,passthrough,passthrough,0.9748427672955976,0.8659217877094972,0.9171597633136096,0.4146341463414634,0.8095238095238095,0.5483870967741935,0.6947384568185304,0.8377227986166533,0.7327734300439015,0.9160208620954134,0.86,0.8784386333269708,0.86,0.6897475763672947
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},RobustScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9814814814814816,0.888268156424581,0.9325513196480938,0.4736842105263157,0.8571428571428571,0.6101694915254237,0.7275828460038987,0.872705506783719,0.7713604055867587,0.9281627680311892,0.885,0.8987012276952134,0.885,0.6685696482797934
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},RobustScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.981132075471698,0.8715083798882681,0.923076923076923,0.4390243902439024,0.8571428571428571,0.5806451612903225,0.7100782328578003,0.8643256185155626,0.7518610421836227,0.9242107685227796,0.87,0.88712158808933,0.87,0.7086502503046512
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},RobustScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9858156028368794,0.776536312849162,0.86875,0.3220338983050847,0.9047619047619048,0.475,0.6539247505709821,0.8406491088055335,0.671875,0.9161185238610412,0.79,0.8274062499999999,0.79,0.6899025456246942
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},RobustScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.987878787878788,0.9106145251396648,0.9476744186046512,0.5428571428571428,0.9047619047619048,0.6785714285714285,0.7653679653679654,0.9076882149507848,0.8131229235880398,0.9411515151515152,0.91,0.9194186046511628,0.91,0.7352509548487298
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},RobustScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.6885324527184993
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},RobustScaler,passtrough,KMeans,passthrough,passthrough,0.9312169312169312,0.9832402234636872,0.9565217391304348,0.7272727272727273,0.3809523809523809,0.5,0.8292448292448292,0.682096302208034,0.7282608695652174,0.9098027898027898,0.92,0.9085869565217392,0.92,0.421952138684756
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},RobustScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9214659685863874,0.9832402234636872,0.9513513513513512,0.6666666666666666,0.2857142857142857,0.4,0.794066317626527,0.6344772545889864,0.6756756756756757,0.8947120418848168,0.91,0.8934594594594594,0.91,0.3297445835512217
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},RobustScaler,passtrough,KMeans,SelectKBest,passthrough,0.9315789473684212,0.988826815642458,0.9593495934959352,0.8,0.3809523809523809,0.5161290322580645,0.8657894736842106,0.6848895982974195,0.7377393128769998,0.9177631578947368,0.925,0.9128114345659588,0.925,0.4687108483109888
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},RobustScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9623655913978496,1.0,0.9808219178082191,1.0,0.6666666666666666,0.8,0.9811827956989247,0.8333333333333333,0.8904109589041096,0.9663172043010754,0.965,0.961835616438356,0.965,0.5700986336809766
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},RobustScaler,passtrough,KMeans,SelectFpr,passthrough,0.9315789473684212,0.988826815642458,0.9593495934959352,0.8,0.3809523809523809,0.5161290322580645,0.8657894736842106,0.6848895982974195,0.7377393128769998,0.9177631578947368,0.925,0.9128114345659588,0.925,0.4687108483109888
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},RobustScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9202127659574468,0.9664804469273744,0.9427792915531336,0.5,0.2857142857142857,0.3636363636363636,0.7101063829787234,0.62609736632083,0.6532078275947486,0.8760904255319149,0.895,0.8819692841218728,0.895,0.4244122140535442
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},RobustScaler,passtrough,passthrough,passthrough,passthrough,0.925925925925926,0.9776536312849162,0.9510869565217392,0.6363636363636364,0.3333333333333333,0.4374999999999999,0.7811447811447811,0.6554934823091247,0.6942934782608696,0.8955218855218855,0.91,0.8971603260869565,0.91,0.4217994333193201
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},RobustScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9206349206349206,0.9720670391061452,0.9456521739130432,0.5454545454545454,0.2857142857142857,0.3749999999999999,0.7330447330447329,0.6288906624102155,0.6603260869565216,0.8812409812409812,0.9,0.8857336956521737,0.9,0.4362076888731046
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},RobustScaler,passtrough,passthrough,SelectKBest,passthrough,0.9315789473684212,0.988826815642458,0.9593495934959352,0.8,0.3809523809523809,0.5161290322580645,0.8657894736842106,0.6848895982974195,0.7377393128769998,0.9177631578947368,0.925,0.9128114345659588,0.925,0.5559105051236564
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},RobustScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.946524064171123,0.988826815642458,0.9672131147540984,0.8461538461538461,0.5238095238095238,0.6470588235294118,0.8963389551624845,0.756318169725991,0.807135969141755,0.935985191279309,0.94,0.9335969141755062,0.94,0.4882788868723534
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},RobustScaler,passtrough,passthrough,SelectFpr,passthrough,0.9315789473684212,0.988826815642458,0.9593495934959352,0.8,0.3809523809523809,0.5161290322580645,0.8657894736842106,0.6848895982974195,0.7377393128769998,0.9177631578947368,0.925,0.9128114345659588,0.925,0.5559105051236564
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},RobustScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9270833333333334,0.994413407821229,0.9595687331536388,0.875,0.3333333333333333,0.4827586206896551,0.9010416666666669,0.6638733705772811,0.721163676921647,0.9216145833333336,0.925,0.9095036713449204,0.925,0.4567888026745574
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MaxAbsScaler,OverSampler,KMeans,passthrough,passthrough,0.9568345323741008,0.7430167597765364,0.8364779874213836,0.2459016393442623,0.7142857142857143,0.3658536585365853,0.6013680858591816,0.7286512370311253,0.6011658229789845,0.8821865786059676,0.74,0.7870624328884798,0.74,0.3767861477827883
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MaxAbsScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9607843137254902,0.8212290502793296,0.8855421686746989,0.3191489361702128,0.7142857142857143,0.4411764705882353,0.6399666249478515,0.7677573822825219,0.6633593196314671,0.8934125990821862,0.81,0.8388837703756202,0.81,0.4903289994434969
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MaxAbsScaler,OverSampler,KMeans,SelectKBest,passthrough,0.954248366013072,0.8156424581005587,0.8795180722891566,0.2978723404255319,0.6666666666666666,0.4117647058823529,0.6260603532193019,0.7411545623836127,0.6456413890857547,0.8853288833263803,0.8,0.8304039688164423,0.8,0.5420858534230628
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MaxAbsScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.6814793281653747
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MaxAbsScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9659863945578232,0.7932960893854749,0.8711656441717791,0.3018867924528302,0.7619047619047619,0.4324324324324324,0.6339365935053266,0.7776004256451183,0.6517990383021057,0.8962559363367988,0.79,0.8250986569391477,0.79,0.4766864069577075
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MaxAbsScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9657534246575342,0.7877094972067039,0.8676923076923078,0.2962962962962963,0.7619047619047619,0.4266666666666667,0.6310248604769153,0.7748071295557328,0.6471794871794873,0.8954604261796042,0.785,0.8213846153846156,0.785,0.5136744361556624
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MaxAbsScaler,OverSampler,passthrough,passthrough,passthrough,0.953020134228188,0.7932960893854749,0.8658536585365854,0.2745098039215686,0.6666666666666666,0.3888888888888889,0.6137649690748783,0.7299813780260708,0.6273712737127372,0.8817765495459929,0.78,0.8157723577235773,0.78,0.5240521574122216
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MaxAbsScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9539473684210528,0.8100558659217877,0.8761329305135951,0.2916666666666667,0.6666666666666666,0.4057971014492754,0.6228070175438597,0.7383612662942272,0.6409650159814353,0.8844078947368422,0.795,0.8267476684618416,0.795,0.5148222036445931
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MaxAbsScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9612903225806452,0.8324022346368715,0.8922155688622755,0.3333333333333333,0.7142857142857143,0.4545454545454545,0.6473118279569893,0.7733439744612929,0.6733805117038649,0.8953548387096774,0.82,0.8462602068590093,0.82,0.6503778461609788
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9597701149425288,0.9329608938547486,0.9461756373937676,0.5384615384615384,0.6666666666666666,0.5957446808510638,0.7491158267020336,0.7998137802607076,0.7709601591224158,0.9155327144120248,0.905,0.9093803869567836,0.905,0.7208410329305852
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MaxAbsScaler,OverSampler,passthrough,SelectFpr,passthrough,0.967741935483871,0.8379888268156425,0.8982035928143713,0.3555555555555555,0.7619047619047619,0.4848484848484848,0.6616487455197133,0.7999467943602021,0.6915260388314282,0.9034623655913978,0.83,0.8548013064779534,0.83,0.6388660226072242
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MaxAbsScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9668874172185432,0.8156424581005587,0.8848484848484849,0.3265306122448979,0.7619047619047619,0.4571428571428571,0.6467090147317205,0.7887736100026603,0.670995670995671,0.8996499526963103,0.81,0.839939393939394,0.81,0.547655200646888
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},MaxAbsScaler,UnderSampler,KMeans,passthrough,passthrough,0.9734513274336284,0.6145251396648045,0.7534246575342466,0.2068965517241379,0.8571428571428571,0.3333333333333332,0.5901739395788831,0.7358339984038308,0.54337899543379,0.8929630759841318,0.64,0.7093150684931507,0.64,0.3921476104053236
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.968503937007874,0.6871508379888268,0.8039215686274509,0.2328767123287671,0.8095238095238095,0.3617021276595744,0.6006903246683205,0.7483373237563182,0.5828118481435127,0.8912630784165678,0.7,0.7574885273258238,0.7,0.4637954848388686
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9739130434782608,0.6256983240223464,0.7619047619047621,0.2117647058823529,0.8571428571428571,0.3396226415094339,0.5928388746803069,0.7414205905826017,0.550763701707098,0.8938874680306905,0.65,0.7175651392632525,0.65,0.5005750405734892
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},MaxAbsScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9645390070921984,0.7597765363128491,0.85,0.2711864406779661,0.7619047619047619,0.4,0.6178627238850823,0.7608406491088056,0.625,0.8917369876187041,0.76,0.8027500000000001,0.76,0.6431149803766484
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 11},MaxAbsScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.976,0.6815642458100558,0.8026315789473684,0.24,0.8571428571428571,0.375,0.608,0.7693535514764565,0.5888157894736842,0.89872,0.7,0.7577302631578946,0.7,0.5307418627315267
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},MaxAbsScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.935483870967742,0.6480446927374302,0.7656765676567655,0.1710526315789473,0.6190476190476191,0.2680412371134021,0.5532682512733447,0.6335461558925246,0.5168589023850838,0.8552185908319184,0.645,0.7134248579497122,0.645,0.4689567923591379
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MaxAbsScaler,UnderSampler,passthrough,passthrough,passthrough,0.9722222222222222,0.7821229050279329,0.8668730650154798,0.3035714285714285,0.8095238095238095,0.4415584415584415,0.6378968253968254,0.7958233572758713,0.6542157532869607,0.9020138888888888,0.785,0.8222150295524908,0.785,0.5313852813852813
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9555555555555556,0.7206703910614525,0.821656050955414,0.2307692307692307,0.7142857142857143,0.3488372093023256,0.5931623931623932,0.7174780526735833,0.5852466301288699,0.8794529914529915,0.72,0.7720100725818397,0.72,0.4802145254012154
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 7},MaxAbsScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9829059829059827,0.6424581005586593,0.7770270270270271,0.2289156626506024,0.9047619047619048,0.3653846153846153,0.6059108227782927,0.773610002660282,0.5712058212058212,0.9037369992791678,0.67,0.7338045738045739,0.67,0.5936159032590214
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},MaxAbsScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9797297297297296,0.8100558659217877,0.8868501529051988,0.3461538461538461,0.8571428571428571,0.4931506849315069,0.6629417879417879,0.8335993615323224,0.6900004189183528,0.913204261954262,0.815,0.8455117087679611,0.815,0.6574927420900292
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},MaxAbsScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9856115107913668,0.7653631284916201,0.8616352201257861,0.3114754098360656,0.9047619047619048,0.4634146341463415,0.6485434603137162,0.8350625166267625,0.6625249271360638,0.9148272201910602,0.78,0.8198220585979444,0.78,0.6782559277733232
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 9},MaxAbsScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.962406015037594,0.7150837988826816,0.8205128205128204,0.2388059701492537,0.7619047619047619,0.3636363636363636,0.6006059925934238,0.7384942803937218,0.592074592074592,0.8864280103243182,0.72,0.7725407925407923,0.72,0.5788193548293551
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,KMeans,passthrough,passthrough,0.9162303664921466,0.9776536312849162,0.945945945945946,0.5555555555555556,0.238095238095238,0.3333333333333332,0.7358929610238512,0.6078744346900772,0.6396396396396395,0.8783595113438045,0.9,0.8816216216216216,0.9,0.1046684507879869
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9293478260869564,0.9553072625698324,0.9421487603305784,0.5,0.3809523809523809,0.4324324324324324,0.7146739130434783,0.6681298217611067,0.6872905963815055,0.884266304347826,0.895,0.8886285459012732,0.895,0.2755735448758919
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.913978494623656,0.9497206703910616,0.9315068493150684,0.3571428571428571,0.238095238095238,0.2857142857142857,0.6355606758832565,0.5939079542431498,0.6086105675146771,0.855510752688172,0.875,0.8636986301369862,0.875,0.2195953861061985
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.945054945054945,0.9608938547486032,0.9529085872576176,0.6111111111111112,0.5238095238095238,0.5641025641025642,0.7780830280830281,0.7423516892790636,0.7585055756800909,0.9099908424908424,0.915,0.9120839548263372,0.915,0.5302310841598574
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.9135135135135136,0.9441340782122905,0.9285714285714284,0.3333333333333333,0.238095238095238,0.2777777777777778,0.6234234234234234,0.5911146581537643,0.6031746031746031,0.8525945945945946,0.87,0.8602380952380951,0.87,0.2064785788923719
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.925531914893617,0.9720670391061452,0.9482288828337874,0.5833333333333334,0.3333333333333333,0.4242424242424242,0.7544326241134751,0.6527001862197392,0.6862356535381058,0.8896010638297872,0.905,0.8932103046816943,0.905,0.2080594205821066
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.9025641025641026,0.9832402234636872,0.9411764705882352,0.4,0.0952380952380952,0.1538461538461538,0.6512820512820513,0.5392391593508912,0.5475113122171946,0.8497948717948718,0.89,0.8585067873303167,0.89,0.2469331636300783
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9025641025641026,0.9832402234636872,0.9411764705882352,0.4,0.0952380952380952,0.1538461538461538,0.6512820512820513,0.5392391593508912,0.5475113122171946,0.8497948717948718,0.89,0.8585067873303167,0.89,0.1980861244019138
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9411764705882352,0.9832402234636872,0.9617486338797812,0.7692307692307693,0.4761904761904761,0.588235294117647,0.8552036199095023,0.7297153498270816,0.7749919639987142,0.9231221719457012,0.93,0.9225297332047572,0.93,0.3882914130187678
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 5},MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.946236559139785,0.9832402234636872,0.9643835616438357,0.7857142857142857,0.5238095238095238,0.6285714285714286,0.8659754224270353,0.7535248736366055,0.7964774951076321,0.9293817204301076,0.935,0.9291232876712328,0.935,0.6272741824046552
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.9411764705882352,0.9832402234636872,0.9617486338797812,0.7692307692307693,0.4761904761904761,0.588235294117647,0.8552036199095023,0.7297153498270816,0.7749919639987142,0.9231221719457012,0.93,0.9225297332047572,0.93,0.4048498545772094
KNeighborsClassifier,"{'n_neighbors': [3, 5, 7, 9, 11]}",{'n_neighbors': 3},MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9162303664921466,0.9776536312849162,0.945945945945946,0.5555555555555556,0.238095238095238,0.3333333333333332,0.7358929610238512,0.6078744346900772,0.6396396396396395,0.8783595113438045,0.9,0.8816216216216216,0.9,0.2497208931419457
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'liblinear'}",StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.7716096411790955
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.96,0.9385474860335196,0.9491525423728814,0.56,0.6666666666666666,0.6086956521739131,0.76,0.8026070763500931,0.7789240972733973,0.918,0.91,0.9134045689019898,0.91,0.6514058790323284
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.770572615961132
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'saga'}",StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9733333333333334,0.8156424581005587,0.8875379939209727,0.34,0.8095238095238095,0.4788732394366197,0.6566666666666667,0.812583133812184,0.6832056166787962,0.9068333333333334,0.815,0.8446281947001156,0.815,0.6949434624553706
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.760836120859511
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9691358024691358,0.8770949720670391,0.9208211143695014,0.4210526315789473,0.7619047619047619,0.5423728813559322,0.6950942170240415,0.8194998669859005,0.7315969978627168,0.911587069525666,0.865,0.8810840499030766,0.865,0.6883602817815688
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.7689066458447512
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.975609756097561,0.8938547486033519,0.932944606413994,0.4722222222222222,0.8095238095238095,0.5964912280701755,0.7239159891598916,0.8516892790635807,0.7647179172420848,0.9227540650406504,0.885,0.897617001687893,0.885,0.7839884510220229
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.7844068706387547
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'liblinear'}",StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.7524536036499605
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.771715467461605
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9875,0.88268156424581,0.9321533923303834,0.475,0.9047619047619048,0.6229508196721311,0.73125,0.8937217345038574,0.7775521060012572,0.9336875,0.885,0.8996871222012669,0.885,0.7765535026727096
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'saga'}",StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.9875776397515528,0.888268156424581,0.9352941176470588,0.4871794871794871,0.9047619047619048,0.6333333333333333,0.73737856346552,0.8965150305932429,0.7843137254901961,0.935035833731486,0.89,0.9035882352941176,0.89,0.7698280205259169
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.95625,0.8547486033519553,0.9026548672566372,0.35,0.6666666666666666,0.4590163934426229,0.653125,0.7607076350093109,0.6808356303496301,0.8925937500000001,0.835,0.8560728275061658,0.835,0.713014308772341
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.98125,0.8770949720670391,0.9262536873156344,0.45,0.8571428571428571,0.5901639344262294,0.715625,0.867118914604948,0.7582088108709318,0.9254687499999998,0.875,0.8909642632622469,0.875,0.7574183797757307
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9859154929577464,0.7821229050279329,0.8722741433021807,0.3275862068965517,0.9047619047619048,0.481012658227848,0.656750849927149,0.8434424048949188,0.6766434007650144,0.916790917921321,0.795,0.8311916873693757,0.795,0.6865420969266453
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'saga'}",StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9874213836477987,0.8770949720670391,0.9289940828402368,0.4634146341463415,0.9047619047619048,0.6129032258064516,0.7254180088970701,0.890928438414472,0.7709486543233441,0.9324006749501456,0.88,0.8958045428516893,0.88,0.76838777962425
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'liblinear'}",StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.96875,0.8659217877094972,0.9144542772861356,0.4,0.7619047619047619,0.5245901639344264,0.684375,0.8139132748071296,0.719522220610281,0.90903125,0.855,0.8735185453842063,0.855,0.7138850487315962
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.7635212461454797
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9753086419753086,0.88268156424581,0.9266862170087976,0.4473684210526316,0.8095238095238095,0.576271186440678,0.7113385315139701,0.8461026868848098,0.7514787017247379,0.9198749187784276,0.875,0.889892638799145,0.875,0.795021645021645
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.7589326496177358
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.7495778486253188
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.981132075471698,0.8715083798882681,0.923076923076923,0.4390243902439024,0.8571428571428571,0.5806451612903225,0.7100782328578003,0.8643256185155626,0.7518610421836227,0.9242107685227796,0.87,0.88712158808933,0.87,0.7637273183907424
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.752977964168782
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,passtrough,KMeans,passthrough,passthrough,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.5753139861437739
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.927461139896373,1.0,0.9623655913978496,1.0,0.3333333333333333,0.5,0.9637305699481864,0.6666666666666666,0.7311827956989247,0.935077720207254,0.93,0.9138172043010754,0.93,0.4888946504191513
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.5328350332799211
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'liblinear'}",StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9322916666666666,1.0,0.9649595687331536,1.0,0.3809523809523809,0.5517241379310345,0.9661458333333331,0.6904761904761905,0.758341853332094,0.9394010416666666,0.935,0.9215698484989312,0.935,0.4751099451336308
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.5328350332799211
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.946808510638298,0.994413407821229,0.9700272479564034,0.9166666666666666,0.5238095238095238,0.6666666666666667,0.9317375886524822,0.7591114658153764,0.8183469573115351,0.9436436170212764,0.945,0.9381743869209812,0.945,0.4799773396085187
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",StandardScaler,passtrough,passthrough,passthrough,passthrough,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.5635069105123552
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'liblinear'}",StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9516129032258064,0.988826815642458,0.96986301369863,0.8571428571428571,0.5714285714285714,0.6857142857142857,0.904377880184332,0.7801276935355148,0.8277886497064579,0.9416935483870968,0.945,0.940027397260274,0.945,0.5825099199695591
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.5646110216319558
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.936842105263158,0.994413407821229,0.964769647696477,0.9,0.4285714285714285,0.5806451612903225,0.918421052631579,0.7114924181963288,0.7727074044933997,0.9329736842105264,0.935,0.9244365766238308,0.935,0.5569007263922519
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.5625131195340536
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9562841530054644,0.9776536312849162,0.9668508287292816,0.7647058823529411,0.6190476190476191,0.6842105263157895,0.8604950176792028,0.7983506251662676,0.8255306775225356,0.9361684345869494,0.94,0.9371735969758652,0.94,0.570481242895036
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.9290322580645162,0.8044692737430168,0.8622754491017964,0.2222222222222222,0.4761904761904761,0.303030303030303,0.5756272401433692,0.6403298749667465,0.5826528760660498,0.8548172043010753,0.77,0.8035547087642897,0.77,0.382051296173627
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9548387096774194,0.8268156424581006,0.8862275449101797,0.3111111111111111,0.6666666666666666,0.4242424242424242,0.6329749103942652,0.7467411545623837,0.655234984576302,0.8872473118279569,0.81,0.8377191072400655,0.81,0.4809868552044334
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'saga'}",MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9477124183006536,0.8100558659217877,0.8734939759036144,0.2765957446808511,0.6190476190476191,0.3823529411764705,0.6121540814907523,0.7145517424847034,0.6279234585400425,0.8772451675705742,0.79,0.8219241672572644,0.79,0.4489501064050997
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'saga'}",MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9803921568627452,0.8379888268156425,0.9036144578313252,0.3829787234042553,0.8571428571428571,0.5294117647058824,0.6816854401335002,0.8475658419792498,0.7165131112686038,0.9176637463496036,0.84,0.8643231750531537,0.84,0.7299742913094897
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.943661971830986,0.7486033519553073,0.8348909657320871,0.2241379310344827,0.6190476190476191,0.3291139240506329,0.5838999514327343,0.6838254855014632,0.58200244489136,0.868111947547353,0.735,0.7817843763555343,0.735,0.4330444507307597
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9517241379310344,0.770949720670391,0.8518518518518519,0.2545454545454545,0.6666666666666666,0.3684210526315789,0.6031347962382445,0.7188081936685289,0.6101364522417154,0.8785203761755486,0.76,0.8010916179337232,0.76,0.4635201055777053
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.9746835443037974,0.8603351955307262,0.913946587537092,0.4047619047619047,0.8095238095238095,0.5396825396825397,0.6897227245328511,0.8349295025272678,0.7268145636098158,0.9148417721518988,0.855,0.8746488625123641,0.855,0.723945521506497
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'liblinear'}",MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.7332126907788192
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.727023359925701
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9806451612903224,0.8491620111731844,0.9101796407185628,0.4,0.8571428571428571,0.5454545454545455,0.6903225806451613,0.8531524341580208,0.7278170930865542,0.9196774193548388,0.85,0.8718835057158413,0.85,0.7274739290260077
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9746835443037974,0.8603351955307262,0.913946587537092,0.4047619047619047,0.8095238095238095,0.5396825396825397,0.6897227245328511,0.8349295025272678,0.7268145636098158,0.9148417721518988,0.855,0.8746488625123641,0.855,0.7220771022552619
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'liblinear'}",MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9751552795031057,0.8770949720670391,0.923529411764706,0.4358974358974359,0.8095238095238095,0.5666666666666667,0.7055263577002707,0.8433093907954243,0.7450980392156863,0.9185332059245104,0.87,0.8860588235294118,0.87,0.7223304559065193
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'liblinear'}",MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.922077922077922,0.7932960893854749,0.8528528528528528,0.1956521739130435,0.4285714285714285,0.2686567164179104,0.5588650479954828,0.6109337589784517,0.5607547846353816,0.8458032185206098,0.755,0.7915122585271839,0.755,0.3909378187074838
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.951219512195122,0.8715083798882681,0.9096209912536444,0.3611111111111111,0.6190476190476191,0.4561403508771929,0.6561653116531165,0.7452779994679436,0.6828806710654186,0.8892581300813007,0.845,0.8620055240141169,0.845,0.4771539719285457
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'saga'}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9466666666666668,0.7932960893854749,0.8632218844984803,0.26,0.6190476190476191,0.3661971830985915,0.6033333333333333,0.7061718542165469,0.6147095337985359,0.8745666666666666,0.775,0.811034290851492,0.775,0.4426425010537917
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9808917197452228,0.8603351955307262,0.9166666666666666,0.4186046511627907,0.8571428571428571,0.5625000000000001,0.6997481854540069,0.8587390263367917,0.7395833333333334,0.9218515775440674,0.86,0.8794791666666666,0.86,0.7314355742296919
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'saga'}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9724137931034482,0.7877094972067039,0.8703703703703703,0.3090909090909091,0.8095238095238095,0.4473684210526316,0.6407523510971787,0.7986166533652568,0.6588693957115009,0.9027648902821316,0.79,0.8259551656920078,0.79,0.5566042601276561
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9694656488549618,0.7094972067039106,0.8193548387096773,0.2463768115942029,0.8095238095238095,0.3777777777777778,0.6079212302245823,0.75951050811386,0.5985663082437276,0.8935413209425821,0.72,0.7729892473118278,0.72,0.5225038967748405
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,UnderSampler,passthrough,passthrough,passthrough,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.7367775185165129
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9736842105263158,0.8268156424581006,0.8942598187311179,0.3541666666666667,0.8095238095238095,0.4927536231884058,0.6639254385964912,0.818169725990955,0.6935067209597618,0.9086348684210526,0.825,0.8521016681991332,0.825,0.7146858336319786
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9802631578947368,0.8324022346368715,0.9003021148036253,0.375,0.8571428571428571,0.5217391304347825,0.6776315789473684,0.8447725458898643,0.711020622619204,0.9167105263157894,0.835,0.8605530014448968,0.835,0.7100434112189753
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.7216056218154071
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.967948717948718,0.8435754189944135,0.9014925373134328,0.3636363636363636,0.7619047619047619,0.4923076923076923,0.6657925407925408,0.8027400904495876,0.6969001148105626,0.9044959207459208,0.835,0.85852812858783,0.835,0.7175312650246586
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'saga'}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9673202614379084,0.8268156424581006,0.8915662650602411,0.3404255319148936,0.7619047619047619,0.4705882352941176,0.653872896676401,0.7943602021814312,0.6810772501771793,0.901496314837992,0.82,0.847363571934798,0.82,0.7398573145865985
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,passtrough,KMeans,passthrough,passthrough,0.8934010152284264,0.9832402234636872,0.9361702127659576,0.0,0.0,0.0,0.4467005076142132,0.4916201117318435,0.4680851063829787,0.7995939086294416,0.88,0.8378723404255319,0.88,0.0759049615653389
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.8934010152284264,0.9832402234636872,0.9361702127659576,0.0,0.0,0.0,0.4467005076142132,0.4916201117318435,0.4680851063829787,0.7995939086294416,0.88,0.8378723404255319,0.88,0.181749097935791
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",MinMaxScaler,passtrough,KMeans,SelectKBest,passthrough,0.8939393939393939,0.988826815642458,0.9389920424403184,0.0,0.0,0.0,0.4469696969696969,0.494413407821229,0.4694960212201591,0.8000757575757576,0.885,0.8403978779840848,0.885,0.0559049615653389
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.93717277486911,1.0,0.9675675675675676,1.0,0.4285714285714285,0.6,0.968586387434555,0.7142857142857143,0.7837837837837838,0.9437696335078536,0.94,0.928972972972973,0.94,0.4489151408826112
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,passtrough,KMeans,SelectFpr,passthrough,0.8944723618090452,0.994413407821229,0.9417989417989416,0.0,0.0,0.0,0.4472361809045226,0.4972067039106145,0.4708994708994709,0.8005527638190955,0.89,0.8429100529100529,0.89,0.037037037037037
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'saga'}",MinMaxScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.8934010152284264,0.9832402234636872,0.9361702127659576,0.0,0.0,0.0,0.4467005076142132,0.4916201117318435,0.4680851063829787,0.7995939086294416,0.88,0.8378723404255319,0.88,0.1623069334933741
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,passtrough,passthrough,passthrough,passthrough,0.9565217391304348,0.9832402234636872,0.9696969696969696,0.8125,0.6190476190476191,0.7027027027027026,0.8845108695652174,0.801143921255653,0.8361998361998362,0.9413994565217392,0.945,0.9416625716625716,0.945,0.5916567386667745
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'saga'}",MinMaxScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.946524064171123,0.988826815642458,0.9672131147540984,0.8461538461538461,0.5238095238095238,0.6470588235294118,0.8963389551624845,0.756318169725991,0.807135969141755,0.935985191279309,0.94,0.9335969141755062,0.94,0.5588609383832674
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,passtrough,passthrough,SelectKBest,passthrough,0.9513513513513514,0.9832402234636872,0.9670329670329672,0.8,0.5714285714285714,0.6666666666666666,0.8756756756756757,0.7773343974461293,0.8168498168498168,0.9354594594594596,0.94,0.9354945054945056,0.94,0.5930950185415964
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.945945945945946,0.9776536312849162,0.9615384615384616,0.7333333333333333,0.5238095238095238,0.611111111111111,0.8396396396396396,0.7507315775472201,0.7863247863247863,0.9236216216216216,0.93,0.9247435897435898,0.93,0.6449678242737993
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,passtrough,passthrough,SelectFpr,passthrough,0.946236559139785,0.9832402234636872,0.9643835616438357,0.7857142857142857,0.5238095238095238,0.6285714285714286,0.8659754224270353,0.7535248736366055,0.7964774951076321,0.9293817204301076,0.935,0.9291232876712328,0.935,0.5930950185415964
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",MinMaxScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.95,0.9553072625698324,0.9526462395543176,0.6,0.5714285714285714,0.5853658536585366,0.7749999999999999,0.7633679169992019,0.769006046606427,0.91325,0.915,0.9140817990352604,0.915,0.5886695952716823
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'saga'}",RobustScaler,OverSampler,KMeans,passthrough,passthrough,0.9805194805194806,0.8435754189944135,0.9069069069069068,0.391304347826087,0.8571428571428571,0.5373134328358209,0.6859119141727837,0.8503591380686353,0.7221101698713639,0.9186518915866742,0.845,0.8680995921294428,0.845,0.7512899916380614
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'liblinear'}",RobustScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9817073170731708,0.8994413407821229,0.9387755102040816,0.5,0.8571428571428571,0.631578947368421,0.7408536585365854,0.87829209896249,0.7851772287862513,0.9311280487804878,0.895,0.9065198711063374,0.895,0.5995147327695655
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.7597527472527472
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'liblinear'}",RobustScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.972027972027972,0.776536312849162,0.8633540372670808,0.2982456140350877,0.8095238095238095,0.4358974358974358,0.6351367930315298,0.7930300611864858,0.6496257365822583,0.9012808244387192,0.78,0.8184710941232681,0.78,0.6694473220909717
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9869281045751634,0.8435754189944135,0.9096385542168676,0.4042553191489361,0.9047619047619048,0.5588235294117647,0.6955917118620498,0.8741686618781591,0.7342310418143161,0.9257474621054096,0.85,0.8728029766123317,0.85,0.7683338621717787
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",RobustScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9518072289156626,0.88268156424581,0.9159420289855073,0.3823529411764705,0.6190476190476191,0.4727272727272727,0.6670800850460665,0.7508645916467145,0.6943346508563899,0.8920145287030475,0.855,0.8694044795783925,0.855,0.6030417621594093
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,OverSampler,passthrough,passthrough,passthrough,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.7776517586621237
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9813664596273292,0.88268156424581,0.9294117647058824,0.4615384615384615,0.8571428571428571,0.6,0.7214524605828954,0.8699122106943336,0.7647058823529411,0.926784519827998,0.88,0.8948235294117647,0.88,0.7748735142755071
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,OverSampler,passthrough,SelectKBest,passthrough,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7818149599267743
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'liblinear'}",RobustScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.7476753747991938
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,OverSampler,passthrough,SelectFpr,passthrough,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.7744795245320388
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7747260516083422
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'saga'}",RobustScaler,UnderSampler,KMeans,passthrough,passthrough,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7312070645403979
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'liblinear'}",RobustScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9515151515151516,0.8770949720670391,0.9127906976744188,0.3714285714285714,0.6190476190476191,0.4642857142857143,0.6614718614718615,0.7480712955573291,0.6885382059800664,0.8906060606060606,0.85,0.8656976744186048,0.85,0.6298873332331977
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'liblinear'}",RobustScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.993421052631579,0.8435754189944135,0.9123867069486404,0.4166666666666667,0.9523809523809524,0.5797101449275361,0.7050438596491229,0.897978185687683,0.7460484259380884,0.9328618421052632,0.855,0.8774556679364245,0.855,0.7245445344129554
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'liblinear'}",RobustScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.6639736959758464
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'saga'}",RobustScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.986842105263158,0.8379888268156425,0.9063444108761328,0.3958333333333333,0.9047619047619048,0.5507246376811594,0.6913377192982456,0.8713753657887736,0.7285345242786462,0.9247861842105264,0.845,0.8690043346906607,0.845,0.7478489470971791
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",RobustScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9634146341463414,0.88268156424581,0.9212827988338192,0.4166666666666667,0.7142857142857143,0.5263157894736842,0.6900406504065041,0.7984836392657622,0.7237992941537517,0.9060060975609756,0.865,0.879811262851005,0.865,0.6827602939580261
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",RobustScaler,UnderSampler,passthrough,passthrough,passthrough,0.98125,0.8770949720670391,0.9262536873156344,0.45,0.8571428571428571,0.5901639344262294,0.715625,0.867118914604948,0.7582088108709318,0.9254687499999998,0.875,0.8909642632622469,0.875,0.7668486355233344
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l2', 'solver': 'liblinear'}",RobustScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9808917197452228,0.8603351955307262,0.9166666666666666,0.4186046511627907,0.8571428571428571,0.5625000000000001,0.6997481854540069,0.8587390263367917,0.7395833333333334,0.9218515775440674,0.86,0.8794791666666666,0.86,0.7691700837939026
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",RobustScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7554489808363677
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",RobustScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9934640522875816,0.8491620111731844,0.9156626506024096,0.425531914893617,0.9523809523809524,0.5882352941176471,0.7094979835905993,0.9007714817770685,0.7519489723600283,0.9338311778612156,0.86,0.8812827781715095,0.86,0.7359684534511551
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'saga'}",RobustScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.7537496252385179
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",RobustScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.98,0.8212290502793296,0.8936170212765957,0.36,0.8571428571428571,0.5070422535211268,0.6699999999999999,0.8391859537110933,0.7003296373988612,0.9149,0.825,0.8530266706622714,0.825,0.7539069984364437
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,passtrough,KMeans,passthrough,passthrough,0.898989898989899,0.994413407821229,0.9442970822281168,0.5,0.0476190476190476,0.0869565217391304,0.6994949494949495,0.5210162277201383,0.5156268019836235,0.8570959595959596,0.895,0.8542763233767733,0.895,0.260515342992918
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.917948717948718,1.0,0.9572192513368984,1.0,0.238095238095238,0.3846153846153846,0.9589743589743588,0.6190476190476191,0.6709173179761415,0.9265641025641024,0.92,0.8970958453311394,0.92,0.2575134894896563
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",RobustScaler,passtrough,KMeans,SelectKBest,passthrough,0.9263157894736842,0.9832402234636872,0.9539295392953928,0.7,0.3333333333333333,0.4516129032258064,0.8131578947368421,0.6582867783985102,0.7027712212605997,0.9025526315789472,0.915,0.9011862925080862,0.915,0.2704815841282985
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9322916666666666,1.0,0.9649595687331536,1.0,0.3809523809523809,0.5517241379310345,0.9661458333333331,0.6904761904761905,0.758341853332094,0.9394010416666666,0.935,0.9215698484989312,0.935,0.4427877603613554
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,passtrough,KMeans,SelectFpr,passthrough,0.9312169312169312,0.9832402234636872,0.9565217391304348,0.7272727272727273,0.3809523809523809,0.5,0.8292448292448292,0.682096302208034,0.7282608695652174,0.9098027898027898,0.92,0.9085869565217392,0.92,0.2887788128602428
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",RobustScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.904040404040404,1.0,0.9496021220159152,1.0,0.0952380952380952,0.1739130434782608,0.952020202020202,0.5476190476190477,0.561757582747088,0.9141161616161616,0.905,0.8681547687694615,0.905,0.3464646786457669
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",RobustScaler,passtrough,passthrough,passthrough,passthrough,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.5656703720508167
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",RobustScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9562841530054644,0.9776536312849162,0.9668508287292816,0.7647058823529411,0.6190476190476191,0.6842105263157895,0.8604950176792028,0.7983506251662676,0.8255306775225356,0.9361684345869494,0.94,0.9371735969758652,0.94,0.590018983600479
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,passtrough,passthrough,SelectKBest,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.5620908603416332
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.93717277486911,1.0,0.9675675675675676,1.0,0.4285714285714285,0.6,0.968586387434555,0.7142857142857143,0.7837837837837838,0.9437696335078536,0.94,0.928972972972973,0.94,0.5205945899230835
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,passtrough,passthrough,SelectFpr,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.5599929582437311
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}",RobustScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9562841530054644,0.9776536312849162,0.9668508287292816,0.7647058823529411,0.6190476190476191,0.6842105263157895,0.8604950176792028,0.7983506251662676,0.8255306775225356,0.9361684345869494,0.94,0.9371735969758652,0.94,0.5559839950550624
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'liblinear'}",MaxAbsScaler,OverSampler,KMeans,passthrough,passthrough,0.9263803680981596,0.8435754189944135,0.8830409356725147,0.2432432432432432,0.4285714285714285,0.3103448275862069,0.5848118056707013,0.636073423782921,0.5966928816293608,0.8546509699883933,0.8,0.8229078443234524,0.8,0.3820409220409221
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'liblinear'}",MaxAbsScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9602649006622516,0.8100558659217877,0.8787878787878789,0.3061224489795918,0.7142857142857143,0.4285714285714285,0.6331936748209217,0.762170790103751,0.6536796536796537,0.8915799432355723,0.8,0.8315151515151515,0.8,0.4752725771458098
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'saga'}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9444444444444444,0.7597765363128491,0.8421052631578947,0.2321428571428571,0.6190476190476191,0.3376623376623376,0.5882936507936508,0.6894120776802342,0.5898838004101161,0.8696527777777777,0.745,0.7891387559808613,0.745,0.4278414376014907
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.972972972972973,0.8044692737430168,0.8807339449541285,0.3269230769230769,0.8095238095238095,0.4657534246575343,0.649948024948025,0.8069965416334132,0.6732436848058314,0.905137733887734,0.805,0.8371609903229862,0.805,0.6920530607277595
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9197530864197532,0.8324022346368715,0.8739002932551319,0.2105263157894736,0.3809523809523809,0.2711864406779661,0.5651397011046133,0.6066773077946261,0.572543366966549,0.8452842755035738,0.785,0.8106153387345294,0.785,0.4076644700748001
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'liblinear'}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.949685534591195,0.8435754189944135,0.8934911242603552,0.3170731707317073,0.6190476190476191,0.4193548387096774,0.6333793526614512,0.7313115190210162,0.6564229814850162,0.8832612363859488,0.82,0.8437068142775339,0.82,0.4466715916753605
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",MaxAbsScaler,OverSampler,passthrough,passthrough,passthrough,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.7280400068506712
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'liblinear'}",MaxAbsScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.7264885185937817
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9746835443037974,0.8603351955307262,0.913946587537092,0.4047619047619047,0.8095238095238095,0.5396825396825397,0.6897227245328511,0.8349295025272678,0.7268145636098158,0.9148417721518988,0.855,0.8746488625123641,0.855,0.7289052200685033
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9801324503311258,0.8268156424581006,0.896969696969697,0.3673469387755102,0.8571428571428571,0.5142857142857143,0.6737396945533181,0.8419792498004788,0.7056277056277056,0.9157899716177864,0.83,0.8567878787878789,0.83,0.7161285259750733
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'liblinear'}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.7257070610484264
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.975,0.8715083798882681,0.9203539823008848,0.425,0.8095238095238095,0.5573770491803278,0.7,0.8405160947060388,0.7388655157406063,0.91725,0.865,0.8822414043232264,0.865,0.7150877192982457
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'liblinear'}",MaxAbsScaler,UnderSampler,KMeans,passthrough,passthrough,0.935483870967742,0.4860335195530726,0.6397058823529411,0.1401869158878504,0.7142857142857143,0.2343749999999999,0.5378353934277962,0.6001596169193935,0.4370404411764705,0.8519776906843533,0.51,0.5971461397058824,0.51,0.3659489135253606
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",MaxAbsScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9659863945578232,0.7932960893854749,0.8711656441717791,0.3018867924528302,0.7619047619047619,0.4324324324324324,0.6339365935053266,0.7776004256451183,0.6517990383021057,0.8962559363367988,0.79,0.8250986569391477,0.79,0.4825135953018987
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'saga'}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9365079365079364,0.659217877094972,0.7737704918032786,0.1756756756756756,0.6190476190476191,0.2736842105263158,0.5560918060918061,0.6391327480712956,0.5237273511647972,0.8566205491205491,0.655,0.7212614322691975,0.655,0.4542155903457273
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.961038961038961,0.8268156424581006,0.8888888888888888,0.3260869565217391,0.7142857142857143,0.4477611940298507,0.6435629587803501,0.7705506783719074,0.6683250414593698,0.8943690005646527,0.815,0.8425704809286898,0.815,0.6506560347873618
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9411764705882352,0.8044692737430168,0.8674698795180723,0.2553191489361702,0.5714285714285714,0.3529411764705882,0.5982478097622027,0.6879489225857941,0.6102055279943303,0.8691614518147684,0.78,0.8134443656980865,0.78,0.4964339115250756
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l2', 'solver': 'saga'}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9415584415584416,0.8100558659217877,0.8708708708708709,0.2608695652173913,0.5714285714285714,0.3582089552238805,0.6012140033879164,0.6907422186751795,0.6145399130473757,0.8700861095426313,0.785,0.817041369727937,0.785,0.4756951577882011
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",MaxAbsScaler,UnderSampler,passthrough,passthrough,passthrough,0.9805194805194806,0.8435754189944135,0.9069069069069068,0.391304347826087,0.8571428571428571,0.5373134328358209,0.6859119141727837,0.8503591380686353,0.7221101698713639,0.9186518915866742,0.845,0.8680995921294428,0.845,0.7115026093506218
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",MaxAbsScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.974025974025974,0.8379888268156425,0.9009009009009008,0.3695652173913043,0.8095238095238095,0.5074626865671641,0.6717955957086392,0.823756318169726,0.7041817937340324,0.9105575945793336,0.835,0.8595898883958586,0.835,0.698651546956032
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'saga'}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.716602247717938
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9681528662420382,0.8491620111731844,0.9047619047619048,0.3720930232558139,0.7619047619047619,0.5,0.6701229447489261,0.8055333865389731,0.7023809523809523,0.9055665827284848,0.84,0.8622619047619048,0.84,0.7530448937342894
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l2', 'solver': 'saga'}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9805194805194806,0.8435754189944135,0.9069069069069068,0.391304347826087,0.8571428571428571,0.5373134328358209,0.6859119141727837,0.8503591380686353,0.7221101698713639,0.9186518915866742,0.845,0.8680995921294428,0.845,0.7060927382245132
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.958904109589041,0.7821229050279329,0.8615384615384616,0.2777777777777778,0.7142857142857143,0.4,0.6183409436834094,0.7482043096568236,0.6307692307692307,0.8873858447488584,0.775,0.8130769230769233,0.775,0.7127033269448131
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,KMeans,passthrough,passthrough,0.8934010152284264,0.9832402234636872,0.9361702127659576,0.0,0.0,0.0,0.4467005076142132,0.4916201117318435,0.4680851063829787,0.7995939086294416,0.88,0.8378723404255319,0.88,0.037037037037037
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 1, 'penalty': 'l1', 'solver': 'saga'}",MaxAbsScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.8939393939393939,0.988826815642458,0.9389920424403184,0.0,0.0,0.0,0.4469696969696969,0.494413407821229,0.4694960212201591,0.8000757575757576,0.885,0.8403978779840848,0.885,0.1099470899470899
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.8939393939393939,0.988826815642458,0.9389920424403184,0.0,0.0,0.0,0.4469696969696969,0.494413407821229,0.4694960212201591,0.8000757575757576,0.885,0.8403978779840848,0.885,0.0188679245283018
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.3712810802281283
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 0.1, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.8934010152284264,0.9832402234636872,0.9361702127659576,0.0,0.0,0.0,0.4467005076142132,0.4916201117318435,0.4680851063829787,0.7995939086294416,0.88,0.8378723404255319,0.88,0.144194801041619
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.9565217391304348,0.9832402234636872,0.9696969696969696,0.8125,0.6190476190476191,0.7027027027027026,0.8845108695652174,0.801143921255653,0.8361998361998362,0.9413994565217392,0.945,0.9416625716625716,0.945,0.5916567386667745
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.946236559139785,0.9832402234636872,0.9643835616438357,0.7857142857142857,0.5238095238095238,0.6285714285714286,0.8659754224270353,0.7535248736366055,0.7964774951076321,0.9293817204301076,0.935,0.9291232876712328,0.935,0.5614288559947903
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 10, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9513513513513514,0.9832402234636872,0.9670329670329672,0.8,0.5714285714285714,0.6666666666666666,0.8756756756756757,0.7773343974461293,0.8168498168498168,0.9354594594594596,0.94,0.9354945054945056,0.94,0.5930950185415964
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'saga'}",MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.946236559139785,0.9832402234636872,0.9643835616438357,0.7857142857142857,0.5238095238095238,0.6285714285714286,0.8659754224270353,0.7535248736366055,0.7964774951076321,0.9293817204301076,0.935,0.9291232876712328,0.935,0.6355608746880421
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l2', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.946236559139785,0.9832402234636872,0.9643835616438357,0.7857142857142857,0.5238095238095238,0.6285714285714286,0.8659754224270353,0.7535248736366055,0.7964774951076321,0.9293817204301076,0.935,0.9291232876712328,0.935,0.5944170703660279
LogisticRegression,"{'C': [0.1, 1, 10, 100], 'penalty': ['l1', 'l2'], 'solver': ['liblinear', 'saga']}","{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}",MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9456521739130436,0.9720670391061452,0.9586776859504132,0.6875,0.5238095238095238,0.5945945945945946,0.8165760869565217,0.7479382814578346,0.7766361402725039,0.918546195652174,0.925,0.9204489613580524,0.925,0.6058658630184832
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 3, 'splitter': 'best'}",StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7306985825368816
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'random'}",StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.6060452586768376
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 3, 'splitter': 'best'}",StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7345309009679821
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 3, 'splitter': 'best'}",StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,1.0,0.7094972067039106,0.8300653594771241,0.2876712328767123,1.0,0.4468085106382978,0.6438356164383562,0.8547486033519553,0.638436935057711,0.9252054794520548,0.74,0.7898233903490474,0.74,0.6441492571625622
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 3, 'splitter': 'best'}",StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9875776397515528,0.888268156424581,0.9352941176470588,0.4871794871794871,0.9047619047619048,0.6333333333333333,0.73737856346552,0.8965150305932429,0.7843137254901961,0.935035833731486,0.89,0.9035882352941176,0.89,0.7497004663774686
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'best'}",StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9464285714285714,0.888268156424581,0.9164265129682996,0.375,0.5714285714285714,0.4528301886792453,0.6607142857142857,0.7298483639265763,0.6846283508237725,0.8864285714285713,0.855,0.867748898917949,0.855,0.6591965767863156
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9877300613496932,0.8994413407821229,0.9415204678362572,0.5135135135135135,0.9047619047619048,0.6551724137931034,0.7506217874316033,0.9021016227720138,0.7983464408146803,0.9379373238268944,0.9,0.911453922161726,0.9,0.7551762753375655
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 5, 'splitter': 'best'}",StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.7364907464536632
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9763313609467456,0.9217877094972068,0.9482758620689654,0.5483870967741935,0.8095238095238095,0.6538461538461537,0.7623592288604695,0.8656557595105081,0.8010610079575595,0.9313972132086276,0.91,0.91736074270557,0.91,0.7694574794574793
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'best'}",StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9883040935672516,0.9441340782122905,0.9657142857142856,0.6551724137931034,0.9047619047619048,0.7599999999999999,0.8217382536801774,0.9244479914870976,0.8628571428571428,0.953325267190966,0.94,0.9441142857142856,0.94,0.7423479571496349
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9770114942528736,0.9497206703910616,0.963172804532578,0.6538461538461539,0.8095238095238095,0.7234042553191489,0.8154288240495138,0.8796222399574355,0.8432885299258635,0.943079133510168,0.935,0.937997106865168,0.935,0.7101266945869364
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'best'}",StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.96875,0.8659217877094972,0.9144542772861356,0.4,0.7619047619047619,0.5245901639344264,0.684375,0.8139132748071296,0.719522220610281,0.90903125,0.855,0.8735185453842063,0.855,0.6941807851942573
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'best'}",StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.6907817211773835
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",StandardScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9602649006622516,0.8100558659217877,0.8787878787878789,0.3061224489795918,0.7142857142857143,0.4285714285714285,0.6331936748209217,0.762170790103751,0.6536796536796537,0.8915799432355723,0.8,0.8315151515151515,0.8,0.634884828290409
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'best'}",StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.98125,0.8770949720670391,0.9262536873156344,0.45,0.8571428571428571,0.5901639344262294,0.715625,0.867118914604948,0.7582088108709318,0.9254687499999998,0.875,0.8909642632622469,0.875,0.7274773136812845
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'random'}",StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9727272727272728,0.5977653631284916,0.7404844290657441,0.2,0.8571428571428571,0.3243243243243243,0.5863636363636364,0.7274541101356744,0.5324043766950342,0.8915909090909091,0.625,0.6967876180678949,0.625,0.6225474513637407
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'random'}",StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9736842105263158,0.8268156424581006,0.8942598187311179,0.3541666666666667,0.8095238095238095,0.4927536231884058,0.6639254385964912,0.818169725990955,0.6935067209597618,0.9086348684210526,0.825,0.8521016681991332,0.825,0.7026628404985182
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 5, 'splitter': 'random'}",StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9649122807017544,0.9217877094972068,0.9428571428571428,0.5172413793103449,0.7142857142857143,0.6000000000000001,0.7410768300060496,0.8180367118914604,0.7714285714285715,0.9179068360556564,0.9,0.9068571428571428,0.9,0.6671216763322027
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9931972789115646,0.8156424581005587,0.8957055214723927,0.3773584905660377,0.9523809523809524,0.5405405405405405,0.6852778847388012,0.8840117052407555,0.7181230310064666,0.9285342061352844,0.83,0.8584131984745482,0.83,0.6598798332128941
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'random'}",StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.658432177835032
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 5, 'splitter': 'best'}",StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9925925925925926,0.7486033519553073,0.8535031847133759,0.3076923076923077,0.9523809523809524,0.4651162790697675,0.6501424501424502,0.8504921521681298,0.6593097318915717,0.9206780626780626,0.77,0.812722559620797,0.77,0.6915770651545021
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'random'}",StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9702380952380952,0.9106145251396648,0.9394812680115272,0.5,0.7619047619047619,0.6037735849056604,0.7351190476190477,0.8362596435222134,0.7716274264585938,0.9208630952380952,0.895,0.9042319612854114,0.895,0.6706937855161244
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'random'}",StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9644970414201184,0.9106145251396648,0.9367816091954024,0.4838709677419355,0.7142857142857143,0.5769230769230769,0.7241840045810269,0.8124501197126895,0.7568523430592395,0.9140313036839092,0.89,0.898996463306808,0.89,0.6946391745496754
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'random'}",StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9859154929577464,0.7821229050279329,0.8722741433021807,0.3275862068965517,0.9047619047619048,0.481012658227848,0.656750849927149,0.8434424048949188,0.6766434007650144,0.916790917921321,0.795,0.8311916873693757,0.795,0.7002860487641718
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",StandardScaler,passtrough,KMeans,passthrough,passthrough,0.9411764705882352,0.9832402234636872,0.9617486338797812,0.7692307692307693,0.4761904761904761,0.588235294117647,0.8552036199095023,0.7297153498270816,0.7749919639987142,0.9231221719457012,0.93,0.9225297332047572,0.93,0.5835654409967568
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9456521739130436,0.9720670391061452,0.9586776859504132,0.6875,0.5238095238095238,0.5945945945945946,0.8165760869565217,0.7479382814578346,0.7766361402725039,0.918546195652174,0.925,0.9204489613580524,0.925,0.5217117870299653
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.946524064171123,0.988826815642458,0.9672131147540984,0.8461538461538461,0.5238095238095238,0.6470588235294118,0.8963389551624845,0.756318169725991,0.807135969141755,0.935985191279309,0.94,0.9335969141755062,0.94,0.5695648589306326
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'best'}",StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9565217391304348,0.9832402234636872,0.9696969696969696,0.8125,0.6190476190476191,0.7027027027027026,0.8845108695652174,0.801143921255653,0.8361998361998362,0.9413994565217392,0.945,0.9416625716625716,0.945,0.617760474601409
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.9365079365079364,0.988826815642458,0.9619565217391304,0.8181818181818182,0.4285714285714285,0.5625,0.8773448773448773,0.7086991221069433,0.7622282608695652,0.924083694083694,0.93,0.9200135869565216,0.93,0.5998377676833225
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9615384615384616,0.9776536312849162,0.9695290858725762,0.7777777777777778,0.6666666666666666,0.717948717948718,0.8696581196581197,0.8221601489757915,0.8437389019106472,0.9422435897435898,0.945,0.9431131472405712,0.945,0.4622390014984701
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",StandardScaler,passtrough,passthrough,passthrough,passthrough,0.9775280898876404,0.9720670391061452,0.9747899159663864,0.7727272727272727,0.8095238095238095,0.7906976744186046,0.8751276813074566,0.8907954243149774,0.8827437951924955,0.9560240040858018,0.955,0.9554602306038692,0.955,0.7139248698570733
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9613259668508288,0.9720670391061452,0.9666666666666666,0.7368421052631579,0.6666666666666666,0.7,0.8490840360569933,0.819366852886406,0.8333333333333333,0.9377551613841232,0.94,0.9386666666666664,0.94,0.6787665886026542
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7093213309914128
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'random'}",StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.6700138342322469
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.9666666666666668,0.9720670391061452,0.9693593314763232,0.75,0.7142857142857143,0.7317073170731706,0.8583333333333334,0.8431763766959297,0.8505333242747468,0.9439166666666666,0.945,0.9444058699639922,0.945,0.7270110032804811
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9613259668508288,0.9720670391061452,0.9666666666666666,0.7368421052631579,0.6666666666666666,0.7,0.8490840360569933,0.819366852886406,0.8333333333333333,0.9377551613841232,0.94,0.9386666666666664,0.94,0.6868238911552634
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'random'}",MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.9125,0.8156424581005587,0.8613569321533923,0.175,0.3333333333333333,0.2295081967213114,0.54375,0.574487895716946,0.5454325644373519,0.8350625,0.765,0.7950128149330237,0.765,0.359935296380444
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 3, 'splitter': 'best'}",MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9621212121212122,0.7094972067039106,0.8167202572347267,0.2352941176470588,0.7619047619047619,0.3595505617977527,0.5987076648841355,0.7357009843043363,0.5881354095162398,0.885804367201426,0.715,0.7687174392138445,0.715,0.4933182873474012
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 5, 'splitter': 'best'}",MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9673202614379084,0.8268156424581006,0.8915662650602411,0.3404255319148936,0.7619047619047619,0.4705882352941176,0.653872896676401,0.7943602021814312,0.6810772501771793,0.901496314837992,0.82,0.847363571934798,0.82,0.5637136666617485
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 5, 'splitter': 'best'}",MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9649122807017544,0.9217877094972068,0.9428571428571428,0.5172413793103449,0.7142857142857143,0.6000000000000001,0.7410768300060496,0.8180367118914604,0.7714285714285715,0.9179068360556564,0.9,0.9068571428571428,0.9,0.6953439315347494
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 5, 'splitter': 'best'}",MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9533333333333334,0.7988826815642458,0.8693009118541033,0.28,0.6666666666666666,0.3943661971830986,0.6166666666666667,0.7327746741154562,0.6318335545186009,0.8826333333333334,0.785,0.8194327668136477,0.785,0.4737900031003479
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 5, 'splitter': 'random'}",MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9533333333333334,0.7988826815642458,0.8693009118541033,0.28,0.6666666666666666,0.3943661971830986,0.6166666666666667,0.7327746741154562,0.6318335545186009,0.8826333333333334,0.785,0.8194327668136477,0.785,0.4788126819678503
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'best'}",MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.9883720930232558,0.9497206703910616,0.9686609686609686,0.6785714285714286,0.9047619047619048,0.7755102040816326,0.8334717607973422,0.927241287576483,0.8720855863713006,0.955843023255814,0.945,0.9483801383801383,0.945,0.752939789132877
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'random'}",MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9602272727272728,0.9441340782122905,0.952112676056338,0.5833333333333334,0.6666666666666666,0.6222222222222222,0.771780303030303,0.8054003724394785,0.7871674491392802,0.9206534090909092,0.915,0.9174741784037558,0.915,0.7014275848102318
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9824561403508772,0.9385474860335196,0.96,0.6206896551724138,0.8571428571428571,0.7200000000000001,0.8015728977616454,0.8978451715881883,0.8400000000000001,0.9444706594071386,0.93,0.9348,0.93,0.7496736080701926
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 5, 'splitter': 'best'}",MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.7447047243242307
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'best'}",MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9827586206896552,0.9553072625698324,0.9688385269121812,0.6923076923076923,0.8571428571428571,0.7659574468085107,0.8375331564986737,0.9062250598563448,0.867397986860346,0.952261273209549,0.945,0.9475360135012956,0.945,0.7583844348550232
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'best'}",MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9763313609467456,0.9217877094972068,0.9482758620689654,0.5483870967741935,0.8095238095238095,0.6538461538461537,0.7623592288604695,0.8656557595105081,0.8010610079575595,0.9313972132086276,0.91,0.91736074270557,0.91,0.6895151011719884
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'best'}",MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.9365079365079364,0.659217877094972,0.7737704918032786,0.1756756756756756,0.6190476190476191,0.2736842105263158,0.5560918060918061,0.6391327480712956,0.5237273511647972,0.8566205491205491,0.655,0.7212614322691975,0.655,0.4548278411890366
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9507042253521126,0.7541899441340782,0.8411214953271028,0.2413793103448276,0.6666666666666666,0.3544303797468354,0.5960417678484701,0.7104283054003724,0.5977759375369691,0.8762251092763477,0.745,0.7900189281911747,0.745,0.480867005953146
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9847328244274808,0.7206703910614525,0.8322580645161289,0.2753623188405797,0.9047619047619048,0.4222222222222222,0.6300475716340304,0.8127161479116787,0.6272401433691756,0.9102489213408564,0.74,0.7892043010752688,0.74,0.5283993212669683
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9858156028368794,0.776536312849162,0.86875,0.3220338983050847,0.9047619047619048,0.475,0.6539247505709821,0.8406491088055335,0.671875,0.9161185238610412,0.79,0.8274062499999999,0.79,0.6484381845673843
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9714285714285714,0.7597765363128491,0.8526645768025078,0.2833333333333333,0.8095238095238095,0.419753086419753,0.6273809523809524,0.7846501729183293,0.6362088316111304,0.8991785714285713,0.765,0.8072088703123186,0.765,0.5866373246978955
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'random'}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.959731543624161,0.7988826815642458,0.8719512195121952,0.2941176470588235,0.7142857142857143,0.4166666666666667,0.6269245953414923,0.7565841979249801,0.644308943089431,0.8898420844848006,0.79,0.8241463414634147,0.79,0.5536263014384251
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MinMaxScaler,UnderSampler,passthrough,passthrough,passthrough,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.7134776976792095
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'random'}",MinMaxScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9751552795031057,0.8770949720670391,0.923529411764706,0.4358974358974359,0.8095238095238095,0.5666666666666667,0.7055263577002707,0.8433093907954243,0.7450980392156863,0.9185332059245104,0.87,0.8860588235294118,0.87,0.6882604377201474
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9657142857142856,0.9441340782122905,0.9548022598870056,0.6,0.7142857142857143,0.6521739130434783,0.7828571428571429,0.8292098962490024,0.803488086465242,0.9273142857142856,0.92,0.9230262834684352,0.92,0.6934304834441634
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'random'}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.972972972972973,0.8044692737430168,0.8807339449541285,0.3269230769230769,0.8095238095238095,0.4657534246575343,0.649948024948025,0.8069965416334132,0.6732436848058314,0.905137733887734,0.805,0.8371609903229862,0.805,0.7239970832878091
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.684590231958653
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'best'}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9733333333333334,0.8156424581005587,0.8875379939209727,0.34,0.8095238095238095,0.4788732394366197,0.6566666666666667,0.812583133812184,0.6832056166787962,0.9068333333333334,0.815,0.8446281947001156,0.815,0.6583239491143844
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'random'}",MinMaxScaler,passtrough,KMeans,passthrough,passthrough,0.9157894736842104,0.9720670391061452,0.943089430894309,0.5,0.238095238095238,0.3225806451612903,0.7078947368421052,0.6050811386006917,0.6328350380277996,0.8721315789473684,0.895,0.877936008392342,0.895,0.3127372269157439
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MinMaxScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9285714285714286,0.9441340782122905,0.9362880886426592,0.4444444444444444,0.3809523809523809,0.4102564102564102,0.6865079365079365,0.6625432295823357,0.6732722494495348,0.8777380952380953,0.885,0.8810547624121031,0.885,0.287145282652839
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'best'}",MinMaxScaler,passtrough,KMeans,SelectKBest,passthrough,0.9057591623036648,0.9664804469273744,0.9351351351351352,0.3333333333333333,0.1428571428571428,0.2,0.6195462478184991,0.5546687948922586,0.5675675675675675,0.8456544502617801,0.88,0.8579459459459459,0.88,0.359520741379455
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'random'}",MinMaxScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9456521739130436,0.9720670391061452,0.9586776859504132,0.6875,0.5238095238095238,0.5945945945945946,0.8165760869565217,0.7479382814578346,0.7766361402725039,0.918546195652174,0.925,0.9204489613580524,0.925,0.6155481977980565
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",MinMaxScaler,passtrough,KMeans,SelectFpr,passthrough,0.9105263157894736,0.9664804469273744,0.937669376693767,0.4,0.1904761904761904,0.2580645161290322,0.6552631578947369,0.5784783187017823,0.5978669464113997,0.856921052631579,0.885,0.8663108663344699,0.885,0.334792105744765
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",MinMaxScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9243243243243244,0.9553072625698324,0.9395604395604396,0.4666666666666667,0.3333333333333333,0.3888888888888889,0.6954954954954955,0.6443202979515829,0.6642246642246643,0.8762702702702703,0.89,0.8817399267399267,0.89,0.3501363837372666
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'best'}",MinMaxScaler,passtrough,passthrough,passthrough,passthrough,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7158444748959915
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",MinMaxScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9717514124293786,0.9608938547486032,0.9662921348314608,0.6956521739130435,0.7619047619047619,0.7272727272727272,0.833701793171211,0.8613993083266827,0.8467824310520939,0.9427609923851634,0.94,0.9411950970377936,0.94,0.7046714669665489
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",MinMaxScaler,passtrough,passthrough,SelectKBest,passthrough,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.7331247381650607
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",MinMaxScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7316531055723027
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",MinMaxScaler,passtrough,passthrough,SelectFpr,passthrough,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.7356888407291633
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MinMaxScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.967032967032967,0.9832402234636872,0.9750692520775622,0.8333333333333334,0.7142857142857143,0.7692307692307692,0.9001831501831502,0.8487629688747007,0.8721500106541658,0.9529945054945056,0.955,0.953456211378649,0.955,0.7017153097798259
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 5, 'splitter': 'best'}",RobustScaler,OverSampler,KMeans,passthrough,passthrough,0.9645390070921984,0.7597765363128491,0.85,0.2711864406779661,0.7619047619047619,0.4,0.6178627238850823,0.7608406491088056,0.625,0.8917369876187041,0.76,0.8027500000000001,0.76,0.6262763970836562
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 3, 'splitter': 'best'}",RobustScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9806451612903224,0.8491620111731844,0.9101796407185628,0.4,0.8571428571428571,0.5454545454545455,0.6903225806451613,0.8531524341580208,0.7278170930865542,0.9196774193548388,0.85,0.8718835057158413,0.85,0.5357017814849141
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'random'}",RobustScaler,OverSampler,KMeans,SelectKBest,passthrough,0.952054794520548,0.776536312849162,0.8553846153846154,0.2592592592592592,0.6666666666666666,0.3733333333333333,0.6056570268899036,0.7216014897579144,0.6143589743589744,0.8793112633181127,0.765,0.8047692307692309,0.765,0.6646471546893487
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'random'}",RobustScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9863945578231292,0.8100558659217877,0.8895705521472392,0.3584905660377358,0.9047619047619048,0.5135135135135135,0.6724425619304325,0.8574088853418462,0.7015420328303763,0.920464638685663,0.82,0.850084563090698,0.82,0.6175319579368704
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 5, 'splitter': 'best'}",RobustScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9753086419753086,0.88268156424581,0.9266862170087976,0.4473684210526316,0.8095238095238095,0.576271186440678,0.7113385315139701,0.8461026868848098,0.7514787017247379,0.9198749187784276,0.875,0.889892638799145,0.875,0.6889355606839074
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'random'}",RobustScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9319727891156464,0.7653631284916201,0.8404907975460123,0.2075471698113207,0.5238095238095238,0.2972972972972972,0.5697599794634836,0.644586326150572,0.5688940474216548,0.8559080990886921,0.74,0.7834554800198973,0.74,0.5244005143583989
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",RobustScaler,OverSampler,passthrough,passthrough,passthrough,0.9709302325581396,0.9329608938547486,0.9515669515669516,0.5714285714285714,0.7619047619047619,0.6530612244897959,0.7711794019933554,0.8474328278797552,0.8023140880283737,0.9289825581395348,0.915,0.9202238502238502,0.915,0.7513750954927426
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 5, 'splitter': 'best'}",RobustScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9936708860759492,0.8770949720670391,0.9317507418397626,0.4761904761904761,0.9523809523809524,0.634920634920635,0.7349306811332128,0.9147379622239956,0.7833356883801987,0.9393354430379746,0.885,0.9005835806132542,0.885,0.7288059384248132
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'random'}",RobustScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9931506849315068,0.8100558659217877,0.8923076923076924,0.3703703703703703,0.9523809523809524,0.5333333333333333,0.6817605276509386,0.88121840915137,0.7128205128205128,0.9277587519025876,0.825,0.8546153846153847,0.825,0.753160425970457
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",RobustScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9825581395348836,0.9441340782122905,0.9629629629629628,0.6428571428571429,0.8571428571428571,0.7346938775510204,0.8127076411960132,0.9006384676775738,0.8488284202569917,0.946889534883721,0.935,0.9389947089947088,0.935,0.7393366675028219
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",RobustScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9827586206896552,0.9553072625698324,0.9688385269121812,0.6923076923076923,0.8571428571428571,0.7659574468085107,0.8375331564986737,0.9062250598563448,0.867397986860346,0.952261273209549,0.945,0.9475360135012956,0.945,0.7750545502471013
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 5, 'splitter': 'best'}",RobustScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9935483870967742,0.8603351955307262,0.9221556886227544,0.4444444444444444,0.9523809523809524,0.6060606060606061,0.7189964157706092,0.9063580739558392,0.7641081473416802,0.9358924731182796,0.87,0.8889657049537288,0.87,0.7358416356855753
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 3, 'splitter': 'best'}",RobustScaler,UnderSampler,KMeans,passthrough,passthrough,0.9790209790209792,0.7821229050279329,0.8695652173913044,0.3157894736842105,0.8571428571428571,0.4615384615384615,0.6474052263525948,0.819632881085395,0.6655518394648829,0.9093816709606184,0.79,0.8267224080267559,0.79,0.6305993927032632
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 3, 'splitter': 'best'}",RobustScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9430379746835444,0.8324022346368715,0.884272997032641,0.2857142857142857,0.5714285714285714,0.3809523809523809,0.614376130198915,0.7019154030327215,0.632612688992511,0.8740189873417722,0.805,0.8314243323442136,0.805,0.5672739573723254
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'best'}",RobustScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.95,0.8491620111731844,0.8967551622418879,0.325,0.6190476190476191,0.4262295081967213,0.6375,0.7341048151104017,0.6614923352193046,0.8843749999999999,0.825,0.8473499685671455,0.825,0.6263585471741225
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 3, 'splitter': 'random'}",RobustScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,1.0,0.4972067039106145,0.664179104477612,0.1891891891891892,1.0,0.3181818181818182,0.5945945945945946,0.7486033519553073,0.491180461329715,0.9148648648648648,0.55,0.6278493894165537,0.55,0.574661432653761
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 5, 'splitter': 'best'}",RobustScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9746835443037974,0.8603351955307262,0.913946587537092,0.4047619047619047,0.8095238095238095,0.5396825396825397,0.6897227245328511,0.8349295025272678,0.7268145636098158,0.9148417721518988,0.855,0.8746488625123641,0.855,0.6094529781964415
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'random'}",RobustScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.950354609929078,0.7486033519553073,0.8375,0.2372881355932203,0.6666666666666666,0.35,0.5938213727611492,0.7076350093109869,0.59375,0.875482630123813,0.74,0.7863125,0.74,0.5673231346868118
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",RobustScaler,UnderSampler,passthrough,passthrough,passthrough,0.9793103448275862,0.7932960893854749,0.8765432098765431,0.3272727272727272,0.8571428571428571,0.4736842105263157,0.6532915360501568,0.825219473264166,0.6751137102014294,0.910846394984326,0.8,0.8342430149447693,0.8,0.7355054302422723
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",RobustScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9932432432432432,0.8212290502793296,0.8990825688073394,0.3846153846153846,0.9523809523809524,0.547945205479452,0.6889293139293139,0.886805001330141,0.7235138871433957,0.929337318087318,0.835,0.8622131456579112,0.835,0.643335305433135
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",RobustScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.7067790326217291
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'random'}",RobustScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.95,0.7430167597765364,0.8338557993730407,0.2333333333333333,0.6666666666666666,0.345679012345679,0.5916666666666667,0.7048417132216015,0.5897674058593598,0.8747499999999999,0.735,0.7825972367351678,0.735,0.6656332467899222
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'random'}",RobustScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9874213836477987,0.8770949720670391,0.9289940828402368,0.4634146341463415,0.9047619047619048,0.6129032258064516,0.7254180088970701,0.890928438414472,0.7709486543233441,0.9324006749501456,0.88,0.8958045428516893,0.88,0.6971832332366106
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'random'}",RobustScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.961038961038961,0.8268156424581006,0.8888888888888888,0.3260869565217391,0.7142857142857143,0.4477611940298507,0.6435629587803501,0.7705506783719074,0.6683250414593698,0.8943690005646527,0.815,0.8425704809286898,0.815,0.6750342269126802
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'random'}",RobustScaler,passtrough,KMeans,passthrough,passthrough,0.9251336898395722,0.9664804469273744,0.9453551912568308,0.5384615384615384,0.3333333333333333,0.4117647058823528,0.7317976141505553,0.6499068901303539,0.6785599485695918,0.8845331139448785,0.9,0.8893281902925105,0.9,0.4515845184752257
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'best'}",RobustScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9210526315789472,0.9776536312849162,0.948509485094851,0.6,0.2857142857142857,0.3870967741935483,0.7605263157894737,0.631683958499601,0.6678031296441996,0.8873421052631578,0.905,0.8895611504502142,0.905,0.3377090167669035
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",RobustScaler,passtrough,KMeans,SelectKBest,passthrough,0.9358288770053476,0.9776536312849162,0.9562841530054644,0.6923076923076923,0.4285714285714285,0.5294117647058824,0.8140682846565199,0.7031125299281724,0.7428479588556733,0.9102591526120938,0.92,0.9114625522340084,0.92,0.4597860201065953
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'random'}",RobustScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9726775956284152,0.994413407821229,0.9834254143646408,0.9411764705882352,0.7619047619047619,0.8421052631578947,0.9569270331083252,0.8781590848629954,0.9127653387612678,0.9693699774991964,0.97,0.9685867984879324,0.97,0.6239239813010306
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'random'}",RobustScaler,passtrough,KMeans,SelectFpr,passthrough,0.93048128342246,0.9720670391061452,0.9508196721311476,0.6153846153846154,0.3809523809523809,0.4705882352941176,0.7729329494035377,0.6765097100292631,0.7107039537126326,0.8973961332784863,0.91,0.9003953712632594,0.91,0.4753456221198157
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",RobustScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9251336898395722,0.9664804469273744,0.9453551912568308,0.5384615384615384,0.3333333333333333,0.4117647058823528,0.7317976141505553,0.6499068901303539,0.6785599485695918,0.8845331139448785,0.9,0.8893281902925105,0.9,0.4277119988527278
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",RobustScaler,passtrough,passthrough,passthrough,passthrough,0.9776536312849162,0.9776536312849162,0.9776536312849162,0.8095238095238095,0.8095238095238095,0.8095238095238095,0.8935887204043629,0.8935887204043629,0.8935887204043629,0.96,0.96,0.96,0.96,0.7212010212010213
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",RobustScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.967032967032967,0.9832402234636872,0.9750692520775622,0.8333333333333334,0.7142857142857143,0.7692307692307692,0.9001831501831502,0.8487629688747007,0.8721500106541658,0.9529945054945056,0.955,0.953456211378649,0.955,0.6872845733501471
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",RobustScaler,passtrough,passthrough,SelectKBest,passthrough,0.9719101123595506,0.9664804469273744,0.969187675070028,0.7272727272727273,0.7619047619047619,0.7441860465116279,0.849591419816139,0.8641926044160682,0.856686860790828,0.9462231869254342,0.945,0.9455625040713962,0.945,0.7428964444852746
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'best'}",RobustScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.6655549274543058
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",RobustScaler,passtrough,passthrough,SelectFpr,passthrough,0.9719101123595506,0.9664804469273744,0.969187675070028,0.7272727272727273,0.7619047619047619,0.7441860465116279,0.849591419816139,0.8641926044160682,0.856686860790828,0.9462231869254342,0.945,0.9455625040713962,0.945,0.721687783982866
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'random'}",RobustScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.945945945945946,0.9776536312849162,0.9615384615384616,0.7333333333333333,0.5238095238095238,0.611111111111111,0.8396396396396396,0.7507315775472201,0.7863247863247863,0.9236216216216216,0.93,0.9247435897435898,0.93,0.6887954486315142
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MaxAbsScaler,OverSampler,KMeans,passthrough,passthrough,0.9119496855345912,0.8100558659217877,0.8579881656804734,0.1707317073170731,0.3333333333333333,0.2258064516129032,0.5413406964258322,0.5716945996275605,0.5418973086466883,0.8341217978217519,0.76,0.7916090857033785,0.76,0.3821551516044769
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 3, 'splitter': 'best'}",MaxAbsScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.96,0.8044692737430168,0.8753799392097265,0.3,0.7142857142857143,0.4225352112676056,0.63,0.7593774940143656,0.648957575238666,0.8907,0.795,0.8278312427758037,0.795,0.4940577599563774
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 5, 'splitter': 'best'}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9571428571428572,0.7486033519553073,0.8401253918495297,0.25,0.7142857142857143,0.3703703703703703,0.6035714285714286,0.7314445331205108,0.60524788110995,0.8828928571428571,0.745,0.790801114594218,0.745,0.4623470130565074
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 3, 'splitter': 'best'}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9418604651162792,0.905027932960894,0.9230769230769232,0.3928571428571428,0.5238095238095238,0.4489795918367347,0.667358803986711,0.7144187283852088,0.6860282574568289,0.8842151162790698,0.865,0.8732967032967032,0.865,0.6749043589478347
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'random'}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9142857142857144,0.8938547486033519,0.903954802259887,0.24,0.2857142857142857,0.2608695652173913,0.5771428571428572,0.5897845171588187,0.5824121837386391,0.8434857142857142,0.83,0.836430852370425,0.83,0.419859401124791
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 3, 'splitter': 'best'}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9666666666666668,0.6480446927374302,0.7759197324414715,0.2125,0.8095238095238095,0.3366336633663366,0.5895833333333333,0.7287842511306198,0.5562766979039041,0.8874791666666667,0.665,0.7297946951885824,0.665,0.4403575857276047
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MaxAbsScaler,OverSampler,passthrough,passthrough,passthrough,0.9940476190476192,0.9329608938547486,0.962536023054755,0.625,0.9523809523809524,0.7547169811320755,0.8095238095238095,0.9426709231178504,0.8586265020934153,0.9552976190476192,0.935,0.9407150236528736,0.935,0.737221767524508
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'best'}",MaxAbsScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9820359281437124,0.9162011173184358,0.9479768786127168,0.5454545454545454,0.8571428571428571,0.6666666666666665,0.763745236799129,0.8866719872306464,0.8073217726396917,0.93619488296135,0.91,0.9184393063583816,0.91,0.7604182926153197
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'random'}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9938271604938272,0.8994413407821229,0.9442815249266864,0.5263157894736842,0.9523809523809524,0.6779661016949152,0.7600714749837556,0.9259111465815376,0.8111238133108007,0.944738466536712,0.905,0.9163184054873504,0.905,0.7408928255391591
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'random'}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9805194805194806,0.8435754189944135,0.9069069069069068,0.391304347826087,0.8571428571428571,0.5373134328358209,0.6859119141727837,0.8503591380686353,0.7221101698713639,0.9186518915866742,0.845,0.8680995921294428,0.845,0.7597279358751431
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'best'}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9938650306748468,0.905027932960894,0.9473684210526316,0.5405405405405406,0.9523809523809524,0.6896551724137931,0.7672027856076936,0.9287044426709232,0.8185117967332124,0.9462659592107444,0.91,0.9203085299455536,0.91,0.7431111454938708
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'random'}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9715909090909092,0.9553072625698324,0.9633802816901408,0.6666666666666666,0.7619047619047619,0.7111111111111111,0.8191287878787878,0.8586060122372972,0.837245696400626,0.9395738636363636,0.935,0.9368920187793428,0.935,0.7098756257591783
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 7, 'splitter': 'random'}",MaxAbsScaler,UnderSampler,KMeans,passthrough,passthrough,0.9517241379310344,0.770949720670391,0.8518518518518519,0.2545454545454545,0.6666666666666666,0.3684210526315789,0.6031347962382445,0.7188081936685289,0.6101364522417154,0.8785203761755486,0.76,0.8010916179337232,0.76,0.3851508076824275
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'random'}",MaxAbsScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9261363636363636,0.9106145251396648,0.9183098591549296,0.3333333333333333,0.3809523809523809,0.3555555555555555,0.6297348484848485,0.6457834530460229,0.6369327073552425,0.8638920454545455,0.855,0.8592206572769951,0.855,0.5331802003838086
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'random'}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.95,0.7430167597765364,0.8338557993730407,0.2333333333333333,0.6666666666666666,0.345679012345679,0.5916666666666667,0.7048417132216015,0.5897674058593598,0.8747499999999999,0.735,0.7825972367351678,0.735,0.482276113155774
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 5, 'splitter': 'random'}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.99,0.553072625698324,0.7096774193548387,0.2,0.9523809523809524,0.3305785123966942,0.595,0.7527267890396382,0.5201279658757665,0.90705,0.595,0.6698720341242336,0.595,0.6249934156236022
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9386503067484664,0.8547486033519553,0.8947368421052632,0.2972972972972973,0.5238095238095238,0.3793103448275862,0.6179738020228818,0.6892790635807395,0.6370235934664247,0.8713082407560936,0.82,0.840617059891107,0.82,0.524976418326061
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9508196721311476,0.6480446927374302,0.7707641196013288,0.1923076923076923,0.7142857142857143,0.303030303030303,0.5715636822194199,0.6811652035115723,0.5368972113158159,0.8711759142496847,0.655,0.7216520688613711,0.655,0.4769855331632876
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 7, 'splitter': 'best'}",MaxAbsScaler,UnderSampler,passthrough,passthrough,passthrough,0.9936305732484076,0.8715083798882681,0.9285714285714286,0.4651162790697674,0.9523809523809524,0.625,0.7293734261590875,0.9119446661346102,0.7767857142857143,0.9381365723596504,0.88,0.8966964285714286,0.88,0.7043679831468366
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 9, 'splitter': 'best'}",MaxAbsScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.967741935483871,0.8379888268156425,0.8982035928143713,0.3555555555555555,0.7619047619047619,0.4848484848484848,0.6616487455197133,0.7999467943602021,0.6915260388314282,0.9034623655913978,0.83,0.8548013064779534,0.83,0.7478584495676238
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 5, 'splitter': 'best'}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,passthrough,1.0,0.6871508379888268,0.8145695364238411,0.2727272727272727,1.0,0.4285714285714285,0.6363636363636364,0.8435754189944134,0.6215704824976348,0.9236363636363636,0.72,0.7740397350993378,0.72,0.6893042656932973
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9731543624161074,0.8100558659217877,0.8841463414634146,0.3333333333333333,0.8095238095238095,0.4722222222222222,0.6532438478747203,0.8097898377227986,0.6781842818428184,0.905973154362416,0.81,0.8408943089430894,0.81,0.714963606500563
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 5, 'splitter': 'best'}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.993421052631579,0.8435754189944135,0.9123867069486404,0.4166666666666667,0.9523809523809524,0.5797101449275361,0.7050438596491229,0.897978185687683,0.7460484259380884,0.9328618421052632,0.855,0.8774556679364245,0.855,0.696092121547257
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'random'}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9931972789115646,0.8156424581005587,0.8957055214723927,0.3773584905660377,0.9523809523809524,0.5405405405405405,0.6852778847388012,0.8840117052407555,0.7181230310064666,0.9285342061352844,0.83,0.8584131984745482,0.83,0.7186061883410219
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",MaxAbsScaler,passtrough,KMeans,passthrough,passthrough,0.9037433155080212,0.9441340782122905,0.9234972677595626,0.2307692307692307,0.1428571428571428,0.1764705882352941,0.567256273138626,0.5434956105347166,0.5499839279974283,0.8330810366104483,0.86,0.8450594664095145,0.86,0.2346600544735084
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",MaxAbsScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9090909090909092,0.9497206703910616,0.9289617486338796,0.3076923076923077,0.1904761904761904,0.2352941176470588,0.6083916083916083,0.570098430433626,0.5821279331404693,0.8459440559440559,0.87,0.8561266473802636,0.87,0.3656503046481165
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'random'}",MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.918032786885246,0.9385474860335196,0.9281767955801103,0.3529411764705882,0.2857142857142857,0.3157894736842105,0.6354869816779171,0.6121308858739026,0.6219831346321605,0.8586981677917069,0.87,0.8638761267810409,0.87,0.3252611425814219
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'best'}",MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9405405405405406,0.9720670391061452,0.9560439560439562,0.6666666666666666,0.4761904761904761,0.5555555555555556,0.8036036036036036,0.7241287576483106,0.7557997557997559,0.911783783783784,0.92,0.913992673992674,0.92,0.5703757896692678
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'best'}",MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.9269662921348316,0.9217877094972068,0.9243697478991596,0.3636363636363636,0.3809523809523809,0.3720930232558139,0.6453013278855976,0.6513700452247938,0.6482313855774868,0.8678166496424923,0.865,0.8663806918116083,0.865,0.4267697466467958
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.90625,0.9720670391061452,0.9380053908355794,0.375,0.1428571428571428,0.2068965517241379,0.640625,0.557462090981644,0.5724509712798587,0.85046875,0.885,0.861238962728878,0.885,0.4049148295992616
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'best'}",MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.9666666666666668,0.9720670391061452,0.9693593314763232,0.75,0.7142857142857143,0.7317073170731706,0.8583333333333334,0.8431763766959297,0.8505333242747468,0.9439166666666666,0.945,0.9444058699639922,0.945,0.6893311342280141
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9666666666666668,0.9720670391061452,0.9693593314763232,0.75,0.7142857142857143,0.7317073170731706,0.8583333333333334,0.8431763766959297,0.8505333242747468,0.9439166666666666,0.945,0.9444058699639922,0.945,0.7129326860161367
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'best'}",MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9664804469273744,0.9664804469273744,0.9664804469273744,0.7142857142857143,0.7142857142857143,0.7142857142857143,0.8403830806065443,0.8403830806065443,0.8403830806065443,0.94,0.94,0.94,0.94,0.7028118271534898
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 9, 'splitter': 'best'}",MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9666666666666668,0.9720670391061452,0.9693593314763232,0.75,0.7142857142857143,0.7317073170731706,0.8583333333333334,0.8431763766959297,0.8505333242747468,0.9439166666666666,0.945,0.9444058699639922,0.945,0.720162985260817
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'entropy', 'max_depth': 11, 'splitter': 'random'}",MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.9611111111111112,0.9664804469273744,0.9637883008356548,0.7,0.6666666666666666,0.6829268292682926,0.8305555555555555,0.8165735567970205,0.8233575650519737,0.9336944444444444,0.935,0.9342978463210816,0.935,0.7425398504192794
DecisionTreeClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'splitter': ['best', 'random']}","{'criterion': 'gini', 'max_depth': 11, 'splitter': 'random'}",MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7407690535866156
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 200}",StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9874213836477987,0.8770949720670391,0.9289940828402368,0.4634146341463415,0.9047619047619048,0.6129032258064516,0.7254180088970701,0.890928438414472,0.7709486543233441,0.9324006749501456,0.88,0.8958045428516893,0.88,0.7690288262891003
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 100}",StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.976470588235294,0.9273743016759776,0.9512893982808024,0.5666666666666667,0.8095238095238095,0.6666666666666666,0.7715686274509803,0.8684490555998936,0.8089780324737346,0.9334411764705882,0.915,0.921404011461318,0.915,0.713329519450801
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 100}",StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.7584685979655019
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 500}",StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9793103448275862,0.7932960893854749,0.8765432098765431,0.3272727272727272,0.8571428571428571,0.4736842105263157,0.6532915360501568,0.825219473264166,0.6751137102014294,0.910846394984326,0.8,0.8342430149447693,0.8,0.679330525961853
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 400}",StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9757575757575756,0.8994413407821229,0.936046511627907,0.4857142857142857,0.8095238095238095,0.6071428571428571,0.7307359307359307,0.8544825751529662,0.771594684385382,0.9243030303030302,0.89,0.9015116279069768,0.89,0.789858131444133
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 500}",StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9651162790697676,0.9273743016759776,0.945868945868946,0.5357142857142857,0.7142857142857143,0.6122448979591837,0.7504152823920266,0.8208300079808459,0.7790569219140648,0.9200290697674418,0.905,0.9108384208384208,0.905,0.7508351385020671
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 200}",StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9821428571428572,0.9217877094972068,0.9510086455331412,0.5625,0.8571428571428571,0.6792452830188678,0.7723214285714286,0.8894652833200318,0.8151269642760045,0.9380803571428572,0.915,0.9224734924691426,0.915,0.8225175791635884
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 300}",StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.987878787878788,0.9106145251396648,0.9476744186046512,0.5428571428571428,0.9047619047619048,0.6785714285714285,0.7653679653679654,0.9076882149507848,0.8131229235880398,0.9411515151515152,0.91,0.9194186046511628,0.91,0.7960548546146372
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 200}",StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9823529411764704,0.9329608938547486,0.9570200573065902,0.6,0.8571428571428571,0.7058823529411764,0.7911764705882353,0.8950518754988028,0.8314512051238834,0.9422058823529412,0.925,0.9306505983482218,0.925,0.8079226732645767
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 300}",StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9771428571428572,0.9553072625698324,0.9661016949152544,0.68,0.8095238095238095,0.7391304347826089,0.8285714285714285,0.882415536046821,0.8526160648489316,0.9459428571428572,0.94,0.9422697126013264,0.94,0.7882435909819278
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 400}",StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9880239520958084,0.9217877094972068,0.953757225433526,0.5757575757575758,0.9047619047619048,0.7037037037037038,0.7818907639266921,0.9132748071295558,0.8287304645686149,0.944735982580294,0.92,0.9275016056518948,0.92,0.8089688633473079
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 200}",StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9702380952380952,0.9106145251396648,0.9394812680115272,0.5,0.7619047619047619,0.6037735849056604,0.7351190476190477,0.8362596435222134,0.7716274264585938,0.9208630952380952,0.895,0.9042319612854114,0.895,0.7861948914814952
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 500}",StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.7686864633493846
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 400}",StandardScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9644970414201184,0.9106145251396648,0.9367816091954024,0.4838709677419355,0.7142857142857143,0.5769230769230769,0.7241840045810269,0.8124501197126895,0.7568523430592395,0.9140313036839092,0.89,0.898996463306808,0.89,0.7093625672573042
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 300}",StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9932432432432432,0.8212290502793296,0.8990825688073394,0.3846153846153846,0.9523809523809524,0.547945205479452,0.6889293139293139,0.886805001330141,0.7235138871433957,0.929337318087318,0.835,0.8622131456579112,0.835,0.761508882125954
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 100}",StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7051578045883898
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 100}",StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.975,0.8715083798882681,0.9203539823008848,0.425,0.8095238095238095,0.5573770491803278,0.7,0.8405160947060388,0.7388655157406063,0.91725,0.865,0.8822414043232264,0.865,0.7669064903638406
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 200}",StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9615384615384616,0.8379888268156425,0.8955223880597015,0.3409090909090909,0.7142857142857143,0.4615384615384615,0.6512237762237763,0.7761372705506784,0.6785304247990815,0.8963723776223776,0.825,0.8499540757749713,0.825,0.7166020372262583
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 100}",StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.7803238324060329
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 400}",StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.786580863463154
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 500}",StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9869281045751634,0.8435754189944135,0.9096385542168676,0.4042553191489361,0.9047619047619048,0.5588235294117647,0.6955917118620498,0.8741686618781591,0.7342310418143161,0.9257474621054096,0.85,0.8728029766123317,0.85,0.7899479566146232
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 100}",StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9866666666666668,0.8268156424581006,0.899696048632219,0.38,0.9047619047619048,0.5352112676056339,0.6833333333333333,0.8657887736100027,0.7174536581189264,0.9229666666666668,0.835,0.8614251466244275,0.835,0.7406408621194799
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 100}",StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9877300613496932,0.8994413407821229,0.9415204678362572,0.5135135135135135,0.9047619047619048,0.6551724137931034,0.7506217874316033,0.9021016227720138,0.7983464408146803,0.9379373238268944,0.9,0.911453922161726,0.9,0.7881834332667109
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 400}",StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9754601226993864,0.888268156424581,0.9298245614035088,0.4594594594594595,0.8095238095238095,0.5862068965517242,0.717459791079423,0.8488959829741953,0.7580157289776165,0.921280053059194,0.88,0.8937447065940716,0.88,0.7578069965703417
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 100}",StandardScaler,passtrough,KMeans,passthrough,passthrough,0.946524064171123,0.988826815642458,0.9672131147540984,0.8461538461538461,0.5238095238095238,0.6470588235294118,0.8963389551624845,0.756318169725991,0.807135969141755,0.935985191279309,0.94,0.9335969141755062,0.94,0.5848846901917198
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 100}",StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.4679883519435643
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 400}",StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.9470899470899472,1.0,0.9728260869565218,1.0,0.5238095238095238,0.6875000000000001,0.9735449735449736,0.7619047619047619,0.830163043478261,0.9526455026455026,0.95,0.942866847826087,0.95,0.5379477331552143
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 200}",StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9470899470899472,1.0,0.9728260869565218,1.0,0.5238095238095238,0.6875000000000001,0.9735449735449736,0.7619047619047619,0.830163043478261,0.9526455026455026,0.95,0.942866847826087,0.95,0.5344080540333886
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 300}",StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.9421052631578948,1.0,0.970189701897019,1.0,0.4761904761904761,0.6451612903225806,0.9710526315789474,0.7380952380952381,0.8076754961097998,0.9481842105263156,0.945,0.9360617186817032,0.945,0.5393770856507231
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 100}",StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.93717277486911,1.0,0.9675675675675676,1.0,0.4285714285714285,0.6,0.968586387434555,0.7142857142857143,0.7837837837837838,0.9437696335078536,0.94,0.928972972972973,0.94,0.4092276144907724
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 200}",StandardScaler,passtrough,passthrough,passthrough,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.6699110122358178
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 300}",StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9623655913978496,1.0,0.9808219178082191,1.0,0.6666666666666666,0.8,0.9811827956989247,0.8333333333333333,0.8904109589041096,0.9663172043010754,0.965,0.961835616438356,0.965,0.6699110122358178
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 100}",StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.9617486338797814,0.9832402234636872,0.9723756906077348,0.8235294117647058,0.6666666666666666,0.7368421052631577,0.8926390228222436,0.8249534450651769,0.8546088979354463,0.9472356155576984,0.95,0.947644664146554,0.95,0.6699110122358178
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 200}",StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9623655913978496,1.0,0.9808219178082191,1.0,0.6666666666666666,0.8,0.9811827956989247,0.8333333333333333,0.8904109589041096,0.9663172043010754,0.965,0.961835616438356,0.965,0.6374029335634168
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 500}",StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.9619565217391304,0.988826815642458,0.975206611570248,0.875,0.6666666666666666,0.7567567567567567,0.9184782608695652,0.8277467411545624,0.8659816841635023,0.9528260869565216,0.955,0.9522693768148314,0.955,0.6684498783959579
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 300}",StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9623655913978496,1.0,0.9808219178082191,1.0,0.6666666666666666,0.8,0.9811827956989247,0.8333333333333333,0.8904109589041096,0.9663172043010754,0.965,0.961835616438356,0.965,0.6561616732617299
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 3, 'n_estimators': 300}",MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.951048951048951,0.7597765363128491,0.84472049689441,0.2456140350877192,0.6666666666666666,0.358974358974359,0.5983314930683352,0.7132216014897579,0.6018474279343845,0.8769782848730218,0.75,0.7937171524128047,0.75,0.426066066066066
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 400}",MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9662162162162162,0.7988826815642458,0.8746177370030581,0.3076923076923077,0.7619047619047619,0.4383561643835617,0.636954261954262,0.7803937217345038,0.6564869506933099,0.8970712058212058,0.795,0.8288102718780109,0.795,0.5202572398597687
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 200}",MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9605263157894736,0.8156424581005587,0.8821752265861027,0.3125,0.7142857142857143,0.4347826086956521,0.6365131578947368,0.7649640861931365,0.6584789176408774,0.8924835526315789,0.805,0.8351990017076054,0.805,0.5449283487258171
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 100}",MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9683544303797468,0.8547486033519553,0.9080118694362018,0.3809523809523809,0.7619047619047619,0.5079365079365079,0.6746534056660639,0.8083266826283586,0.7079741886863549,0.9066772151898737,0.845,0.866003956478734,0.845,0.7370035707064752
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 300}",MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9607843137254902,0.8212290502793296,0.8855421686746989,0.3191489361702128,0.7142857142857143,0.4411764705882353,0.6399666249478515,0.7677573822825219,0.6633593196314671,0.8934125990821862,0.81,0.8388837703756202,0.81,0.4994715044483888
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 300}",MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9490445859872612,0.8324022346368715,0.886904761904762,0.3023255813953488,0.6190476190476191,0.40625,0.625685083691305,0.7257249268422452,0.6465773809523809,0.8811390905051104,0.81,0.8364360119047619,0.81,0.5079924473376559
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 400}",MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.994011976047904,0.9273743016759776,0.9595375722543352,0.6060606060606061,0.9523809523809524,0.7407407407407407,0.8000362910542551,0.939877627028465,0.850139156497538,0.9532770821992378,0.93,0.936563904945408,0.93,0.7779943655217887
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 400}",MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.99375,0.888268156424581,0.9380530973451328,0.5,0.9523809523809524,0.6557377049180327,0.746875,0.9203245544027668,0.7968954011315827,0.94190625,0.895,0.9084099811402874,0.895,0.8142665612247282
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9822485207100592,0.9273743016759776,0.9540229885057472,0.5806451612903226,0.8571428571428571,0.6923076923076923,0.7814468410001909,0.8922585794094173,0.8231653404067197,0.9400801679709868,0.92,0.9265428824049516,0.92,0.7662102524650916
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 400}",MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9938650306748468,0.905027932960894,0.9473684210526316,0.5405405405405406,0.9523809523809524,0.6896551724137931,0.7672027856076936,0.9287044426709232,0.8185117967332124,0.9462659592107444,0.91,0.9203085299455536,0.91,0.7807063460048534
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 300}",MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.971264367816092,0.9441340782122905,0.9575070821529744,0.6153846153846154,0.7619047619047619,0.6808510638297872,0.7933244916003537,0.8530194200585262,0.8191790729913808,0.933896993810787,0.925,0.9284582002290398,0.925,0.7809009908606236
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 200}",MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9819277108433736,0.9106145251396648,0.944927536231884,0.5294117647058824,0.8571428571428571,0.6545454545454545,0.755669737774628,0.8838786911412609,0.7997364953886693,0.934413536498937,0.905,0.9144374176548088,0.905,0.7962113527145844
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 400}",MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.9402985074626866,0.7039106145251397,0.805111821086262,0.1969696969696969,0.6190476190476191,0.2988505747126436,0.5686341022161918,0.6614791167863794,0.5519811978994529,0.8622489823609226,0.695,0.751954390217032,0.695,0.4408516156122323
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 100}",MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9699248120300752,0.7206703910614525,0.8269230769230769,0.2537313432835821,0.8095238095238095,0.3863636363636363,0.6118280776568287,0.765097100292631,0.6066433566433567,0.8947244978116935,0.73,0.7806643356643357,0.73,0.5424561058684143
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 400}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.972027972027972,0.776536312849162,0.8633540372670808,0.2982456140350877,0.8095238095238095,0.4358974358974358,0.6351367930315298,0.7930300611864858,0.6496257365822583,0.9012808244387192,0.78,0.8184710941232681,0.78,0.5645436448119596
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9801324503311258,0.8268156424581006,0.896969696969697,0.3673469387755102,0.8571428571428571,0.5142857142857143,0.6737396945533181,0.8419792498004788,0.7056277056277056,0.9157899716177864,0.83,0.8567878787878789,0.83,0.7332230455667025
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9761904761904762,0.6871508379888268,0.8065573770491803,0.2432432432432432,0.8571428571428571,0.3789473684210526,0.6097168597168597,0.772146847565842,0.5927523727351165,0.8992310167310167,0.705,0.7616583261432268,0.705,0.6532570822602635
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 300}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.96,0.8044692737430168,0.8753799392097265,0.3,0.7142857142857143,0.4225352112676056,0.63,0.7593774940143656,0.648957575238666,0.8907,0.795,0.8278312427758037,0.795,0.5902482582670985
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 500}",MinMaxScaler,UnderSampler,passthrough,passthrough,passthrough,0.9869281045751634,0.8435754189944135,0.9096385542168676,0.4042553191489361,0.9047619047619048,0.5588235294117647,0.6955917118620498,0.8741686618781591,0.7342310418143161,0.9257474621054096,0.85,0.8728029766123317,0.85,0.7587701455171334
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9866666666666668,0.8268156424581006,0.899696048632219,0.38,0.9047619047619048,0.5352112676056339,0.6833333333333333,0.8657887736100027,0.7174536581189264,0.9229666666666668,0.835,0.8614251466244275,0.835,0.7630884705488142
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9933333333333332,0.8324022346368715,0.905775075987842,0.4,0.9523809523809524,0.5633802816901408,0.6966666666666667,0.892391593508912,0.7345776788389913,0.9310333333333334,0.845,0.8698236225865833,0.845,0.7501881117493386
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 500}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9751552795031057,0.8770949720670391,0.923529411764706,0.4358974358974359,0.8095238095238095,0.5666666666666667,0.7055263577002707,0.8433093907954243,0.7450980392156863,0.9185332059245104,0.87,0.8860588235294118,0.87,0.7565040465019942
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 200}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9935483870967742,0.8603351955307262,0.9221556886227544,0.4444444444444444,0.9523809523809524,0.6060606060606061,0.7189964157706092,0.9063580739558392,0.7641081473416802,0.9358924731182796,0.87,0.8889657049537288,0.87,0.7498268576699949
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 300}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9932432432432432,0.8212290502793296,0.8990825688073394,0.3846153846153846,0.9523809523809524,0.547945205479452,0.6889293139293139,0.886805001330141,0.7235138871433957,0.929337318087318,0.835,0.8622131456579112,0.835,0.7518883539501091
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 200}",MinMaxScaler,passtrough,KMeans,passthrough,passthrough,0.9162303664921466,0.9776536312849162,0.945945945945946,0.5555555555555556,0.238095238095238,0.3333333333333332,0.7358929610238512,0.6078744346900772,0.6396396396396395,0.8783595113438045,0.9,0.8816216216216216,0.9,0.2987634970393591
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 400}",MinMaxScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9105263157894736,0.9664804469273744,0.937669376693767,0.4,0.1904761904761904,0.2580645161290322,0.6552631578947369,0.5784783187017823,0.5978669464113997,0.856921052631579,0.885,0.8663108663344699,0.885,0.2494032500935089
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 200}",MinMaxScaler,passtrough,KMeans,SelectKBest,passthrough,0.9210526315789472,0.9776536312849162,0.948509485094851,0.6,0.2857142857142857,0.3870967741935483,0.7605263157894737,0.631683958499601,0.6678031296441996,0.8873421052631578,0.905,0.8895611504502142,0.905,0.2506613756613757
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9456521739130436,0.9720670391061452,0.9586776859504132,0.6875,0.5238095238095238,0.5945945945945946,0.8165760869565217,0.7479382814578346,0.7766361402725039,0.918546195652174,0.925,0.9204489613580524,0.925,0.575424991790649
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 300}",MinMaxScaler,passtrough,KMeans,SelectFpr,passthrough,0.917098445595855,0.988826815642458,0.9516129032258064,0.7142857142857143,0.238095238095238,0.3571428571428571,0.8156920799407846,0.6134610268688481,0.6543778801843319,0.8958031088082902,0.91,0.8891935483870967,0.91,0.2322472848788637
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 500}",MinMaxScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9162303664921466,0.9776536312849162,0.945945945945946,0.5555555555555556,0.238095238095238,0.3333333333333332,0.7358929610238512,0.6078744346900772,0.6396396396396395,0.8783595113438045,0.9,0.8816216216216216,0.9,0.2241312965450896
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 300}",MinMaxScaler,passtrough,passthrough,passthrough,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.7025183927560839
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 300}",MinMaxScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9623655913978496,1.0,0.9808219178082191,1.0,0.6666666666666666,0.8,0.9811827956989247,0.8333333333333333,0.8904109589041096,0.9663172043010754,0.965,0.961835616438356,0.965,0.6878291272193607
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 200}",MinMaxScaler,passtrough,passthrough,SelectKBest,passthrough,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.7025183927560839
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 500}",MinMaxScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.6981468080566302
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,passtrough,passthrough,SelectFpr,passthrough,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.7025183927560839
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 300}",MinMaxScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.7136335660742082
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 200}",RobustScaler,OverSampler,KMeans,passthrough,passthrough,0.9644970414201184,0.9106145251396648,0.9367816091954024,0.4838709677419355,0.7142857142857143,0.5769230769230769,0.7241840045810269,0.8124501197126895,0.7568523430592395,0.9140313036839092,0.89,0.898996463306808,0.89,0.6849414691519955
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 100}",RobustScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9642857142857144,0.7541899441340782,0.8463949843260188,0.2666666666666666,0.7619047619047619,0.3950617283950617,0.6154761904761905,0.7580473530194201,0.6207283563605402,0.8910357142857143,0.755,0.7990049924532683,0.755,0.5450567228102593
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 500}",RobustScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.6898403763419244
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 300}",RobustScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9927007299270072,0.7597765363128491,0.8607594936708861,0.3174603174603174,0.9523809523809524,0.4761904761904761,0.6550805236936623,0.8560787443469007,0.6684749849306811,0.9218004866180048,0.78,0.820379746835443,0.78,0.6427424833457153
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 300}",RobustScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9602272727272728,0.9441340782122905,0.952112676056338,0.5833333333333334,0.6666666666666666,0.6222222222222222,0.771780303030303,0.8054003724394785,0.7871674491392802,0.9206534090909092,0.915,0.9174741784037558,0.915,0.6918985317131547
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 200}",RobustScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9681528662420382,0.8491620111731844,0.9047619047619048,0.3720930232558139,0.7619047619047619,0.5,0.6701229447489261,0.8055333865389731,0.7023809523809523,0.9055665827284848,0.84,0.8622619047619048,0.84,0.565489240125097
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 300}",RobustScaler,OverSampler,passthrough,passthrough,passthrough,0.9821428571428572,0.9217877094972068,0.9510086455331412,0.5625,0.8571428571428571,0.6792452830188678,0.7723214285714286,0.8894652833200318,0.8151269642760045,0.9380803571428572,0.915,0.9224734924691426,0.915,0.8094872654731808
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 200}",RobustScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9821428571428572,0.9217877094972068,0.9510086455331412,0.5625,0.8571428571428571,0.6792452830188678,0.7723214285714286,0.8894652833200318,0.8151269642760045,0.9380803571428572,0.915,0.9224734924691426,0.915,0.7786042634345567
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 400}",RobustScaler,OverSampler,passthrough,SelectKBest,passthrough,0.987878787878788,0.9106145251396648,0.9476744186046512,0.5428571428571428,0.9047619047619048,0.6785714285714285,0.7653679653679654,0.9076882149507848,0.8131229235880398,0.9411515151515152,0.91,0.9194186046511628,0.91,0.8092956392833454
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 100}",RobustScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9880239520958084,0.9217877094972068,0.953757225433526,0.5757575757575758,0.9047619047619048,0.7037037037037038,0.7818907639266921,0.9132748071295558,0.8287304645686149,0.944735982580294,0.92,0.9275016056518948,0.92,0.7737327188940093
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 400}",RobustScaler,OverSampler,passthrough,SelectFpr,passthrough,0.988095238095238,0.9273743016759776,0.9567723342939484,0.59375,0.9047619047619048,0.7169811320754718,0.7909226190476191,0.9160681032189412,0.83687673318471,0.946688988095238,0.925,0.9315942580610082,0.925,0.8191106811631108
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 300}",RobustScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9879518072289156,0.9162011173184358,0.9507246376811594,0.5588235294117647,0.9047619047619048,0.6909090909090908,0.7733876683203402,0.9104815110401704,0.8208168642951251,0.9428933380581148,0.915,0.9234440052700924,0.915,0.7737058663518649
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 400}",RobustScaler,UnderSampler,KMeans,passthrough,passthrough,0.9867549668874172,0.8324022346368715,0.9030303030303032,0.3877551020408163,0.9047619047619048,0.5428571428571428,0.6872550344641168,0.8685820696993881,0.722943722943723,0.9238599810785242,0.84,0.8652121212121213,0.84,0.6872920252438325
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 200}",RobustScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.972972972972973,0.8044692737430168,0.8807339449541285,0.3269230769230769,0.8095238095238095,0.4657534246575343,0.649948024948025,0.8069965416334132,0.6732436848058314,0.905137733887734,0.805,0.8371609903229862,0.805,0.5669152353023319
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 500}",RobustScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9794520547945206,0.7988826815642458,0.88,0.3333333333333333,0.8571428571428571,0.48,0.656392694063927,0.8280127693535515,0.6799999999999999,0.911609589041096,0.805,0.8380000000000001,0.805,0.6949258378417051
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 200}",RobustScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.98,0.8212290502793296,0.8936170212765957,0.36,0.8571428571428571,0.5070422535211268,0.6699999999999999,0.8391859537110933,0.7003296373988612,0.9149,0.825,0.8530266706622714,0.825,0.655437872482576
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 500}",RobustScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9782608695652174,0.7541899441340782,0.8517350157728708,0.2903225806451613,0.8571428571428571,0.4337349397590361,0.6342917251051894,0.8056664006384677,0.6427349777659535,0.9060273492286116,0.765,0.8078450077914181,0.765,0.658946987552
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 200}",RobustScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.967948717948718,0.8435754189944135,0.9014925373134328,0.3636363636363636,0.7619047619047619,0.4923076923076923,0.6657925407925408,0.8027400904495876,0.6969001148105626,0.9044959207459208,0.835,0.85852812858783,0.835,0.6246826757162379
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 400}",RobustScaler,UnderSampler,passthrough,passthrough,passthrough,0.9869281045751634,0.8435754189944135,0.9096385542168676,0.4042553191489361,0.9047619047619048,0.5588235294117647,0.6955917118620498,0.8741686618781591,0.7342310418143161,0.9257474621054096,0.85,0.8728029766123317,0.85,0.7750545824405033
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 500}",RobustScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9934640522875816,0.8491620111731844,0.9156626506024096,0.425531914893617,0.9523809523809524,0.5882352941176471,0.7094979835905993,0.9007714817770685,0.7519489723600283,0.9338311778612156,0.86,0.8812827781715095,0.86,0.7790487628764539
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 100}",RobustScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.779135982039119
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 200}",RobustScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9863945578231292,0.8100558659217877,0.8895705521472392,0.3584905660377358,0.9047619047619048,0.5135135135135135,0.6724425619304325,0.8574088853418462,0.7015420328303763,0.920464638685663,0.82,0.850084563090698,0.82,0.7305340361231526
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 400}",RobustScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9933333333333332,0.8324022346368715,0.905775075987842,0.4,0.9523809523809524,0.5633802816901408,0.6966666666666667,0.892391593508912,0.7345776788389913,0.9310333333333334,0.845,0.8698236225865833,0.845,0.7816426816426815
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 200}",RobustScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9803921568627452,0.8379888268156425,0.9036144578313252,0.3829787234042553,0.8571428571428571,0.5294117647058824,0.6816854401335002,0.8475658419792498,0.7165131112686038,0.9176637463496036,0.84,0.8643231750531537,0.84,0.7717354102664152
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 200}",RobustScaler,passtrough,KMeans,passthrough,passthrough,0.946236559139785,0.9832402234636872,0.9643835616438357,0.7857142857142857,0.5238095238095238,0.6285714285714286,0.8659754224270353,0.7535248736366055,0.7964774951076321,0.9293817204301076,0.935,0.9291232876712328,0.935,0.4186392386955209
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 200}",RobustScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9086294416243654,1.0,0.952127659574468,1.0,0.1428571428571428,0.25,0.9543147208121828,0.5714285714285714,0.601063829787234,0.9182233502538072,0.91,0.8784042553191489,0.91,0.296959723041731
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 200}",RobustScaler,passtrough,KMeans,SelectKBest,passthrough,0.9411764705882352,0.9832402234636872,0.9617486338797812,0.7692307692307693,0.4761904761904761,0.588235294117647,0.8552036199095023,0.7297153498270816,0.7749919639987142,0.9231221719457012,0.93,0.9225297332047572,0.93,0.4097556181889651
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 300}",RobustScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9572192513368984,1.0,0.9781420765027322,1.0,0.6190476190476191,0.7647058823529412,0.9786096256684492,0.8095238095238095,0.8714239794278367,0.961711229946524,0.96,0.955731276117004,0.96,0.5483253588516745
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 100}",RobustScaler,passtrough,KMeans,SelectFpr,passthrough,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.4099912849373296
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 100}",RobustScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9270833333333334,0.994413407821229,0.9595687331536388,0.875,0.3333333333333333,0.4827586206896551,0.9010416666666669,0.6638733705772811,0.721163676921647,0.9216145833333336,0.925,0.9095036713449204,0.925,0.4137931034482758
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 500}",RobustScaler,passtrough,passthrough,passthrough,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.667037449017427
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 400}",RobustScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9623655913978496,1.0,0.9808219178082191,1.0,0.6666666666666666,0.8,0.9811827956989247,0.8333333333333333,0.8904109589041096,0.9663172043010754,0.965,0.961835616438356,0.965,0.6581390743916733
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 200}",RobustScaler,passtrough,passthrough,SelectKBest,passthrough,0.9619565217391304,0.988826815642458,0.975206611570248,0.875,0.6666666666666666,0.7567567567567567,0.9184782608695652,0.8277467411545624,0.8659816841635023,0.9528260869565216,0.955,0.9522693768148314,0.955,0.6826575286691821
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 100}",RobustScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9623655913978496,1.0,0.9808219178082191,1.0,0.6666666666666666,0.8,0.9811827956989247,0.8333333333333333,0.8904109589041096,0.9663172043010754,0.965,0.961835616438356,0.965,0.6288416930071776
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 100}",RobustScaler,passtrough,passthrough,SelectFpr,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.667037449017427
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 200}",RobustScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9623655913978496,1.0,0.9808219178082191,1.0,0.6666666666666666,0.8,0.9811827956989247,0.8333333333333333,0.8904109589041096,0.9663172043010754,0.965,0.961835616438356,0.965,0.6684498783959579
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 500}",MaxAbsScaler,OverSampler,KMeans,passthrough,passthrough,0.9389312977099236,0.6871508379888268,0.7935483870967742,0.1884057971014492,0.6190476190476191,0.2888888888888889,0.5636685474056865,0.6530992285182229,0.5412186379928315,0.860126120146034,0.68,0.7405591397849463,0.68,0.3415544276981827
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 500}",MaxAbsScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9655172413793104,0.7821229050279329,0.8641975308641976,0.2909090909090909,0.7619047619047619,0.4210526315789473,0.6282131661442006,0.7720138334663473,0.6426250812215725,0.8946833855799373,0.78,0.8176673164392463,0.78,0.5528827812607001
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 200}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9607843137254902,0.8212290502793296,0.8855421686746989,0.3191489361702128,0.7142857142857143,0.4411764705882353,0.6399666249478515,0.7677573822825219,0.6633593196314671,0.8934125990821862,0.81,0.8388837703756202,0.81,0.4854677372407868
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9593023255813954,0.9217877094972068,0.9401709401709402,0.5,0.6666666666666666,0.5714285714285715,0.7296511627906976,0.7942271880819367,0.7557997557997558,0.9110755813953488,0.895,0.9014529914529916,0.895,0.7056589470510912
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 200}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,passthrough,0.940119760479042,0.8770949720670391,0.907514450867052,0.3333333333333333,0.5238095238095238,0.4074074074074073,0.6367265469061876,0.7004522479382815,0.6574609291372296,0.8764071856287425,0.84,0.8550032113037892,0.84,0.4328875446976269
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 3, 'n_estimators': 400}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9386503067484664,0.8547486033519553,0.8947368421052632,0.2972972972972973,0.5238095238095238,0.3793103448275862,0.6179738020228818,0.6892790635807395,0.6370235934664247,0.8713082407560936,0.82,0.840617059891107,0.82,0.4802099070256868
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 5, 'n_estimators': 300}",MaxAbsScaler,OverSampler,passthrough,passthrough,passthrough,0.9939024390243902,0.9106145251396648,0.9504373177842566,0.5555555555555556,0.9523809523809524,0.7017543859649122,0.7747289972899729,0.9314977387603084,0.8260958518745845,0.9478760162601624,0.915,0.9243256099432254,0.915,0.7741508764459585
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 300}",MaxAbsScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9821428571428572,0.9217877094972068,0.9510086455331412,0.5625,0.8571428571428571,0.6792452830188678,0.7723214285714286,0.8894652833200318,0.8151269642760045,0.9380803571428572,0.915,0.9224734924691426,0.915,0.810754824901155
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 400}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9940476190476192,0.9329608938547486,0.962536023054755,0.625,0.9523809523809524,0.7547169811320755,0.8095238095238095,0.9426709231178504,0.8586265020934153,0.9552976190476192,0.935,0.9407150236528736,0.935,0.7920390047922365
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 400}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9878048780487804,0.905027932960894,0.9446064139941692,0.5277777777777778,0.9047619047619048,0.6666666666666666,0.7577913279132791,0.9048949188613992,0.8056365403304179,0.9395020325203252,0.905,0.9154227405247812,0.905,0.7880044105292542
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 400}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9823529411764704,0.9329608938547486,0.9570200573065902,0.6,0.8571428571428571,0.7058823529411764,0.7911764705882353,0.8950518754988028,0.8314512051238834,0.9422058823529412,0.925,0.9306505983482218,0.925,0.7831940108890674
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 7, 'n_estimators': 300}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9878048780487804,0.905027932960894,0.9446064139941692,0.5277777777777778,0.9047619047619048,0.6666666666666666,0.7577913279132791,0.9048949188613992,0.8056365403304179,0.9395020325203252,0.905,0.9154227405247812,0.905,0.8003948001925855
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 3, 'n_estimators': 200}",MaxAbsScaler,UnderSampler,KMeans,passthrough,passthrough,0.937984496124031,0.6759776536312849,0.7857142857142857,0.1830985915492957,0.6190476190476191,0.2826086956521739,0.5605415438366634,0.647512636339452,0.5341614906832298,0.8587214761436838,0.67,0.732888198757764,0.67,0.4587649091348672
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 200}",MaxAbsScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9370629370629372,0.7486033519553073,0.8322981366459627,0.2105263157894736,0.5714285714285714,0.3076923076923077,0.5737946264262054,0.6600159616919393,0.5699952221691352,0.8607765918292235,0.73,0.777214524605829,0.73,0.5656573916967307
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 200}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9603174603174603,0.6759776536312849,0.7934426229508197,0.2162162162162162,0.7619047619047619,0.3368421052631579,0.5882668382668383,0.7189412077680234,0.5651423641069888,0.8821868296868297,0.685,0.7454995685936153,0.685,0.532720958805516
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 400}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9782608695652174,0.7541899441340782,0.8517350157728708,0.2903225806451613,0.8571428571428571,0.4337349397590361,0.6342917251051894,0.8056664006384677,0.6427349777659535,0.9060273492286116,0.765,0.8078450077914181,0.765,0.7049876593994242
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 200}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9647887323943662,0.7653631284916201,0.853582554517134,0.2758620689655172,0.7619047619047619,0.4050632911392404,0.6203254006799417,0.763633945198191,0.6293229228281872,0.8924514327343371,0.765,0.8064880318624552,0.765,0.5563470405944869
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 400}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.958041958041958,0.7653631284916201,0.8509316770186335,0.2631578947368421,0.7142857142857143,0.3846153846153846,0.6105999263894001,0.7398244213886672,0.617773530817009,0.8850791313949208,0.76,0.8019684663162923,0.76,0.5401354976507666
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,passthrough,passthrough,passthrough,0.9933774834437086,0.8379888268156425,0.909090909090909,0.4081632653061224,0.9523809523809524,0.5714285714285714,0.7007703743749155,0.8951848895982975,0.7402597402597402,0.9319299905392622,0.85,0.8736363636363634,0.85,0.7300648447790664
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 300}",MaxAbsScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.986842105263158,0.8379888268156425,0.9063444108761328,0.3958333333333333,0.9047619047619048,0.5507246376811594,0.6913377192982456,0.8713753657887736,0.7285345242786462,0.9247861842105264,0.845,0.8690043346906607,0.845,0.7598935457745383
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 400}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9937106918238994,0.88268156424581,0.9349112426035504,0.4878048780487805,0.9523809523809524,0.6451612903225806,0.7407577849363399,0.9175312583133812,0.7900362664630655,0.940590581377512,0.89,0.9044874976140486,0.89,0.7609659899133583
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 200}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9685534591194968,0.8603351955307262,0.9112426035502958,0.3902439024390244,0.7619047619047619,0.5161290322580646,0.6793986807792607,0.8111199787177441,0.7136858179041803,0.9078309556680472,0.85,0.8697556785646116,0.85,0.7656079692665058
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 5, 'n_estimators': 400}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9928571428571428,0.776536312849162,0.8714733542319749,0.3333333333333333,0.9523809523809524,0.4938271604938272,0.6630952380952381,0.8644586326150572,0.6826502573629011,0.923607142857143,0.795,0.8318205038894695,0.795,0.7293813864545573
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 7, 'n_estimators': 400}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9863013698630136,0.8044692737430168,0.8861538461538462,0.3518518518518518,0.9047619047619048,0.5066666666666666,0.6690766108574328,0.8546155892524607,0.6964102564102563,0.9196841704718416,0.815,0.8463076923076923,0.815,0.7741221741221742
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 400}",MaxAbsScaler,passtrough,KMeans,passthrough,passthrough,0.9123711340206184,0.988826815642458,0.9490616621983916,0.6666666666666666,0.1904761904761904,0.2962962962962963,0.7895189003436426,0.5896515030593243,0.6226789792473439,0.8865721649484536,0.905,0.8805212987786716,0.905,0.1429369313216863
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 100}",MaxAbsScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9052631578947368,0.9608938547486032,0.9322493224932248,0.3,0.1428571428571428,0.1935483870967741,0.6026315789473684,0.5518754988028731,0.5628988547949996,0.8417105263157896,0.875,0.8546857242765975,0.875,0.1780385784357979
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 400}",MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.90625,0.9720670391061452,0.9380053908355794,0.375,0.1428571428571428,0.2068965517241379,0.640625,0.557462090981644,0.5724509712798587,0.85046875,0.885,0.861238962728878,0.885,0.2815253765298369
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9405405405405406,0.9720670391061452,0.9560439560439562,0.6666666666666666,0.4761904761904761,0.5555555555555556,0.8036036036036036,0.7241287576483106,0.7557997557997559,0.911783783783784,0.92,0.913992673992674,0.92,0.4957570724004634
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 9, 'n_estimators': 400}",MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.9162303664921466,0.9776536312849162,0.945945945945946,0.5555555555555556,0.238095238095238,0.3333333333333332,0.7358929610238512,0.6078744346900772,0.6396396396396395,0.8783595113438045,0.9,0.8816216216216216,0.9,0.3208716235032025
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 200}",MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9214659685863874,0.9832402234636872,0.9513513513513512,0.6666666666666666,0.2857142857142857,0.4,0.794066317626527,0.6344772545889864,0.6756756756756757,0.8947120418848168,0.91,0.8934594594594594,0.91,0.2613953791550764
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.68249791144528
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 400}",MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.6852012653882907
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.6811880177748092
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 200}",MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9675675675675676,1.0,0.9835164835164836,1.0,0.7142857142857143,0.8333333333333333,0.9837837837837836,0.8571428571428572,0.9084249084249084,0.970972972972973,0.97,0.9677472527472528,0.97,0.6985544780485935
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.9619565217391304,0.988826815642458,0.975206611570248,0.875,0.6666666666666666,0.7567567567567567,0.9184782608695652,0.8277467411545624,0.8659816841635023,0.9528260869565216,0.955,0.9522693768148314,0.955,0.6848051390745057
RandomForestClassifier,"{'max_depth': [3, 5, 7, 9, 11], 'criterion': ['gini', 'entropy'], 'n_estimators': [100, 200, 300, 400, 500]}","{'criterion': 'gini', 'max_depth': 11, 'n_estimators': 400}",MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.6860960636389852
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9685534591194968,0.8603351955307262,0.9112426035502958,0.3902439024390244,0.7619047619047619,0.5161290322580646,0.6793986807792607,0.8111199787177441,0.7136858179041803,0.9078309556680472,0.85,0.8697556785646116,0.85,0.6941873803733085
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9421052631578948,1.0,0.970189701897019,1.0,0.4761904761904761,0.6451612903225806,0.9710526315789474,0.7380952380952381,0.8076754961097998,0.9481842105263156,0.945,0.9360617186817032,0.945,0.5355313774564331
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-08},StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9683544303797468,0.8547486033519553,0.9080118694362018,0.3809523809523809,0.7619047619047619,0.5079365079365079,0.6746534056660639,0.8083266826283586,0.7079741886863549,0.9066772151898737,0.845,0.866003956478734,0.845,0.6972113572214684
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-07},StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9844961240310076,0.7094972067039106,0.8246753246753246,0.2676056338028169,0.9047619047619048,0.4130434782608695,0.6260508789169124,0.8071295557329077,0.618859401468097,0.9092226225570478,0.73,0.7814539808018067,0.73,0.6640348881482199
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-07},StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9681528662420382,0.8491620111731844,0.9047619047619048,0.3720930232558139,0.7619047619047619,0.5,0.6701229447489261,0.8055333865389731,0.7023809523809523,0.9055665827284848,0.84,0.8622619047619048,0.84,0.6930872039613721
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-07},StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9470899470899472,1.0,0.9728260869565218,1.0,0.5238095238095238,0.6875000000000001,0.9735449735449736,0.7619047619047619,0.830163043478261,0.9526455026455026,0.95,0.942866847826087,0.95,0.5423141300490155
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9636363636363636,0.888268156424581,0.9244186046511628,0.4285714285714285,0.7142857142857143,0.5357142857142858,0.6961038961038961,0.8012769353551477,0.7300664451827243,0.9074545454545456,0.87,0.8836046511627907,0.87,0.5652858842086635
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-08},StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9627329192546584,0.8659217877094972,0.911764705882353,0.3846153846153846,0.7142857142857143,0.5,0.6736741519350216,0.7901037509976058,0.7058823529411765,0.9020305781175346,0.85,0.868529411764706,0.85,0.5030389747771784
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-07},StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9693251533742332,0.88268156424581,0.9239766081871345,0.4324324324324324,0.7619047619047619,0.5517241379310345,0.7008787929033328,0.8222931630752859,0.7378503730590844,0.912951417675344,0.87,0.8848900988102438,0.87,0.5618524369048107
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.6776190476190476
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9631901840490796,0.8770949720670391,0.9181286549707602,0.4054054054054054,0.7142857142857143,0.5172413793103449,0.6842977947272426,0.7956903431763767,0.7176850171405526,0.904622782291494,0.86,0.8760354910264166,0.86,0.5391280378489489
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-07},StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9629629629629628,0.8715083798882681,0.9149560117302052,0.3947368421052631,0.7142857142857143,0.5084745762711864,0.678849902534113,0.7928970470869912,0.7117152940006958,0.9032992202729044,0.855,0.8722754610070083,0.855,0.5093695026186392
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-08},StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.968944099378882,0.8715083798882681,0.9176470588235296,0.4102564102564102,0.7619047619047619,0.5333333333333333,0.6896002548176461,0.816706570896515,0.7254901960784315,0.9102818920210224,0.86,0.8772941176470589,0.86,0.6970353753218506
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GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9695121951219512,0.888268156424581,0.9271137026239068,0.4444444444444444,0.7619047619047619,0.5614035087719298,0.7069783197831978,0.8250864591646714,0.7442586056979182,0.914380081300813,0.875,0.8887141322694491,0.875,0.6918603069185515
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9836065573770492,0.6703910614525139,0.7973421926910298,0.2435897435897435,0.9047619047619048,0.3838383838383838,0.6135981504833964,0.7875764831072094,0.5905902882647068,0.905904791929382,0.695,0.753924292761502,0.695,0.6086059709167012
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-07},StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9685534591194968,0.8603351955307262,0.9112426035502958,0.3902439024390244,0.7619047619047619,0.5161290322580646,0.6793986807792607,0.8111199787177441,0.7136858179041803,0.9078309556680472,0.85,0.8697556785646116,0.85,0.6968623505740323
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9548022598870056,0.9441340782122905,0.949438202247191,0.5652173913043478,0.6190476190476191,0.5909090909090909,0.7600098255956766,0.7815908486299548,0.770173646578141,0.9138958486858266,0.91,0.9117926455566904,0.91,0.5937880769116467
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9269662921348316,0.9217877094972068,0.9243697478991596,0.3636363636363636,0.3809523809523809,0.3720930232558139,0.6453013278855976,0.6513700452247938,0.6482313855774868,0.8678166496424923,0.865,0.8663806918116083,0.865,0.4660139311327869
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.945121951219512,0.8659217877094972,0.9037900874635568,0.3333333333333333,0.5714285714285714,0.4210526315789474,0.6392276422764227,0.7186751795690343,0.6624213595212521,0.8808841463414633,0.835,0.8531026545956729,0.835,0.4886846689895471
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9615384615384616,0.8379888268156425,0.8955223880597015,0.3409090909090909,0.7142857142857143,0.4615384615384615,0.6512237762237763,0.7761372705506784,0.6785304247990815,0.8963723776223776,0.825,0.8499540757749713,0.825,0.5165007455347228
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.96875,0.8659217877094972,0.9144542772861356,0.4,0.7619047619047619,0.5245901639344264,0.684375,0.8139132748071296,0.719522220610281,0.90903125,0.855,0.8735185453842063,0.855,0.682920263622018
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9634146341463414,0.88268156424581,0.9212827988338192,0.4166666666666667,0.7142857142857143,0.5263157894736842,0.6900406504065041,0.7984836392657622,0.7237992941537517,0.9060060975609756,0.865,0.879811262851005,0.865,0.5260187003120285
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-07},StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9695121951219512,0.888268156424581,0.9271137026239068,0.4444444444444444,0.7619047619047619,0.5614035087719298,0.7069783197831978,0.8250864591646714,0.7442586056979182,0.914380081300813,0.875,0.8887141322694491,0.875,0.5375329349013559
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,KMeans,passthrough,passthrough,0.946524064171123,0.988826815642458,0.9672131147540984,0.8461538461538461,0.5238095238095238,0.6470588235294118,0.8963389551624845,0.756318169725991,0.807135969141755,0.935985191279309,0.94,0.9335969141755062,0.94,0.4578590846721387
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.922680412371134,1.0,0.9597855227882036,1.0,0.2857142857142857,0.4444444444444445,0.961340206185567,0.6428571428571428,0.7021149836163241,0.930798969072165,0.925,0.9056747095621092,0.925,0.371726032252348
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.4590279917440265
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9405405405405406,0.9720670391061452,0.9560439560439562,0.6666666666666666,0.4761904761904761,0.5555555555555556,0.8036036036036036,0.7241287576483106,0.7557997557997559,0.911783783783784,0.92,0.913992673992674,0.92,0.5203699402809525
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.4590279917440265
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.936842105263158,0.994413407821229,0.964769647696477,0.9,0.4285714285714285,0.5806451612903225,0.918421052631579,0.7114924181963288,0.7727074044933997,0.9329736842105264,0.935,0.9244365766238308,0.935,0.5149079642792054
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,passthrough,passthrough,passthrough,0.935672514619883,0.8938547486033519,0.9142857142857144,0.3448275862068966,0.4761904761904761,0.3999999999999999,0.6402500504133898,0.6850226123969141,0.6571428571428571,0.8736337971365193,0.85,0.8602857142857142,0.85,0.5097137196341116
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9629629629629628,0.8715083798882681,0.9149560117302052,0.3947368421052631,0.7142857142857143,0.5084745762711864,0.678849902534113,0.7928970470869912,0.7117152940006958,0.9032992202729044,0.855,0.8722754610070083,0.855,0.5005002065284575
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.935672514619883,0.8938547486033519,0.9142857142857144,0.3448275862068966,0.4761904761904761,0.3999999999999999,0.6402500504133898,0.6850226123969141,0.6571428571428571,0.8736337971365193,0.85,0.8602857142857142,0.85,0.5087247161874029
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.5629396070822217
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.935672514619883,0.8938547486033519,0.9142857142857144,0.3448275862068966,0.4761904761904761,0.3999999999999999,0.6402500504133898,0.6850226123969141,0.6571428571428571,0.8736337971365193,0.85,0.8602857142857142,0.85,0.4927218712371894
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9523809523809524,0.8938547486033519,0.9221902017291064,0.40625,0.6190476190476191,0.490566037735849,0.6793154761904762,0.7564511838254855,0.7063781197324778,0.8950372023809523,0.865,0.8768696645098144,0.865,0.567286772680216
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.9254658385093169,0.8324022346368715,0.8764705882352941,0.2307692307692307,0.4285714285714285,0.3,0.5781175346392737,0.63048683160415,0.5882352941176471,0.8525226946966078,0.79,0.8159411764705883,0.79,0.3185941653275118
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.959731543624161,0.7988826815642458,0.8719512195121952,0.2941176470588235,0.7142857142857143,0.4166666666666667,0.6269245953414923,0.7565841979249801,0.644308943089431,0.8898420844848006,0.79,0.8241463414634147,0.79,0.4463239079928285
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9285714285714286,0.7988826815642458,0.8588588588588589,0.217391304347826,0.4761904761904761,0.2985074626865672,0.5729813664596274,0.637536578877361,0.5786831607727131,0.8538975155279503,0.765,0.8000219622607684,0.765,0.327136211293037
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-08},MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.7057469915938874
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9294117647058824,0.88268156424581,0.9054441260744984,0.3,0.4285714285714285,0.3529411764705882,0.6147058823529412,0.6556264964086193,0.6291926512725434,0.8633235294117648,0.835,0.8474313163660879,0.835,0.3246160355111666
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-07},MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9444444444444444,0.8547486033519553,0.8973607038123168,0.3157894736842105,0.5714285714285714,0.4067796610169492,0.6301169590643274,0.7130885873902634,0.652070182414633,0.8784356725146197,0.825,0.8458496943188032,0.825,0.4328878318583335
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-08},MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.9567901234567902,0.8659217877094972,0.9090909090909092,0.3684210526315789,0.6666666666666666,0.4745762711864407,0.6626055880441846,0.7662942271880819,0.691833590138675,0.8950113710201429,0.845,0.8634668721109401,0.845,0.5511525743977326
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9685534591194968,0.8603351955307262,0.9112426035502958,0.3902439024390244,0.7619047619047619,0.5161290322580646,0.6793986807792607,0.8111199787177441,0.7136858179041803,0.9078309556680472,0.85,0.8697556785646116,0.85,0.5243840929185757
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9570552147239264,0.8715083798882681,0.912280701754386,0.3783783783783784,0.6666666666666666,0.4827586206896551,0.6677167965511523,0.7690875232774674,0.6975196612220205,0.8962941469076438,0.85,0.8671808832425891,0.85,0.5706219589328525
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-07},MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9696969696969696,0.8938547486033519,0.9302325581395348,0.4571428571428571,0.7619047619047619,0.5714285714285714,0.7134199134199134,0.8278797552540569,0.7508305647840532,0.915878787878788,0.88,0.8925581395348837,0.88,0.7084602979676662
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9627329192546584,0.8659217877094972,0.911764705882353,0.3846153846153846,0.7142857142857143,0.5,0.6736741519350216,0.7901037509976058,0.7058823529411765,0.9020305781175346,0.85,0.868529411764706,0.85,0.5592287173280078
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-08},MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9627329192546584,0.8659217877094972,0.911764705882353,0.3846153846153846,0.7142857142857143,0.5,0.6736741519350216,0.7901037509976058,0.7058823529411765,0.9020305781175346,0.85,0.868529411764706,0.85,0.517473470474231
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.9181286549707602,0.8770949720670391,0.8971428571428571,0.2413793103448276,0.3333333333333333,0.28,0.5797539826577939,0.6052141527001862,0.5885714285714285,0.8470699737850373,0.82,0.832342857142857,0.82,0.3555522088353414
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.957983193277311,0.6368715083798883,0.7651006711409395,0.1975308641975308,0.7619047619047619,0.3137254901960783,0.577757028737421,0.699388135142325,0.5394130806685089,0.878135698723934,0.65,0.7177062771417292,0.65,0.3995488158240615
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9181286549707602,0.8770949720670391,0.8971428571428571,0.2413793103448276,0.3333333333333333,0.28,0.5797539826577939,0.6052141527001862,0.5885714285714285,0.8470699737850373,0.82,0.832342857142857,0.82,0.399122294981301
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-08},MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9736842105263158,0.8268156424581006,0.8942598187311179,0.3541666666666667,0.8095238095238095,0.4927536231884058,0.6639254385964912,0.818169725990955,0.6935067209597618,0.9086348684210526,0.825,0.8521016681991332,0.825,0.6855436954159437
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-08},MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9325153374233128,0.8491620111731844,0.888888888888889,0.2702702702702703,0.4761904761904761,0.3448275862068966,0.6013928038467915,0.6626762436818303,0.6168582375478928,0.8629796053722434,0.81,0.8317624521072797,0.81,0.4554781250707286
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-08},MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9302325581395348,0.8938547486033519,0.9116809116809116,0.3214285714285714,0.4285714285714285,0.3673469387755102,0.6258305647840532,0.6612130885873903,0.6395139252282109,0.8663081395348837,0.845,0.8545258445258446,0.845,0.4649055899055899
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GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.9166666666666666,0.9217877094972068,0.9192200557103064,0.3,0.2857142857142857,0.2926829268292683,0.6083333333333333,0.6037509976057462,0.6059514912697873,0.8519166666666667,0.855,0.8534336571777973,0.855,0.1900666873449131
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9398907103825136,0.9608938547486032,0.9502762430939228,0.5882352941176471,0.4761904761904761,0.5263157894736842,0.7640630022500804,0.7185421654695398,0.7382960162838035,0.9029668916747028,0.91,0.9057603954637976,0.91,0.4034959663991923
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.8923076923076924,0.9720670391061452,0.9304812834224598,0.0,0.0,0.0,0.4461538461538462,0.4860335195530726,0.4652406417112299,0.7986153846153847,0.87,0.8327807486631015,0.87,0.1911243288044583
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9042553191489362,0.9497206703910616,0.9264305177111716,0.25,0.1428571428571428,0.1818181818181818,0.5771276595744681,0.5462889066241021,0.5541243497646767,0.8355585106382979,0.865,0.8482462224424077,0.865,0.2835321541203894
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.935672514619883,0.8938547486033519,0.9142857142857144,0.3448275862068966,0.4761904761904761,0.3999999999999999,0.6402500504133898,0.6850226123969141,0.6571428571428571,0.8736337971365193,0.85,0.8602857142857142,0.85,0.4796191540838992
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-06},MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9506172839506172,0.8603351955307262,0.9032258064516128,0.3421052631578947,0.6190476190476191,0.4406779661016949,0.646361273554256,0.7396914072891727,0.6719518862766539,0.8867235217673815,0.835,0.8546582832148715,0.835,0.4888932309075987
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9411764705882352,0.8938547486033519,0.9169054441260744,0.3666666666666666,0.5238095238095238,0.4313725490196078,0.653921568627451,0.7088321362064378,0.6741389965728412,0.8808529411764705,0.855,0.8659244901398955,0.855,0.4910408432147563
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9534883720930232,0.9162011173184358,0.9344729344729346,0.4642857142857143,0.6190476190476191,0.5306122448979592,0.7088870431893688,0.7676243681830275,0.7325425896854469,0.902122093023256,0.885,0.8920675620675621,0.885,0.688095163324802
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.9302325581395348,0.8938547486033519,0.9116809116809116,0.3214285714285714,0.4285714285714285,0.3673469387755102,0.6258305647840532,0.6612130885873903,0.6395139252282109,0.8663081395348837,0.845,0.8545258445258446,0.845,0.4942781855825334
GaussianNB,"{'var_smoothing': [1e-09, 1e-08, 1e-07, 1e-06]}",{'var_smoothing': 1e-09},MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9629629629629628,0.8715083798882681,0.9149560117302052,0.3947368421052631,0.7142857142857143,0.5084745762711864,0.678849902534113,0.7928970470869912,0.7117152940006958,0.9032992202729044,0.855,0.8722754610070083,0.855,0.5001750951750952
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9876543209876544,0.8938547486033519,0.93841642228739,0.5,0.9047619047619048,0.6440677966101696,0.7438271604938271,0.8993083266826283,0.7912421094487798,0.9364506172839506,0.895,0.9075098165912818,0.895,0.8011835469473944
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9814814814814816,0.888268156424581,0.9325513196480938,0.4736842105263157,0.8571428571428571,0.6101694915254237,0.7275828460038987,0.872705506783719,0.7713604055867587,0.9281627680311892,0.885,0.8987012276952134,0.885,0.7070877233459355
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9877300613496932,0.8994413407821229,0.9415204678362572,0.5135135135135135,0.9047619047619048,0.6551724137931034,0.7506217874316033,0.9021016227720138,0.7983464408146803,0.9379373238268944,0.9,0.911453922161726,0.9,0.8037370801528031
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9801324503311258,0.8268156424581006,0.896969696969697,0.3673469387755102,0.8571428571428571,0.5142857142857143,0.6737396945533181,0.8419792498004788,0.7056277056277056,0.9157899716177864,0.83,0.8567878787878789,0.83,0.6939898766524153
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9878048780487804,0.905027932960894,0.9446064139941692,0.5277777777777778,0.9047619047619048,0.6666666666666666,0.7577913279132791,0.9048949188613992,0.8056365403304179,0.9395020325203252,0.905,0.9154227405247812,0.905,0.7889099086567442
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9698795180722892,0.8994413407821229,0.9333333333333332,0.4705882352941176,0.7619047619047619,0.5818181818181817,0.7202338766832034,0.8306730513434424,0.7575757575757576,0.9174539333805812,0.885,0.8964242424242425,0.885,0.7301115082812344
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9651162790697676,0.9273743016759776,0.945868945868946,0.5357142857142857,0.7142857142857143,0.6122448979591837,0.7504152823920266,0.8208300079808459,0.7790569219140648,0.9200290697674418,0.905,0.9108384208384208,0.905,0.7090259111681412
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9508196721311476,0.9720670391061452,0.9613259668508288,0.7058823529411765,0.5714285714285714,0.6315789473684211,0.828351012536162,0.7717478052673583,0.796452457109625,0.9251012536162004,0.93,0.926702529805176,0.93,0.6723247518610421
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9763313609467456,0.9217877094972068,0.9482758620689654,0.5483870967741935,0.8095238095238095,0.6538461538461537,0.7623592288604695,0.8656557595105081,0.8010610079575595,0.9313972132086276,0.91,0.91736074270557,0.91,0.7275028089568839
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.746985399109218
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9657142857142856,0.9441340782122905,0.9548022598870056,0.6,0.7142857142857143,0.6521739130434783,0.7828571428571429,0.8292098962490024,0.803488086465242,0.9273142857142856,0.92,0.9230262834684352,0.92,0.7433049731268455
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9502762430939228,0.9608938547486032,0.9555555555555556,0.631578947368421,0.5714285714285714,0.6,0.7909275952311718,0.7661612130885873,0.7777777777777778,0.916813027042745,0.92,0.9182222222222224,0.92,0.6863552889488783
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.9874213836477987,0.8770949720670391,0.9289940828402368,0.4634146341463415,0.9047619047619048,0.6129032258064516,0.7254180088970701,0.890928438414472,0.7709486543233441,0.9324006749501456,0.88,0.8958045428516893,0.88,0.7660623706397177
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9602272727272728,0.9441340782122905,0.952112676056338,0.5833333333333334,0.6666666666666666,0.6222222222222222,0.771780303030303,0.8054003724394785,0.7871674491392802,0.9206534090909092,0.915,0.9174741784037558,0.915,0.7149941124826971
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.98125,0.8770949720670391,0.9262536873156344,0.45,0.8571428571428571,0.5901639344262294,0.715625,0.867118914604948,0.7582088108709318,0.9254687499999998,0.875,0.8909642632622469,0.875,0.7514761510528876
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.967948717948718,0.8435754189944135,0.9014925373134328,0.3636363636363636,0.7619047619047619,0.4923076923076923,0.6657925407925408,0.8027400904495876,0.6969001148105626,0.9044959207459208,0.835,0.85852812858783,0.835,0.6657711577741764
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9874213836477987,0.8770949720670391,0.9289940828402368,0.4634146341463415,0.9047619047619048,0.6129032258064516,0.7254180088970701,0.890928438414472,0.7709486543233441,0.9324006749501456,0.88,0.8958045428516893,0.88,0.7376745962461808
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9685534591194968,0.8603351955307262,0.9112426035502958,0.3902439024390244,0.7619047619047619,0.5161290322580646,0.6793986807792607,0.8111199787177441,0.7136858179041803,0.9078309556680472,0.85,0.8697556785646116,0.85,0.678658869785419
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.7309840409250983
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9933333333333332,0.8324022346368715,0.905775075987842,0.4,0.9523809523809524,0.5633802816901408,0.6966666666666667,0.892391593508912,0.7345776788389913,0.9310333333333334,0.845,0.8698236225865833,0.845,0.7210964194260601
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.7541061024045055
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.972972972972973,0.8044692737430168,0.8807339449541285,0.3269230769230769,0.8095238095238095,0.4657534246575343,0.649948024948025,0.8069965416334132,0.6732436848058314,0.905137733887734,0.805,0.8371609903229862,0.805,0.7200174954282863
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9627329192546584,0.8659217877094972,0.911764705882353,0.3846153846153846,0.7142857142857143,0.5,0.6736741519350216,0.7901037509976058,0.7058823529411765,0.9020305781175346,0.85,0.868529411764706,0.85,0.75787173538876
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9673202614379084,0.8268156424581006,0.8915662650602411,0.3404255319148936,0.7619047619047619,0.4705882352941176,0.653872896676401,0.7943602021814312,0.6810772501771793,0.901496314837992,0.82,0.847363571934798,0.82,0.7195167001103073
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,passtrough,KMeans,passthrough,passthrough,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.6113994488411532
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9365079365079364,0.988826815642458,0.9619565217391304,0.8181818181818182,0.4285714285714285,0.5625,0.8773448773448773,0.7086991221069433,0.7622282608695652,0.924083694083694,0.93,0.9200135869565216,0.93,0.5007518796992481
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.9562841530054644,0.9776536312849162,0.9668508287292816,0.7647058823529411,0.6190476190476191,0.6842105263157895,0.8604950176792028,0.7983506251662676,0.8255306775225356,0.9361684345869494,0.94,0.9371735969758652,0.94,0.5700563369630974
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.93717277486911,1.0,0.9675675675675676,1.0,0.4285714285714285,0.6,0.968586387434555,0.7142857142857143,0.7837837837837838,0.9437696335078536,0.94,0.928972972972973,0.94,0.4912715612952471
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.9567567567567568,0.988826815642458,0.9725274725274726,0.8666666666666667,0.6190476190476191,0.7222222222222222,0.9117117117117116,0.8039372173450385,0.8473748473748475,0.9472972972972972,0.95,0.9462454212454212,0.95,0.5800917420388167
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9470899470899472,1.0,0.9728260869565218,1.0,0.5238095238095238,0.6875000000000001,0.9735449735449736,0.7619047619047619,0.830163043478261,0.9526455026455026,0.95,0.942866847826087,0.95,0.439071573342083
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,passtrough,passthrough,passthrough,passthrough,0.9555555555555556,0.9608938547486032,0.958217270194986,0.65,0.6190476190476191,0.6341463414634146,0.8027777777777778,0.7899707368981113,0.7961818058292003,0.9234722222222222,0.925,0.924189822678171,0.925,0.6415750915750916
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9508196721311476,0.9720670391061452,0.9613259668508288,0.7058823529411765,0.5714285714285714,0.6315789473684211,0.828351012536162,0.7717478052673583,0.796452457109625,0.9251012536162004,0.93,0.926702529805176,0.93,0.6317972350230414
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.9447513812154696,0.9553072625698324,0.95,0.5789473684210527,0.5238095238095238,0.5500000000000002,0.7618493748182611,0.7395583931896781,0.7500000000000001,0.906341959872056,0.91,0.908,0.91,0.6768620268620269
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.6132209689438007
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.9505494505494504,0.9664804469273744,0.958448753462604,0.6666666666666666,0.5714285714285714,0.6153846153846153,0.8086080586080586,0.7689545091779728,0.7869166844236096,0.9207417582417584,0.925,0.9224270189644151,0.925,0.6767399893254186
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9505494505494504,0.9664804469273744,0.958448753462604,0.6666666666666666,0.5714285714285714,0.6153846153846153,0.8086080586080586,0.7689545091779728,0.7869166844236096,0.9207417582417584,0.925,0.9224270189644151,0.925,0.6196749242223498
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.9345238095238096,0.8770949720670391,0.904899135446686,0.3125,0.4761904761904761,0.3773584905660377,0.6235119047619048,0.6766427241287576,0.6411288130063618,0.8692113095238095,0.835,0.8495073677342178,0.835,0.3833477651561078
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.94,0.7877094972067039,0.8571428571428572,0.24,0.5714285714285714,0.3380281690140844,0.59,0.6795690343176377,0.5975855130784709,0.8664999999999999,0.765,0.8026358148893361,0.765,0.4870334535071231
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.950354609929078,0.7486033519553073,0.8375,0.2372881355932203,0.6666666666666666,0.35,0.5938213727611492,0.7076350093109869,0.59375,0.875482630123813,0.74,0.7863125,0.74,0.5347829303413523
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.98,0.8212290502793296,0.8936170212765957,0.36,0.8571428571428571,0.5070422535211268,0.6699999999999999,0.8391859537110933,0.7003296373988612,0.9149,0.825,0.8530266706622714,0.825,0.7044843371738402
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9483870967741936,0.8212290502793296,0.8802395209580837,0.2888888888888888,0.6190476190476191,0.3939393939393939,0.6186379928315412,0.7201383346634743,0.6370894574487388,0.8791397849462365,0.8,0.8291780076211213,0.8,0.5033573517126149
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.952,0.664804469273743,0.7828947368421052,0.2,0.7142857142857143,0.3125,0.576,0.6895450917797287,0.5476973684210527,0.8730399999999999,0.67,0.7335032894736842,0.67,0.5115231645503574
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.9573170731707316,0.8770949720670391,0.9154518950437316,0.3888888888888889,0.6666666666666666,0.4912280701754385,0.6731029810298103,0.7718808193668529,0.7033399826095852,0.8976321138211381,0.855,0.8709083934325609,0.855,0.6837487227776331
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9529411764705882,0.905027932960894,0.9283667621776504,0.4333333333333333,0.6190476190476191,0.5098039215686274,0.6931372549019608,0.7620377760042565,0.7190853418731389,0.8983823529411764,0.875,0.8844176639137031,0.875,0.6665486795272649
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9748427672955976,0.8659217877094972,0.9171597633136096,0.4146341463414634,0.8095238095238095,0.5483870967741935,0.6947384568185304,0.8377227986166533,0.7327734300439015,0.9160208620954134,0.86,0.8784386333269708,0.86,0.7194091302375752
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.967948717948718,0.8435754189944135,0.9014925373134328,0.3636363636363636,0.7619047619047619,0.4923076923076923,0.6657925407925408,0.8027400904495876,0.6969001148105626,0.9044959207459208,0.835,0.85852812858783,0.835,0.7405823092570081
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9751552795031057,0.8770949720670391,0.923529411764706,0.4358974358974359,0.8095238095238095,0.5666666666666667,0.7055263577002707,0.8433093907954243,0.7450980392156863,0.9185332059245104,0.87,0.8860588235294118,0.87,0.7233565936551012
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9640718562874252,0.8994413407821229,0.930635838150289,0.4545454545454545,0.7142857142857143,0.5555555555555556,0.7093086554164398,0.8068635275339187,0.7430956968529223,0.9105715841045182,0.88,0.8912524084778419,0.88,0.6645381472747202
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.9415584415584416,0.8100558659217877,0.8708708708708709,0.2608695652173913,0.5714285714285714,0.3582089552238805,0.6012140033879164,0.6907422186751795,0.6145399130473757,0.8700861095426313,0.785,0.817041369727937,0.785,0.3999171450758521
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9466666666666668,0.7932960893854749,0.8632218844984803,0.26,0.6190476190476191,0.3661971830985915,0.6033333333333333,0.7061718542165469,0.6147095337985359,0.8745666666666666,0.775,0.811034290851492,0.775,0.4679534182809529
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.927007299270073,0.7094972067039106,0.8037974683544303,0.1746031746031746,0.5238095238095238,0.2619047619047619,0.5508052369366238,0.6166533652567172,0.5328511151295962,0.8480048661800486,0.69,0.7468987341772152,0.69,0.4754630539620398
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.7113693578697302
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9430379746835444,0.8324022346368715,0.884272997032641,0.2857142857142857,0.5714285714285714,0.3809523809523809,0.614376130198915,0.7019154030327215,0.632612688992511,0.8740189873417722,0.805,0.8314243323442136,0.805,0.5544221282593377
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9407894736842104,0.7988826815642458,0.86404833836858,0.25,0.5714285714285714,0.3478260869565217,0.5953947368421053,0.6851556264964086,0.6059372126625509,0.8682565789473684,0.775,0.809845001970314,0.775,0.4762030090122812
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,UnderSampler,passthrough,passthrough,passthrough,0.9805194805194806,0.8435754189944135,0.9069069069069068,0.391304347826087,0.8571428571428571,0.5373134328358209,0.6859119141727837,0.8503591380686353,0.7221101698713639,0.9186518915866742,0.845,0.8680995921294428,0.845,0.6373139056065885
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MinMaxScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9655172413793104,0.7821229050279329,0.8641975308641976,0.2909090909090909,0.7619047619047619,0.4210526315789473,0.6282131661442006,0.7720138334663473,0.6426250812215725,0.8946833855799373,0.78,0.8176673164392463,0.78,0.6645118287648094
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9620253164556962,0.8491620111731844,0.9020771513353116,0.3571428571428571,0.7142857142857143,0.4761904761904762,0.6595840867992767,0.7817238627294494,0.6891338137628938,0.8985126582278481,0.835,0.8573590504451037,0.835,0.672684086925573
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9685534591194968,0.8603351955307262,0.9112426035502958,0.3902439024390244,0.7619047619047619,0.5161290322580646,0.6793986807792607,0.8111199787177441,0.7136858179041803,0.9078309556680472,0.85,0.8697556785646116,0.85,0.7212265639920635
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.6941885867004948
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9793103448275862,0.7932960893854749,0.8765432098765431,0.3272727272727272,0.8571428571428571,0.4736842105263157,0.6532915360501568,0.825219473264166,0.6751137102014294,0.910846394984326,0.8,0.8342430149447693,0.8,0.673438210170586
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,passtrough,KMeans,passthrough,passthrough,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0185185185185185
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0188679245283018
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MinMaxScaler,passtrough,KMeans,SelectKBest,passthrough,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0338983050847457
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.93717277486911,1.0,0.9675675675675676,1.0,0.4285714285714285,0.6,0.968586387434555,0.7142857142857143,0.7837837837837838,0.9437696335078536,0.94,0.928972972972973,0.94,0.5204177025103538
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MinMaxScaler,passtrough,KMeans,SelectFpr,passthrough,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0338983050847457
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.8944723618090452,0.994413407821229,0.9417989417989416,0.0,0.0,0.0,0.4472361809045226,0.4972067039106145,0.4708994708994709,0.8005527638190955,0.89,0.8429100529100529,0.89,0.0545936023592428
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,passtrough,passthrough,passthrough,passthrough,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.5811992073767452
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9611111111111112,0.9664804469273744,0.9637883008356548,0.7,0.6666666666666666,0.6829268292682926,0.8305555555555555,0.8165735567970205,0.8233575650519737,0.9336944444444444,0.935,0.9342978463210816,0.935,0.5468390263723196
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,passtrough,passthrough,SelectKBest,passthrough,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.6084044810427139
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MinMaxScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.946236559139785,0.9832402234636872,0.9643835616438357,0.7857142857142857,0.5238095238095238,0.6285714285714286,0.8659754224270353,0.7535248736366055,0.7964774951076321,0.9293817204301076,0.935,0.9291232876712328,0.935,0.6385606625622128
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,passtrough,passthrough,SelectFpr,passthrough,0.945945945945946,0.9776536312849162,0.9615384615384616,0.7333333333333333,0.5238095238095238,0.611111111111111,0.8396396396396396,0.7507315775472201,0.7863247863247863,0.9236216216216216,0.93,0.9247435897435898,0.93,0.6244826423115283
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MinMaxScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9662921348314608,0.9608938547486032,0.9635854341736696,0.6818181818181818,0.7142857142857143,0.6976744186046512,0.8240551583248212,0.8375897845171588,0.8306299263891603,0.9364223697650664,0.935,0.9356647775389226,0.935,0.5650701751186806
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",RobustScaler,OverSampler,KMeans,passthrough,passthrough,0.9869281045751634,0.8435754189944135,0.9096385542168676,0.4042553191489361,0.9047619047619048,0.5588235294117647,0.6955917118620498,0.8741686618781591,0.7342310418143161,0.9257474621054096,0.85,0.8728029766123317,0.85,0.739620020133301
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",RobustScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9568345323741008,0.7430167597765364,0.8364779874213836,0.2459016393442623,0.7142857142857143,0.3658536585365853,0.6013680858591816,0.7286512370311253,0.6011658229789845,0.8821865786059676,0.74,0.7870624328884798,0.74,0.6078181209293895
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",RobustScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9806451612903224,0.8491620111731844,0.9101796407185628,0.4,0.8571428571428571,0.5454545454545455,0.6903225806451613,0.8531524341580208,0.7278170930865542,0.9196774193548388,0.85,0.8718835057158413,0.85,0.7395377189176492
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",RobustScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,1.0,0.7430167597765364,0.8525641025641026,0.3134328358208955,1.0,0.4772727272727273,0.6567164179104478,0.8715083798882681,0.664918414918415,0.927910447761194,0.77,0.8131585081585082,0.77,0.6730412148097283
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",RobustScaler,OverSampler,KMeans,SelectFpr,passthrough,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7410055883639387
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",RobustScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.961783439490446,0.8435754189944135,0.898809523809524,0.3488372093023256,0.7142857142857143,0.46875,0.6553103243963857,0.7789305666400639,0.683779761904762,0.8974240853206933,0.83,0.8536532738095239,0.83,0.5979978543730844
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",RobustScaler,OverSampler,passthrough,passthrough,passthrough,0.9696969696969696,0.8938547486033519,0.9302325581395348,0.4571428571428571,0.7619047619047619,0.5714285714285714,0.7134199134199134,0.8278797552540569,0.7508305647840532,0.915878787878788,0.88,0.8925581395348837,0.88,0.6733011413520633
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9395604395604396,0.9553072625698324,0.9473684210526316,0.5555555555555556,0.4761904761904761,0.5128205128205129,0.7475579975579976,0.7157488693801544,0.7300944669365722,0.8992399267399267,0.905,0.901740890688259,0.905,0.6431460935063527
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",RobustScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9821428571428572,0.9217877094972068,0.9510086455331412,0.5625,0.8571428571428571,0.6792452830188678,0.7723214285714286,0.8894652833200318,0.8151269642760045,0.9380803571428572,0.915,0.9224734924691426,0.915,0.7248512909233576
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",RobustScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9681528662420382,0.8491620111731844,0.9047619047619048,0.3720930232558139,0.7619047619047619,0.5,0.6701229447489261,0.8055333865389731,0.7023809523809523,0.9055665827284848,0.84,0.8622619047619048,0.84,0.7222832427535465
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",RobustScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9821428571428572,0.9217877094972068,0.9510086455331412,0.5625,0.8571428571428571,0.6792452830188678,0.7723214285714286,0.8894652833200318,0.8151269642760045,0.9380803571428572,0.915,0.9224734924691426,0.915,0.7288285087197822
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9502762430939228,0.9608938547486032,0.9555555555555556,0.631578947368421,0.5714285714285714,0.6,0.7909275952311718,0.7661612130885873,0.7777777777777778,0.916813027042745,0.92,0.9182222222222224,0.92,0.6757333728099857
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",RobustScaler,UnderSampler,KMeans,passthrough,passthrough,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.6824933158175979
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9691358024691358,0.8770949720670391,0.9208211143695014,0.4210526315789473,0.7619047619047619,0.5423728813559322,0.6950942170240415,0.8194998669859005,0.7315969978627168,0.911587069525666,0.865,0.8810840499030766,0.865,0.5972680097680098
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",RobustScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.6966708186108781
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9774436090225564,0.7262569832402235,0.8333333333333334,0.2686567164179104,0.8571428571428571,0.409090909090909,0.6230501627202334,0.7916999201915402,0.6212121212121212,0.9030209852990684,0.74,0.7887878787878789,0.74,0.6521202704591618
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",RobustScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.6959804603027495
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.96875,0.8659217877094972,0.9144542772861356,0.4,0.7619047619047619,0.5245901639344264,0.684375,0.8139132748071296,0.719522220610281,0.90903125,0.855,0.8735185453842063,0.855,0.6247399855454308
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",RobustScaler,UnderSampler,passthrough,passthrough,passthrough,0.9808917197452228,0.8603351955307262,0.9166666666666666,0.4186046511627907,0.8571428571428571,0.5625000000000001,0.6997481854540069,0.8587390263367917,0.7395833333333334,0.9218515775440674,0.86,0.8794791666666666,0.86,0.7529987757296994
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",RobustScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.7272096820347086
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",RobustScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9869281045751634,0.8435754189944135,0.9096385542168676,0.4042553191489361,0.9047619047619048,0.5588235294117647,0.6955917118620498,0.8741686618781591,0.7342310418143161,0.9257474621054096,0.85,0.8728029766123317,0.85,0.7360737168754047
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9657534246575342,0.7877094972067039,0.8676923076923078,0.2962962962962963,0.7619047619047619,0.4266666666666667,0.6310248604769153,0.7748071295557328,0.6471794871794873,0.8954604261796042,0.785,0.8213846153846156,0.785,0.6932307324150102
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",RobustScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9863013698630136,0.8044692737430168,0.8861538461538462,0.3518518518518518,0.9047619047619048,0.5066666666666666,0.6690766108574328,0.8546155892524607,0.6964102564102563,0.9196841704718416,0.815,0.8463076923076923,0.815,0.7430890285157801
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",RobustScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9748427672955976,0.8659217877094972,0.9171597633136096,0.4146341463414634,0.8095238095238095,0.5483870967741935,0.6947384568185304,0.8377227986166533,0.7327734300439015,0.9160208620954134,0.86,0.8784386333269708,0.86,0.7121225708170814
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,passtrough,KMeans,passthrough,passthrough,0.9267015706806284,0.988826815642458,0.9567567567567568,0.7777777777777778,0.3333333333333333,0.4666666666666666,0.8522396742292031,0.6610800744878957,0.7117117117117117,0.9110645724258292,0.92,0.9052972972972974,0.92,0.4287325044877019
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",RobustScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.8994974874371859,1.0,0.9470899470899472,1.0,0.0476190476190476,0.0909090909090909,0.949748743718593,0.5238095238095238,0.518999518999519,0.9100502512562814,0.9,0.8571909571909572,0.9,0.1630692893850788
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,passtrough,KMeans,SelectKBest,passthrough,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.4321227568889755
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.952127659574468,1.0,0.9754768392370572,1.0,0.5714285714285714,0.7272727272727273,0.976063829787234,0.7857142857142857,0.8513747832548922,0.9571542553191488,0.955,0.9494154074808026,0.955,0.5052471783038703
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,passtrough,KMeans,SelectFpr,passthrough,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.430398618957941
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.922680412371134,1.0,0.9597855227882036,1.0,0.2857142857142857,0.4444444444444445,0.961340206185567,0.6428571428571428,0.7021149836163241,0.930798969072165,0.925,0.9056747095621092,0.925,0.4162847211541418
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",RobustScaler,passtrough,passthrough,passthrough,passthrough,0.9619565217391304,0.988826815642458,0.975206611570248,0.875,0.6666666666666666,0.7567567567567567,0.9184782608695652,0.8277467411545624,0.8659816841635023,0.9528260869565216,0.955,0.9522693768148314,0.955,0.610121422511058
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9297297297297298,0.9608938547486032,0.9450549450549453,0.5333333333333333,0.3809523809523809,0.4444444444444444,0.7315315315315316,0.6709231178504922,0.6947496947496947,0.888108108108108,0.9,0.8924908424908427,0.9,0.625946275946276
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",RobustScaler,passtrough,passthrough,SelectKBest,passthrough,0.9508196721311476,0.9720670391061452,0.9613259668508288,0.7058823529411765,0.5714285714285714,0.6315789473684211,0.828351012536162,0.7717478052673583,0.796452457109625,0.9251012536162004,0.93,0.926702529805176,0.93,0.6817215318173806
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.6175369014816259
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,passtrough,passthrough,SelectFpr,passthrough,0.9608938547486032,0.9608938547486032,0.9608938547486032,0.6666666666666666,0.6666666666666666,0.6666666666666666,0.813780260707635,0.813780260707635,0.813780260707635,0.93,0.93,0.93,0.93,0.6721230158730159
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",RobustScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9405405405405406,0.9720670391061452,0.9560439560439562,0.6666666666666666,0.4761904761904761,0.5555555555555556,0.8036036036036036,0.7241287576483106,0.7557997557997559,0.911783783783784,0.92,0.913992673992674,0.92,0.6050110934294868
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,OverSampler,KMeans,passthrough,passthrough,0.9379310344827586,0.7597765363128491,0.8395061728395061,0.2181818181818181,0.5714285714285714,0.3157894736842105,0.5780564263322884,0.6656025538707102,0.5776478232618583,0.8623573667711599,0.74,0.7845159194282,0.74,0.3800768546028733
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9506172839506172,0.8603351955307262,0.9032258064516128,0.3421052631578947,0.6190476190476191,0.4406779661016949,0.646361273554256,0.7396914072891727,0.6719518862766539,0.8867235217673815,0.835,0.8546582832148715,0.835,0.4440410938472954
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,passthrough,0.959349593495935,0.659217877094972,0.781456953642384,0.2077922077922078,0.7619047619047619,0.326530612244898,0.5835709006440714,0.710561319499867,0.553993782943641,0.8804360679970437,0.67,0.7336896877956479,0.67,0.4641697131624646
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9736842105263158,0.8268156424581006,0.8942598187311179,0.3541666666666667,0.8095238095238095,0.4927536231884058,0.6639254385964912,0.818169725990955,0.6935067209597618,0.9086348684210526,0.825,0.8521016681991332,0.825,0.673970611346849
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9485294117647058,0.7206703910614525,0.8190476190476189,0.21875,0.6666666666666666,0.3294117647058823,0.5836397058823529,0.6936685288640596,0.5742296918767507,0.8719025735294117,0.715,0.7676358543417365,0.715,0.43138184566756
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9363057324840764,0.8212290502793296,0.875,0.2558139534883721,0.5238095238095238,0.34375,0.5960598429862243,0.6725192870444268,0.609375,0.8648540956895274,0.79,0.81921875,0.79,0.4626035582993976
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MaxAbsScaler,OverSampler,passthrough,passthrough,passthrough,0.9631901840490796,0.8770949720670391,0.9181286549707602,0.4054054054054054,0.7142857142857143,0.5172413793103449,0.6842977947272426,0.7956903431763767,0.7176850171405526,0.904622782291494,0.86,0.8760354910264166,0.86,0.6787656729351348
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9482758620689656,0.9217877094972068,0.9348441926345608,0.4615384615384615,0.5714285714285714,0.5106382978723405,0.7049071618037135,0.746608140462889,0.7227412452534507,0.8971684350132625,0.885,0.8903025736845277,0.885,0.666946471195223
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,passthrough,0.968944099378882,0.8715083798882681,0.9176470588235296,0.4102564102564102,0.7619047619047619,0.5333333333333333,0.6896002548176461,0.816706570896515,0.7254901960784315,0.9102818920210224,0.86,0.8772941176470589,0.86,0.7315436107102774
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9814814814814816,0.888268156424581,0.9325513196480938,0.4736842105263157,0.8571428571428571,0.6101694915254237,0.7275828460038987,0.872705506783719,0.7713604055867587,0.9281627680311892,0.885,0.8987012276952134,0.885,0.743606261541044
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,passthrough,0.975,0.8715083798882681,0.9203539823008848,0.425,0.8095238095238095,0.5573770491803278,0.7,0.8405160947060388,0.7388655157406063,0.91725,0.865,0.8822414043232264,0.865,0.7165335364256699
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9428571428571428,0.9217877094972068,0.9322033898305084,0.44,0.5238095238095238,0.4782608695652174,0.6914285714285714,0.7227986166533653,0.705232129697863,0.8900571428571429,0.88,0.8845394252026528,0.88,0.6604435657991409
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MaxAbsScaler,UnderSampler,KMeans,passthrough,passthrough,0.937888198757764,0.8435754189944135,0.888235294117647,0.282051282051282,0.5238095238095238,0.3666666666666666,0.609969740404523,0.6836924714019686,0.6274509803921569,0.8690253225035834,0.81,0.8334705882352941,0.81,0.4156394534057103
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.952054794520548,0.776536312849162,0.8553846153846154,0.2592592592592592,0.6666666666666666,0.3733333333333333,0.6056570268899036,0.7216014897579144,0.6143589743589744,0.8793112633181127,0.765,0.8047692307692309,0.765,0.3875304195972889
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9117647058823528,0.6927374301675978,0.7873015873015874,0.140625,0.4285714285714285,0.2117647058823529,0.5261948529411764,0.5606544293695132,0.4995331465919701,0.8307950367647058,0.665,0.7268702147525677,0.665,0.3802630583831693
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9774436090225564,0.7262569832402235,0.8333333333333334,0.2686567164179104,0.8571428571428571,0.409090909090909,0.6230501627202334,0.7916999201915402,0.6212121212121212,0.9030209852990684,0.74,0.7887878787878789,0.74,0.6168054466806405
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9407894736842104,0.7988826815642458,0.86404833836858,0.25,0.5714285714285714,0.3478260869565217,0.5953947368421053,0.6851556264964086,0.6059372126625509,0.8682565789473684,0.775,0.809845001970314,0.775,0.4483807825592071
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9285714285714286,0.7988826815642458,0.8588588588588589,0.217391304347826,0.4761904761904761,0.2985074626865672,0.5729813664596274,0.637536578877361,0.5786831607727131,0.8538975155279503,0.765,0.8000219622607684,0.765,0.4394342402477572
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,UnderSampler,passthrough,passthrough,passthrough,0.9727891156462584,0.7988826815642458,0.8773006134969326,0.320754716981132,0.8095238095238095,0.4594594594594594,0.6467719163136952,0.8042032455440277,0.668380036478196,0.9043255037864202,0.8,0.8334272923229978,0.8,0.6591971794691592
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9605263157894736,0.8156424581005587,0.8821752265861027,0.3125,0.7142857142857143,0.4347826086956521,0.6365131578947368,0.7649640861931365,0.6584789176408774,0.8924835526315789,0.805,0.8351990017076054,0.805,0.6836816997771711
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9655172413793104,0.7821229050279329,0.8641975308641976,0.2909090909090909,0.7619047619047619,0.4210526315789473,0.6282131661442006,0.7720138334663473,0.6426250812215725,0.8946833855799373,0.78,0.8176673164392463,0.78,0.6836653620803219
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9864864864864864,0.8156424581005587,0.8929663608562691,0.3653846153846153,0.9047619047619048,0.5205479452054794,0.6759355509355509,0.8602021814312317,0.7067571530308743,0.9212707900207902,0.825,0.8538624272129363,0.825,0.7141479592932465
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9798657718120806,0.8156424581005587,0.8902439024390245,0.3529411764705882,0.8571428571428571,0.5,0.6664034741413344,0.8363926576217079,0.6951219512195123,0.914038689301224,0.82,0.8492682926829269,0.82,0.6811784969062924
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9668874172185432,0.8156424581005587,0.8848484848484849,0.3265306122448979,0.7619047619047619,0.4571428571428571,0.6467090147317205,0.7887736100026603,0.670995670995671,0.8996499526963103,0.81,0.839939393939394,0.81,0.722354060203663
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MaxAbsScaler,passtrough,KMeans,passthrough,passthrough,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50,)}",MaxAbsScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0181818181818181
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.946524064171123,0.988826815642458,0.9672131147540984,0.8461538461538461,0.5238095238095238,0.6470588235294118,0.8963389551624845,0.756318169725991,0.807135969141755,0.935985191279309,0.94,0.9335969141755062,0.94,0.4592263902013686
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100,)}",MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0338983050847457
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.895,1.0,0.9445910290237468,0.0,0.0,0.0,0.4475,0.5,0.4722955145118733,0.8010250000000001,0.895,0.8454089709762533,0.895,0.0185185185185185
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.5122054255791195
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9505494505494504,0.9664804469273744,0.958448753462604,0.6666666666666666,0.5714285714285714,0.6153846153846153,0.8086080586080586,0.7689545091779728,0.7869166844236096,0.9207417582417584,0.925,0.9224270189644151,0.925,0.5421470121628768
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9513513513513514,0.9832402234636872,0.9670329670329672,0.8,0.5714285714285714,0.6666666666666666,0.8756756756756757,0.7773343974461293,0.8168498168498168,0.9354594594594596,0.94,0.9354945054945056,0.94,0.6196068543990328
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.640666749004982
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (100, 100)}",MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.9565217391304348,0.9832402234636872,0.9696969696969696,0.8125,0.6190476190476191,0.7027027027027026,0.8845108695652174,0.801143921255653,0.8361998361998362,0.9413994565217392,0.945,0.9416625716625716,0.945,0.5649690481983078
MLPClassifier,"{'hidden_layer_sizes': [(50,), (100,), (50, 50), (100, 100)]}","{'hidden_layer_sizes': (50, 50)}",MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9456521739130436,0.9720670391061452,0.9586776859504132,0.6875,0.5238095238095238,0.5945945945945946,0.8165760869565217,0.7479382814578346,0.7766361402725039,0.918546195652174,0.925,0.9204489613580524,0.925,0.5784461152882205
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 200}",StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9876543209876544,0.8938547486033519,0.93841642228739,0.5,0.9047619047619048,0.6440677966101696,0.7438271604938271,0.8993083266826283,0.7912421094487798,0.9364506172839506,0.895,0.9075098165912818,0.895,0.7157360328092037
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 100}",StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9733333333333334,0.8156424581005587,0.8875379939209727,0.34,0.8095238095238095,0.4788732394366197,0.6566666666666667,0.812583133812184,0.6832056166787962,0.9068333333333334,0.815,0.8446281947001156,0.815,0.6641901782568296
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9698795180722892,0.8994413407821229,0.9333333333333332,0.4705882352941176,0.7619047619047619,0.5818181818181817,0.7202338766832034,0.8306730513434424,0.7575757575757576,0.9174539333805812,0.885,0.8964242424242425,0.885,0.724079234514017
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 200}",StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9931506849315068,0.8100558659217877,0.8923076923076924,0.3703703703703703,0.9523809523809524,0.5333333333333333,0.6817605276509386,0.88121840915137,0.7128205128205128,0.9277587519025876,0.825,0.8546153846153847,0.825,0.6583722377840026
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9879518072289156,0.9162011173184358,0.9507246376811594,0.5588235294117647,0.9047619047619048,0.6909090909090908,0.7733876683203402,0.9104815110401704,0.8208168642951251,0.9428933380581148,0.915,0.9234440052700924,0.915,0.7717329854316156
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9625,0.8603351955307262,0.9085545722713864,0.375,0.7142857142857143,0.4918032786885245,0.66875,0.7873104549082203,0.7001789254799555,0.9008125,0.845,0.8647956864451859,0.845,0.6673075064627576
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 500}",StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9772727272727272,0.9608938547486032,0.9690140845070424,0.7083333333333334,0.8095238095238095,0.7555555555555556,0.8428030303030303,0.8852088321362064,0.8622848200312989,0.949034090909091,0.945,0.9466009389671362,0.945,0.7872202153080756
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 100}",StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9806451612903224,0.8491620111731844,0.9101796407185628,0.4,0.8571428571428571,0.5454545454545455,0.6903225806451613,0.8531524341580208,0.7278170930865542,0.9196774193548388,0.85,0.8718835057158413,0.85,0.7796186920492063
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 200}",StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7916679183689819
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9878048780487804,0.905027932960894,0.9446064139941692,0.5277777777777778,0.9047619047619048,0.6666666666666666,0.7577913279132791,0.9048949188613992,0.8056365403304179,0.9395020325203252,0.905,0.9154227405247812,0.905,0.8043488324646464
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 100}",StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9827586206896552,0.9553072625698324,0.9688385269121812,0.6923076923076923,0.8571428571428571,0.7659574468085107,0.8375331564986737,0.9062250598563448,0.867397986860346,0.952261273209549,0.945,0.9475360135012956,0.945,0.7883969202572196
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9882352941176472,0.9385474860335196,0.9627507163323784,0.6333333333333333,0.9047619047619048,0.7450980392156863,0.8107843137254902,0.9216546953977122,0.8539243777740323,0.9509705882352942,0.935,0.9398971852351256,0.935,0.7756019317024091
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 200}",StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.9673202614379084,0.8268156424581006,0.8915662650602411,0.3404255319148936,0.7619047619047619,0.4705882352941176,0.653872896676401,0.7943602021814312,0.6810772501771793,0.901496314837992,0.82,0.847363571934798,0.82,0.7381028000965119
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 100}",StandardScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.967741935483871,0.8379888268156425,0.8982035928143713,0.3555555555555555,0.7619047619047619,0.4848484848484848,0.6616487455197133,0.7999467943602021,0.6915260388314282,0.9034623655913978,0.83,0.8548013064779534,0.83,0.673902083098468
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 100}",StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.7487064235354248
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 500}",StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9930555555555556,0.7988826815642458,0.8854489164086687,0.3571428571428571,0.9523809523809524,0.5194805194805194,0.6750992063492064,0.8756318169725991,0.7024647179445941,0.9262847222222222,0.815,0.8470222347312131,0.815,0.6880472172519451
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 7, 'n_estimators': 400}",StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9685534591194968,0.8603351955307262,0.9112426035502958,0.3902439024390244,0.7619047619047619,0.5161290322580646,0.6793986807792607,0.8111199787177441,0.7136858179041803,0.9078309556680472,0.85,0.8697556785646116,0.85,0.719833178552452
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 300}",StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9933333333333332,0.8324022346368715,0.905775075987842,0.4,0.9523809523809524,0.5633802816901408,0.6966666666666667,0.892391593508912,0.7345776788389913,0.9310333333333334,0.845,0.8698236225865833,0.845,0.6846551432385961
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 500}",StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9935064935064936,0.8547486033519553,0.9189189189189192,0.4347826086956521,0.9523809523809524,0.5970149253731344,0.7141445511010729,0.9035647778664538,0.7579669221460268,0.9348404856013552,0.865,0.8851189995966117,0.865,0.749115478957988
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.986842105263158,0.8379888268156425,0.9063444108761328,0.3958333333333333,0.9047619047619048,0.5507246376811594,0.6913377192982456,0.8713753657887736,0.7285345242786462,0.9247861842105264,0.845,0.8690043346906607,0.845,0.731834831834832
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 100}",StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9869281045751634,0.8435754189944135,0.9096385542168676,0.4042553191489361,0.9047619047619048,0.5588235294117647,0.6955917118620498,0.8741686618781591,0.7342310418143161,0.9257474621054096,0.85,0.8728029766123317,0.85,0.7594055392038469
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 200}",StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.7096631423151146
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7668161779479725
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 100}",StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9807692307692308,0.8547486033519553,0.9134328358208956,0.4090909090909091,0.8571428571428571,0.5538461538461539,0.6949300699300699,0.8559457302474063,0.7336394948335248,0.9207430069930068,0.855,0.8756762342135477,0.855,0.7515522875816993
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 100}",StandardScaler,passtrough,KMeans,passthrough,passthrough,0.9513513513513514,0.9832402234636872,0.9670329670329672,0.8,0.5714285714285714,0.6666666666666666,0.8756756756756757,0.7773343974461293,0.8168498168498168,0.9354594594594596,0.94,0.9354945054945056,0.94,0.6159290194572453
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 400}",StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9411764705882352,0.9832402234636872,0.9617486338797812,0.7692307692307693,0.4761904761904761,0.588235294117647,0.8552036199095023,0.7297153498270816,0.7749919639987142,0.9231221719457012,0.93,0.9225297332047572,0.93,0.5106909924202363
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 7, 'n_estimators': 500}",StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.9615384615384616,0.9776536312849162,0.9695290858725762,0.7777777777777778,0.6666666666666666,0.717948717948718,0.8696581196581197,0.8221601489757915,0.8437389019106472,0.9422435897435898,0.945,0.9431131472405712,0.945,0.596521490906125
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 300}",StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9453551912568308,0.9664804469273744,0.9558011049723756,0.6470588235294118,0.5238095238095238,0.5789473684210527,0.7962070073931212,0.7451449853684491,0.7673742366967142,0.9140340726454516,0.92,0.9162314626344868,0.92,0.5920934329627605
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 7, 'n_estimators': 200}",StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.9615384615384616,0.9776536312849162,0.9695290858725762,0.7777777777777778,0.6666666666666666,0.717948717948718,0.8696581196581197,0.8221601489757915,0.8437389019106472,0.9422435897435898,0.945,0.9431131472405712,0.945,0.593924932825795
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 500}",StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9562841530054644,0.9776536312849162,0.9668508287292816,0.7647058823529411,0.6190476190476191,0.6842105263157895,0.8604950176792028,0.7983506251662676,0.8255306775225356,0.9361684345869494,0.94,0.9371735969758652,0.94,0.4639698815191218
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 300}",StandardScaler,passtrough,passthrough,passthrough,passthrough,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7659320642927201
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 7, 'n_estimators': 200}",StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9619565217391304,0.988826815642458,0.975206611570248,0.875,0.6666666666666666,0.7567567567567567,0.9184782608695652,0.8277467411545624,0.8659816841635023,0.9528260869565216,0.955,0.9522693768148314,0.955,0.7189980158730159
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 400}",StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7589351173020529
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 500}",StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9666666666666668,0.9720670391061452,0.9693593314763232,0.75,0.7142857142857143,0.7317073170731706,0.8583333333333334,0.8431763766959297,0.8505333242747468,0.9439166666666666,0.945,0.9444058699639922,0.945,0.6986101930195664
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 400}",StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7617323200992556
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 100}",StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.717305733074002
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 400}",MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.9244186046511628,0.888268156424581,0.905982905982906,0.2857142857142857,0.3809523809523809,0.3265306122448979,0.6050664451827242,0.6346102686884809,0.616256759113902,0.8573546511627907,0.835,0.8451404151404153,0.835,0.3910010317033438
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9444444444444444,0.8547486033519553,0.8973607038123168,0.3157894736842105,0.5714285714285714,0.4067796610169492,0.6301169590643274,0.7130885873902634,0.652070182414633,0.8784356725146197,0.825,0.8458496943188032,0.825,0.4811543729865093
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 200}",MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9545454545454546,0.8212290502793296,0.8828828828828829,0.3043478260869565,0.6666666666666666,0.417910447761194,0.6294466403162056,0.7439478584729982,0.6503966653220384,0.8862747035573123,0.805,0.8340607771951055,0.805,0.5423933381413002
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 200}",MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9685534591194968,0.8603351955307262,0.9112426035502958,0.3902439024390244,0.7619047619047619,0.5161290322580646,0.6793986807792607,0.8111199787177441,0.7136858179041803,0.9078309556680472,0.85,0.8697556785646116,0.85,0.7466774891774893
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.958904109589041,0.7821229050279329,0.8615384615384616,0.2777777777777778,0.7142857142857143,0.4,0.6183409436834094,0.7482043096568236,0.6307692307692307,0.8873858447488584,0.775,0.8130769230769233,0.775,0.5562217357115539
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9554140127388536,0.8379888268156425,0.8928571428571428,0.3255813953488372,0.6666666666666666,0.4375,0.6404977040438453,0.7523277467411545,0.6651785714285714,0.8892815879129019,0.82,0.8450446428571428,0.82,0.5394094138329596
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.993939393939394,0.9162011173184358,0.9534883720930232,0.5714285714285714,0.9523809523809524,0.7142857142857142,0.7826839826839826,0.934291034849694,0.8338870431893688,0.9495757575757576,0.92,0.928372093023256,0.92,0.763078292578678
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9698795180722892,0.8994413407821229,0.9333333333333332,0.4705882352941176,0.7619047619047619,0.5818181818181817,0.7202338766832034,0.8306730513434424,0.7575757575757576,0.9174539333805812,0.885,0.8964242424242425,0.885,0.7338996013720218
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 200}",MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9938650306748468,0.905027932960894,0.9473684210526316,0.5405405405405406,0.9523809523809524,0.6896551724137931,0.7672027856076936,0.9287044426709232,0.8185117967332124,0.9462659592107444,0.91,0.9203085299455536,0.91,0.7715997770345597
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9754601226993864,0.888268156424581,0.9298245614035088,0.4594594594594595,0.8095238095238095,0.5862068965517242,0.717459791079423,0.8488959829741953,0.7580157289776165,0.921280053059194,0.88,0.8937447065940716,0.88,0.782682724060645
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.993975903614458,0.9217877094972068,0.9565217391304348,0.5882352941176471,0.9523809523809524,0.7272727272727274,0.7911055988660525,0.9370843309390796,0.841897233201581,0.9513731396172926,0.925,0.9324505928853756,0.925,0.7557677627329369
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.96875,0.8659217877094972,0.9144542772861356,0.4,0.7619047619047619,0.5245901639344264,0.684375,0.8139132748071296,0.719522220610281,0.90903125,0.855,0.8735185453842063,0.855,0.736974226006484
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 500}",MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.9333333333333332,0.7039106145251397,0.802547770700637,0.1846153846153846,0.5714285714285714,0.2790697674418604,0.558974358974359,0.6376695929768555,0.5408087690712488,0.8547179487179487,0.69,0.7475825803584655,0.69,0.4425162523700988
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 7, 'n_estimators': 500}",MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.953846153846154,0.6927374301675978,0.8025889967637541,0.2142857142857142,0.7142857142857143,0.3296703296703296,0.5840659340659341,0.7035115722266561,0.5661296632170418,0.8761923076923077,0.695,0.7529325367189447,0.695,0.531733104299253
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 300}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9672131147540984,0.659217877094972,0.7840531561461793,0.2179487179487179,0.8095238095238095,0.3434343434343435,0.5925809163514082,0.7343708433093907,0.5637437497902614,0.8885403530895333,0.675,0.7377881808114366,0.675,0.5760535346602608
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9858156028368794,0.776536312849162,0.86875,0.3220338983050847,0.9047619047619048,0.475,0.6539247505709821,0.8406491088055335,0.671875,0.9161185238610412,0.79,0.8274062499999999,0.79,0.6978506468432486
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 200}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9523809523809524,0.7821229050279329,0.8588957055214722,0.2641509433962264,0.6666666666666666,0.3783783783783783,0.6082659478885893,0.7243947858472998,0.6186370419499253,0.880116801437556,0.77,0.8084413861714473,0.77,0.6790312274203456
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 200}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9798657718120806,0.8156424581005587,0.8902439024390245,0.3529411764705882,0.8571428571428571,0.5,0.6664034741413344,0.8363926576217079,0.6951219512195123,0.914038689301224,0.82,0.8492682926829269,0.82,0.5554130760205527
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 200}",MinMaxScaler,UnderSampler,passthrough,passthrough,passthrough,0.9936305732484076,0.8715083798882681,0.9285714285714286,0.4651162790697674,0.9523809523809524,0.625,0.7293734261590875,0.9119446661346102,0.7767857142857143,0.9381365723596504,0.88,0.8966964285714286,0.88,0.7214215751661956
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 7, 'n_estimators': 400}",MinMaxScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9724137931034482,0.7877094972067039,0.8703703703703703,0.3090909090909091,0.8095238095238095,0.4473684210526316,0.6407523510971787,0.7986166533652568,0.6588693957115009,0.9027648902821316,0.79,0.8259551656920078,0.79,0.7135797638893614
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 200}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.993421052631579,0.8435754189944135,0.9123867069486404,0.4166666666666667,0.9523809523809524,0.5797101449275361,0.7050438596491229,0.897978185687683,0.7460484259380884,0.9328618421052632,0.855,0.8774556679364245,0.855,0.7239284768808756
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7336551728570508
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 500}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9928057553956836,0.770949720670391,0.8679245283018867,0.3278688524590163,0.9523809523809524,0.4878048780487805,0.6603373039273499,0.8616653365256717,0.6778647031753335,0.9229873805873332,0.79,0.8280119650253106,0.79,0.7075649791698359
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9931972789115646,0.8156424581005587,0.8957055214723927,0.3773584905660377,0.9523809523809524,0.5405405405405405,0.6852778847388012,0.8840117052407555,0.7181230310064666,0.9285342061352844,0.83,0.8584131984745482,0.83,0.7287053048289931
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 200}",MinMaxScaler,passtrough,KMeans,passthrough,passthrough,0.9184782608695652,0.9441340782122905,0.931129476584022,0.375,0.2857142857142857,0.3243243243243243,0.6467391304347826,0.614924181963288,0.6277269004541731,0.8614130434782608,0.875,0.8674149355967538,0.875,0.3180276236480212
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 7, 'n_estimators': 400}",MinMaxScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9184782608695652,0.9441340782122905,0.931129476584022,0.375,0.2857142857142857,0.3243243243243243,0.6467391304347826,0.614924181963288,0.6277269004541731,0.8614130434782608,0.875,0.8674149355967538,0.875,0.2677663438256658
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 100}",MinMaxScaler,passtrough,KMeans,SelectKBest,passthrough,0.9243243243243244,0.9553072625698324,0.9395604395604396,0.4666666666666667,0.3333333333333333,0.3888888888888889,0.6954954954954955,0.6443202979515829,0.6642246642246643,0.8762702702702703,0.89,0.8817399267399267,0.89,0.3300185948742825
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 300}",MinMaxScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.6568972085634981
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 400}",MinMaxScaler,passtrough,KMeans,SelectFpr,passthrough,0.9157894736842104,0.9720670391061452,0.943089430894309,0.5,0.238095238095238,0.3225806451612903,0.7078947368421052,0.6050811386006917,0.6328350380277996,0.8721315789473684,0.895,0.877936008392342,0.895,0.3153283319440585
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9239130434782608,0.9497206703910616,0.9366391184573004,0.4375,0.3333333333333333,0.3783783783783783,0.6807065217391304,0.6415270018621974,0.6575087484178394,0.8728396739130434,0.885,0.8780217407490134,0.885,0.2920125429796659
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 300}",MinMaxScaler,passtrough,passthrough,passthrough,passthrough,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.730830248545743
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 500}",MinMaxScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.7315332744529027
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 7, 'n_estimators': 200}",MinMaxScaler,passtrough,passthrough,SelectKBest,passthrough,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.7428050174872208
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",MinMaxScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9725274725274724,0.988826815642458,0.9806094182825486,0.8888888888888888,0.7619047619047619,0.8205128205128205,0.9307081807081808,0.8753657887736099,0.9005611193976846,0.9637454212454212,0.965,0.9637992755167272,0.965,0.7204604045478583
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 100}",MinMaxScaler,passtrough,passthrough,SelectFpr,passthrough,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.729659308365227
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 400}",MinMaxScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.729114971050455
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",RobustScaler,OverSampler,KMeans,passthrough,passthrough,0.976470588235294,0.9273743016759776,0.9512893982808024,0.5666666666666667,0.8095238095238095,0.6666666666666666,0.7715686274509803,0.8684490555998936,0.8089780324737346,0.9334411764705882,0.915,0.921404011461318,0.915,0.6816186711838885
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",RobustScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.953757225433526,0.9217877094972068,0.9375,0.4814814814814814,0.6190476190476191,0.5416666666666666,0.7176193534575037,0.7704176642724129,0.7395833333333333,0.9041682723185612,0.89,0.8959375,0.89,0.5162527782763717
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",RobustScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9597701149425288,0.9329608938547486,0.9461756373937676,0.5384615384615384,0.6666666666666666,0.5957446808510638,0.7491158267020336,0.7998137802607076,0.7709601591224158,0.9155327144120248,0.905,0.9093803869567836,0.905,0.7295376121463079
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",RobustScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9813664596273292,0.88268156424581,0.9294117647058824,0.4615384615384615,0.8571428571428571,0.6,0.7214524605828954,0.8699122106943336,0.7647058823529411,0.926784519827998,0.88,0.8948235294117647,0.88,0.6759789333473544
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",RobustScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9702380952380952,0.9106145251396648,0.9394812680115272,0.5,0.7619047619047619,0.6037735849056604,0.7351190476190477,0.8362596435222134,0.7716274264585938,0.9208630952380952,0.895,0.9042319612854114,0.895,0.724171889470397
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 7, 'n_estimators': 200}",RobustScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9247311827956988,0.9608938547486032,0.9424657534246574,0.5,0.3333333333333333,0.4,0.7123655913978495,0.6471135940409684,0.6712328767123288,0.8801344086021505,0.895,0.8855068493150684,0.895,0.5537907776586636
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 7, 'n_estimators': 400}",RobustScaler,OverSampler,passthrough,passthrough,passthrough,0.9717514124293786,0.9608938547486032,0.9662921348314608,0.6956521739130435,0.7619047619047619,0.7272727272727272,0.833701793171211,0.8613993083266827,0.8467824310520939,0.9427609923851634,0.94,0.9411950970377936,0.94,0.7832793521817791
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",RobustScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9879518072289156,0.9162011173184358,0.9507246376811594,0.5588235294117647,0.9047619047619048,0.6909090909090908,0.7733876683203402,0.9104815110401704,0.8208168642951251,0.9428933380581148,0.915,0.9234440052700924,0.915,0.7925644187449875
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",RobustScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9878048780487804,0.905027932960894,0.9446064139941692,0.5277777777777778,0.9047619047619048,0.6666666666666666,0.7577913279132791,0.9048949188613992,0.8056365403304179,0.9395020325203252,0.905,0.9154227405247812,0.905,0.7891594706327257
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",RobustScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9938650306748468,0.905027932960894,0.9473684210526316,0.5405405405405406,0.9523809523809524,0.6896551724137931,0.7672027856076936,0.9287044426709232,0.8185117967332124,0.9462659592107444,0.91,0.9203085299455536,0.91,0.7924161619813794
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",RobustScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9881656804733728,0.9329608938547486,0.9597701149425288,0.6129032258064516,0.9047619047619048,0.7307692307692307,0.8005344531399122,0.9188613993083268,0.8452696728558797,0.948763122733346,0.93,0.9357250221043324,0.93,0.7918844955574984
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",RobustScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.988095238095238,0.9273743016759776,0.9567723342939484,0.59375,0.9047619047619048,0.7169811320754718,0.7909226190476191,0.9160681032189412,0.83687673318471,0.946688988095238,0.925,0.9315942580610082,0.925,0.7802666205651281
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 400}",RobustScaler,UnderSampler,KMeans,passthrough,passthrough,0.979591836734694,0.8044692737430168,0.8834355828220859,0.3396226415094339,0.8571428571428571,0.4864864864864864,0.6596072391220639,0.830806065442937,0.6849610346542861,0.9123950712360416,0.81,0.841755927706848,0.81,0.6720232331084552
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 200}",RobustScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9785714285714284,0.7653631284916201,0.8589341692789969,0.3,0.8571428571428571,0.4444444444444444,0.6392857142857142,0.8112529928172386,0.6516893068617207,0.9073214285714286,0.775,0.815412748171369,0.775,0.5521270750733677
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 200}",RobustScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9691358024691358,0.8770949720670391,0.9208211143695014,0.4210526315789473,0.7619047619047619,0.5423728813559322,0.6950942170240415,0.8194998669859005,0.7315969978627168,0.911587069525666,0.865,0.8810840499030766,0.865,0.6831549368478258
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 200}",RobustScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.967741935483871,0.8379888268156425,0.8982035928143713,0.3555555555555555,0.7619047619047619,0.4848484848484848,0.6616487455197133,0.7999467943602021,0.6915260388314282,0.9034623655913978,0.83,0.8548013064779534,0.83,0.6413434792037945
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",RobustScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9602649006622516,0.8100558659217877,0.8787878787878789,0.3061224489795918,0.7142857142857143,0.4285714285714285,0.6331936748209217,0.762170790103751,0.6536796536796537,0.8915799432355723,0.8,0.8315151515151515,0.8,0.6526876384297342
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 300}",RobustScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9559748427672956,0.8491620111731844,0.8994082840236686,0.3414634146341463,0.6666666666666666,0.4516129032258065,0.648719128700721,0.7579143389199254,0.6755105936247375,0.8914511428133148,0.83,0.8523897690398932,0.83,0.5923648931713448
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",RobustScaler,UnderSampler,passthrough,passthrough,passthrough,0.9874213836477987,0.8770949720670391,0.9289940828402368,0.4634146341463415,0.9047619047619048,0.6129032258064516,0.7254180088970701,0.890928438414472,0.7709486543233441,0.9324006749501456,0.88,0.8958045428516893,0.88,0.7823048351477858
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 500}",RobustScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.7564648112870375
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",RobustScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9874213836477987,0.8770949720670391,0.9289940828402368,0.4634146341463415,0.9047619047619048,0.6129032258064516,0.7254180088970701,0.890928438414472,0.7709486543233441,0.9324006749501456,0.88,0.8958045428516893,0.88,0.7530651919921326
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 7, 'n_estimators': 300}",RobustScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9627329192546584,0.8659217877094972,0.911764705882353,0.3846153846153846,0.7142857142857143,0.5,0.6736741519350216,0.7901037509976058,0.7058823529411765,0.9020305781175346,0.85,0.868529411764706,0.85,0.6984775749380213
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 100}",RobustScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9937888198757764,0.8938547486033519,0.9411764705882352,0.5128205128205128,0.9523809523809524,0.6666666666666666,0.7533046663481446,0.923117850492152,0.8039215686274509,0.9432871476349738,0.9,0.9123529411764704,0.9,0.7622081413210446
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 400}",RobustScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.993006993006993,0.7932960893854749,0.8819875776397516,0.3508771929824561,0.9523809523809524,0.5128205128205128,0.6719420929947246,0.8728385208832137,0.6974040452301322,0.9255833640044168,0.81,0.8432250358337314,0.81,0.7285923141186299
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 200}",RobustScaler,passtrough,KMeans,passthrough,passthrough,0.9230769230769232,0.9385474860335196,0.9307479224376732,0.3888888888888889,0.3333333333333333,0.358974358974359,0.655982905982906,0.6359404096834265,0.6448611407060161,0.8669871794871794,0.875,0.8707116982740252,0.875,0.4790354997475571
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 200}",RobustScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9206349206349206,0.9720670391061452,0.9456521739130432,0.5454545454545454,0.2857142857142857,0.3749999999999999,0.7330447330447329,0.6288906624102155,0.6603260869565216,0.8812409812409812,0.9,0.8857336956521737,0.9,0.3337121566803422
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 200}",RobustScaler,passtrough,KMeans,SelectKBest,passthrough,0.9351351351351352,0.9664804469273744,0.9505494505494506,0.6,0.4285714285714285,0.5,0.7675675675675675,0.6975259377494014,0.7252747252747254,0.8999459459459459,0.91,0.9032417582417582,0.91,0.4654796650889614
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 7, 'n_estimators': 100}",RobustScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.5845035698073914
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 7, 'n_estimators': 200}",RobustScaler,passtrough,KMeans,SelectFpr,passthrough,0.9351351351351352,0.9664804469273744,0.9505494505494506,0.6,0.4285714285714285,0.5,0.7675675675675675,0.6975259377494014,0.7252747252747254,0.8999459459459459,0.91,0.9032417582417582,0.91,0.4814600977134423
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 7, 'n_estimators': 400}",RobustScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9301075268817204,0.9664804469273744,0.947945205479452,0.5714285714285714,0.3809523809523809,0.4571428571428571,0.7507680491551458,0.6737164139398777,0.7025440313111546,0.8924462365591397,0.905,0.8964109589041095,0.905,0.4482321783354183
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 300}",RobustScaler,passtrough,passthrough,passthrough,passthrough,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7672014176624833
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 400}",RobustScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.7202926823724267
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 400}",RobustScaler,passtrough,passthrough,SelectKBest,passthrough,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7618436313158021
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 7, 'n_estimators': 200}",RobustScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.6363893604980193
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 400}",RobustScaler,passtrough,passthrough,SelectFpr,passthrough,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7617323200992556
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",RobustScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.7191630433839291
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 200}",MaxAbsScaler,OverSampler,KMeans,passthrough,passthrough,0.9294871794871796,0.8100558659217877,0.8656716417910448,0.2272727272727272,0.4761904761904761,0.3076923076923076,0.5783799533799534,0.6431231710561319,0.5866819747416763,0.8557546620046621,0.775,0.8070838117106774,0.775,0.3713645635420007
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.959731543624161,0.7988826815642458,0.8719512195121952,0.2941176470588235,0.7142857142857143,0.4166666666666667,0.6269245953414923,0.7565841979249801,0.644308943089431,0.8898420844848006,0.79,0.8241463414634147,0.79,0.4629022122971492
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,passthrough,0.972027972027972,0.776536312849162,0.8633540372670808,0.2982456140350877,0.8095238095238095,0.4358974358974358,0.6351367930315298,0.7930300611864858,0.6496257365822583,0.9012808244387192,0.78,0.8184710941232681,0.78,0.4566844349248041
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9776119402985076,0.7318435754189944,0.8370607028753995,0.2727272727272727,0.8571428571428571,0.4137931034482758,0.6251696065128901,0.7944932162809257,0.6254269031618377,0.9035990502035278,0.745,0.7926176049355516,0.745,0.6568073593073592
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,passthrough,0.940828402366864,0.888268156424581,0.9137931034482758,0.3548387096774194,0.5238095238095238,0.4230769230769231,0.6478335560221417,0.7060388401170524,0.6684350132625995,0.8792994846344722,0.85,0.8622679045092838,0.85,0.4841573601681865
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9583333333333334,0.770949720670391,0.8544891640866874,0.2678571428571428,0.7142857142857143,0.3896103896103896,0.6130952380952381,0.7426177174780526,0.6220497768485385,0.8858333333333335,0.765,0.8056768927666762,0.765,0.4365742977715082
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",MaxAbsScaler,OverSampler,passthrough,passthrough,passthrough,0.993975903614458,0.9217877094972068,0.9565217391304348,0.5882352941176471,0.9523809523809524,0.7272727272727274,0.7911055988660525,0.9370843309390796,0.841897233201581,0.9513731396172926,0.925,0.9324505928853756,0.925,0.7660434519559945
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",MaxAbsScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9700598802395208,0.905027932960894,0.9364161849710984,0.4848484848484848,0.7619047619047619,0.5925925925925926,0.7274541825440028,0.8334663474328279,0.7645043887818455,0.919112683723462,0.89,0.9003147077713552,0.89,0.7343926373408208
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9937106918238994,0.88268156424581,0.9349112426035504,0.4878048780487805,0.9523809523809524,0.6451612903225806,0.7407577849363399,0.9175312583133812,0.7900362664630655,0.940590581377512,0.89,0.9044874976140486,0.89,0.7555154721821389
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9636363636363636,0.888268156424581,0.9244186046511628,0.4285714285714285,0.7142857142857143,0.5357142857142858,0.6961038961038961,0.8012769353551477,0.7300664451827243,0.9074545454545456,0.87,0.8836046511627907,0.87,0.7786008716288823
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9936708860759492,0.8770949720670391,0.9317507418397626,0.4761904761904761,0.9523809523809524,0.634920634920635,0.7349306811332128,0.9147379622239956,0.7833356883801987,0.9393354430379746,0.885,0.9005835806132542,0.885,0.7559040462025537
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 500}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9649122807017544,0.9217877094972068,0.9428571428571428,0.5172413793103449,0.7142857142857143,0.6000000000000001,0.7410768300060496,0.8180367118914604,0.7714285714285715,0.9179068360556564,0.9,0.9068571428571428,0.9,0.7593709966769048
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 200}",MaxAbsScaler,UnderSampler,KMeans,passthrough,passthrough,0.937007874015748,0.664804469273743,0.7777777777777778,0.1780821917808219,0.6190476190476191,0.276595744680851,0.5575450328982849,0.6419260441606811,0.5271867612293144,0.8573206773810809,0.66,0.7251536643026004,0.66,0.4430207044817481
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 300}",MaxAbsScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9477611940298508,0.7094972067039106,0.8115015974440893,0.2121212121212121,0.6666666666666666,0.3218390804597701,0.5799412030755314,0.6880819366852886,0.5666703389519298,0.8705189959294437,0.705,0.7600870331607358,0.705,0.5548116419920931
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.953846153846154,0.6927374301675978,0.8025889967637541,0.2142857142857142,0.7142857142857143,0.3296703296703296,0.5840659340659341,0.7035115722266561,0.5661296632170418,0.8761923076923077,0.695,0.7529325367189447,0.695,0.5196759705612878
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 500}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9787234042553192,0.770949720670391,0.8624999999999998,0.3050847457627119,0.8571428571428571,0.45,0.6419040750090155,0.814046288906624,0.65625,0.9079913451135952,0.78,0.8191874999999997,0.78,0.6503702209986584
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 300}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9571428571428572,0.7486033519553073,0.8401253918495297,0.25,0.7142857142857143,0.3703703703703703,0.6035714285714286,0.7314445331205108,0.60524788110995,0.8828928571428571,0.745,0.790801114594218,0.745,0.5482660482943573
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 300}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.948905109489051,0.7262569832402235,0.8227848101265823,0.2222222222222222,0.6666666666666666,0.3333333333333333,0.5855636658556367,0.6964618249534451,0.5780590717299579,0.8726034063260341,0.72,0.7713924050632912,0.72,0.5255998393957043
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,passthrough,passthrough,passthrough,0.9927536231884058,0.7653631284916201,0.864353312302839,0.3225806451612903,0.9523809523809524,0.4819277108433735,0.657667134174848,0.8588720404362862,0.6731405115731062,0.9223854604955588,0.785,0.8241986241495951,0.785,0.7442819206825998
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 3, 'n_estimators': 500}",MaxAbsScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.7555557121750456
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9864864864864864,0.8156424581005587,0.8929663608562691,0.3653846153846153,0.9047619047619048,0.5205479452054794,0.6759355509355509,0.8602021814312317,0.7067571530308743,0.9212707900207902,0.825,0.8538624272129363,0.825,0.7593046593817957
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9748427672955976,0.8659217877094972,0.9171597633136096,0.4146341463414634,0.8095238095238095,0.5483870967741935,0.6947384568185304,0.8377227986166533,0.7327734300439015,0.9160208620954134,0.86,0.8784386333269708,0.86,0.7352279743236171
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 400}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9937888198757764,0.8938547486033519,0.9411764705882352,0.5128205128205128,0.9523809523809524,0.6666666666666666,0.7533046663481446,0.923117850492152,0.8039215686274509,0.9432871476349738,0.9,0.9123529411764704,0.9,0.7417811104558092
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9736842105263158,0.8268156424581006,0.8942598187311179,0.3541666666666667,0.8095238095238095,0.4927536231884058,0.6639254385964912,0.818169725990955,0.6935067209597618,0.9086348684210526,0.825,0.8521016681991332,0.825,0.7513604924328399
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,passtrough,KMeans,passthrough,passthrough,0.9157894736842104,0.9720670391061452,0.943089430894309,0.5,0.238095238095238,0.3225806451612903,0.7078947368421052,0.6050811386006917,0.6328350380277996,0.8721315789473684,0.895,0.877936008392342,0.895,0.2346613195948715
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 7, 'n_estimators': 400}",MaxAbsScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9095744680851064,0.9553072625698324,0.9318801089918256,0.3333333333333333,0.1904761904761904,0.2424242424242424,0.6214539007092198,0.5728917265230115,0.587152175708034,0.8490691489361701,0.875,0.8594872430022293,0.875,0.2843013835304905
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 100}",MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.9247311827956988,0.9608938547486032,0.9424657534246574,0.5,0.3333333333333333,0.4,0.7123655913978495,0.6471135940409684,0.6712328767123288,0.8801344086021505,0.895,0.8855068493150684,0.895,0.3715945768522402
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 7, 'n_estimators': 400}",MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.945054945054945,0.9608938547486032,0.9529085872576176,0.6111111111111112,0.5238095238095238,0.5641025641025642,0.7780830280830281,0.7423516892790636,0.7585055756800909,0.9099908424908424,0.915,0.9120839548263372,0.915,0.5892972270156266
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 100}",MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.907103825136612,0.9273743016759776,0.9171270718232044,0.2352941176470588,0.1904761904761904,0.2105263157894736,0.5711989713918354,0.5589252460760841,0.5638266938063391,0.836563805850209,0.85,0.8429339924396628,0.85,0.4004478995819981
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 1, 'max_depth': 5, 'n_estimators': 400}",MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9095744680851064,0.9553072625698324,0.9318801089918256,0.3333333333333333,0.1904761904761904,0.2424242424242424,0.6214539007092198,0.5728917265230115,0.587152175708034,0.8490691489361701,0.875,0.8594872430022293,0.875,0.3633007557576523
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.7389840294041112
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 7, 'n_estimators': 400}",MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.7258072541093867
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.7141556075982306
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.01, 'max_depth': 7, 'n_estimators': 200}",MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9617486338797814,0.9832402234636872,0.9723756906077348,0.8235294117647058,0.6666666666666666,0.7368421052631577,0.8926390228222436,0.8249534450651769,0.8546088979354463,0.9472356155576984,0.95,0.947644664146554,0.95,0.7113296429589486
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.7170585019136141
GradientBoostingClassifier,"{'n_estimators': [100, 200, 300, 400, 500], 'learning_rate': [0.01, 0.1, 1], 'max_depth': [3, 5, 7]}","{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.7135596350297566
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9661016949152542,0.9553072625698324,0.9606741573033708,0.6521739130434783,0.7142857142857143,0.6818181818181819,0.8091378039793662,0.8347964884277734,0.8212461695607763,0.9331392778187176,0.93,0.931394279877426,0.93,0.6372432469184467
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9719101123595506,0.9664804469273744,0.969187675070028,0.7272727272727273,0.7619047619047619,0.7441860465116279,0.849591419816139,0.8641926044160682,0.856686860790828,0.9462231869254342,0.945,0.9455625040713962,0.945,0.661063572129146
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9653179190751444,0.9329608938547486,0.9488636363636364,0.5555555555555556,0.7142857142857143,0.6250000000000001,0.76043673731535,0.8236233040702314,0.7869318181818182,0.9222928709055878,0.91,0.9148579545454544,0.91,0.6488082756962685
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9431818181818182,0.9273743016759776,0.935211267605634,0.4583333333333333,0.5238095238095238,0.4888888888888889,0.7007575757575758,0.7255919127427508,0.7120500782472614,0.8922727272727273,0.885,0.8883474178403756,0.885,0.5706028680128767
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.96,0.9385474860335196,0.9491525423728814,0.56,0.6666666666666666,0.6086956521739131,0.76,0.8026070763500931,0.7789240972733973,0.918,0.91,0.9134045689019898,0.91,0.6184147431832391
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9314285714285714,0.9106145251396648,0.9209039548022598,0.36,0.4285714285714285,0.391304347826087,0.6457142857142857,0.6695929768555466,0.6561041513141734,0.8714285714285714,0.86,0.8652959960697616,0.86,0.5803411152256934
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7341189546538218
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9832402234636872,0.9832402234636872,0.9832402234636872,0.8571428571428571,0.8571428571428571,0.8571428571428571,0.920191540303272,0.920191540303272,0.920191540303272,0.97,0.97,0.97,0.97,0.6938460479578901
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7200799325853933
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9883040935672516,0.9441340782122905,0.9657142857142856,0.6551724137931034,0.9047619047619048,0.7599999999999999,0.8217382536801774,0.9244479914870976,0.8628571428571428,0.953325267190966,0.94,0.9441142857142856,0.94,0.7458930217792158
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9829545454545454,0.9664804469273744,0.9746478873239436,0.75,0.8571428571428571,0.7999999999999999,0.8664772727272727,0.9118116520351156,0.8873239436619718,0.9584943181818182,0.955,0.9563098591549294,0.955,0.7553889999142158
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9828571428571428,0.9608938547486032,0.9717514124293786,0.72,0.8571428571428571,0.782608695652174,0.8514285714285714,0.9090183559457302,0.8771800540407763,0.9552571428571428,0.95,0.951891427167772,0.95,0.7481959970106522
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.9746835443037974,0.8603351955307262,0.913946587537092,0.4047619047619047,0.8095238095238095,0.5396825396825397,0.6897227245328511,0.8349295025272678,0.7268145636098158,0.9148417721518988,0.855,0.8746488625123641,0.855,0.7293070403422963
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9708029197080292,0.7430167597765364,0.8417721518987343,0.2698412698412698,0.8095238095238095,0.4047619047619047,0.6203220947746495,0.776270284650173,0.6232670283303196,0.8972019464720195,0.75,0.7958860759493672,0.75,0.6672870755823752
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.7070933295771757
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9607843137254902,0.8212290502793296,0.8855421686746989,0.3191489361702128,0.7142857142857143,0.4411764705882353,0.6399666249478515,0.7677573822825219,0.6633593196314671,0.8934125990821862,0.81,0.8388837703756202,0.81,0.6659495945340088
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.7075940395984535
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9754601226993864,0.888268156424581,0.9298245614035088,0.4594594594594595,0.8095238095238095,0.5862068965517242,0.717459791079423,0.8488959829741953,0.7580157289776165,0.921280053059194,0.88,0.8937447065940716,0.88,0.6833981749235571
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9935064935064936,0.8547486033519553,0.9189189189189192,0.4347826086956521,0.9523809523809524,0.5970149253731344,0.7141445511010729,0.9035647778664538,0.7579669221460268,0.9348404856013552,0.865,0.8851189995966117,0.865,0.780578440546795
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9878048780487804,0.905027932960894,0.9446064139941692,0.5277777777777778,0.9047619047619048,0.6666666666666666,0.7577913279132791,0.9048949188613992,0.8056365403304179,0.9395020325203252,0.905,0.9154227405247812,0.905,0.7314091915836103
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7503095407706619
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9927536231884058,0.7653631284916201,0.864353312302839,0.3225806451612903,0.9523809523809524,0.4819277108433735,0.657667134174848,0.8588720404362862,0.6731405115731062,0.9223854604955588,0.785,0.8241986241495951,0.785,0.685018198176093
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9858156028368794,0.776536312849162,0.86875,0.3220338983050847,0.9047619047619048,0.475,0.6539247505709821,0.8406491088055335,0.671875,0.9161185238610412,0.79,0.8274062499999999,0.79,0.7508431702340632
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.98,0.8212290502793296,0.8936170212765957,0.36,0.8571428571428571,0.5070422535211268,0.6699999999999999,0.8391859537110933,0.7003296373988612,0.9149,0.825,0.8530266706622714,0.825,0.7330441205793318
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,passtrough,KMeans,passthrough,passthrough,0.9505494505494504,0.9664804469273744,0.958448753462604,0.6666666666666666,0.5714285714285714,0.6153846153846153,0.8086080586080586,0.7689545091779728,0.7869166844236096,0.9207417582417584,0.925,0.9224270189644151,0.925,0.5333846534330565
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9402173913043478,0.9664804469273744,0.953168044077135,0.625,0.4761904761904761,0.5405405405405405,0.7826086956521738,0.7213354615589253,0.7468542923088377,0.9071195652173912,0.915,0.9098421562057925,0.915,0.4018320501214495
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.9513513513513514,0.9832402234636872,0.9670329670329672,0.8,0.5714285714285714,0.6666666666666666,0.8756756756756757,0.7773343974461293,0.8168498168498168,0.9354594594594596,0.94,0.9354945054945056,0.94,0.5665667698592671
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.946236559139785,0.9832402234636872,0.9643835616438357,0.7857142857142857,0.5238095238095238,0.6285714285714286,0.8659754224270353,0.7535248736366055,0.7964774951076321,0.9293817204301076,0.935,0.9291232876712328,0.935,0.5695749133609868
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.9513513513513514,0.9832402234636872,0.9670329670329672,0.8,0.5714285714285714,0.6666666666666666,0.8756756756756757,0.7773343974461293,0.8168498168498168,0.9354594594594596,0.94,0.9354945054945056,0.94,0.5527418850666403
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9508196721311476,0.9720670391061452,0.9613259668508288,0.7058823529411765,0.5714285714285714,0.6315789473684211,0.828351012536162,0.7717478052673583,0.796452457109625,0.9251012536162004,0.93,0.926702529805176,0.93,0.4294744571904894
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},StandardScaler,passtrough,passthrough,passthrough,passthrough,0.9725274725274724,0.988826815642458,0.9806094182825486,0.8888888888888888,0.7619047619047619,0.8205128205128205,0.9307081807081808,0.8753657887736099,0.9005611193976846,0.9637454212454212,0.965,0.9637992755167272,0.965,0.7256977387729286
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9777777777777776,0.9832402234636872,0.9805013927576602,0.85,0.8095238095238095,0.8292682926829269,0.9138888888888888,0.8963820164937484,0.9048848427202936,0.964361111111111,0.965,0.9646219172498132,0.965,0.7078111946532999
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.7278858132359237
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.6812580626458523
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.7278858132359237
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9772727272727272,0.9608938547486032,0.9690140845070424,0.7083333333333334,0.8095238095238095,0.7555555555555556,0.8428030303030303,0.8852088321362064,0.8622848200312989,0.949034090909091,0.945,0.9466009389671362,0.945,0.7080928372019816
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.9226190476190476,0.8659217877094972,0.8933717579250722,0.25,0.3809523809523809,0.3018867924528302,0.5863095238095238,0.6234370843309391,0.5976292751889511,0.8519940476190477,0.815,0.8312658365504868,0.815,0.3243322390381214
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9257142857142856,0.905027932960894,0.9152542372881356,0.32,0.3809523809523809,0.3478260869565217,0.6228571428571429,0.6429901569566374,0.6315401621223287,0.8621142857142857,0.85,0.8556742815033164,0.85,0.3945541237141937
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9490445859872612,0.8324022346368715,0.886904761904762,0.3023255813953488,0.6190476190476191,0.40625,0.625685083691305,0.7257249268422452,0.6465773809523809,0.8811390905051104,0.81,0.8364360119047619,0.81,0.4101421738603477
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9505494505494504,0.9664804469273744,0.958448753462604,0.6666666666666666,0.5714285714285714,0.6153846153846153,0.8086080586080586,0.7689545091779728,0.7869166844236096,0.9207417582417584,0.925,0.9224270189644151,0.925,0.5954292996906476
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9142857142857144,0.8938547486033519,0.903954802259887,0.24,0.2857142857142857,0.2608695652173913,0.5771428571428572,0.5897845171588187,0.5824121837386391,0.8434857142857142,0.83,0.836430852370425,0.83,0.4007808162525352
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.927710843373494,0.8603351955307262,0.8927536231884058,0.2647058823529412,0.4285714285714285,0.3272727272727272,0.5962083628632175,0.6444533120510774,0.6100131752305665,0.8580953224663359,0.815,0.8333781291172596,0.815,0.4463806243761937
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.9828571428571428,0.9608938547486032,0.9717514124293786,0.72,0.8571428571428571,0.782608695652174,0.8514285714285714,0.9090183559457302,0.8771800540407763,0.9552571428571428,0.95,0.951891427167772,0.95,0.7741762724151243
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9833333333333332,0.988826815642458,0.9860724233983288,0.9,0.8571428571428571,0.8780487804878048,0.9416666666666668,0.9229848363926576,0.9320606019430668,0.9745833333333332,0.975,0.9747299408927236,0.975,0.7061948297604036
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9828571428571428,0.9608938547486032,0.9717514124293786,0.72,0.8571428571428571,0.782608695652174,0.8514285714285714,0.9090183559457302,0.8771800540407763,0.9552571428571428,0.95,0.951891427167772,0.95,0.7596690390188652
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9666666666666668,0.9720670391061452,0.9693593314763232,0.75,0.7142857142857143,0.7317073170731706,0.8583333333333334,0.8431763766959297,0.8505333242747468,0.9439166666666666,0.945,0.9444058699639922,0.945,0.7482154956616665
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9825581395348836,0.9441340782122905,0.9629629629629628,0.6428571428571429,0.8571428571428571,0.7346938775510204,0.8127076411960132,0.9006384676775738,0.8488284202569917,0.946889534883721,0.935,0.9389947089947088,0.935,0.7714487103782113
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.7146651893331211
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.9565217391304348,0.7374301675977654,0.832807570977918,0.2419354838709677,0.7142857142857143,0.3614457831325301,0.5992286115007013,0.7258579409417398,0.597126677055224,0.8814901823281909,0.735,0.7833145832541524,0.735,0.4014753048232047
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9615384615384616,0.6983240223463687,0.8090614886731391,0.2285714285714285,0.7619047619047619,0.3516483516483517,0.595054945054945,0.7301143921255653,0.5803549201607454,0.8845769230769231,0.705,0.7610331092855364,0.705,0.5021581227817397
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9473684210526316,0.7039106145251397,0.8076923076923078,0.208955223880597,0.6666666666666666,0.3181818181818181,0.5781618224666143,0.6852886405959031,0.5629370629370629,0.8698350353495679,0.7,0.7562937062937064,0.7,0.4606048269179398
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9863013698630136,0.8044692737430168,0.8861538461538462,0.3518518518518518,0.9047619047619048,0.5066666666666666,0.6690766108574328,0.8546155892524607,0.6964102564102563,0.9196841704718416,0.815,0.8463076923076923,0.815,0.6699509001784988
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9769230769230768,0.7094972067039106,0.8220064724919094,0.2571428571428571,0.8571428571428571,0.3956043956043955,0.6170329670329671,0.7833200319233838,0.6088054340481525,0.901346153846154,0.725,0.7772342544187205,0.725,0.5760504627818543
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9586206896551724,0.776536312849162,0.8580246913580246,0.2727272727272727,0.7142857142857143,0.3947368421052631,0.6156739811912226,0.7454110135674381,0.6263807667316439,0.8866018808777428,0.77,0.8093794671864846,0.77,0.5173666447882888
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,UnderSampler,passthrough,passthrough,passthrough,0.9935483870967742,0.8603351955307262,0.9221556886227544,0.4444444444444444,0.9523809523809524,0.6060606060606061,0.7189964157706092,0.9063580739558392,0.7641081473416802,0.9358924731182796,0.87,0.8889657049537288,0.87,0.7397584272267818
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},MinMaxScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7530905233732255
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9932432432432432,0.8212290502793296,0.8990825688073394,0.3846153846153846,0.9523809523809524,0.547945205479452,0.6889293139293139,0.886805001330141,0.7235138871433957,0.929337318087318,0.835,0.8622131456579112,0.835,0.7403850741249115
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MinMaxScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9864864864864864,0.8156424581005587,0.8929663608562691,0.3653846153846153,0.9047619047619048,0.5205479452054794,0.6759355509355509,0.8602021814312317,0.7067571530308743,0.9212707900207902,0.825,0.8538624272129363,0.825,0.6946993745388311
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},MinMaxScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9735099337748344,0.8212290502793296,0.8909090909090909,0.3469387755102041,0.8095238095238095,0.4857142857142857,0.6602243546425193,0.8153764299015696,0.6883116883116883,0.9077199621570482,0.82,0.8483636363636363,0.82,0.7486031978836662
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9798657718120806,0.8156424581005587,0.8902439024390245,0.3529411764705882,0.8571428571428571,0.5,0.6664034741413344,0.8363926576217079,0.6951219512195123,0.914038689301224,0.82,0.8492682926829269,0.82,0.7273631076807481
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,passtrough,KMeans,passthrough,passthrough,0.918918918918919,0.9497206703910616,0.9340659340659342,0.4,0.2857142857142857,0.3333333333333333,0.6594594594594595,0.6177174780526735,0.6336996336996338,0.8644324324324324,0.88,0.870989010989011,0.88,0.2989247311827957
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MinMaxScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.918032786885246,0.9385474860335196,0.9281767955801103,0.3529411764705882,0.2857142857142857,0.3157894736842105,0.6354869816779171,0.6121308858739026,0.6219831346321605,0.8586981677917069,0.87,0.8638761267810409,0.87,0.2681068815411688
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,passtrough,KMeans,SelectKBest,passthrough,0.9206349206349206,0.9720670391061452,0.9456521739130432,0.5454545454545454,0.2857142857142857,0.3749999999999999,0.7330447330447329,0.6288906624102155,0.6603260869565216,0.8812409812409812,0.9,0.8857336956521737,0.9,0.2841993146244327
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9505494505494504,0.9664804469273744,0.958448753462604,0.6666666666666666,0.5714285714285714,0.6153846153846153,0.8086080586080586,0.7689545091779728,0.7869166844236096,0.9207417582417584,0.925,0.9224270189644151,0.925,0.6612157761828814
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,passtrough,KMeans,SelectFpr,passthrough,0.9162303664921466,0.9776536312849162,0.945945945945946,0.5555555555555556,0.238095238095238,0.3333333333333332,0.7358929610238512,0.6078744346900772,0.6396396396396395,0.8783595113438045,0.9,0.8816216216216216,0.9,0.3095238095238096
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},MinMaxScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9243243243243244,0.9553072625698324,0.9395604395604396,0.4666666666666667,0.3333333333333333,0.3888888888888889,0.6954954954954955,0.6443202979515829,0.6642246642246643,0.8762702702702703,0.89,0.8817399267399267,0.89,0.2041350858478423
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,passtrough,passthrough,passthrough,passthrough,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7468348471229287
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9887640449438202,0.9832402234636872,0.9859943977591036,0.8636363636363636,0.9047619047619048,0.8837209302325582,0.926200204290092,0.944001064112796,0.9348576639958308,0.9756256384065372,0.975,0.9752556836688164,0.975,0.6907481060220214
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,passtrough,passthrough,SelectKBest,passthrough,0.9725274725274724,0.988826815642458,0.9806094182825486,0.8888888888888888,0.7619047619047619,0.8205128205128205,0.9307081807081808,0.8753657887736099,0.9005611193976846,0.9637454212454212,0.965,0.9637992755167272,0.965,0.7508519720884654
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MinMaxScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.6876632104454685
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MinMaxScaler,passtrough,passthrough,SelectFpr,passthrough,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.7377357350916315
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MinMaxScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9779005524861878,0.988826815642458,0.9833333333333334,0.8947368421052632,0.8095238095238095,0.8500000000000001,0.9363186972957256,0.8991753125831339,0.9166666666666669,0.9691683628961908,0.97,0.9693333333333334,0.97,0.6937765396970725
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,OverSampler,KMeans,passthrough,passthrough,0.9655172413793104,0.9385474860335196,0.9518413597733713,0.5769230769230769,0.7142857142857143,0.6382978723404256,0.7712201591511936,0.8264166001596169,0.7950696160568984,0.924714854111406,0.915,0.9189192935929118,0.915,0.6395584547776301
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},RobustScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9351351351351352,0.9664804469273744,0.9505494505494506,0.6,0.4285714285714285,0.5,0.7675675675675675,0.6975259377494014,0.7252747252747254,0.8999459459459459,0.91,0.9032417582417582,0.91,0.4850127273856087
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},RobustScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9491525423728814,0.9385474860335196,0.9438202247191012,0.5217391304347826,0.5714285714285714,0.5454545454545454,0.735445836403832,0.7549880287310455,0.7446373850868233,0.9042741341193812,0.9,0.9019918283963227,0.9,0.6479750351810224
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.970414201183432,0.9162011173184358,0.942528735632184,0.5161290322580645,0.7619047619047619,0.6153846153846153,0.7432716167207483,0.8390529396115989,0.7789566755083996,0.9227142584462684,0.9,0.9081786030061892,0.9,0.5600471547765227
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9545454545454546,0.9385474860335196,0.9464788732394368,0.5416666666666666,0.6190476190476191,0.5777777777777778,0.7481060606060606,0.7787975525405693,0.7621283255086073,0.911193181818182,0.905,0.9077652582159624,0.905,0.6566333271057969
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9647058823529412,0.9162011173184358,0.9398280802292264,0.5,0.7142857142857143,0.588235294117647,0.7323529411764707,0.815243415802075,0.7640316871734367,0.9159117647058824,0.895,0.9029108376875103,0.895,0.5678049348508915
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},RobustScaler,OverSampler,passthrough,passthrough,passthrough,0.9725274725274724,0.988826815642458,0.9806094182825486,0.8888888888888888,0.7619047619047619,0.8205128205128205,0.9307081807081808,0.8753657887736099,0.9005611193976846,0.9637454212454212,0.965,0.9637992755167272,0.965,0.7287424834474325
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},RobustScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9775280898876404,0.9720670391061452,0.9747899159663864,0.7727272727272727,0.8095238095238095,0.7906976744186046,0.8751276813074566,0.8907954243149774,0.8827437951924955,0.9560240040858018,0.955,0.9554602306038692,0.955,0.7025022472363915
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9829545454545454,0.9664804469273744,0.9746478873239436,0.75,0.8571428571428571,0.7999999999999999,0.8664772727272727,0.9118116520351156,0.8873239436619718,0.9584943181818182,0.955,0.9563098591549294,0.955,0.728472469707769
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},RobustScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9772727272727272,0.9608938547486032,0.9690140845070424,0.7083333333333334,0.8095238095238095,0.7555555555555556,0.8428030303030303,0.8852088321362064,0.8622848200312989,0.949034090909091,0.945,0.9466009389671362,0.945,0.74952839870514
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9830508474576272,0.9720670391061452,0.9775280898876404,0.782608695652174,0.8571428571428571,0.8181818181818182,0.8828297715549005,0.9146049481245012,0.8978549540347294,0.9620044215180548,0.96,0.9607967313585292,0.96,0.7552746142551543
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9830508474576272,0.9720670391061452,0.9775280898876404,0.782608695652174,0.8571428571428571,0.8181818181818182,0.8828297715549005,0.9146049481245012,0.8978549540347294,0.9620044215180548,0.96,0.9607967313585292,0.96,0.7213884788511654
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},RobustScaler,UnderSampler,KMeans,passthrough,passthrough,0.993421052631579,0.8435754189944135,0.9123867069486404,0.4166666666666667,0.9523809523809524,0.5797101449275361,0.7050438596491229,0.897978185687683,0.7460484259380884,0.9328618421052632,0.855,0.8774556679364245,0.855,0.6567074786286067
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.961783439490446,0.8435754189944135,0.898809523809524,0.3488372093023256,0.7142857142857143,0.46875,0.6553103243963857,0.7789305666400639,0.683779761904762,0.8974240853206933,0.83,0.8536532738095239,0.83,0.525060876323425
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9790209790209792,0.7821229050279329,0.8695652173913044,0.3157894736842105,0.8571428571428571,0.4615384615384615,0.6474052263525948,0.819632881085395,0.6655518394648829,0.9093816709606184,0.79,0.8267224080267559,0.79,0.6545556465786848
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},RobustScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9782608695652174,0.7541899441340782,0.8517350157728708,0.2903225806451613,0.8571428571428571,0.4337349397590361,0.6342917251051894,0.8056664006384677,0.6427349777659535,0.9060273492286116,0.765,0.8078450077914181,0.765,0.5527055531640122
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},RobustScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.979591836734694,0.8044692737430168,0.8834355828220859,0.3396226415094339,0.8571428571428571,0.4864864864864864,0.6596072391220639,0.830806065442937,0.6849610346542861,0.9123950712360416,0.81,0.841755927706848,0.81,0.6441851392841479
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},RobustScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9722222222222222,0.7821229050279329,0.8668730650154798,0.3035714285714285,0.8095238095238095,0.4415584415584415,0.6378968253968254,0.7958233572758713,0.6542157532869607,0.9020138888888888,0.785,0.8222150295524908,0.785,0.5124521426994346
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,UnderSampler,passthrough,passthrough,passthrough,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7578491842172074
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9875,0.88268156424581,0.9321533923303834,0.475,0.9047619047619048,0.6229508196721311,0.73125,0.8937217345038574,0.7775521060012572,0.9336875,0.885,0.8996871222012669,0.885,0.7216078907896766
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},RobustScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.7804127579737337
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},RobustScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,1.0,0.8100558659217877,0.8950617283950617,0.3818181818181818,1.0,0.5526315789473685,0.6909090909090909,0.905027932960894,0.7238466536712151,0.9350909090909092,0.83,0.859106562703054,0.83,0.6993398990433831
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},RobustScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9820359281437124,0.9162011173184358,0.9479768786127168,0.5454545454545454,0.8571428571428571,0.6666666666666665,0.763745236799129,0.8866719872306464,0.8073217726396917,0.93619488296135,0.91,0.9184393063583816,0.91,0.7447168046746461
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9757575757575756,0.8994413407821229,0.936046511627907,0.4857142857142857,0.8095238095238095,0.6071428571428571,0.7307359307359307,0.8544825751529662,0.771594684385382,0.9243030303030302,0.89,0.9015116279069768,0.89,0.7187077449721866
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,passtrough,KMeans,passthrough,passthrough,0.9398907103825136,0.9608938547486032,0.9502762430939228,0.5882352941176471,0.4761904761904761,0.5263157894736842,0.7640630022500804,0.7185421654695398,0.7382960162838035,0.9029668916747028,0.91,0.9057603954637976,0.91,0.4085856426543813
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.922279792746114,0.994413407821229,0.956989247311828,0.8571428571428571,0.2857142857142857,0.4285714285714285,0.8897113249444855,0.6400638467677573,0.6927803379416283,0.915440414507772,0.92,0.901505376344086,0.92,0.2095013988025204
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,passtrough,KMeans,SelectKBest,passthrough,0.9347826086956522,0.9608938547486032,0.9476584022038568,0.5625,0.4285714285714285,0.4864864864864864,0.7486413043478262,0.6947326416600159,0.7170724443451716,0.8956929347826087,0.905,0.8992353510535329,0.905,0.3591007248602195
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},RobustScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.585537912735302
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,passtrough,KMeans,SelectFpr,passthrough,0.9347826086956522,0.9608938547486032,0.9476584022038568,0.5625,0.4285714285714285,0.4864864864864864,0.7486413043478262,0.6947326416600159,0.7170724443451716,0.8956929347826087,0.905,0.8992353510535329,0.905,0.3591007248602195
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.925925925925926,0.9776536312849162,0.9510869565217392,0.6363636363636364,0.3333333333333333,0.4374999999999999,0.7811447811447811,0.6554934823091247,0.6942934782608696,0.8955218855218855,0.91,0.8971603260869565,0.91,0.3217903759984414
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},RobustScaler,passtrough,passthrough,passthrough,passthrough,0.9725274725274724,0.988826815642458,0.9806094182825486,0.8888888888888888,0.7619047619047619,0.8205128205128205,0.9307081807081808,0.8753657887736099,0.9005611193976846,0.9637454212454212,0.965,0.9637992755167272,0.965,0.7256977387729286
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.7061834026343203
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},RobustScaler,passtrough,passthrough,SelectKBest,passthrough,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.7278858132359237
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},RobustScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9619565217391304,0.988826815642458,0.975206611570248,0.875,0.6666666666666666,0.7567567567567567,0.9184782608695652,0.8277467411545624,0.8659816841635023,0.9528260869565216,0.955,0.9522693768148314,0.955,0.6513714126940023
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},RobustScaler,passtrough,passthrough,SelectFpr,passthrough,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.7278858132359237
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},RobustScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9830508474576272,0.9720670391061452,0.9775280898876404,0.782608695652174,0.8571428571428571,0.8181818181818182,0.8828297715549005,0.9146049481245012,0.8978549540347294,0.9620044215180548,0.96,0.9607967313585292,0.96,0.6899557371188717
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,OverSampler,KMeans,passthrough,passthrough,0.9058823529411764,0.8603351955307262,0.8825214899713467,0.1666666666666666,0.238095238095238,0.196078431372549,0.5362745098039216,0.5492152168129821,0.5392999606719479,0.8282647058823529,0.795,0.8104449688184729,0.795,0.3282626538108799
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},MaxAbsScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9213483146067416,0.9162011173184358,0.9187675070028012,0.3181818181818182,0.3333333333333333,0.3255813953488372,0.6197650663942799,0.6247672253258846,0.6221744511758192,0.8580158324821247,0.855,0.8564829652791349,0.855,0.3941074226400313
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9551282051282052,0.8324022346368715,0.8895522388059701,0.3181818181818182,0.6666666666666666,0.4307692307692307,0.6366550116550117,0.749534450651769,0.6601607347876004,0.8882488344988346,0.815,0.8413800229621126,0.815,0.3638260560584874
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MaxAbsScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.943502824858757,0.9329608938547486,0.9382022471910112,0.4782608695652174,0.5238095238095238,0.5,0.7108818472119872,0.7283852088321362,0.7191011235955056,0.8946524195529354,0.89,0.8921910112359551,0.89,0.5260210928440505
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MaxAbsScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9252873563218392,0.8994413407821229,0.9121813031161472,0.3076923076923077,0.3809523809523809,0.3404255319148936,0.6164898320070734,0.6401968608672519,0.6263034175155204,0.8604398762157384,0.845,0.8521469471400157,0.845,0.3175164325440342
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9281437125748504,0.8659217877094972,0.8959537572254336,0.2727272727272727,0.4285714285714285,0.3333333333333332,0.6004354926510616,0.6472466081404629,0.6146435452793835,0.8593249863908546,0.82,0.8368786127167631,0.82,0.3585417858442977
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MaxAbsScaler,OverSampler,passthrough,passthrough,passthrough,0.9774011299435028,0.9664804469273744,0.9719101123595506,0.7391304347826086,0.8095238095238095,0.7727272727272727,0.8582657823630557,0.8880021282255919,0.8723186925434117,0.9523827069516088,0.95,0.9509959141981612,0.95,0.763557318644283
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.96045197740113,0.9497206703910616,0.9550561797752808,0.6086956521739131,0.6666666666666666,0.6363636363636365,0.7845738147875215,0.808193668528864,0.7957099080694587,0.9235175632522724,0.92,0.9215934627170584,0.92,0.7107154498044328
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},MaxAbsScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9885057471264368,0.9608938547486032,0.9745042492917848,0.7307692307692307,0.9047619047619048,0.8085106382978723,0.8596374889478338,0.932827879755254,0.8915074437948285,0.96144341290893,0.955,0.9570749201374238,0.955,0.7419423229449187
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9710982658959536,0.9385474860335196,0.9545454545454546,0.5925925925925926,0.7619047619047619,0.6666666666666666,0.7818454292442731,0.8502261239691407,0.8106060606060606,0.9313551701991007,0.92,0.9243181818181818,0.92,0.7279841783678102
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9881656804733728,0.9329608938547486,0.9597701149425288,0.6129032258064516,0.9047619047619048,0.7307692307692307,0.8005344531399122,0.9188613993083268,0.8452696728558797,0.948763122733346,0.93,0.9357250221043324,0.93,0.7629745920107173
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9555555555555556,0.9608938547486032,0.958217270194986,0.65,0.6190476190476191,0.6341463414634146,0.8027777777777778,0.7899707368981113,0.7961818058292003,0.9234722222222222,0.925,0.924189822678171,0.925,0.725395344343652
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MaxAbsScaler,UnderSampler,KMeans,passthrough,passthrough,0.9465648854961832,0.6927374301675978,0.8,0.2028985507246377,0.6666666666666666,0.3111111111111111,0.5747317181104105,0.6797020484171322,0.5555555555555556,0.8684799203451711,0.69,0.7486666666666667,0.69,0.369821681075427
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9416058394160584,0.7206703910614525,0.8164556962025317,0.2063492063492063,0.6190476190476191,0.3095238095238095,0.5739775228826324,0.6698590050545358,0.5629897528631707,0.864403892944039,0.71,0.7632278481012658,0.71,0.5167401881210822
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9655172413793104,0.6256983240223464,0.7593220338983051,0.2023809523809523,0.8095238095238095,0.3238095238095238,0.5839490968801314,0.717611066773078,0.5415657788539144,0.8853879310344829,0.645,0.7135932203389831,0.645,0.4746733044271137
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MaxAbsScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9927007299270072,0.7597765363128491,0.8607594936708861,0.3174603174603174,0.9523809523809524,0.4761904761904761,0.6550805236936623,0.8560787443469007,0.6684749849306811,0.9218004866180048,0.78,0.820379746835443,0.78,0.6210706384730154
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MaxAbsScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9571428571428572,0.7486033519553073,0.8401253918495297,0.25,0.7142857142857143,0.3703703703703703,0.6035714285714286,0.7314445331205108,0.60524788110995,0.8828928571428571,0.745,0.790801114594218,0.745,0.5494295016111027
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MaxAbsScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9428571428571428,0.7374301675977654,0.8275862068965516,0.2166666666666666,0.6190476190476191,0.3209876543209876,0.5797619047619047,0.6782388933226922,0.5742869306087697,0.8666071428571429,0.725,0.7743933588761174,0.725,0.4670433967671085
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,UnderSampler,passthrough,passthrough,passthrough,0.99375,0.888268156424581,0.9380530973451328,0.5,0.9523809523809524,0.6557377049180327,0.746875,0.9203245544027668,0.7968954011315827,0.94190625,0.895,0.9084099811402874,0.895,0.732030541011804
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MaxAbsScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,1.0,0.8379888268156425,0.9118541033434652,0.42,1.0,0.5915492957746479,0.71,0.9189944134078212,0.7517016995590564,0.9391,0.855,0.8782220985487393,0.855,0.7550813008130082
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MaxAbsScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9794520547945206,0.7988826815642458,0.88,0.3333333333333333,0.8571428571428571,0.48,0.656392694063927,0.8280127693535515,0.6799999999999999,0.911609589041096,0.805,0.8380000000000001,0.805,0.7428836466903982
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MaxAbsScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9936708860759492,0.8770949720670391,0.9317507418397626,0.4761904761904761,0.9523809523809524,0.634920634920635,0.7349306811332128,0.9147379622239956,0.7833356883801987,0.9393354430379746,0.885,0.9005835806132542,0.885,0.7330624929164532
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},MaxAbsScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9788732394366196,0.776536312849162,0.8660436137071651,0.3103448275862069,0.8571428571428571,0.4556962025316455,0.6446090335114133,0.8168395849960095,0.6608699081194054,0.9086777561923264,0.785,0.8229571355337355,0.785,0.7090415797955152
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MaxAbsScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.7096123965307795
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MaxAbsScaler,passtrough,KMeans,passthrough,passthrough,0.9072164948453608,0.9832402234636872,0.9436997319034852,0.5,0.1428571428571428,0.2222222222222222,0.7036082474226804,0.563048683160415,0.5829609770628538,0.8644587628865978,0.895,0.8679445933869526,0.895,0.1526286037309214
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MaxAbsScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9144385026737968,0.9553072625698324,0.9344262295081966,0.3846153846153846,0.238095238095238,0.2941176470588235,0.6495269436445907,0.5967012503325353,0.61427193828351,0.8588070752776634,0.88,0.8671938283510126,0.88,0.2658741919786654
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.925531914893617,0.9720670391061452,0.9482288828337874,0.5833333333333334,0.3333333333333333,0.4242424242424242,0.7544326241134751,0.6527001862197392,0.6862356535381058,0.8896010638297872,0.905,0.8932103046816943,0.905,0.2591733271598847
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9508196721311476,0.9720670391061452,0.9613259668508288,0.7058823529411765,0.5714285714285714,0.6315789473684211,0.828351012536162,0.7717478052673583,0.796452457109625,0.9251012536162004,0.93,0.926702529805176,0.93,0.5655599184850143
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.9153439153439152,0.9664804469273744,0.9402173913043478,0.4545454545454545,0.238095238095238,0.3124999999999999,0.684944684944685,0.6022878425113062,0.6263586956521738,0.8669600769600768,0.89,0.8743070652173912,0.89,0.2803365766998852
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 500},MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9095744680851064,0.9553072625698324,0.9318801089918256,0.3333333333333333,0.1904761904761904,0.2424242424242424,0.6214539007092198,0.5728917265230115,0.587152175708034,0.8490691489361701,0.875,0.8594872430022293,0.875,0.3356479548764762
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 200},MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.9725274725274724,0.988826815642458,0.9806094182825486,0.8888888888888888,0.7619047619047619,0.8205128205128205,0.9307081807081808,0.8753657887736099,0.9005611193976846,0.9637454212454212,0.965,0.9637992755167272,0.965,0.714364999947654
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9615384615384616,0.9776536312849162,0.9695290858725762,0.7777777777777778,0.6666666666666666,0.717948717948718,0.8696581196581197,0.8221601489757915,0.8437389019106472,0.9422435897435898,0.945,0.9431131472405712,0.945,0.681764299228148
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 300},MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9725274725274724,0.988826815642458,0.9806094182825486,0.8888888888888888,0.7619047619047619,0.8205128205128205,0.9307081807081808,0.8753657887736099,0.9005611193976846,0.9637454212454212,0.965,0.9637992755167272,0.965,0.7102736138795103
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 100},MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9613259668508288,0.9720670391061452,0.9666666666666666,0.7368421052631579,0.6666666666666666,0.7,0.8490840360569933,0.819366852886406,0.8333333333333333,0.9377551613841232,0.94,0.9386666666666664,0.94,0.6840949626840375
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.6958886932445896
AdaBoostClassifier,"{'n_estimators': [100, 200, 300, 400, 500]}",{'n_estimators': 400},MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9611111111111112,0.9664804469273744,0.9637883008356548,0.7,0.6666666666666666,0.6829268292682926,0.8305555555555555,0.8165735567970205,0.8233575650519737,0.9336944444444444,0.935,0.9342978463210816,0.935,0.7483358934971838
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9874213836477987,0.8770949720670391,0.9289940828402368,0.4634146341463415,0.9047619047619048,0.6129032258064516,0.7254180088970701,0.890928438414472,0.7709486543233441,0.9324006749501456,0.88,0.8958045428516893,0.88,0.7782139894458735
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9822485207100592,0.9273743016759776,0.9540229885057472,0.5806451612903226,0.8571428571428571,0.6923076923076923,0.7814468410001909,0.8922585794094173,0.8231653404067197,0.9400801679709868,0.92,0.9265428824049516,0.92,0.7036641272967781
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7969897659525736
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.986842105263158,0.8379888268156425,0.9063444108761328,0.3958333333333333,0.9047619047619048,0.5507246376811594,0.6913377192982456,0.8713753657887736,0.7285345242786462,0.9247861842105264,0.845,0.8690043346906607,0.845,0.7097971219724969
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.7882623084932322
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9520958083832336,0.888268156424581,0.9190751445086704,0.3939393939393939,0.6190476190476191,0.4814814814814814,0.6730176011613137,0.7536578877361,0.7002783129950759,0.8934893848666304,0.86,0.8731278098908156,0.86,0.704195205479452
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9700598802395208,0.905027932960894,0.9364161849710984,0.4848484848484848,0.7619047619047619,0.5925925925925926,0.7274541825440028,0.8334663474328279,0.7645043887818455,0.919112683723462,0.89,0.9003147077713552,0.89,0.7687382424333542
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9700598802395208,0.905027932960894,0.9364161849710984,0.4848484848484848,0.7619047619047619,0.5925925925925926,0.7274541825440028,0.8334663474328279,0.7645043887818455,0.919112683723462,0.89,0.9003147077713552,0.89,0.7742536002809975
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.7679653422629651
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'linear'}",StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.7328476983142138
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.766948621903483
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9759036144578314,0.905027932960894,0.9391304347826086,0.5,0.8095238095238095,0.6181818181818182,0.7379518072289157,0.8572758712423517,0.7786561264822134,0.9259337349397592,0.895,0.9054308300395256,0.895,0.7742680940635792
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.7746848739495797
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.946808510638298,0.994413407821229,0.9700272479564034,0.9166666666666666,0.5238095238095238,0.6666666666666667,0.9317375886524822,0.7591114658153764,0.8183469573115351,0.9436436170212764,0.945,0.9381743869209812,0.945,0.709178470127894
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.7607795781708082
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'rbf'}",StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9869281045751634,0.8435754189944135,0.9096385542168676,0.4042553191489361,0.9047619047619048,0.5588235294117647,0.6955917118620498,0.8741686618781591,0.7342310418143161,0.9257474621054096,0.85,0.8728029766123317,0.85,0.6658508158508158
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9932885906040269,0.8268156424581006,0.902439024390244,0.392156862745098,0.9523809523809524,0.5555555555555556,0.6927227266745625,0.8895982974195265,0.7289972899728998,0.9301697591788394,0.84,0.8660162601626016,0.84,0.7495004031356709
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9685534591194968,0.8603351955307262,0.9112426035502958,0.3902439024390244,0.7619047619047619,0.5161290322580646,0.6793986807792607,0.8111199787177441,0.7136858179041803,0.9078309556680472,0.85,0.8697556785646116,0.85,0.7568294431666527
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'linear'}",StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.7436494258343084
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9803921568627452,0.8379888268156425,0.9036144578313252,0.3829787234042553,0.8571428571428571,0.5294117647058824,0.6816854401335002,0.8475658419792498,0.7165131112686038,0.9176637463496036,0.84,0.8643231750531537,0.84,0.7252300294175479
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.993421052631579,0.8435754189944135,0.9123867069486404,0.4166666666666667,0.9523809523809524,0.5797101449275361,0.7050438596491229,0.897978185687683,0.7460484259380884,0.9328618421052632,0.855,0.8774556679364245,0.855,0.7355833412269901
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.96875,0.8659217877094972,0.9144542772861356,0.4,0.7619047619047619,0.5245901639344264,0.684375,0.8139132748071296,0.719522220610281,0.90903125,0.855,0.8735185453842063,0.855,0.7161906217425054
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'linear'}",StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.7544271006184617
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9867549668874172,0.8324022346368715,0.9030303030303032,0.3877551020408163,0.9047619047619048,0.5428571428571428,0.6872550344641168,0.8685820696993881,0.722943722943723,0.9238599810785242,0.84,0.8652121212121213,0.84,0.7449230399230398
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",StandardScaler,passtrough,KMeans,passthrough,passthrough,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.5821968714890676
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'linear'}",StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.927461139896373,1.0,0.9623655913978496,1.0,0.3333333333333333,0.5,0.9637305699481864,0.6666666666666666,0.7311827956989247,0.935077720207254,0.93,0.9138172043010754,0.93,0.3451618556881715
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.5798408698639607
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9322916666666666,1.0,0.9649595687331536,1.0,0.3809523809523809,0.5517241379310345,0.9661458333333331,0.6904761904761905,0.758341853332094,0.9394010416666666,0.935,0.9215698484989312,0.935,0.5068559768796627
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.5798408698639607
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9421052631578948,1.0,0.970189701897019,1.0,0.4761904761904761,0.6451612903225806,0.9710526315789474,0.7380952380952381,0.8076754961097998,0.9481842105263156,0.945,0.9360617186817032,0.945,0.3592541960963014
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,passtrough,passthrough,passthrough,passthrough,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.6538901899557638
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9662921348314608,0.9608938547486032,0.9635854341736696,0.6818181818181818,0.7142857142857143,0.6976744186046512,0.8240551583248212,0.8375897845171588,0.8306299263891603,0.9364223697650664,0.935,0.9356647775389226,0.935,0.6264608934971838
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.6360831225047894
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9518716577540108,0.994413407821229,0.9726775956284152,0.9230769230769232,0.5714285714285714,0.7058823529411765,0.9374742904154668,0.7829209896249002,0.8392799742847958,0.9488482106129166,0.95,0.9446640951462552,0.95,0.6115012106537531
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.6360831225047894
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9553072625698324,0.9553072625698324,0.9553072625698324,0.6190476190476191,0.6190476190476191,0.6190476190476191,0.7871774408087258,0.7871774408087258,0.7871774408087258,0.92,0.92,0.92,0.92,0.631381085312537
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.9285714285714286,0.6536312849162011,0.7672131147540984,0.1621621621621621,0.5714285714285714,0.2526315789473684,0.5453667953667953,0.6125299281723863,0.5099223468507335,0.8480984555984556,0.645,0.7131820534943917,0.645,0.4070386706103173
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9395973154362416,0.7821229050279329,0.8536585365853658,0.2352941176470588,0.5714285714285714,0.3333333333333333,0.5874457165416502,0.6767757382282522,0.5934959349593496,0.8656454796683773,0.76,0.7990243902439025,0.76,0.5514911227304516
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9657534246575342,0.7877094972067039,0.8676923076923078,0.2962962962962963,0.7619047619047619,0.4266666666666667,0.6310248604769153,0.7748071295557328,0.6471794871794873,0.8954604261796042,0.785,0.8213846153846156,0.785,0.5385114302131109
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9738562091503268,0.8324022346368715,0.8975903614457831,0.3617021276595745,0.8095238095238095,0.5,0.6677791684049507,0.8209630220803406,0.6987951807228916,0.9095800305937978,0.83,0.8558433734939759,0.83,0.729914839499018
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9583333333333334,0.770949720670391,0.8544891640866874,0.2678571428571428,0.7142857142857143,0.3896103896103896,0.6130952380952381,0.7426177174780526,0.6220497768485385,0.8858333333333335,0.765,0.8056768927666762,0.765,0.5200537963886553
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'poly'}",MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9428571428571428,0.7374301675977654,0.8275862068965516,0.2166666666666666,0.6190476190476191,0.3209876543209876,0.5797619047619047,0.6782388933226922,0.5742869306087697,0.8666071428571429,0.725,0.7743933588761174,0.725,0.5372054972741471
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.6991180962457951
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9683544303797468,0.8547486033519553,0.9080118694362018,0.3809523809523809,0.7619047619047619,0.5079365079365079,0.6746534056660639,0.8083266826283586,0.7079741886863549,0.9066772151898737,0.845,0.866003956478734,0.845,0.6893786768786769
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9743589743589745,0.8491620111731844,0.907462686567164,0.3863636363636363,0.8095238095238095,0.523076923076923,0.6803613053613053,0.8293429103484969,0.7152698048220436,0.912619463869464,0.845,0.8671021814006887,0.845,0.7151671340258747
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.7799325017029387
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'poly'}",MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.7096757313220728
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.709422146131007
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.9489795918367347,0.5195530726256983,0.6714801444043321,0.1568627450980392,0.7619047619047619,0.2601626016260162,0.5529211684673869,0.6407289172652301,0.4658213730151742,0.8658073229291716,0.5449999999999999,0.628291802412609,0.545,0.3742342538598687
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9683544303797468,0.8547486033519553,0.9080118694362018,0.3809523809523809,0.7619047619047619,0.5079365079365079,0.6746534056660639,0.8083266826283586,0.7079741886863549,0.9066772151898737,0.845,0.866003956478734,0.845,0.5080041400724513
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9640287769784172,0.7486033519553073,0.8427672955974843,0.2622950819672131,0.7619047619047619,0.3902439024390244,0.6131619294728152,0.7552540569300346,0.6165055990182544,0.8903467390022408,0.75,0.7952523393158459,0.75,0.5100774942085317
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9857142857142858,0.770949720670391,0.8652037617554859,0.3166666666666666,0.9047619047619048,0.4691358024691357,0.6511904761904762,0.837855812716148,0.6671697821123108,0.9154642857142856,0.785,0.8236166260304191,0.785,0.7075004508245645
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.967479674796748,0.664804469273743,0.7880794701986755,0.2207792207792207,0.8095238095238095,0.3469387755102041,0.5941294477879844,0.7371641393987762,0.5675091228544398,0.8890761271249076,0.68,0.7417596972563859,0.68,0.6488065477676204
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9527027027027029,0.7877094972067039,0.8623853211009175,0.2692307692307692,0.6666666666666666,0.3835616438356163,0.610966735966736,0.7271880819366853,0.6229734824682669,0.8809381496881499,0.775,0.8121088349880609,0.775,0.6054805517428601
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",MinMaxScaler,UnderSampler,passthrough,passthrough,passthrough,0.9806451612903224,0.8491620111731844,0.9101796407185628,0.4,0.8571428571428571,0.5454545454545455,0.6903225806451613,0.8531524341580208,0.7278170930865542,0.9196774193548388,0.85,0.8718835057158413,0.85,0.6852151670723213
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",MinMaxScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9803921568627452,0.8379888268156425,0.9036144578313252,0.3829787234042553,0.8571428571428571,0.5294117647058824,0.6816854401335002,0.8475658419792498,0.7165131112686038,0.9176637463496036,0.84,0.8643231750531537,0.84,0.7043624561512336
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9683544303797468,0.8547486033519553,0.9080118694362018,0.3809523809523809,0.7619047619047619,0.5079365079365079,0.6746534056660639,0.8083266826283586,0.7079741886863549,0.9066772151898737,0.845,0.866003956478734,0.845,0.7069356359829377
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9736842105263158,0.8268156424581006,0.8942598187311179,0.3541666666666667,0.8095238095238095,0.4927536231884058,0.6639254385964912,0.818169725990955,0.6935067209597618,0.9086348684210526,0.825,0.8521016681991332,0.825,0.7245822784745639
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9671052631578948,0.8212290502793296,0.8882175226586102,0.3333333333333333,0.7619047619047619,0.463768115942029,0.650219298245614,0.7915669060920457,0.6759928193003196,0.9005592105263157,0.815,0.8436503349533692,0.815,0.7129794500932518
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.986842105263158,0.8379888268156425,0.9063444108761328,0.3958333333333333,0.9047619047619048,0.5507246376811594,0.6913377192982456,0.8713753657887736,0.7285345242786462,0.9247861842105264,0.845,0.8690043346906607,0.845,0.6912503636641568
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MinMaxScaler,passtrough,KMeans,passthrough,passthrough,0.8934010152284264,0.9832402234636872,0.9361702127659576,0.0,0.0,0.0,0.4467005076142132,0.4916201117318435,0.4680851063829787,0.7995939086294416,0.88,0.8378723404255319,0.88,0.094017094017094
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MinMaxScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9128205128205128,0.994413407821229,0.9518716577540108,0.8,0.1904761904761904,0.3076923076923077,0.8564102564102565,0.5924447991487097,0.6297819827231592,0.900974358974359,0.91,0.884232825997532,0.91,0.1807142857142857
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MinMaxScaler,passtrough,KMeans,SelectKBest,passthrough,0.8939393939393939,0.988826815642458,0.9389920424403184,0.0,0.0,0.0,0.4469696969696969,0.494413407821229,0.4694960212201591,0.8000757575757576,0.885,0.8403978779840848,0.885,0.0754716981132075
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MinMaxScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9470899470899472,1.0,0.9728260869565218,1.0,0.5238095238095238,0.6875000000000001,0.9735449735449736,0.7619047619047619,0.830163043478261,0.9526455026455026,0.95,0.942866847826087,0.95,0.5452045482635027
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'sigmoid'}",MinMaxScaler,passtrough,KMeans,SelectFpr,passthrough,0.8894736842105263,0.9441340782122905,0.9159891598915988,0.0,0.0,0.0,0.4447368421052631,0.4720670391061452,0.4579945799457994,0.796078947368421,0.845,0.819810298102981,0.845,0.0365569956796277
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MinMaxScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9109947643979056,0.9720670391061452,0.9405405405405404,0.4444444444444444,0.1904761904761904,0.2666666666666666,0.6777196044211751,0.5812716147911678,0.6036036036036035,0.8620069808027924,0.89,0.8697837837837836,0.89,0.2104636104636104
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",MinMaxScaler,passtrough,passthrough,passthrough,passthrough,0.9358288770053476,0.9776536312849162,0.9562841530054644,0.6923076923076923,0.4285714285714285,0.5294117647058824,0.8140682846565199,0.7031125299281724,0.7428479588556733,0.9102591526120938,0.92,0.9114625522340084,0.92,0.5651969097418504
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",MinMaxScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9405405405405406,0.9720670391061452,0.9560439560439562,0.6666666666666666,0.4761904761904761,0.5555555555555556,0.8036036036036036,0.7241287576483106,0.7557997557997559,0.911783783783784,0.92,0.913992673992674,0.92,0.5702508960573477
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",MinMaxScaler,passtrough,passthrough,SelectKBest,passthrough,0.9365079365079364,0.988826815642458,0.9619565217391304,0.8181818181818182,0.4285714285714285,0.5625,0.8773448773448773,0.7086991221069433,0.7622282608695652,0.924083694083694,0.93,0.9200135869565216,0.93,0.5782924375483359
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MinMaxScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.952127659574468,1.0,0.9754768392370572,1.0,0.5714285714285714,0.7272727272727273,0.976063829787234,0.7857142857142857,0.8513747832548922,0.9571542553191488,0.955,0.9494154074808026,0.955,0.6561248665677315
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MinMaxScaler,passtrough,passthrough,SelectFpr,passthrough,0.9361702127659576,0.9832402234636872,0.9591280653950954,0.75,0.4285714285714285,0.5454545454545454,0.8430851063829787,0.7059058260175578,0.7522913054248204,0.916622340425532,0.925,0.9156923458013378,0.925,0.5911466713049528
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MinMaxScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9550561797752808,0.9497206703910616,0.9523809523809524,0.5909090909090909,0.6190476190476191,0.6046511627906977,0.7729826353421859,0.7843841447193403,0.7785160575858251,0.916820735444331,0.915,0.9158693244739756,0.915,0.5719989423585405
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'linear'}",RobustScaler,OverSampler,KMeans,passthrough,passthrough,0.9866666666666668,0.8268156424581006,0.899696048632219,0.38,0.9047619047619048,0.5352112676056339,0.6833333333333333,0.8657887736100027,0.7174536581189264,0.9229666666666668,0.835,0.8614251466244275,0.835,0.7481909126836662
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",RobustScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9757575757575756,0.8994413407821229,0.936046511627907,0.4857142857142857,0.8095238095238095,0.6071428571428571,0.7307359307359307,0.8544825751529662,0.771594684385382,0.9243030303030302,0.89,0.9015116279069768,0.89,0.6348330101271278
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",RobustScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.7357587570596076
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",RobustScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.972972972972973,0.8044692737430168,0.8807339449541285,0.3269230769230769,0.8095238095238095,0.4657534246575343,0.649948024948025,0.8069965416334132,0.6732436848058314,0.905137733887734,0.805,0.8371609903229862,0.805,0.6471784375705087
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'linear'}",RobustScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.7563061097508748
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",RobustScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9631901840490796,0.8770949720670391,0.9181286549707602,0.4054054054054054,0.7142857142857143,0.5172413793103449,0.6842977947272426,0.7956903431763767,0.7176850171405526,0.904622782291494,0.86,0.8760354910264166,0.86,0.6312794670841556
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",RobustScaler,OverSampler,passthrough,passthrough,passthrough,0.9870967741935484,0.8547486033519553,0.9161676646706588,0.4222222222222222,0.9047619047619048,0.5757575757575758,0.7046594982078853,0.87975525405693,0.7459626202141172,0.9277849462365592,0.86,0.8804246053347851,0.86,0.7529055957991211
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'rbf'}",RobustScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.7171611497445088
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",RobustScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9871794871794872,0.8603351955307262,0.9194029850746268,0.4318181818181818,0.9047619047619048,0.5846153846153846,0.7094988344988346,0.8825485501463155,0.7520091848450057,0.92886655011655,0.865,0.8842502870264064,0.865,0.774300447369553
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",RobustScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9741935483870968,0.8435754189944135,0.9041916167664672,0.3777777777777777,0.8095238095238095,0.5151515151515151,0.6759856630824372,0.8265496142591116,0.7096715659589912,0.9115698924731184,0.84,0.8633424060968972,0.84,0.7439539677086913
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'linear'}",RobustScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7672783624763351
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'rbf'}",RobustScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9873417721518988,0.8715083798882681,0.9258160237388724,0.4523809523809524,0.9047619047619048,0.6031746031746031,0.7198613622664256,0.8881351423250865,0.7644953134567378,0.9311708860759492,0.875,0.8919386745796242,0.875,0.7316710102643669
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'poly'}",RobustScaler,UnderSampler,KMeans,passthrough,passthrough,0.9874213836477987,0.8770949720670391,0.9289940828402368,0.4634146341463415,0.9047619047619048,0.6129032258064516,0.7254180088970701,0.890928438414472,0.7709486543233441,0.9324006749501456,0.88,0.8958045428516893,0.88,0.734379254568416
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'linear'}",RobustScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9691358024691358,0.8770949720670391,0.9208211143695014,0.4210526315789473,0.7619047619047619,0.5423728813559322,0.6950942170240415,0.8194998669859005,0.7315969978627168,0.911587069525666,0.865,0.8810840499030766,0.865,0.6348926216908786
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",RobustScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9875776397515528,0.888268156424581,0.9352941176470588,0.4871794871794871,0.9047619047619048,0.6333333333333333,0.73737856346552,0.8965150305932429,0.7843137254901961,0.935035833731486,0.89,0.9035882352941176,0.89,0.7381209340474183
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",RobustScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9748427672955976,0.8659217877094972,0.9171597633136096,0.4146341463414634,0.8095238095238095,0.5483870967741935,0.6947384568185304,0.8377227986166533,0.7327734300439015,0.9160208620954134,0.86,0.8784386333269708,0.86,0.642472303320847
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",RobustScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9863013698630136,0.8044692737430168,0.8861538461538462,0.3518518518518518,0.9047619047619048,0.5066666666666666,0.6690766108574328,0.8546155892524607,0.6964102564102563,0.9196841704718416,0.815,0.8463076923076923,0.815,0.7228249005176789
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",RobustScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.98159509202454,0.8938547486033519,0.935672514619883,0.4864864864864865,0.8571428571428571,0.6206896551724138,0.7340407892555132,0.8754988028731046,0.7781810848961483,0.9296086884430445,0.89,0.9025993143778988,0.89,0.6753873666983422
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",RobustScaler,UnderSampler,passthrough,passthrough,passthrough,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7531277056277056
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",RobustScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9865771812080536,0.8212290502793296,0.8963414634146342,0.3725490196078431,0.9047619047619048,0.5277777777777779,0.6795631004079484,0.8629954775206172,0.712059620596206,0.9221042242400316,0.83,0.8576422764227642,0.83,0.7119613748689461
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",RobustScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9935064935064936,0.8547486033519553,0.9189189189189192,0.4347826086956521,0.9523809523809524,0.5970149253731344,0.7141445511010729,0.9035647778664538,0.7579669221460268,0.9348404856013552,0.865,0.8851189995966117,0.865,0.7560398088243865
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",RobustScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9673202614379084,0.8268156424581006,0.8915662650602411,0.3404255319148936,0.7619047619047619,0.4705882352941176,0.653872896676401,0.7943602021814312,0.6810772501771793,0.901496314837992,0.82,0.847363571934798,0.82,0.7125262237314376
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",RobustScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.981132075471698,0.8715083798882681,0.923076923076923,0.4390243902439024,0.8571428571428571,0.5806451612903225,0.7100782328578003,0.8643256185155626,0.7518610421836227,0.9242107685227796,0.87,0.88712158808933,0.87,0.7407997862966582
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",RobustScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9933774834437086,0.8379888268156425,0.909090909090909,0.4081632653061224,0.9523809523809524,0.5714285714285714,0.7007703743749155,0.8951848895982975,0.7402597402597402,0.9319299905392622,0.85,0.8736363636363634,0.85,0.7155649424219594
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",RobustScaler,passtrough,KMeans,passthrough,passthrough,0.927461139896373,1.0,0.9623655913978496,1.0,0.3333333333333333,0.5,0.9637305699481864,0.6666666666666666,0.7311827956989247,0.935077720207254,0.93,0.9138172043010754,0.93,0.4383137164274044
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",RobustScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9132653061224488,1.0,0.9546666666666668,1.0,0.1904761904761904,0.32,0.9566326530612244,0.5952380952380952,0.6373333333333333,0.922372448979592,0.915,0.8880266666666666,0.915,0.2729069889121939
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",RobustScaler,passtrough,KMeans,SelectKBest,passthrough,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.4390747566715987
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",RobustScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9572192513368984,1.0,0.9781420765027322,1.0,0.6190476190476191,0.7647058823529412,0.9786096256684492,0.8095238095238095,0.8714239794278367,0.961711229946524,0.96,0.955731276117004,0.96,0.4735084838533115
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",RobustScaler,passtrough,KMeans,SelectFpr,passthrough,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.4390747566715987
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",RobustScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.922680412371134,1.0,0.9597855227882036,1.0,0.2857142857142857,0.4444444444444445,0.961340206185567,0.6428571428571428,0.7021149836163241,0.930798969072165,0.925,0.9056747095621092,0.925,0.4009583996356889
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",RobustScaler,passtrough,passthrough,passthrough,passthrough,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.6171965330871478
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",RobustScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9411764705882352,0.9832402234636872,0.9617486338797812,0.7692307692307693,0.4761904761904761,0.588235294117647,0.8552036199095023,0.7297153498270816,0.7749919639987142,0.9231221719457012,0.93,0.9225297332047572,0.93,0.5996550714505523
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",RobustScaler,passtrough,passthrough,SelectKBest,passthrough,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.6539850813260093
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",RobustScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.5427243014838934
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",RobustScaler,passtrough,passthrough,SelectFpr,passthrough,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.6539850813260093
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",RobustScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9395604395604396,0.9553072625698324,0.9473684210526316,0.5555555555555556,0.4761904761904761,0.5128205128205129,0.7475579975579976,0.7157488693801544,0.7300944669365722,0.8992399267399267,0.905,0.901740890688259,0.905,0.6058227726574501
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",MaxAbsScaler,OverSampler,KMeans,passthrough,passthrough,0.9642857142857144,0.6033519553072626,0.7422680412371134,0.1931818181818181,0.8095238095238095,0.3119266055045872,0.5787337662337663,0.7064378824155361,0.5270973233708502,0.8833198051948052,0.625,0.6970821904851983,0.625,0.3986394165071448
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'poly'}",MaxAbsScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9602649006622516,0.8100558659217877,0.8787878787878789,0.3061224489795918,0.7142857142857143,0.4285714285714285,0.6331936748209217,0.762170790103751,0.6536796536796537,0.8915799432355723,0.8,0.8315151515151515,0.8,0.5512442752690065
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9708029197080292,0.7430167597765364,0.8417721518987343,0.2698412698412698,0.8095238095238095,0.4047619047619047,0.6203220947746495,0.776270284650173,0.6232670283303196,0.8972019464720195,0.75,0.7958860759493672,0.75,0.4750622130001997
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9727891156462584,0.7988826815642458,0.8773006134969326,0.320754716981132,0.8095238095238095,0.4594594594594594,0.6467719163136952,0.8042032455440277,0.668380036478196,0.9043255037864202,0.8,0.8334272923229978,0.8,0.6965707978199985
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9844961240310076,0.7094972067039106,0.8246753246753246,0.2676056338028169,0.9047619047619048,0.4130434782608695,0.6260508789169124,0.8071295557329077,0.618859401468097,0.9092226225570478,0.73,0.7814539808018067,0.73,0.4446735509940072
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'rbf'}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9657534246575342,0.7877094972067039,0.8676923076923078,0.2962962962962963,0.7619047619047619,0.4266666666666667,0.6310248604769153,0.7748071295557328,0.6471794871794873,0.8954604261796042,0.785,0.8213846153846156,0.785,0.5007948899006547
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",MaxAbsScaler,OverSampler,passthrough,passthrough,passthrough,0.974025974025974,0.8379888268156425,0.9009009009009008,0.3695652173913043,0.8095238095238095,0.5074626865671641,0.6717955957086392,0.823756318169726,0.7041817937340324,0.9105575945793336,0.835,0.8595898883958586,0.835,0.7034508769392681
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",MaxAbsScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.6814196518560276
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9745222929936306,0.8547486033519553,0.9107142857142858,0.3953488372093023,0.8095238095238095,0.53125,0.6849355651014665,0.8321362064378824,0.7209821428571429,0.913709080136276,0.85,0.8708705357142859,0.85,0.718789084207855
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.96875,0.8659217877094972,0.9144542772861356,0.4,0.7619047619047619,0.5245901639344264,0.684375,0.8139132748071296,0.719522220610281,0.90903125,0.855,0.8735185453842063,0.855,0.7256428320499075
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'poly'}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,passthrough,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7056083155927177
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 0.1, 'kernel': 'linear'}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.975,0.8715083798882681,0.9203539823008848,0.425,0.8095238095238095,0.5573770491803278,0.7,0.8405160947060388,0.7388655157406063,0.91725,0.865,0.8822414043232264,0.865,0.71401638594445
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",MaxAbsScaler,UnderSampler,KMeans,passthrough,passthrough,0.9426229508196722,0.6424581005586593,0.7641196013289037,0.1794871794871795,0.6666666666666666,0.2828282828282828,0.5610550651534258,0.654562383612663,0.5234739420785932,0.8624936948297605,0.645,0.7135840128863384,0.645,0.3667059787755361
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'poly'}",MaxAbsScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9637681159420288,0.7430167597765364,0.8391167192429022,0.2580645161290322,0.7619047619047619,0.3855421686746987,0.6109163160355306,0.7524607608406491,0.6123294439588005,0.8896692379616643,0.745,0.7914913914332408,0.745,0.5119346815229668
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.971153846153846,0.5642458100558659,0.7137809187279152,0.1875,0.8571428571428571,0.3076923076923076,0.5793269230769231,0.7106943335993615,0.5107366132101114,0.8888701923076923,0.595,0.6711416145691764,0.595,0.4845061293737421
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9801324503311258,0.8268156424581006,0.896969696969697,0.3673469387755102,0.8571428571428571,0.5142857142857143,0.6737396945533181,0.8419792498004788,0.7056277056277056,0.9157899716177864,0.83,0.8567878787878789,0.83,0.6719161155236465
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9758064516129032,0.6759776536312849,0.7986798679867987,0.2368421052631578,0.8571428571428571,0.3711340206185567,0.6063242784380306,0.766560255387071,0.5849069443026778,0.8982151952461801,0.695,0.7537875540131332,0.695,0.4957067710086848
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9694656488549618,0.7094972067039106,0.8193548387096773,0.2463768115942029,0.8095238095238095,0.3777777777777778,0.6079212302245823,0.75951050811386,0.5985663082437276,0.8935413209425821,0.72,0.7729892473118278,0.72,0.5126371577610331
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",MaxAbsScaler,UnderSampler,passthrough,passthrough,passthrough,0.9798657718120806,0.8156424581005587,0.8902439024390245,0.3529411764705882,0.8571428571428571,0.5,0.6664034741413344,0.8363926576217079,0.6951219512195123,0.914038689301224,0.82,0.8492682926829269,0.82,0.6971387961901593
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9602649006622516,0.8100558659217877,0.8787878787878789,0.3061224489795918,0.7142857142857143,0.4285714285714285,0.6331936748209217,0.762170790103751,0.6536796536796537,0.8915799432355723,0.8,0.8315151515151515,0.8,0.7231590527212037
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'poly'}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9802631578947368,0.8324022346368715,0.9003021148036253,0.375,0.8571428571428571,0.5217391304347825,0.6776315789473684,0.8447725458898643,0.711020622619204,0.9167105263157894,0.835,0.8605530014448968,0.835,0.6943994273829781
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 1, 'kernel': 'rbf'}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9863013698630136,0.8044692737430168,0.8861538461538462,0.3518518518518518,0.9047619047619048,0.5066666666666666,0.6690766108574328,0.8546155892524607,0.6964102564102563,0.9196841704718416,0.815,0.8463076923076923,0.815,0.721894523723792
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9727891156462584,0.7988826815642458,0.8773006134969326,0.320754716981132,0.8095238095238095,0.4594594594594594,0.6467719163136952,0.8042032455440277,0.668380036478196,0.9043255037864202,0.8,0.8334272923229978,0.8,0.7115428783040407
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 10, 'kernel': 'linear'}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9735099337748344,0.8212290502793296,0.8909090909090909,0.3469387755102041,0.8095238095238095,0.4857142857142857,0.6602243546425193,0.8153764299015696,0.6883116883116883,0.9077199621570482,0.82,0.8483636363636363,0.82,0.6664638104511522
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,passtrough,KMeans,passthrough,passthrough,0.8934010152284264,0.9832402234636872,0.9361702127659576,0.0,0.0,0.0,0.4467005076142132,0.4916201117318435,0.4680851063829787,0.7995939086294416,0.88,0.8378723404255319,0.88,0.0384757676655567
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MaxAbsScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.8984771573604061,0.988826815642458,0.9414893617021276,0.3333333333333333,0.0476190476190476,0.0833333333333333,0.6159052453468697,0.5182229316307528,0.5124113475177305,0.8391370558375635,0.89,0.8513829787234043,0.89,0.1237468671679198
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.8939393939393939,0.988826815642458,0.9389920424403184,0.0,0.0,0.0,0.4469696969696969,0.494413407821229,0.4694960212201591,0.8000757575757576,0.885,0.8403978779840848,0.885,0.0377358490566037
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9417989417989416,0.994413407821229,0.967391304347826,0.9090909090909092,0.4761904761904761,0.6249999999999999,0.9254449254449254,0.7353019420058526,0.7961956521739129,0.9383645983645984,0.94,0.9314402173913042,0.94,0.5322148644647231
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'sigmoid'}",MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.8911917098445595,0.9608938547486032,0.9247311827956988,0.0,0.0,0.0,0.4455958549222797,0.4804469273743016,0.4623655913978494,0.7976165803108808,0.86,0.8276344086021505,0.86,0.0351851851851851
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.903061224489796,0.988826815642458,0.944,0.5,0.0952380952380952,0.16,0.7015306122448979,0.5420324554402767,0.5519999999999999,0.8607397959183674,0.895,0.8616800000000001,0.895,0.1813730525594932
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.9502762430939228,0.9608938547486032,0.9555555555555556,0.631578947368421,0.5714285714285714,0.6,0.7909275952311718,0.7661612130885873,0.7777777777777778,0.916813027042745,0.92,0.9182222222222224,0.92,0.5620681670834491
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'linear'}",MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.5767304189435337
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9315789473684212,0.988826815642458,0.9593495934959352,0.8,0.3809523809523809,0.5161290322580645,0.8657894736842106,0.6848895982974195,0.7377393128769998,0.9177631578947368,0.925,0.9128114345659588,0.925,0.5646191455941241
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'rbf'}",MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.6490797882452728
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.9365079365079364,0.988826815642458,0.9619565217391304,0.8181818181818182,0.4285714285714285,0.5625,0.8773448773448773,0.7086991221069433,0.7622282608695652,0.924083694083694,0.93,0.9200135869565216,0.93,0.5754431298768152
SVC,"{'C': [0.1, 1, 10, 100], 'kernel': ['linear', 'poly', 'rbf', 'sigmoid']}","{'C': 100, 'kernel': 'poly'}",MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.96045197740113,0.9497206703910616,0.9550561797752808,0.6086956521739131,0.6666666666666666,0.6363636363636365,0.7845738147875215,0.808193668528864,0.7957099080694587,0.9235175632522724,0.92,0.9215934627170584,0.92,0.5824699402484167
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 500}",StandardScaler,OverSampler,KMeans,passthrough,passthrough,0.9608938547486032,0.9608938547486032,0.9608938547486032,0.6666666666666666,0.6666666666666666,0.6666666666666666,0.813780260707635,0.813780260707635,0.813780260707635,0.93,0.93,0.93,0.93,0.6461538461538462
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",StandardScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9502762430939228,0.9608938547486032,0.9555555555555556,0.631578947368421,0.5714285714285714,0.6,0.7909275952311718,0.7661612130885873,0.7777777777777778,0.916813027042745,0.92,0.9182222222222224,0.92,0.6055636707351736
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",StandardScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9542857142857144,0.9329608938547486,0.943502824858757,0.52,0.6190476190476191,0.5652173913043478,0.7371428571428571,0.7760042564511838,0.7543601080815524,0.9086857142857144,0.9,0.903782854335544,0.9,0.6482584151840329
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",StandardScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9447513812154696,0.9553072625698324,0.95,0.5789473684210527,0.5238095238095238,0.5500000000000002,0.7618493748182611,0.7395583931896781,0.7500000000000001,0.906341959872056,0.91,0.908,0.91,0.6349405143143629
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",StandardScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9606741573033708,0.9553072625698324,0.957983193277311,0.6363636363636364,0.6666666666666666,0.6511627906976744,0.7985188968335035,0.8109869646182495,0.8045729919874927,0.9266215526046988,0.925,0.925767051006449,0.925,0.6875180000541621
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",StandardScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.96045197740113,0.9497206703910616,0.9550561797752808,0.6086956521739131,0.6666666666666666,0.6363636363636365,0.7845738147875215,0.808193668528864,0.7957099080694587,0.9235175632522724,0.92,0.9215934627170584,0.92,0.5725828304209453
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",StandardScaler,OverSampler,passthrough,passthrough,passthrough,0.9776536312849162,0.9776536312849162,0.9776536312849162,0.8095238095238095,0.8095238095238095,0.8095238095238095,0.8935887204043629,0.8935887204043629,0.8935887204043629,0.96,0.96,0.96,0.96,0.7602729957660024
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",StandardScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9725274725274724,0.988826815642458,0.9806094182825486,0.8888888888888888,0.7619047619047619,0.8205128205128205,0.9307081807081808,0.8753657887736099,0.9005611193976846,0.9637454212454212,0.965,0.9637992755167272,0.965,0.7333465578007246
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",StandardScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.7759807180776338
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",StandardScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9774011299435028,0.9664804469273744,0.9719101123595506,0.7391304347826086,0.8095238095238095,0.7727272727272727,0.8582657823630557,0.8880021282255919,0.8723186925434117,0.9523827069516088,0.95,0.9509959141981612,0.95,0.764541335659947
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",StandardScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.7639638589570548
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",StandardScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9831460674157304,0.9776536312849162,0.9803921568627452,0.8181818181818182,0.8571428571428571,0.8372093023255814,0.9006639427987743,0.9173982442138866,0.9088007295941634,0.9658248212461696,0.965,0.965357957136343,0.965,0.7569996967311263
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",StandardScaler,UnderSampler,KMeans,passthrough,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.726482798844287
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",StandardScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9859154929577464,0.7821229050279329,0.8722741433021807,0.3275862068965517,0.9047619047619048,0.481012658227848,0.656750849927149,0.8434424048949188,0.6766434007650144,0.916790917921321,0.795,0.8311916873693757,0.795,0.6454670536442578
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",StandardScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9875,0.88268156424581,0.9321533923303834,0.475,0.9047619047619048,0.6229508196721311,0.73125,0.8937217345038574,0.7775521060012572,0.9336875,0.885,0.8996871222012669,0.885,0.726513290908404
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",StandardScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9640287769784172,0.7486033519553073,0.8427672955974843,0.2622950819672131,0.7619047619047619,0.3902439024390244,0.6131619294728152,0.7552540569300346,0.6165055990182544,0.8903467390022408,0.75,0.7952523393158459,0.75,0.6039392770962951
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",StandardScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9655172413793104,0.7821229050279329,0.8641975308641976,0.2909090909090909,0.7619047619047619,0.4210526315789473,0.6282131661442006,0.7720138334663473,0.6426250812215725,0.8946833855799373,0.78,0.8176673164392463,0.78,0.7192697365547251
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 500}",StandardScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9794520547945206,0.7988826815642458,0.88,0.3333333333333333,0.8571428571428571,0.48,0.656392694063927,0.8280127693535515,0.6799999999999999,0.911609589041096,0.805,0.8380000000000001,0.805,0.6410435872409982
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",StandardScaler,UnderSampler,passthrough,passthrough,passthrough,0.9805194805194806,0.8435754189944135,0.9069069069069068,0.391304347826087,0.8571428571428571,0.5373134328358209,0.6859119141727837,0.8503591380686353,0.7221101698713639,0.9186518915866742,0.845,0.8680995921294428,0.845,0.6715519662228518
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",StandardScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.986206896551724,0.7988826815642458,0.882716049382716,0.3454545454545454,0.9047619047619048,0.5,0.6658307210031348,0.8518222931630752,0.691358024691358,0.9189278996865204,0.81,0.8425308641975308,0.81,0.7226453994188549
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",StandardScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.981012658227848,0.8659217877094972,0.9198813056379822,0.4285714285714285,0.8571428571428571,0.5714285714285714,0.7047920433996383,0.8615323224261772,0.7456549385332768,0.923006329113924,0.865,0.8832937685459941,0.865,0.6773223988797545
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",StandardScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9791666666666666,0.7877094972067039,0.8730650154798761,0.3214285714285714,0.8571428571428571,0.4675324675324676,0.6502976190476191,0.8224261771747805,0.6702987415061719,0.9101041666666666,0.795,0.8304840979453982,0.795,0.6530926112882491
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",StandardScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9797297297297296,0.8100558659217877,0.8868501529051988,0.3461538461538461,0.8571428571428571,0.4931506849315069,0.6629417879417879,0.8335993615323224,0.6900004189183528,0.913204261954262,0.815,0.8455117087679611,0.815,0.7078679653679653
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",StandardScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9806451612903224,0.8491620111731844,0.9101796407185628,0.4,0.8571428571428571,0.5454545454545455,0.6903225806451613,0.8531524341580208,0.7278170930865542,0.9196774193548388,0.85,0.8718835057158413,0.85,0.7238666732642637
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",StandardScaler,passtrough,KMeans,passthrough,passthrough,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.5960100924091817
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",StandardScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9414893617021276,0.988826815642458,0.9645776566757494,0.8333333333333334,0.4761904761904761,0.6060606060606061,0.8874113475177305,0.7325086459164671,0.7853191313681778,0.9301329787234044,0.935,0.9269333663611592,0.935,0.4479308786380875
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",StandardScaler,passtrough,KMeans,SelectKBest,passthrough,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.6217473328129066
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",StandardScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9516129032258064,0.988826815642458,0.96986301369863,0.8571428571428571,0.5714285714285714,0.6857142857142857,0.904377880184332,0.7801276935355148,0.8277886497064579,0.9416935483870968,0.945,0.940027397260274,0.945,0.525959133300959
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",StandardScaler,passtrough,KMeans,SelectFpr,passthrough,0.9510869565217392,0.9776536312849162,0.9641873278236917,0.75,0.5714285714285714,0.6486486486486486,0.8505434782608696,0.7745411013567438,0.8064179882361701,0.9299728260869564,0.935,0.931055766510312,0.935,0.6197632058287796
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",StandardScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9615384615384616,0.9776536312849162,0.9695290858725762,0.7777777777777778,0.6666666666666666,0.717948717948718,0.8696581196581197,0.8221601489757915,0.8437389019106472,0.9422435897435898,0.945,0.9431131472405712,0.945,0.4725321367935969
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",StandardScaler,passtrough,passthrough,passthrough,passthrough,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.71350107087812
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 500}",StandardScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.6755714121582035
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",StandardScaler,passtrough,passthrough,SelectKBest,passthrough,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7188900321992847
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 500}",StandardScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9513513513513514,0.9832402234636872,0.9670329670329672,0.8,0.5714285714285714,0.6666666666666666,0.8756756756756757,0.7773343974461293,0.8168498168498168,0.9354594594594596,0.94,0.9354945054945056,0.94,0.6801080803723167
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",StandardScaler,passtrough,passthrough,SelectFpr,passthrough,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7009413142505666
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",StandardScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9726775956284152,0.994413407821229,0.9834254143646408,0.9411764705882352,0.7619047619047619,0.8421052631578947,0.9569270331083252,0.8781590848629954,0.9127653387612678,0.9693699774991964,0.97,0.9685867984879324,0.97,0.6922272054687308
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MinMaxScaler,OverSampler,KMeans,passthrough,passthrough,0.9222222222222224,0.9273743016759776,0.924791086350975,0.35,0.3333333333333333,0.3414634146341463,0.6361111111111111,0.6303538175046555,0.6331272504925607,0.8621388888888889,0.865,0.8635416808207078,0.865,0.3445926840245569
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9130434782608696,0.9385474860335196,0.9256198347107438,0.3125,0.238095238095238,0.2702702702702702,0.6127717391304348,0.5883213620643788,0.597945052490507,0.8499864130434783,0.865,0.8568081304444941,0.865,0.3554941948949862
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,OverSampler,KMeans,SelectKBest,passthrough,0.934065934065934,0.9497206703910616,0.9418282548476454,0.5,0.4285714285714285,0.4615384615384615,0.717032967032967,0.689146049481245,0.7016833581930535,0.8884890109890109,0.895,0.8913978265501811,0.895,0.3739716222474843
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",MinMaxScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9662921348314608,0.9608938547486032,0.9635854341736696,0.6818181818181818,0.7142857142857143,0.6976744186046512,0.8240551583248212,0.8375897845171588,0.8306299263891603,0.9364223697650664,0.935,0.9356647775389226,0.935,0.6340074649521662
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",MinMaxScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9202127659574468,0.9664804469273744,0.9427792915531336,0.5,0.2857142857142857,0.3636363636363636,0.7101063829787234,0.62609736632083,0.6532078275947486,0.8760904255319149,0.895,0.8819692841218728,0.895,0.3819151704397606
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9193548387096774,0.9553072625698324,0.9369863013698628,0.4285714285714285,0.2857142857142857,0.3428571428571428,0.6739631336405529,0.620510774142059,0.639921722113503,0.8678225806451613,0.885,0.8746027397260272,0.885,0.3531890040962621
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,OverSampler,passthrough,passthrough,passthrough,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7499890392460856
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7300651587796202
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,OverSampler,passthrough,SelectKBest,passthrough,0.967032967032967,0.9832402234636872,0.9750692520775622,0.8333333333333334,0.7142857142857143,0.7692307692307692,0.9001831501831502,0.8487629688747007,0.8721500106541658,0.9529945054945056,0.955,0.953456211378649,0.955,0.7606228941878668
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9664804469273744,0.9664804469273744,0.9664804469273744,0.7142857142857143,0.7142857142857143,0.7142857142857143,0.8403830806065443,0.8403830806065443,0.8403830806065443,0.94,0.94,0.94,0.94,0.7259285853035853
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MinMaxScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9829545454545454,0.9664804469273744,0.9746478873239436,0.75,0.8571428571428571,0.7999999999999999,0.8664772727272727,0.9118116520351156,0.8873239436619718,0.9584943181818182,0.955,0.9563098591549294,0.955,0.7437285602646856
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.7311510010419331
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MinMaxScaler,UnderSampler,KMeans,passthrough,passthrough,0.9516129032258064,0.659217877094972,0.7788778877887789,0.1973684210526315,0.7142857142857143,0.3092783505154639,0.5744906621392191,0.6867517956903432,0.5440781191521213,0.872417232597623,0.665,0.7295699363750807,0.665,0.4193710828951259
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9319727891156464,0.7653631284916201,0.8404907975460123,0.2075471698113207,0.5238095238095238,0.2972972972972972,0.5697599794634836,0.644586326150572,0.5688940474216548,0.8559080990886921,0.74,0.7834554800198973,0.74,0.5364392028007589
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9402985074626866,0.7039106145251397,0.805111821086262,0.1969696969696969,0.6190476190476191,0.2988505747126436,0.5686341022161918,0.6614791167863794,0.5519811978994529,0.8622489823609226,0.695,0.751954390217032,0.695,0.5313309010343291
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 500}",MinMaxScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9803921568627452,0.8379888268156425,0.9036144578313252,0.3829787234042553,0.8571428571428571,0.5294117647058824,0.6816854401335002,0.8475658419792498,0.7165131112686038,0.9176637463496036,0.84,0.8643231750531537,0.84,0.656846728151076
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9790209790209792,0.7821229050279329,0.8695652173913044,0.3157894736842105,0.8571428571428571,0.4615384615384615,0.6474052263525948,0.819632881085395,0.6655518394648829,0.9093816709606184,0.79,0.8267224080267559,0.79,0.5807490415672615
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9574468085106383,0.7541899441340782,0.84375,0.2542372881355932,0.7142857142857143,0.375,0.6058420483231157,0.7342378292098963,0.609375,0.8836098088712586,0.75,0.79453125,0.75,0.5452754287056613
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,UnderSampler,passthrough,passthrough,passthrough,0.9866666666666668,0.8268156424581006,0.899696048632219,0.38,0.9047619047619048,0.5352112676056339,0.6833333333333333,0.8657887736100027,0.7174536581189264,0.9229666666666668,0.835,0.8614251466244275,0.835,0.6887934629731957
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,1.0,0.8268156424581006,0.9051987767584098,0.4038461538461538,1.0,0.5753424657534247,0.7019230769230769,0.9134078212290504,0.7402706212559172,0.937403846153846,0.845,0.8705638641028863,0.845,0.7510668069530257
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9933333333333332,0.8324022346368715,0.905775075987842,0.4,0.9523809523809524,0.5633802816901408,0.6966666666666667,0.892391593508912,0.7345776788389913,0.9310333333333334,0.845,0.8698236225865833,0.845,0.6761615110275465
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9932432432432432,0.8212290502793296,0.8990825688073394,0.3846153846153846,0.9523809523809524,0.547945205479452,0.6889293139293139,0.886805001330141,0.7235138871433957,0.929337318087318,0.835,0.8622131456579112,0.835,0.7125803784230751
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9932432432432432,0.8212290502793296,0.8990825688073394,0.3846153846153846,0.9523809523809524,0.547945205479452,0.6889293139293139,0.886805001330141,0.7235138871433957,0.929337318087318,0.835,0.8622131456579112,0.835,0.6811500864045478
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9866666666666668,0.8268156424581006,0.899696048632219,0.38,0.9047619047619048,0.5352112676056339,0.6833333333333333,0.8657887736100027,0.7174536581189264,0.9229666666666668,0.835,0.8614251466244275,0.835,0.711131611010044
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,passtrough,KMeans,passthrough,passthrough,0.9239130434782608,0.9497206703910616,0.9366391184573004,0.4375,0.3333333333333333,0.3783783783783783,0.6807065217391304,0.6415270018621974,0.6575087484178394,0.8728396739130434,0.885,0.8780217407490134,0.885,0.278218050646455
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MinMaxScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9193548387096774,0.9553072625698324,0.9369863013698628,0.4285714285714285,0.2857142857142857,0.3428571428571428,0.6739631336405529,0.620510774142059,0.639921722113503,0.8678225806451613,0.885,0.8746027397260272,0.885,0.2530794615353829
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",MinMaxScaler,passtrough,KMeans,SelectKBest,passthrough,0.9247311827956988,0.9608938547486032,0.9424657534246574,0.5,0.3333333333333333,0.4,0.7123655913978495,0.6471135940409684,0.6712328767123288,0.8801344086021505,0.895,0.8855068493150684,0.895,0.3552036871840619
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9508196721311476,0.9720670391061452,0.9613259668508288,0.7058823529411765,0.5714285714285714,0.6315789473684211,0.828351012536162,0.7717478052673583,0.796452457109625,0.9251012536162004,0.93,0.926702529805176,0.93,0.6659592529711376
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",MinMaxScaler,passtrough,KMeans,SelectFpr,passthrough,0.925925925925926,0.9776536312849162,0.9510869565217392,0.6363636363636364,0.3333333333333333,0.4374999999999999,0.7811447811447811,0.6554934823091247,0.6942934782608696,0.8955218855218855,0.91,0.8971603260869565,0.91,0.3215878679750223
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9197860962566844,0.9608938547486032,0.9398907103825136,0.4615384615384615,0.2857142857142857,0.3529411764705882,0.690662278897573,0.6233040702314445,0.646415943426551,0.8716700946112712,0.89,0.8782610093217614,0.89,0.2669611090663722
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MinMaxScaler,passtrough,passthrough,passthrough,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.7500763685239492
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.967032967032967,0.9832402234636872,0.9750692520775622,0.8333333333333334,0.7142857142857143,0.7692307692307692,0.9001831501831502,0.8487629688747007,0.8721500106541658,0.9529945054945056,0.955,0.953456211378649,0.955,0.7260118079917859
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,passtrough,passthrough,SelectKBest,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.764660959551095
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",MinMaxScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.967391304347826,0.994413407821229,0.980716253443526,0.9375,0.7142857142857143,0.8108108108108109,0.9524456521739132,0.8543495610534717,0.8957635321271684,0.9642527173913044,0.965,0.962876181967091,0.965,0.6836734985166614
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MinMaxScaler,passtrough,passthrough,SelectFpr,passthrough,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.7688497889725661
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MinMaxScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.7241473686388941
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,OverSampler,KMeans,passthrough,passthrough,0.9441340782122905,0.9441340782122905,0.9441340782122905,0.5238095238095238,0.5238095238095238,0.5238095238095238,0.7339718010109071,0.7339718010109071,0.7339718010109071,0.9,0.9,0.9,0.9,0.597065282573456
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",RobustScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9408602150537636,0.9776536312849162,0.9589041095890412,0.7142857142857143,0.4761904761904761,0.5714285714285714,0.827572964669739,0.7269220537376961,0.7651663405088063,0.9170698924731184,0.925,0.9182191780821918,0.925,0.4997706564005512
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",RobustScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9548022598870056,0.9441340782122905,0.949438202247191,0.5652173913043478,0.6190476190476191,0.5909090909090909,0.7600098255956766,0.7815908486299548,0.770173646578141,0.9138958486858266,0.91,0.9117926455566904,0.91,0.6178072016327355
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",RobustScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9453551912568308,0.9664804469273744,0.9558011049723756,0.6470588235294118,0.5238095238095238,0.5789473684210527,0.7962070073931212,0.7451449853684491,0.7673742366967142,0.9140340726454516,0.92,0.9162314626344868,0.92,0.5207599843503093
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",RobustScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9553072625698324,0.9553072625698324,0.9553072625698324,0.6190476190476191,0.6190476190476191,0.6190476190476191,0.7871774408087258,0.7871774408087258,0.7871774408087258,0.92,0.92,0.92,0.92,0.6045676714354495
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",RobustScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.9447513812154696,0.9553072625698324,0.95,0.5789473684210527,0.5238095238095238,0.5500000000000002,0.7618493748182611,0.7395583931896781,0.7500000000000001,0.906341959872056,0.91,0.908,0.91,0.4812877655964254
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",RobustScaler,OverSampler,passthrough,passthrough,passthrough,0.9779005524861878,0.988826815642458,0.9833333333333334,0.8947368421052632,0.8095238095238095,0.8500000000000001,0.9363186972957256,0.8991753125831339,0.9166666666666669,0.9691683628961908,0.97,0.9693333333333334,0.97,0.7678299658044074
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",RobustScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9776536312849162,0.9776536312849162,0.9776536312849162,0.8095238095238095,0.8095238095238095,0.8095238095238095,0.8935887204043629,0.8935887204043629,0.8935887204043629,0.96,0.96,0.96,0.96,0.6982068111100369
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 500}",RobustScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9720670391061452,0.9720670391061452,0.9720670391061452,0.7619047619047619,0.7619047619047619,0.7619047619047619,0.8669859005054535,0.8669859005054535,0.8669859005054535,0.95,0.95,0.95,0.95,0.7490286059711279
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",RobustScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9722222222222222,0.9776536312849162,0.9749303621169918,0.8,0.7619047619047619,0.7804878048780488,0.8861111111111111,0.869779196594839,0.8777090834975203,0.9541388888888888,0.955,0.9545138936069028,0.955,0.7647840343735867
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",RobustScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9720670391061452,0.9720670391061452,0.9720670391061452,0.7619047619047619,0.7619047619047619,0.7619047619047619,0.8669859005054535,0.8669859005054535,0.8669859005054535,0.95,0.95,0.95,0.95,0.7617025583737734
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9775280898876404,0.9720670391061452,0.9747899159663864,0.7727272727272727,0.8095238095238095,0.7906976744186046,0.8751276813074566,0.8907954243149774,0.8827437951924955,0.9560240040858018,0.955,0.9554602306038692,0.955,0.7219887955182072
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",RobustScaler,UnderSampler,KMeans,passthrough,passthrough,0.9801324503311258,0.8268156424581006,0.896969696969697,0.3673469387755102,0.8571428571428571,0.5142857142857143,0.6737396945533181,0.8419792498004788,0.7056277056277056,0.9157899716177864,0.83,0.8567878787878789,0.83,0.6443854995579134
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",RobustScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.986206896551724,0.7988826815642458,0.882716049382716,0.3454545454545454,0.9047619047619048,0.5,0.6658307210031348,0.8518222931630752,0.691358024691358,0.9189278996865204,0.81,0.8425308641975308,0.81,0.5425232099180224
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9867549668874172,0.8324022346368715,0.9030303030303032,0.3877551020408163,0.9047619047619048,0.5428571428571428,0.6872550344641168,0.8685820696993881,0.722943722943723,0.9238599810785242,0.84,0.8652121212121213,0.84,0.6155952226375724
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",RobustScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9779411764705882,0.7430167597765364,0.8444444444444444,0.28125,0.8571428571428571,0.4235294117647058,0.6295955882352942,0.8000798084596967,0.6339869281045751,0.9047886029411764,0.755,0.800248366013072,0.755,0.630889453423918
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",RobustScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.9746835443037974,0.8603351955307262,0.913946587537092,0.4047619047619047,0.8095238095238095,0.5396825396825397,0.6897227245328511,0.8349295025272678,0.7268145636098158,0.9148417721518988,0.855,0.8746488625123641,0.855,0.6379067013012032
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",RobustScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.9801324503311258,0.8268156424581006,0.896969696969697,0.3673469387755102,0.8571428571428571,0.5142857142857143,0.6737396945533181,0.8419792498004788,0.7056277056277056,0.9157899716177864,0.83,0.8567878787878789,0.83,0.5612634715542095
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",RobustScaler,UnderSampler,passthrough,passthrough,passthrough,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.6816148267698476
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",RobustScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.9814814814814816,0.888268156424581,0.9325513196480938,0.4736842105263157,0.8571428571428571,0.6101694915254237,0.7275828460038987,0.872705506783719,0.7713604055867587,0.9281627680311892,0.885,0.8987012276952134,0.885,0.711129621685595
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",RobustScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9801324503311258,0.8268156424581006,0.896969696969697,0.3673469387755102,0.8571428571428571,0.5142857142857143,0.6737396945533181,0.8419792498004788,0.7056277056277056,0.9157899716177864,0.83,0.8567878787878789,0.83,0.6893324894818257
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9787234042553192,0.770949720670391,0.8624999999999998,0.3050847457627119,0.8571428571428571,0.45,0.6419040750090155,0.814046288906624,0.65625,0.9079913451135952,0.78,0.8191874999999997,0.78,0.6683134787586843
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9932885906040269,0.8268156424581006,0.902439024390244,0.392156862745098,0.9523809523809524,0.5555555555555556,0.6927227266745625,0.8895982974195265,0.7289972899728998,0.9301697591788394,0.84,0.8660162601626016,0.84,0.6942501362203253
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",RobustScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9867549668874172,0.8324022346368715,0.9030303030303032,0.3877551020408163,0.9047619047619048,0.5428571428571428,0.6872550344641168,0.8685820696993881,0.722943722943723,0.9238599810785242,0.84,0.8652121212121213,0.84,0.6810768428461501
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",RobustScaler,passtrough,KMeans,passthrough,passthrough,0.9319371727748692,0.994413407821229,0.962162162162162,0.8888888888888888,0.3809523809523809,0.5333333333333333,0.910413030831879,0.687682894386805,0.7477477477477477,0.9274171029668412,0.93,0.917135135135135,0.93,0.474067516666638
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 500}",RobustScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9247311827956988,0.9608938547486032,0.9424657534246574,0.5,0.3333333333333333,0.4,0.7123655913978495,0.6471135940409684,0.6712328767123288,0.8801344086021505,0.895,0.8855068493150684,0.895,0.2793233082706767
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,passtrough,KMeans,SelectKBest,passthrough,0.9405405405405406,0.9720670391061452,0.9560439560439562,0.6666666666666666,0.4761904761904761,0.5555555555555556,0.8036036036036036,0.7241287576483106,0.7557997557997559,0.911783783783784,0.92,0.913992673992674,0.92,0.4316018671458278
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9565217391304348,0.9832402234636872,0.9696969696969696,0.8125,0.6190476190476191,0.7027027027027026,0.8845108695652174,0.801143921255653,0.8361998361998362,0.9413994565217392,0.945,0.9416625716625716,0.945,0.6077903933220147
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,passtrough,KMeans,SelectFpr,passthrough,0.9405405405405406,0.9720670391061452,0.9560439560439562,0.6666666666666666,0.4761904761904761,0.5555555555555556,0.8036036036036036,0.7241287576483106,0.7557997557997559,0.911783783783784,0.92,0.913992673992674,0.92,0.4316018671458278
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",RobustScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.935483870967742,0.9720670391061452,0.9534246575342464,0.6428571428571429,0.4285714285714285,0.5142857142857143,0.7891705069124424,0.7003192338387869,0.7338551859099804,0.904758064516129,0.915,0.9073150684931508,0.915,0.4610008156387527
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",RobustScaler,passtrough,passthrough,passthrough,passthrough,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.71350107087812
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9726775956284152,0.994413407821229,0.9834254143646408,0.9411764705882352,0.7619047619047619,0.8421052631578947,0.9569270331083252,0.8781590848629954,0.9127653387612678,0.9693699774991964,0.97,0.9685867984879324,0.97,0.644406551303103
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",RobustScaler,passtrough,passthrough,SelectKBest,passthrough,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7188900321992847
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",RobustScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.9565217391304348,0.9832402234636872,0.9696969696969696,0.8125,0.6190476190476191,0.7027027027027026,0.8845108695652174,0.801143921255653,0.8361998361998362,0.9413994565217392,0.945,0.9416625716625716,0.945,0.6250635539767104
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",RobustScaler,passtrough,passthrough,SelectFpr,passthrough,0.9723756906077348,0.9832402234636872,0.9777777777777776,0.8421052631578947,0.7619047619047619,0.8,0.9072404768828148,0.8725724926842244,0.8888888888888888,0.9586972957255016,0.96,0.959111111111111,0.96,0.7009413142505666
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",RobustScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9672131147540984,0.988826815642458,0.977900552486188,0.8823529411764706,0.7142857142857143,0.7894736842105262,0.9247830279652844,0.8515562649640862,0.883687118348357,0.9583027965284474,0.96,0.9581157313172436,0.96,0.6435737973557774
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,passthrough,passthrough,0.9148936170212766,0.9608938547486032,0.9373297002724796,0.4166666666666667,0.238095238095238,0.303030303030303,0.6657801418439716,0.5994945464219207,0.6201800016513913,0.8625797872340425,0.885,0.8707282635620511,0.885,0.2198747370944326
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,passthrough,PolynomialFeatures,0.9213483146067416,0.9162011173184358,0.9187675070028012,0.3181818181818182,0.3333333333333333,0.3255813953488372,0.6197650663942799,0.6247672253258846,0.6221744511758192,0.8580158324821247,0.855,0.8564829652791349,0.855,0.3556767269468882
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,passthrough,0.9222222222222224,0.9273743016759776,0.924791086350975,0.35,0.3333333333333333,0.3414634146341463,0.6361111111111111,0.6303538175046555,0.6331272504925607,0.8621388888888889,0.865,0.8635416808207078,0.865,0.2996433144320468
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,SelectKBest,PolynomialFeatures,0.9482758620689656,0.9217877094972068,0.9348441926345608,0.4615384615384615,0.5714285714285714,0.5106382978723405,0.7049071618037135,0.746608140462889,0.7227412452534507,0.8971684350132625,0.885,0.8903025736845277,0.885,0.5738912493339087
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,passthrough,0.9293478260869564,0.9553072625698324,0.9421487603305784,0.5,0.3809523809523809,0.4324324324324324,0.7146739130434783,0.6681298217611067,0.6872905963815055,0.884266304347826,0.895,0.8886285459012732,0.895,0.3037471540602074
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,KMeans,SelectFpr,PolynomialFeatures,0.92,0.8994413407821229,0.9096045197740114,0.28,0.3333333333333333,0.3043478260869565,0.6000000000000001,0.6163873370577281,0.6069761729304839,0.8528,0.84,0.8460525669368707,0.84,0.2653422644576787
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,OverSampler,passthrough,passthrough,passthrough,0.9777777777777776,0.9832402234636872,0.9805013927576602,0.85,0.8095238095238095,0.8292682926829269,0.9138888888888888,0.8963820164937484,0.9048848427202936,0.964361111111111,0.965,0.9646219172498132,0.965,0.7454680735930735
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,OverSampler,passthrough,passthrough,PolynomialFeatures,0.9668508287292816,0.9776536312849162,0.972222222222222,0.7894736842105263,0.7142857142857143,0.7500000000000001,0.8781622564699041,0.8459696727853152,0.8611111111111112,0.9482262285548124,0.95,0.9488888888888888,0.95,0.7219746455374458
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,passthrough,0.9830508474576272,0.9720670391061452,0.9775280898876404,0.782608695652174,0.8571428571428571,0.8181818181818182,0.8828297715549005,0.9146049481245012,0.8978549540347294,0.9620044215180548,0.96,0.9607967313585292,0.96,0.7715697530447312
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,OverSampler,passthrough,SelectKBest,PolynomialFeatures,0.9666666666666668,0.9720670391061452,0.9693593314763232,0.75,0.7142857142857143,0.7317073170731706,0.8583333333333334,0.8431763766959297,0.8505333242747468,0.9439166666666666,0.945,0.9444058699639922,0.945,0.7375433163029504
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,passthrough,0.9774011299435028,0.9664804469273744,0.9719101123595506,0.7391304347826086,0.8095238095238095,0.7727272727272727,0.8582657823630557,0.8880021282255919,0.8723186925434117,0.9523827069516088,0.95,0.9509959141981612,0.95,0.744959206801
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,OverSampler,passthrough,SelectFpr,PolynomialFeatures,0.9608938547486032,0.9608938547486032,0.9608938547486032,0.6666666666666666,0.6666666666666666,0.6666666666666666,0.813780260707635,0.813780260707635,0.813780260707635,0.93,0.93,0.93,0.93,0.706834015657545
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,KMeans,passthrough,passthrough,0.9508196721311476,0.6480446927374302,0.7707641196013288,0.1923076923076923,0.7142857142857143,0.303030303030303,0.5715636822194199,0.6811652035115723,0.5368972113158159,0.8711759142496847,0.655,0.7216520688613711,0.655,0.3705042363963738
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,UnderSampler,KMeans,passthrough,PolynomialFeatures,0.9714285714285714,0.7597765363128491,0.8526645768025078,0.2833333333333333,0.8095238095238095,0.419753086419753,0.6273809523809524,0.7846501729183293,0.6362088316111304,0.8991785714285713,0.765,0.8072088703123186,0.765,0.536959176089611
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,passthrough,0.9621212121212122,0.7094972067039106,0.8167202572347267,0.2352941176470588,0.7619047619047619,0.3595505617977527,0.5987076648841355,0.7357009843043363,0.5881354095162398,0.885804367201426,0.715,0.7687174392138445,0.715,0.5287083407302965
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,KMeans,SelectKBest,PolynomialFeatures,0.9785714285714284,0.7653631284916201,0.8589341692789969,0.3,0.8571428571428571,0.4444444444444444,0.6392857142857142,0.8112529928172386,0.6516893068617207,0.9073214285714286,0.775,0.815412748171369,0.775,0.6343990027994361
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,passthrough,0.971830985915493,0.770949720670391,0.8598130841121496,0.293103448275862,0.8095238095238095,0.430379746835443,0.6324672170956775,0.7902367650971003,0.6450964154737964,0.9005645944633318,0.775,0.8147225836980954,0.775,0.5453216718526617
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",MaxAbsScaler,UnderSampler,KMeans,SelectFpr,PolynomialFeatures,0.944055944055944,0.7541899441340782,0.8385093167701864,0.2280701754385964,0.6190476190476191,0.3333333333333333,0.5860630597472702,0.6866187815908487,0.5859213250517599,0.8688774383511226,0.74,0.7854658385093168,0.74,0.5074163026414579
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,passthrough,passthrough,passthrough,0.9724137931034482,0.7877094972067039,0.8703703703703703,0.3090909090909091,0.8095238095238095,0.4473684210526316,0.6407523510971787,0.7986166533652568,0.6588693957115009,0.9027648902821316,0.79,0.8259551656920078,0.79,0.6813523824621412
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",MaxAbsScaler,UnderSampler,passthrough,passthrough,PolynomialFeatures,0.987012987012987,0.8491620111731844,0.912912912912913,0.4130434782608695,0.9047619047619048,0.5671641791044776,0.7000282326369283,0.8769619579675445,0.7400385460086953,0.9267461885940146,0.855,0.8766092958630273,0.855,0.7098686615321507
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,passthrough,0.9803921568627452,0.8379888268156425,0.9036144578313252,0.3829787234042553,0.8571428571428571,0.5294117647058824,0.6816854401335002,0.8475658419792498,0.7165131112686038,0.9176637463496036,0.84,0.8643231750531537,0.84,0.6749383217547525
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 500}",MaxAbsScaler,UnderSampler,passthrough,SelectKBest,PolynomialFeatures,0.9863945578231292,0.8100558659217877,0.8895705521472392,0.3584905660377358,0.9047619047619048,0.5135135135135135,0.6724425619304325,0.8574088853418462,0.7015420328303763,0.920464638685663,0.82,0.850084563090698,0.82,0.7404150300105842
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,passthrough,0.9937106918238994,0.88268156424581,0.9349112426035504,0.4878048780487805,0.9523809523809524,0.6451612903225806,0.7407577849363399,0.9175312583133812,0.7900362664630655,0.940590581377512,0.89,0.9044874976140486,0.89,0.6526128101027056
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,UnderSampler,passthrough,SelectFpr,PolynomialFeatures,0.9872611464968152,0.8659217877094972,0.9226190476190476,0.4418604651162791,0.9047619047619048,0.59375,0.7145608058065471,0.885341846235701,0.7581845238095237,0.9299940749518588,0.87,0.8880877976190475,0.87,0.712479035501348
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,passtrough,KMeans,passthrough,passthrough,0.91005291005291,0.9608938547486032,0.9347826086956522,0.3636363636363636,0.1904761904761904,0.25,0.6368446368446368,0.5756850226123968,0.5923913043478262,0.8526791726791726,0.88,0.8628804347826088,0.88,0.1944952011284462
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,passtrough,KMeans,passthrough,PolynomialFeatures,0.9037433155080212,0.9441340782122905,0.9234972677595626,0.2307692307692307,0.1428571428571428,0.1764705882352941,0.567256273138626,0.5434956105347166,0.5499839279974283,0.8330810366104483,0.86,0.8450594664095145,0.86,0.1750409451123099
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,passtrough,KMeans,SelectKBest,passthrough,0.9301075268817204,0.9664804469273744,0.947945205479452,0.5714285714285714,0.3809523809523809,0.4571428571428571,0.7507680491551458,0.6737164139398777,0.7025440313111546,0.8924462365591397,0.905,0.8964109589041095,0.905,0.3708339531700931
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,passtrough,KMeans,SelectKBest,PolynomialFeatures,0.9613259668508288,0.9720670391061452,0.9666666666666666,0.7368421052631579,0.6666666666666666,0.7,0.8490840360569933,0.819366852886406,0.8333333333333333,0.9377551613841232,0.94,0.9386666666666664,0.94,0.5600047062514706
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 500}",MaxAbsScaler,passtrough,KMeans,SelectFpr,passthrough,0.9289617486338798,0.9497206703910616,0.9392265193370164,0.4705882352941176,0.3809523809523809,0.4210526315789473,0.6997749919639987,0.6653365256717212,0.680139575457982,0.8808325297332047,0.89,0.8848182611224192,0.89,0.3679506490594366
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,passtrough,KMeans,SelectFpr,PolynomialFeatures,0.9148936170212766,0.9608938547486032,0.9373297002724796,0.4166666666666667,0.238095238095238,0.303030303030303,0.6657801418439716,0.5994945464219207,0.6201800016513913,0.8625797872340425,0.885,0.8707282635620511,0.885,0.3604030933841834
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 3, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,passthrough,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.7500763685239492
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,passthrough,PolynomialFeatures,0.9617486338797814,0.9832402234636872,0.9723756906077348,0.8235294117647058,0.6666666666666666,0.7368421052631577,0.8926390228222436,0.8249534450651769,0.8546088979354463,0.9472356155576984,0.95,0.947644664146554,0.95,0.6884780944102977
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,SelectKBest,passthrough,0.9621621621621622,0.994413407821229,0.978021978021978,0.9333333333333332,0.6666666666666666,0.7777777777777778,0.9477477477477478,0.8305400372439478,0.8778998778998779,0.9591351351351352,0.96,0.9569963369963372,0.96,0.764660959551095
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,SelectKBest,PolynomialFeatures,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.7229321561417954
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 7, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,SelectFpr,passthrough,0.956989247311828,0.994413407821229,0.9753424657534246,0.9285714285714286,0.6190476190476191,0.742857142857143,0.9427803379416284,0.806730513434424,0.8590998043052838,0.954005376344086,0.955,0.950931506849315,0.955,0.7688497889725661
XGBClassifier,"{'n_estimators': [100, 500], 'max_depth': [3, 7, 11]}","{'max_depth': 11, 'n_estimators': 100}",MaxAbsScaler,passtrough,passthrough,SelectFpr,PolynomialFeatures,0.9562841530054644,0.9776536312849162,0.9668508287292816,0.7647058823529411,0.6190476190476191,0.6842105263157895,0.8604950176792028,0.7983506251662676,0.8255306775225356,0.9361684345869494,0.94,0.9371735969758652,0.94,0.7469257672647502