ima02/models/evaluation.csv

mean_fit_time,std_fit_time,mean_score_time,std_score_time,param_criterion,param_splitter,params,split0_test_precision,split1_test_precision,split2_test_precision,split3_test_precision,split4_test_precision,mean_test_precision,std_test_precision,rank_test_precision,split0_test_accuracy,split1_test_accuracy,split2_test_accuracy,split3_test_accuracy,split4_test_accuracy,mean_test_accuracy,std_test_accuracy,rank_test_accuracy,split0_test_recall,split1_test_recall,split2_test_recall,split3_test_recall,split4_test_recall,mean_test_recall,std_test_recall,rank_test_recall,split0_test_f1,split1_test_f1,split2_test_f1,split3_test_f1,split4_test_f1,mean_test_f1,std_test_f1,rank_test_f1,classifier,param_activation,param_hidden_layer_sizes,param_learning_rate,param_max_iter,param_solver,param_class_weight,param_max_features,param_gamma,param_kernel,param_to_return
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0.20467829704284668,0.0022406586232805925,0.015773487091064454,0.0018224619895604826,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.9069767441860465,0.875,0.8571428571428571,0.88,0.9555555555555556,0.8949350313768918,0.03425948006212634,1,0.9080459770114943,0.9195402298850575,0.9080459770114943,0.9310344827586207,0.9770114942528736,0.9287356321839081,0.025598916610712757,1,0.9069767441860465,0.9767441860465116,0.9767441860465116,1.0,1.0,0.9720930232558139,0.03417892664348623,1,0.9069767441860465,0.923076923076923,0.9130434782608695,0.9361702127659575,0.9772727272727273,0.9313080171125048,0.025018995413057674,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.005266332626342773,0.0008829188156004573,0.006360149383544922,0.000921209104419299,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.6944444444444444,0.75,0.8095238095238095,0.8076923076923077,0.8695652173913043,0.7862451558103731,0.059473003340029494,1,0.6666666666666666,0.735632183908046,0.8045977011494253,0.8620689655172413,0.896551724137931,0.793103448275862,0.0835213890785515,1,0.5813953488372093,0.6976744186046512,0.7906976744186046,0.9545454545454546,0.9302325581395349,0.7909090909090909,0.1405536516486544,1,0.6329113924050633,0.7228915662650603,0.8,0.875,0.898876404494382,0.7859358726329011,0.0982617507617456,1,SVC,,,,,,,,scale,rbf,
0.00010089874267578125,2.7320480583703417e-05,0.005885505676269531,0.0009496829264005458,,,{'to_return': 1},0.4942528735632184,0.4942528735632184,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.496551724137931,0.004597701149425305,1,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.496551724137931,0.004597701149425305,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6615384615384615,0.6615384615384615,0.6717557251908397,0.6615384615384615,0.6635819142689372,0.004086905460951274,1,BiasedClassifier,,,,,,,,,,1
0.0025852203369140627,0.0002888902644231681,0.008424186706542968,0.0021211058855906766,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.86,0.875,0.7818181818181819,0.8461538461538461,0.8431372549019608,0.8412218565747978,0.03178166606803471,1,0.9080459770114943,0.9195402298850575,0.8620689655172413,0.9080459770114943,0.9080459770114943,0.9011494252873563,0.020040914682945644,1,0.9772727272727273,0.9767441860465116,1.0,1.0,1.0,0.9908033826638478,0.011264749940598078,1,0.9148936170212766,0.923076923076923,0.8775510204081634,0.9166666666666666,0.9148936170212766,0.9094163688388612,0.016214675368913384,1,DecisionTreeClassifier,,,,,,,,,,
0.0013147830963134766,0.0002624367468080042,0.006475019454956055,0.002189931541185622,,,{},0.9375,0.8095238095238095,0.95,0.7619047619047619,0.8333333333333334,0.8584523809523809,0.07345189858605215,1,0.6551724137931034,0.6551724137931034,0.7126436781609196,0.6206896551724138,0.5977011494252874,0.6482758620689656,0.03887709086273048,1,0.3409090909090909,0.3953488372093023,0.4418604651162791,0.36363636363636365,0.23255813953488372,0.354862579281184,0.06991112119272025,1,0.5,0.53125,0.6031746031746031,0.4923076923076923,0.3636363636363636,0.4980737318237319,0.07779102983602866,1,GaussianNB,,,,,,,,,,
1.0479557514190674,0.08324623938687833,0.0047226428985595705,0.0006157492109823827,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.8775510204081632,0.7924528301886793,0.7884615384615384,0.9361702127659575,0.8775510204081632,0.8544373244465003,0.05646881047053954,1,0.9195402298850575,0.8620689655172413,0.8505747126436781,0.9655172413793104,0.9310344827586207,0.9057471264367816,0.04325261545339492,1,0.9772727272727273,0.9767441860465116,0.9534883720930233,1.0,1.0,0.9815010570824525,0.017376069138229963,1,0.9247311827956989,0.875,0.8631578947368421,0.967032967032967,0.9347826086956522,0.9129409306522321,0.038626110932591155,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.19396591186523438,0.003609898885404677,0.012253856658935547,0.00026434699497171824,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.9545454545454546,0.8541666666666666,0.8431372549019608,0.88,0.9347826086956522,0.8933263969619467,0.04403729741077802,1,0.9540229885057471,0.896551724137931,0.9080459770114943,0.9310344827586207,0.9655172413793104,0.9310344827586207,0.026210929312623858,1,0.9545454545454546,0.9534883720930233,1.0,1.0,1.0,0.9816067653276956,0.022529499881196128,1,0.9545454545454546,0.9010989010989011,0.9148936170212766,0.9361702127659575,0.9662921348314606,0.93460006405261,0.024146814667758826,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.00482325553894043,0.00015945875182292734,0.006249189376831055,0.00037919171963596884,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.8108108108108109,0.7560975609756098,0.673469387755102,0.75,0.6904761904761905,0.7361707900035427,0.04935365888461486,1,0.7586206896551724,0.7471264367816092,0.7011494252873564,0.7241379310344828,0.6896551724137931,0.7241379310344828,0.02621092931262383,1,0.6818181818181818,0.7209302325581395,0.7674418604651163,0.6818181818181818,0.6744186046511628,0.7052854122621564,0.035106597889331737,1,0.7407407407407407,0.7380952380952381,0.7173913043478259,0.7142857142857143,0.6823529411764705,0.7185731877291979,0.020996172957040878,1,SVC,,,,,,,,scale,rbf,
0.00012807846069335939,4.9965708754241704e-05,0.005942535400390625,0.0008432287970806463,,,{'to_return': 1},0.5057471264367817,0.4942528735632184,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.4988505747126437,0.005631010902949855,1,0.5057471264367817,0.4942528735632184,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.4988505747126437,0.005631010902949855,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6717557251908397,0.6615384615384615,0.6615384615384615,0.6717557251908397,0.6615384615384615,0.6656253669994128,0.005005416503162351,1,BiasedClassifier,,,,,,,,,,1
0.00256495475769043,0.00015650071578116354,0.005503225326538086,0.0001899081074143049,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.8367346938775511,0.82,0.7647058823529411,0.8541666666666666,0.7777777777777778,0.8106770041349873,0.034213960093917035,1,0.8735632183908046,0.8735632183908046,0.8045977011494253,0.8850574712643678,0.8505747126436781,0.8574712643678162,0.028712634475394943,1,0.9318181818181818,0.9534883720930233,0.8863636363636364,0.9318181818181818,0.9767441860465116,0.936046511627907,0.0298819840039179,1,0.8817204301075268,0.8817204301075269,0.8210526315789474,0.8913043478260869,0.8659793814432991,0.8683554442126773,0.025008397111140102,1,DecisionTreeClassifier,,,,,,,,,,
0.0013147830963134766,0.00016054524336622277,0.005717658996582031,0.0003844313276936607,,,{},0.7368421052631579,0.7391304347826086,0.84,0.8148148148148148,0.8,0.7861574709721163,0.04136526157514908,1,0.5977011494252874,0.632183908045977,0.6896551724137931,0.6896551724137931,0.6436781609195402,0.6505747126436783,0.03531561263387867,1,0.3181818181818182,0.3953488372093023,0.4772727272727273,0.5,0.37209302325581395,0.41257928118393233,0.0673417112152376,1,0.44444444444444436,0.5151515151515151,0.6086956521739131,0.6197183098591549,0.5079365079365079,0.5391892859131071,0.06610173097256672,1,GaussianNB,,,,,,,,,,
1.0477601528167724,0.20298421513586734,0.0041754722595214845,0.0005256725239497262,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.7884615384615384,0.8478260869565217,0.74,0.8666666666666667,0.8367346938775511,0.8159377971924556,0.04592229517397828,1,0.8390804597701149,0.8735632183908046,0.7701149425287356,0.8735632183908046,0.8850574712643678,0.8482758620689654,0.04201302731608524,1,0.9318181818181818,0.9069767441860465,0.8409090909090909,0.8863636363636364,0.9534883720930233,0.9039112050739957,0.038789885092825646,1,0.8541666666666667,0.8764044943820224,0.7872340425531915,0.8764044943820225,0.8913043478260869,0.8571028091619979,0.03689206102089107,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.2054218292236328,0.002629685939615766,0.017171573638916016,0.003591558498269382,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.86,0.9090909090909091,0.8863636363636364,0.9111111111111111,0.8775510204081632,0.8888233353947639,0.01934641753747082,1,0.9080459770114943,0.9195402298850575,0.8850574712643678,0.9195402298850575,0.9310344827586207,0.9126436781609195,0.015591563179598299,1,0.9772727272727273,0.9302325581395349,0.8863636363636364,0.9318181818181818,1.0,0.9451374207188159,0.039740395854914776,1,0.9148936170212766,0.9195402298850575,0.8863636363636365,0.9213483146067416,0.9347826086956522,0.915385681314473,0.015947258584666963,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.006590557098388672,0.0006515370283574501,0.006815481185913086,0.00030984676738491626,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.717391304347826,0.7906976744186046,0.782608695652174,0.7272727272727273,0.7837837837837838,0.7603508370950232,0.03132133010229837,1,0.7241379310344828,0.7931034482758621,0.7931034482758621,0.7241379310344828,0.7471264367816092,0.7563218390804598,0.03118312635919665,1,0.75,0.7906976744186046,0.8181818181818182,0.7272727272727273,0.6744186046511628,0.7521141649048626,0.05002357207543973,1,0.7333333333333332,0.7906976744186046,0.8,0.7272727272727273,0.725,0.7552607470049331,0.03297644647693505,1,SVC,,,,,,,,scale,rbf,
0.00026397705078125,0.00024138971123202716,0.008141565322875976,0.002164818796181482,,,{'to_return': 1},0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5011494252873564,0.005631010902949855,1,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5011494252873564,0.005631010902949855,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6717557251908397,0.6615384615384615,0.6717557251908397,0.6717557251908397,0.6615384615384615,0.6676688197298885,0.005005416503162351,1,BiasedClassifier,,,,,,,,,,1
0.0022379875183105467,7.523311769264513e-05,0.007052278518676758,0.0017106026771576644,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.8333333333333334,0.8367346938775511,0.8235294117647058,0.875,0.8541666666666666,0.8445528211284514,0.018157315267629374,1,0.8735632183908046,0.8735632183908046,0.8735632183908046,0.9080459770114943,0.896551724137931,0.8850574712643677,0.014539207632958049,1,0.9302325581395349,0.9318181818181818,0.9545454545454546,0.9545454545454546,0.9534883720930233,0.94492600422833,0.011367446138494802,1,0.8791208791208791,0.8817204301075268,0.8842105263157896,0.9130434782608695,0.9010989010989011,0.8918388429807932,0.013097368687406876,1,DecisionTreeClassifier,,,,,,,,,,
0.0011313915252685546,7.793182372957246e-05,0.007006502151489258,0.0022371042748052664,,,{},0.8636363636363636,0.782608695652174,0.7142857142857143,0.7272727272727273,0.8333333333333334,0.7842273668360625,0.058061123902532125,1,0.6896551724137931,0.6436781609195402,0.5632183908045977,0.6091954022988506,0.5977011494252874,0.6206896551724138,0.043007556169815435,1,0.4418604651162791,0.4090909090909091,0.22727272727272727,0.36363636363636365,0.23255813953488372,0.33488372093023255,0.08925031719584993,1,0.5846153846153846,0.537313432835821,0.3448275862068965,0.4848484848484849,0.3636363636363636,0.46304825042859016,0.09447537704369392,1,GaussianNB,,,,,,,,,,
1.3931004047393798,0.09965616673795333,0.005034875869750976,0.0005051953074006412,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.8235294117647058,0.8541666666666666,0.8301886792452831,0.7924528301886793,0.8958333333333334,0.8392341842397336,0.03447723549096509,1,0.8850574712643678,0.8850574712643678,0.896551724137931,0.8505747126436781,0.9425287356321839,0.8919540229885058,0.02961861776258649,1,0.9767441860465116,0.9318181818181818,1.0,0.9545454545454546,1.0,0.9726215644820296,0.026487035540576458,1,0.8936170212765957,0.8913043478260869,0.9072164948453608,0.865979381443299,0.945054945054945,0.9006344380892575,0.0258989288751693,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.20398807525634766,0.0024655745813987003,0.014611768722534179,0.0022107979105587586,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.851063829787234,0.8113207547169812,0.8979591836734694,0.8936170212765957,0.9111111111111111,0.8730143801130783,0.0368402036759761,1,0.8850574712643678,0.8735632183908046,0.9425287356321839,0.9195402298850575,0.9310344827586207,0.9103448275862069,0.026611119316759108,1,0.9302325581395349,0.9772727272727273,1.0,0.9545454545454546,0.9534883720930233,0.9631078224101481,0.02369940195787108,1,0.888888888888889,0.88659793814433,0.9462365591397849,0.9230769230769231,0.9318181818181819,0.9153236982136217,0.02371393637250391,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.005649709701538086,0.0005415109101334089,0.0069865226745605465,0.0005735623344444109,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.7727272727272727,0.6181818181818182,0.6666666666666666,0.7647058823529411,0.8857142857142857,0.7415991851285969,0.09286416779158137,1,0.7816091954022989,0.6436781609195402,0.6206896551724138,0.7011494252873564,0.8160919540229885,0.7126436781609196,0.07589689204238703,1,0.7906976744186046,0.7727272727272727,0.5,0.5909090909090909,0.7209302325581395,0.6750528541226215,0.11202002052077396,1,0.7816091954022988,0.6868686868686869,0.5714285714285715,0.6666666666666667,0.7948717948717948,0.7002889830476038,0.08182231409702262,1,SVC,,,,,,,,scale,rbf,
0.00010442733764648438,2.756184771846471e-05,0.004592609405517578,8.964569010581436e-05,,,{'to_return': 1},0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5011494252873564,0.005631010902949855,1,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5011494252873564,0.005631010902949855,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6717557251908397,0.6717557251908397,0.6717557251908397,0.6615384615384615,0.6676688197298885,0.005005416503162351,1,BiasedClassifier,,,,,,,,,,1
0.002202606201171875,8.199014921929533e-05,0.004653835296630859,0.0003465135831855013,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.9148936170212766,0.8775510204081632,0.8301886792452831,0.8235294117647058,0.8235294117647058,0.8539384280408269,0.036569267675365204,1,0.9540229885057471,0.9310344827586207,0.896551724137931,0.8850574712643678,0.8850574712643678,0.9103448275862069,0.027586206896551693,1,1.0,1.0,1.0,0.9767441860465116,0.9767441860465116,0.9906976744186047,0.011392975547828756,1,0.9555555555555556,0.9347826086956522,0.9072164948453608,0.8936170212765957,0.8936170212765957,0.916957740329952,0.0244621645317452,1,DecisionTreeClassifier,,,,,,,,,,
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0.1939687728881836,0.003765016415698473,0.012894678115844726,0.0003168130408899265,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.8958333333333334,0.8958333333333334,0.8301886792452831,0.9318181818181818,0.8775510204081632,0.886244909627659,0.033101913995759895,1,0.9425287356321839,0.9425287356321839,0.896551724137931,0.9425287356321839,0.9310344827586207,0.9310344827586207,0.017806819982562814,1,1.0,1.0,1.0,0.9534883720930233,1.0,0.9906976744186047,0.018604651162790687,1,0.945054945054945,0.945054945054945,0.9072164948453608,0.942528735632184,0.9347826086956522,0.9349275458566174,0.014358480908354091,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
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0.19642195701599122,0.0017260620755782006,0.013675546646118164,0.0016129140021678028,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.8297872340425532,0.8,0.8571428571428571,0.7818181818181819,0.84,0.8217496546007185,0.027268760773085165,1,0.8620689655172413,0.8505747126436781,0.896551724137931,0.8620689655172413,0.896551724137931,0.8735632183908045,0.019233563828369583,1,0.9069767441860465,0.9302325581395349,0.9545454545454546,1.0,0.9767441860465116,0.9536997885835096,0.032891405458087795,1,0.8666666666666666,0.8602150537634408,0.9032258064516128,0.8775510204081634,0.9032258064516129,0.8821768707482993,0.018057694846154125,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
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0.0001235485076904297,4.161545588715187e-05,0.0059563636779785155,0.001140669767182086,,,{'to_return': 1},0.4942528735632184,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.4942528735632184,0.496551724137931,0.004597701149425305,1,0.4942528735632184,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.4942528735632184,0.496551724137931,0.004597701149425305,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6615384615384615,0.6717557251908397,0.6615384615384615,0.6615384615384615,0.6635819142689371,0.004086905460951274,1,BiasedClassifier,,,,,,,,,,1
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0.00013723373413085938,4.043865868458364e-05,0.005619573593139649,0.00020906818485107281,,,{'to_return': 1},0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5011494252873564,0.005631010902949855,1,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5011494252873564,0.005631010902949855,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6717557251908397,0.6717557251908397,0.6717557251908397,0.6615384615384615,0.6676688197298885,0.005005416503162351,1,BiasedClassifier,,,,,,,,,,1
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0.19327588081359864,0.0014020858403075208,0.013039779663085938,0.0014272566515328624,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.875,0.8958333333333334,0.8888888888888888,0.8979591836734694,0.9555555555555556,0.9026473922902495,0.027645466738354288,1,0.9195402298850575,0.9310344827586207,0.896551724137931,0.9425287356321839,0.9655172413793104,0.9310344827586207,0.022988505747126443,1,0.9767441860465116,0.9772727272727273,0.9090909090909091,1.0,0.9772727272727273,0.968076109936575,0.03079831086240959,1,0.923076923076923,0.9347826086956522,0.8988764044943819,0.9462365591397849,0.9662921348314608,0.9338529260476406,0.02256546141738577,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.005579805374145508,0.00014887911437197273,0.006759786605834961,0.0006649470252304854,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.78125,0.7857142857142857,0.7272727272727273,0.7727272727272727,0.7804878048780488,0.7694904181184669,0.021518618958659787,1,0.7126436781609196,0.7701149425287356,0.7241379310344828,0.7701149425287356,0.7586206896551724,0.7471264367816092,0.024110548233796558,1,0.5813953488372093,0.75,0.7272727272727273,0.7727272727272727,0.7272727272727273,0.7117336152219874,0.06731349664174523,1,0.6666666666666666,0.7674418604651163,0.7272727272727273,0.7727272727272727,0.7529411764705882,0.7374099407204742,0.03872421296266713,1,SVC,,,,,,,,scale,rbf,
0.00011072158813476562,4.851020752159076e-05,0.008330488204956054,0.0013405276019831799,,,{'to_return': 1},0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5057471264367817,0.5057471264367817,0.5034482758620691,0.004597701149425305,1,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5057471264367817,0.5057471264367817,0.5034482758620691,0.004597701149425305,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6717557251908397,0.6717557251908397,0.6717557251908397,0.6717557251908397,0.6697122724603641,0.004086905460951274,1,BiasedClassifier,,,,,,,,,,1
0.0037708282470703125,0.001065721309113856,0.0054857730865478516,0.0012596444672464688,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.7924528301886793,0.9148936170212766,0.7843137254901961,0.8936170212765957,0.7884615384615384,0.8347477464876573,0.05720806857413431,1,0.8505747126436781,0.9425287356321839,0.8390804597701149,0.9195402298850575,0.8390804597701149,0.87816091954023,0.04397960107979078,1,0.9545454545454546,0.9772727272727273,0.9302325581395349,0.9545454545454546,0.9318181818181818,0.9496828752642706,0.01735483446510314,1,0.865979381443299,0.945054945054945,0.851063829787234,0.9230769230769231,0.8541666666666667,0.8878683492058137,0.03867674594419678,1,DecisionTreeClassifier,,,,,,,,,,
0.003181314468383789,0.0008955317507939424,0.00865950584411621,0.0010530350346202528,,,{},0.9285714285714286,0.9166666666666666,0.8214285714285714,0.8571428571428571,0.7692307692307693,0.8586080586080588,0.0593943365061509,1,0.7701149425287356,0.7241379310344828,0.7126436781609196,0.6666666666666666,0.6551724137931034,0.7057471264367816,0.041506827782224795,1,0.5909090909090909,0.5,0.5348837209302325,0.4090909090909091,0.45454545454545453,0.49788583509513745,0.06291194932924528,1,0.7222222222222223,0.6470588235294118,0.647887323943662,0.5538461538461539,0.5714285714285714,0.6284886189940042,0.06055492920625583,1,GaussianNB,,,,,,,,,,
1.6712066650390625,0.5435026584710643,0.005199718475341797,0.0007911147565816734,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.8163265306122449,0.8461538461538461,0.8163265306122449,0.8125,0.8076923076923077,0.8197998430141288,0.013553902752863936,1,0.8505747126436781,0.9080459770114943,0.8620689655172413,0.8390804597701149,0.8620689655172413,0.864367816091954,0.02344376787858753,1,0.9090909090909091,1.0,0.9302325581395349,0.8863636363636364,0.9545454545454546,0.936046511627907,0.03914346489990062,1,0.8602150537634408,0.9166666666666666,0.8695652173913043,0.8478260869565218,0.875,0.8738546049555869,0.02330709981695928,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.24261794090270997,0.0027998896084300315,0.013295841217041016,0.0005744904596258133,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.851063829787234,0.9555555555555556,0.8076923076923077,0.9130434782608695,0.7884615384615384,0.8631633419515012,0.06297323624199293,1,0.8735632183908046,0.9655172413793104,0.8735632183908046,0.9310344827586207,0.8390804597701149,0.8965517241379309,0.045398661283060915,1,0.9090909090909091,0.9772727272727273,0.9767441860465116,0.9545454545454546,0.9318181818181818,0.9498942917547568,0.026396176455870207,1,0.8791208791208791,0.9662921348314608,0.8842105263157894,0.9333333333333332,0.8541666666666667,0.903424708053626,0.04057845422811123,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.005695199966430664,0.0010135756854755902,0.007267904281616211,0.0006372510619464208,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.8085106382978723,0.813953488372093,0.7,0.8333333333333334,0.7,0.7711594920006597,0.05868452505524505,1,0.8275862068965517,0.8045977011494253,0.6896551724137931,0.7701149425287356,0.7241379310344828,0.7632183908045976,0.0506790981265485,1,0.8636363636363636,0.7954545454545454,0.6511627906976745,0.6818181818181818,0.7954545454545454,0.7575052854122621,0.07897007315826317,1,0.8351648351648351,0.8045977011494252,0.674698795180723,0.7499999999999999,0.7446808510638298,0.7618284365117626,0.055195947968182155,1,SVC,,,,,,,,scale,rbf,
9.436607360839844e-05,1.1031749002050198e-05,0.005015230178833008,0.000552628337985854,,,{'to_return': 1},0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5034482758620691,0.004597701149425304,1,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5034482758620691,0.004597701149425304,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6717557251908397,0.6717557251908397,0.6615384615384615,0.6717557251908397,0.6717557251908397,0.6697122724603641,0.004086905460951274,1,BiasedClassifier,,,,,,,,,,1
0.0027812957763671876,0.0004336907641480536,0.007120752334594726,0.0010501252301157967,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.7454545454545455,0.8113207547169812,0.8297872340425532,0.8269230769230769,0.8367346938775511,0.8100440610029415,0.033348221568675535,1,0.8160919540229885,0.8850574712643678,0.8620689655172413,0.896551724137931,0.8735632183908046,0.8666666666666666,0.02777711718067719,1,0.9534883720930233,1.0,0.9069767441860465,1.0,0.9318181818181818,0.9584566596194503,0.03697613374460007,1,0.8367346938775511,0.8958333333333334,0.8666666666666666,0.9052631578947368,0.8817204301075268,0.877243656375963,0.024097961788466172,1,DecisionTreeClassifier,,,,,,,,,,
0.0011383533477783204,0.00010591363725564466,0.004954624176025391,0.00026727245489039053,,,{},0.8260869565217391,0.7692307692307693,0.7272727272727273,0.8571428571428571,0.782608695652174,0.7924684011640534,0.04516784197918672,1,0.6781609195402298,0.5862068965517241,0.6206896551724138,0.6781609195402298,0.6436781609195402,0.6413793103448275,0.03516565181788127,1,0.4418604651162791,0.23255813953488372,0.37209302325581395,0.4186046511627907,0.4090909090909091,0.37484143763213534,0.07460815759375224,1,0.5757575757575758,0.3571428571428571,0.49230769230769234,0.5625000000000001,0.537313432835821,0.5050043116087892,0.07922104738541158,1,GaussianNB,,,,,,,,,,
1.995161199569702,0.7529384156967494,0.005998659133911133,0.0014307593401110862,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.7884615384615384,0.7636363636363637,0.7755102040816326,0.8431372549019608,0.8571428571428571,0.8055776436448705,0.037485406728924545,1,0.8505747126436781,0.8390804597701149,0.8160919540229885,0.9080459770114943,0.896551724137931,0.8620689655172413,0.03486379514506461,1,0.9534883720930233,0.9767441860465116,0.8837209302325582,1.0,0.9545454545454546,0.9536997885835096,0.038916716962248216,1,0.8631578947368421,0.8571428571428571,0.826086956521739,0.9148936170212766,0.9032258064516128,0.8729014263748655,0.03230410377327937,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.21839437484741211,0.0018267138045557631,0.014053153991699218,0.0007263422290151501,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.8367346938775511,0.84,0.7647058823529411,0.86,0.8269230769230769,0.8256727306307138,0.03232497194300956,1,0.8850574712643678,0.896551724137931,0.8160919540229885,0.9195402298850575,0.8850574712643678,0.8804597701149424,0.03455930201924806,1,0.9534883720930233,0.9767441860465116,0.9069767441860465,1.0,0.9772727272727273,0.9628964059196617,0.0315931511332815,1,0.8913043478260869,0.9032258064516129,0.8297872340425532,0.924731182795699,0.8958333333333334,0.888976380889857,0.031740334968446686,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.005539226531982422,0.0003132011288837995,0.006952476501464844,0.0005806192810137669,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.6666666666666666,0.7441860465116279,0.7674418604651163,0.75,0.782608695652174,0.7421806538591169,0.0401000777003621,1,0.7126436781609196,0.7471264367816092,0.7701149425287356,0.7816091954022989,0.7931034482758621,0.760919540229885,0.028527985393082433,1,0.8372093023255814,0.7441860465116279,0.7674418604651163,0.8372093023255814,0.8181818181818182,0.8008456659619452,0.03813475310235768,1,0.7422680412371134,0.7441860465116278,0.7674418604651162,0.7912087912087912,0.8,0.7690209478845297,0.02360926055055637,1,SVC,,,,,,,,scale,rbf,
0.000119781494140625,2.4980806525700427e-05,0.0058937549591064455,0.000389733609456147,,,{'to_return': 1},0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.5057471264367817,0.496551724137931,0.004597701149425304,1,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.5057471264367817,0.496551724137931,0.004597701149425304,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6615384615384615,0.6615384615384615,0.6615384615384615,0.6717557251908397,0.6635819142689371,0.004086905460951274,1,BiasedClassifier,,,,,,,,,,1
0.002464008331298828,0.0001832424088848076,0.0056017875671386715,0.0003938460344191295,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.8333333333333334,0.8478260869565217,0.88,0.82,0.8627450980392157,0.8487809036658142,0.021154244114916888,1,0.8735632183908046,0.8620689655172413,0.9310344827586207,0.8735632183908046,0.9195402298850575,0.8919540229885057,0.027777117180677165,1,0.9302325581395349,0.8863636363636364,1.0,0.9534883720930233,1.0,0.9540169133192389,0.04329394717822427,1,0.8791208791208791,0.8666666666666666,0.9361702127659575,0.8817204301075269,0.9263157894736842,0.897998795626943,0.02779198606682888,1,DecisionTreeClassifier,,,,,,,,,,
0.0011179447174072266,5.294245469650377e-05,0.005008077621459961,0.0004570369266305592,,,{},0.8260869565217391,0.9,0.8695652173913043,0.8928571428571429,0.8148148148148148,0.8606648263170001,0.03452729566153893,1,0.6781609195402298,0.6781609195402298,0.6896551724137931,0.7586206896551724,0.6896551724137931,0.6988505747126437,0.03032392174315613,1,0.4418604651162791,0.4090909090909091,0.45454545454545453,0.5813953488372093,0.5,0.47737843551797043,0.05962769648938314,1,0.5757575757575758,0.5625000000000001,0.5970149253731344,0.7042253521126761,0.6197183098591549,0.6118432326205083,0.05010644823946961,1,GaussianNB,,,,,,,,,,
1.6133128643035888,0.4708061606935623,0.008328628540039063,0.0028030366175952363,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.8367346938775511,0.8837209302325582,0.8775510204081632,0.8723404255319149,0.88,0.8700694140100375,0.017072292916992474,1,0.8850574712643678,0.8735632183908046,0.9195402298850575,0.9080459770114943,0.9310344827586207,0.903448275862069,0.021318663208036076,1,0.9534883720930233,0.8636363636363636,0.9772727272727273,0.9534883720930233,1.0,0.9495771670190274,0.04631613731716571,1,0.8913043478260869,0.8735632183908046,0.9247311827956989,0.9111111111111112,0.9361702127659575,0.9073760145779317,0.022564850176524636,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.21513056755065918,0.0033775328263650475,0.019371461868286134,0.0007154497423913386,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.8367346938775511,0.8888888888888888,0.8979591836734694,0.9069767441860465,0.88,0.8821119021251912,0.024408504303677008,1,0.8850574712643678,0.896551724137931,0.9425287356321839,0.9080459770114943,0.9310344827586207,0.9126436781609195,0.021318663208036076,1,0.9534883720930233,0.9090909090909091,1.0,0.9069767441860465,1.0,0.9539112050739957,0.041134499812313964,1,0.8913043478260869,0.8988764044943819,0.9462365591397849,0.9069767441860465,0.9361702127659575,0.9159128536824515,0.021473522878435014,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.0042136192321777345,0.00013865276693192082,0.005751371383666992,0.0007100369798845391,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.7380952380952381,0.7560975609756098,0.8095238095238095,0.72,0.7560975609756098,0.7559628339140534,0.029937905118780302,1,0.735632183908046,0.735632183908046,0.7931034482758621,0.7586206896551724,0.735632183908046,0.7517241379310345,0.02252404361179935,1,0.7209302325581395,0.7045454545454546,0.7727272727272727,0.8372093023255814,0.7045454545454546,0.7479915433403805,0.05114509679539022,1,0.7294117647058824,0.7294117647058823,0.7906976744186046,0.7741935483870969,0.7294117647058823,0.7506253033846698,0.026500187782749762,1,SVC,,,,,,,,scale,rbf,
0.0001003265380859375,1.7100047998968138e-05,0.004994964599609375,0.0005322873543987106,,,{'to_return': 1},0.4942528735632184,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5011494252873563,0.005631010902949855,1,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5011494252873563,0.005631010902949855,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6717557251908397,0.6717557251908397,0.6615384615384615,0.6717557251908397,0.6676688197298883,0.00500541650316235,1,BiasedClassifier,,,,,,,,,,1
0.0019986629486083984,0.0002167012159107283,0.004934978485107422,0.0005398000378015275,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.8269230769230769,0.7719298245614035,0.7962962962962963,0.8888888888888888,0.8301886792452831,0.8228453531829898,0.039318047646042784,1,0.8850574712643678,0.8505747126436781,0.8735632183908046,0.896551724137931,0.896551724137931,0.8804597701149426,0.017203022467926186,1,0.9772727272727273,1.0,1.0,0.9090909090909091,1.0,0.9772727272727273,0.035208939510976534,1,0.8958333333333334,0.8712871287128713,0.8865979381443299,0.8988764044943819,0.9072164948453608,0.8919622599060555,0.012261478591669811,1,DecisionTreeClassifier,,,,,,,,,,
0.0010799407958984376,9.17237641314175e-05,0.004824399948120117,0.0006967275913509627,,,{},0.875,0.8260869565217391,0.8,0.8620689655172413,0.8260869565217391,0.8378485757121439,0.02711472538797047,1,0.632183908045977,0.6666666666666666,0.6781609195402298,0.735632183908046,0.6666666666666666,0.6758620689655171,0.033629284685811014,1,0.3181818181818182,0.4318181818181818,0.46511627906976744,0.5681818181818182,0.4318181818181818,0.44302325581395346,0.07998657303214383,1,0.4666666666666667,0.5671641791044776,0.5882352941176471,0.6849315068493151,0.5671641791044776,0.5748323651685168,0.06945340883021155,1,GaussianNB,,,,,,,,,,
2.259204959869385,0.46340751411518283,0.004901695251464844,0.0013836243357564788,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.8148148148148148,0.88,0.8571428571428571,0.875,0.9361702127659575,0.872625576944726,0.03919117138438418,1,0.8850574712643678,0.9310344827586207,0.9080459770114943,0.9080459770114943,0.9655172413793104,0.9195402298850575,0.027200366818848812,1,1.0,1.0,0.9767441860465116,0.9545454545454546,1.0,0.9862579281183933,0.01823582127090724,1,0.8979591836734693,0.9361702127659575,0.9130434782608695,0.9130434782608695,0.967032967032967,0.9254498639988264,0.02411495243431271,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.19242162704467775,0.0016003622769180863,0.012227916717529297,0.0003004062970458725,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.8461538461538461,0.88,0.8571428571428571,0.8775510204081632,0.9166666666666666,0.8755028780743066,0.024155051344107174,1,0.9080459770114943,0.9310344827586207,0.9080459770114943,0.9195402298850575,0.9540229885057471,0.9241379310344827,0.017203022467926148,1,1.0,1.0,0.9767441860465116,0.9772727272727273,1.0,0.9908033826638478,0.011264749940598078,1,0.9166666666666666,0.9361702127659575,0.9130434782608695,0.9247311827956989,0.9565217391304348,0.9294266559239255,0.015702817562029407,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.004063701629638672,0.00014276759337124057,0.005324411392211914,0.00046126971092070505,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.7446808510638298,0.7954545454545454,0.7727272727272727,0.7959183673469388,0.7222222222222222,0.7662006517629619,0.02890928495781439,1,0.7586206896551724,0.7931034482758621,0.7816091954022989,0.8275862068965517,0.7701149425287356,0.7862068965517242,0.023668115266636796,1,0.7954545454545454,0.7954545454545454,0.7906976744186046,0.8863636363636364,0.8863636363636364,0.8308668076109937,0.04534624987074944,1,0.7692307692307692,0.7954545454545455,0.7816091954022988,0.8387096774193548,0.7959183673469388,0.7961845109707815,0.023443282540081302,1,SVC,,,,,,,,scale,rbf,
7.653236389160156e-05,3.520208134706831e-06,0.004015016555786133,0.00011267535926929854,,,{'to_return': 1},0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5034482758620691,0.004597701149425304,1,0.5057471264367817,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5057471264367817,0.5034482758620691,0.004597701149425304,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6717557251908397,0.6717557251908397,0.6615384615384615,0.6717557251908397,0.6717557251908397,0.6697122724603641,0.004086905460951274,1,BiasedClassifier,,,,,,,,,,1
0.0019217967987060548,7.137690033364649e-05,0.004196548461914062,7.035224470287863e-05,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.8478260869565217,0.8,0.8076923076923077,0.9090909090909091,0.86,0.8449218607479478,0.039388995346916054,1,0.8735632183908046,0.8505747126436781,0.8735632183908046,0.9195402298850575,0.9195402298850575,0.8873563218390803,0.027586206896551717,1,0.9069767441860465,0.9302325581395349,0.9767441860465116,0.9302325581395349,1.0,0.9488372093023255,0.034178926643486214,1,0.8764044943820224,0.8602150537634408,0.8842105263157894,0.9195402298850575,0.924731182795699,0.8930202974284018,0.02505501170677674,1,DecisionTreeClassifier,,,,,,,,,,
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1.3330429077148438,0.18693852518890453,0.005749130249023437,0.001121520059448941,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.8780487804878049,0.8837209302325582,0.7777777777777778,0.8913043478260869,0.8269230769230769,0.851554982649461,0.04328137770023995,1,0.8620689655172413,0.8850574712643678,0.8505747126436781,0.9195402298850575,0.896551724137931,0.8827586206896552,0.024545007475934067,1,0.8372093023255814,0.8837209302325582,0.9767441860465116,0.9534883720930233,1.0,0.9302325581395348,0.060643743304210664,1,0.8571428571428572,0.8837209302325582,0.8659793814432991,0.9213483146067417,0.9052631578947368,0.8866909282640385,0.02390372234008688,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.20228543281555175,0.0013756265053154787,0.013142728805541992,0.0002900245586164067,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.8260869565217391,0.8478260869565217,0.8076923076923077,0.9333333333333333,0.8431372549019608,0.8516151878811724,0.043231927854269554,1,0.8505747126436781,0.8735632183908046,0.8735632183908046,0.9540229885057471,0.9080459770114943,0.8919540229885057,0.0360560623939267,1,0.8837209302325582,0.9069767441860465,0.9767441860465116,0.9767441860465116,1.0,0.9488372093023255,0.04509469634805887,1,0.853932584269663,0.8764044943820224,0.8842105263157894,0.9545454545454545,0.9148936170212766,0.8967973353068412,0.034853990562134375,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.004331207275390625,0.0002960434040205934,0.0056801319122314455,0.00035792606637237385,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.8108108108108109,0.6888888888888889,0.7391304347826086,0.8809523809523809,0.75,0.7739565030869378,0.06607514803168148,1,0.7701149425287356,0.7011494252873564,0.7586206896551724,0.8735632183908046,0.7586206896551724,0.7724137931034484,0.05602785106645491,1,0.6976744186046512,0.7209302325581395,0.7906976744186046,0.8604651162790697,0.7674418604651163,0.7674418604651163,0.05696487773914367,1,0.75,0.7045454545454545,0.7640449438202247,0.8705882352941177,0.7586206896551724,0.769559864662994,0.054710645038602346,1,SVC,,,,,,,,scale,rbf,
8.244514465332032e-05,6.836255206661167e-06,0.0047031879425048825,0.0004015594204932739,,,{'to_return': 1},0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.0,1,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.0,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6615384615384615,0.6615384615384615,0.6615384615384615,0.6615384615384615,0.6615384615384615,0.0,1,BiasedClassifier,,,,,,,,,,1
0.0020009517669677735,0.00011523040014140854,0.0043304443359375,0.00032293260643118544,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.8636363636363636,0.851063829787234,0.7884615384615384,0.84,0.88,0.8446323463770271,0.031080559417356046,1,0.8735632183908046,0.8850574712643678,0.8505747126436781,0.896551724137931,0.9310344827586207,0.8873563218390805,0.026611119316759135,1,0.8837209302325582,0.9302325581395349,0.9534883720930233,0.9767441860465116,1.0,0.9488372093023255,0.04001081519554709,1,0.8735632183908046,0.888888888888889,0.8631578947368421,0.9032258064516129,0.9361702127659575,0.8930012042468214,0.025508725334762155,1,DecisionTreeClassifier,,,,,,,,,,
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2.010102367401123,0.718723534169696,0.005715608596801758,0.001989253789442101,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.8571428571428571,0.8333333333333334,0.7777777777777778,0.7777777777777778,0.8723404255319149,0.8236744343127322,0.03948370428555789,1,0.9080459770114943,0.8735632183908046,0.8505747126436781,0.8505747126436781,0.896551724137931,0.8758620689655172,0.023443767878587537,1,0.9767441860465116,0.9302325581395349,0.9767441860465116,0.9767441860465116,0.9318181818181818,0.9584566596194503,0.022403166170783254,1,0.9130434782608695,0.8791208791208791,0.8659793814432991,0.8659793814432991,0.9010989010989012,0.8850444042734497,0.018993332270735984,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.2506169319152832,0.0041195909902483575,0.025205612182617188,0.0014503115712025032,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.9090909090909091,0.8888888888888888,0.8367346938775511,0.8571428571428571,0.86,0.8703714698000413,0.02551895790120753,1,0.9195402298850575,0.9080459770114943,0.8850574712643678,0.9080459770114943,0.9080459770114943,0.9057471264367816,0.011262021805899657,1,0.9302325581395349,0.9302325581395349,0.9534883720930233,0.9767441860465116,0.9772727272727273,0.9535940803382663,0.020919552232619824,1,0.9195402298850575,0.9090909090909092,0.8913043478260869,0.9130434782608695,0.9148936170212766,0.9095745164168398,0.009733189701493498,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.0062087059020996095,0.00026685007959969035,0.007111692428588867,0.00014544390043446138,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.7446808510638298,0.7317073170731707,0.6808510638297872,0.7333333333333333,0.7446808510638298,0.7270506832727902,0.023736918079198085,1,0.7701149425287356,0.7241379310344828,0.7011494252873564,0.7471264367816092,0.7586206896551724,0.7402298850574713,0.024759378423606884,1,0.813953488372093,0.6976744186046512,0.7441860465116279,0.7674418604651163,0.7954545454545454,0.7637420718816068,0.040713458952669083,1,0.7777777777777778,0.7142857142857143,0.711111111111111,0.7499999999999999,0.7692307692307692,0.7444810744810745,0.02748450695266498,1,SVC,,,,,,,,scale,rbf,
0.000115203857421875,3.0487537499630993e-05,0.005177640914916992,0.00044141144631256536,,,{'to_return': 1},0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.5057471264367817,0.496551724137931,0.004597701149425304,1,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.4942528735632184,0.5057471264367817,0.496551724137931,0.004597701149425304,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6615384615384615,0.6615384615384615,0.6615384615384615,0.6717557251908397,0.6635819142689371,0.004086905460951274,1,BiasedClassifier,,,,,,,,,,1
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0.20352258682250976,0.0019300123353234574,0.014762353897094727,0.0016365459841071802,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.925,0.8888888888888888,0.9130434782608695,0.9166666666666666,0.8936170212765957,0.9074432110186041,0.013857145153956448,1,0.896551724137931,0.896551724137931,0.9425287356321839,0.9540229885057471,0.9310344827586207,0.9241379310344827,0.023668115266636754,1,0.8604651162790697,0.9090909090909091,0.9767441860465116,1.0,0.9767441860465116,0.9446088794926004,0.05191383475506909,1,0.891566265060241,0.8988764044943819,0.9438202247191011,0.9565217391304348,0.9333333333333332,0.9248235933474985,0.025366775981023187,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.004777431488037109,0.0002970876887188734,0.006045913696289063,0.0005675497983209845,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.8205128205128205,0.8205128205128205,0.8048780487804879,0.7948717948717948,0.6888888888888889,0.7859328747133626,0.04949324075410711,1,0.7931034482758621,0.7816091954022989,0.7931034482758621,0.7586206896551724,0.7011494252873564,0.7655172413793103,0.03455930201924807,1,0.7441860465116279,0.7272727272727273,0.7674418604651163,0.7045454545454546,0.7209302325581395,0.7328752642706131,0.021444969992358884,1,0.7804878048780488,0.7710843373493976,0.7857142857142858,0.746987951807229,0.7045454545454545,0.7577639668588831,0.029743429397742827,1,SVC,,,,,,,,scale,rbf,
7.796287536621094e-05,4.08802704798752e-06,0.003885698318481445,0.00011026155861765243,,,{'to_return': 1},0.4942528735632184,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.4988505747126437,0.005631010902949855,1,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.4988505747126437,0.005631010902949855,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6615384615384615,0.6717557251908397,0.6615384615384615,0.6717557251908397,0.6615384615384615,0.6656253669994128,0.005005416503162351,1,BiasedClassifier,,,,,,,,,,1
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0.19093751907348633,0.002536299273939237,0.012502145767211915,0.0001547722187985144,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.8163265306122449,0.8666666666666667,0.851063829787234,0.9565217391304348,0.8936170212765957,0.8768391574946351,0.04703283029865054,1,0.8620689655172413,0.8850574712643678,0.8850574712643678,0.9770114942528736,0.9195402298850575,0.9057471264367816,0.04008182936589127,1,0.9302325581395349,0.9069767441860465,0.9302325581395349,1.0,0.9545454545454546,0.9443974630021141,0.03161083076797578,1,0.8695652173913043,0.8863636363636364,0.888888888888889,0.9777777777777777,0.9230769230769231,0.9091344886997061,0.03847184911466428,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
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0.0018951892852783203,8.00446129539477e-05,0.004139852523803711,0.00016271933705261097,gini,best,"{'criterion': 'gini', 'splitter': 'best'}",0.8,0.8,0.7636363636363637,0.8297872340425532,0.8571428571428571,0.8101132909643548,0.031507161767741265,1,0.8735632183908046,0.8505747126436781,0.8275862068965517,0.8620689655172413,0.896551724137931,0.8620689655172413,0.022988505747126454,1,1.0,0.9302325581395349,0.9545454545454546,0.9069767441860465,0.9545454545454546,0.9492600422832981,0.030920339343146964,1,0.888888888888889,0.8602150537634408,0.8484848484848485,0.8666666666666666,0.9032258064516128,0.8734962528510917,0.019846326846579894,1,DecisionTreeClassifier,,,,,,,,,,
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1.1361024379730225,0.159419282040439,0.00465998649597168,0.00041844547523993013,,,"{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}",0.7857142857142857,0.8297872340425532,0.7884615384615384,0.75,0.8888888888888888,0.8085703894214532,0.04745202573749175,1,0.8620689655172413,0.8620689655172413,0.8390804597701149,0.8045977011494253,0.896551724137931,0.8528735632183908,0.03032392174315613,1,1.0,0.9069767441860465,0.9318181818181818,0.9069767441860465,0.9090909090909091,0.9309725158562367,0.035765647062131915,1,0.88,0.8666666666666666,0.8541666666666667,0.8210526315789475,0.8988764044943819,0.8641524738813324,0.026155417637202708,1,MLPClassifier,logistic,"(60, 80, 100)",constant,500000,lbfgs,,,,,
0.2012843132019043,0.003481437204419735,0.012103986740112305,0.0006385231718857603,gini,,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.8,0.8297872340425532,0.8775510204081632,0.851063829787234,0.851063829787234,0.8418931828050369,0.025850631232723163,1,0.8735632183908046,0.8620689655172413,0.9195402298850575,0.8850574712643678,0.8735632183908046,0.8827586206896552,0.019775460384006037,1,1.0,0.9069767441860465,0.9772727272727273,0.9302325581395349,0.9090909090909091,0.9447145877378436,0.03746846609226435,1,0.888888888888889,0.8666666666666666,0.9247311827956989,0.888888888888889,0.8791208791208791,0.8896593012722045,0.019343957876412386,1,RandomForestClassifier,,,,,,balanced,sqrt,,,
0.004258394241333008,0.0002193918903849466,0.005930662155151367,0.0003742918078827082,,,"{'gamma': 'scale', 'kernel': 'rbf'}",0.75,0.7435897435897436,0.8222222222222222,0.6739130434782609,0.8055555555555556,0.7590561129691563,0.05238839483175277,1,0.7701149425287356,0.7241379310344828,0.8275862068965517,0.6896551724137931,0.7471264367816092,0.7517241379310345,0.046320555585310064,1,0.8181818181818182,0.6744186046511628,0.8409090909090909,0.7209302325581395,0.6590909090909091,0.7427061310782241,0.07412055319973548,1,0.7826086956521738,0.7073170731707318,0.8314606741573033,0.6966292134831461,0.7250000000000001,0.748603131292671,0.050960151788453534,1,SVC,,,,,,,,scale,rbf,
7.4005126953125e-05,2.5793320343586964e-06,0.004357624053955078,0.0004015861681529256,,,{'to_return': 1},0.5057471264367817,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5011494252873563,0.005631010902949855,1,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.4942528735632184,0.5057471264367817,0.5011494252873563,0.005631010902949855,1,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1,0.6717557251908397,0.6615384615384615,0.6717557251908397,0.6615384615384615,0.6717557251908397,0.6676688197298883,0.00500541650316235,1,BiasedClassifier,,,,,,,,,,1