ima02/models/evaluation.csv

1	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
2	0.001976490020751953	0.00010017382944249402	0.0041100502014160155	0.00020298226930069274	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7692307692307693	0.8666666666666667	0.8269230769230769	0.8431372549019608	0.8301886792452831	0.8272292893935514	0.032190216489620026	1	0.8275862068965517	0.8850574712643678	0.896551724137931	0.896551724137931	0.896551724137931	0.8804597701149426	0.026808974229173804	1	0.9302325581395349	0.9069767441860465	1.0	0.9772727272727273	1.0	0.9628964059196617	0.03782583118243111	1	0.8421052631578948	0.8863636363636364	0.9052631578947368	0.9052631578947369	0.9072164948453608	0.8892423420312732	0.02476527569918078	1	DecisionTreeClassifier
3	0.0010249614715576172	1.540634219388853e-05	0.0037468910217285157	0.00011609066524702597			{}	0.8	0.8666666666666667	0.8	0.896551724137931	0.6923076923076923	0.8111052166224579	0.07035294426445517	1	0.6781609195402298	0.632183908045977	0.6436781609195402	0.7586206896551724	0.6091954022988506	0.664367816091954	0.05211854735059599	1	0.46511627906976744	0.3023255813953488	0.37209302325581395	0.5909090909090909	0.4090909090909091	0.4279069767441861	0.09715364127553945	1	0.5882352941176471	0.44827586206896547	0.5079365079365079	0.7123287671232877	0.5142857142857142	0.5542124291064245	0.09068240332458721	1	GaussianNB
4	1.310411024093628	0.3313412936813181	0.004386615753173828	0.000617457196577433			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7962962962962963	0.8085106382978723	0.7924528301886793	0.9148936170212766	0.7719298245614035	0.8168166412731056	0.050433300547092344	1	0.8735632183908046	0.8390804597701149	0.8620689655172413	0.9425287356321839	0.8505747126436781	0.8735632183908045	0.03634801908239516	1	1.0	0.8837209302325582	0.9767441860465116	0.9772727272727273	1.0	0.9675475687103594	0.04315641873741724	1	0.8865979381443299	0.8444444444444444	0.875	0.945054945054945	0.8712871287128713	0.8844768912713181	0.03328836897029522	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
5	0.17238092422485352	0.022403166733080074	0.01240386962890625	0.001147519995702171	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8076923076923077	0.9069767441860465	0.84	0.88	0.8148148148148148	0.8498967733386337	0.03814245452050048	1	0.8735632183908046	0.9080459770114943	0.896551724137931	0.9310344827586207	0.8850574712643678	0.8988505747126437	0.019775460384006016	1	0.9767441860465116	0.9069767441860465	0.9767441860465116	1.0	1.0	0.9720930232558139	0.03417892664348623	1	0.8842105263157894	0.9069767441860465	0.9032258064516129	0.9361702127659575	0.8979591836734693	0.9057084946785752	0.017075730914147384	1	RandomForestClassifier						balanced	sqrt
6	0.006538248062133789	0.0004504782516144641	0.009292316436767579	0.0022072603975237647			{'gamma': 'scale', 'kernel': 'rbf'}	0.717391304347826	0.8064516129032258	0.6818181818181818	0.8421052631578947	0.725	0.7545532724454256	0.059839100951909266	1	0.735632183908046	0.7241379310344828	0.6896551724137931	0.7931034482758621	0.7011494252873564	0.728735632183908	0.03605606239392671	1	0.7674418604651163	0.5813953488372093	0.6976744186046512	0.7272727272727273	0.6590909090909091	0.6865750528541227	0.06346193424695262	1	0.7415730337078652	0.6756756756756758	0.6896551724137931	0.7804878048780488	0.6904761904761905	0.7155735754303147	0.03945456568462695	1	SVC								scale	rbf
7	0.00013699531555175782	3.0689055760546595e-05	0.012158870697021484	0.0042352282228720825			{'to_return': 1}	0.4942528735632184	0.4942528735632184	0.4942528735632184	0.5057471264367817	0.5057471264367817	0.4988505747126437	0.005631010902949855	1	0.4942528735632184	0.4942528735632184	0.4942528735632184	0.5057471264367817	0.5057471264367817	0.4988505747126437	0.005631010902949855	1	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1	0.6615384615384615	0.6615384615384615	0.6615384615384615	0.6717557251908397	0.6717557251908397	0.6656253669994129	0.005005416503162351	1	BiasedClassifier										1
8	0.003063344955444336	0.0008433942655856669	0.011542463302612304	0.004006498105823139	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.84	0.8541666666666666	0.8367346938775511	0.8	0.8333333333333334	0.8328469387755101	0.01788837437307085	1	0.8850574712643678	0.8850574712643678	0.8735632183908046	0.8390804597701149	0.8620689655172413	0.8689655172413794	0.017203022467926193	1	0.9545454545454546	0.9318181818181818	0.9318181818181818	0.9090909090909091	0.9090909090909091	0.9272727272727271	0.01700753357624521	1	0.8936170212765958	0.8913043478260869	0.8817204301075268	0.8510638297872342	0.8695652173913043	0.8774541692777497	0.015684079777382086	1	DecisionTreeClassifier
9	0.004034900665283203	0.001735953947161072	0.016949176788330078	0.0021505846834181247			{}	0.75	0.8	0.7391304347826086	0.6666666666666666	0.7692307692307693	0.7450055741360089	0.04428926038920083	1	0.632183908045977	0.5977011494252874	0.6206896551724138	0.5632183908045977	0.6551724137931034	0.6137931034482758	0.03135214183215139	1	0.4090909090909091	0.2727272727272727	0.38636363636363635	0.2727272727272727	0.45454545454545453	0.3590909090909091	0.07385489458759965	1	0.5294117647058824	0.4067796610169491	0.5074626865671641	0.3870967741935484	0.5714285714285714	0.4804358915824231	0.07147892377055552	1	GaussianNB
10	1.5442252159118652	0.7110808431621647	0.004485130310058594	0.0010939685128482305			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8666666666666667	0.8666666666666667	0.7592592592592593	0.803921568627451	0.8125	0.8218028322440087	0.0408497443717608	1	0.8735632183908046	0.8735632183908046	0.8160919540229885	0.8505747126436781	0.8390804597701149	0.850574712643678	0.02180881144943712	1	0.8863636363636364	0.8863636363636364	0.9318181818181818	0.9318181818181818	0.8863636363636364	0.9045454545454545	0.022268088570756142	1	0.8764044943820225	0.8764044943820225	0.836734693877551	0.8631578947368421	0.8478260869565218	0.860105532866992	0.015732832630266848	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
11	0.18745131492614747	0.00897341090736586	0.01860365867614746	0.006105705204878399	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.84	0.9111111111111111	0.9333333333333333	0.8541666666666666	0.8936170212765957	0.8864456264775413	0.03480631998683805	1	0.8850574712643678	0.9195402298850575	0.9425287356321839	0.8850574712643678	0.9195402298850575	0.9103448275862069	0.022288183252488842	1	0.9545454545454546	0.9318181818181818	0.9545454545454546	0.9318181818181818	0.9545454545454546	0.9454545454545453	0.011134044285378127	1	0.8936170212765958	0.9213483146067416	0.9438202247191012	0.8913043478260869	0.9230769230769231	0.9146333663010898	0.019769606709709422	1	RandomForestClassifier						balanced	sqrt
12	0.007366752624511719	0.0013313799198813722	0.006848001480102539	0.0005562254578038502			{'gamma': 'scale', 'kernel': 'rbf'}	0.7209302325581395	0.78125	0.7894736842105263	0.7073170731707317	0.723404255319149	0.7444750490517091	0.03393029940101563	1	0.7126436781609196	0.7011494252873564	0.7471264367816092	0.6896551724137931	0.735632183908046	0.7172413793103448	0.021318663208036076	1	0.7045454545454546	0.5681818181818182	0.6818181818181818	0.6590909090909091	0.7727272727272727	0.6772727272727274	0.0664942674469445	1	0.7126436781609196	0.6578947368421052	0.7317073170731707	0.6823529411764706	0.7472527472527473	0.7063702841010826	0.03249433165775736	1	SVC								scale	rbf
13	0.00011134147644042969	4.903430361465795e-05	0.004900646209716797	0.0005161370158997369			{'to_return': 1}	0.5057471264367817	0.5057471264367817	0.5057471264367817	0.5057471264367817	0.5057471264367817	0.5057471264367817	0.0	1	0.5057471264367817	0.5057471264367817	0.5057471264367817	0.5057471264367817	0.5057471264367817	0.5057471264367817	0.0	1	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1	0.6717557251908397	0.6717557251908397	0.6717557251908397	0.6717557251908397	0.6717557251908397	0.6717557251908397	0.0	1	BiasedClassifier										1
14	0.002200460433959961	0.00020534606753037414	0.004897880554199219	0.00023687623875931181	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8297872340425532	0.9111111111111111	0.7777777777777778	0.7959183673469388	0.8478260869565217	0.8324841154469805	0.04637820829132765	1	0.8620689655172413	0.9310344827586207	0.8390804597701149	0.8390804597701149	0.8735632183908046	0.8689655172413794	0.03378606541769901	1	0.9069767441860465	0.9534883720930233	0.9545454545454546	0.9069767441860465	0.9069767441860465	0.9257928118393235	0.023047306680611702	1	0.8666666666666666	0.9318181818181819	0.8571428571428572	0.8478260869565216	0.8764044943820224	0.8759716573932499	0.029503563665100513	1	DecisionTreeClassifier
15	0.0013114452362060548	0.0002328472352982698	0.005080604553222656	0.0012423829742128443			{}	0.8333333333333334	0.8421052631578947	0.782608695652174	0.782608695652174	0.9523809523809523	0.8386073880353055	0.06205833034255249	1	0.6896551724137931	0.6551724137931034	0.6436781609195402	0.6551724137931034	0.7241379310344828	0.6735632183908046	0.02961861776258651	1	0.46511627906976744	0.37209302325581395	0.4090909090909091	0.4186046511627907	0.46511627906976744	0.4260042283298097	0.035515453449528465	1	0.5970149253731343	0.5161290322580645	0.537313432835821	0.5454545454545454	0.625	0.564182387184313	0.0403944433699087	1	GaussianNB
16	1.7335651874542237	0.46873655713973056	0.0058174610137939455	0.002204283396201828			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8125	0.8809523809523809	0.8333333333333334	0.803921568627451	0.8837209302325582	0.8428856426291447	0.033613480134915025	1	0.8505747126436781	0.8735632183908046	0.8620689655172413	0.8620689655172413	0.8850574712643678	0.8666666666666666	0.011721883939293793	1	0.9069767441860465	0.8604651162790697	0.9090909090909091	0.9534883720930233	0.8837209302325582	0.9027484143763214	0.03092756625439281	1	0.8571428571428572	0.8705882352941177	0.8695652173913043	0.8723404255319148	0.8837209302325582	0.8706715331185505	0.00845373188121867	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
17	0.19207940101623536	0.0037181516810966433	0.014526033401489257	0.00295937253763726	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8695652173913043	0.851063829787234	0.9148936170212766	0.8478260869565217	0.925	0.8816697502312673	0.03227993647718546	1	0.896551724137931	0.8850574712643678	0.9425287356321839	0.8735632183908046	0.896551724137931	0.8988505747126435	0.023443767878587488	1	0.9302325581395349	0.9302325581395349	0.9772727272727273	0.9069767441860465	0.8604651162790697	0.9210359408033826	0.03794263429529879	1	0.898876404494382	0.888888888888889	0.945054945054945	0.8764044943820224	0.891566265060241	0.9001581995760958	0.023589904475264656	1	RandomForestClassifier						balanced	sqrt
18	0.0051666259765625	0.00034187932701668506	0.00728912353515625	0.001704487097268627			{'gamma': 'scale', 'kernel': 'rbf'}	0.717391304347826	0.7021276595744681	0.7142857142857143	0.8085106382978723	0.7446808510638298	0.7373992335139421	0.03817981082531593	1	0.735632183908046	0.7241379310344828	0.7701149425287356	0.8390804597701149	0.7701149425287356	0.7678160919540229	0.04008182936589124	1	0.7674418604651163	0.7674418604651163	0.9090909090909091	0.8837209302325582	0.813953488372093	0.8283298097251585	0.05867179006586292	1	0.7415730337078652	0.7333333333333334	0.8	0.8444444444444444	0.7777777777777778	0.7794257178526842	0.04052353688322142	1	SVC								scale	rbf
19	8.912086486816407e-05	4.704524797218547e-06	0.005401611328125	0.0014136162828282612			{'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
20	0.002162599563598633	0.00011463611565533277	0.005778264999389648	0.0011629495747886357	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7547169811320755	0.84	0.7818181818181819	0.8	0.9333333333333333	0.8219736992567181	0.06220078905101413	1	0.8160919540229885	0.896551724137931	0.8620689655172413	0.8735632183908046	0.9540229885057471	0.8804597701149424	0.04516524759629539	1	0.9302325581395349	0.9767441860465116	1.0	1.0	0.9767441860465116	0.9767441860465116	0.025475467790937966	1	0.8333333333333334	0.9032258064516129	0.8775510204081634	0.888888888888889	0.9545454545454545	0.8915089007254906	0.039235128453130444	1	DecisionTreeClassifier
21	0.0011775970458984375	4.386730812718879e-05	0.004958534240722656	0.0002850278946466431			{}	0.625	0.782608695652174	0.7894736842105263	0.875	0.9523809523809523	0.8048926664487306	0.10932842678338679	1	0.5517241379310345	0.6551724137931034	0.632183908045977	0.7701149425287356	0.7241379310344828	0.6666666666666666	0.0755479389662298	1	0.23255813953488372	0.4186046511627907	0.3488372093023256	0.6363636363636364	0.46511627906976744	0.4202959830866807	0.13345321620743475	1	0.33898305084745767	0.5454545454545454	0.48387096774193555	0.7368421052631579	0.625	0.5460301338614193	0.13369969035673737	1	GaussianNB
22	1.1879018306732179	0.22662159651745153	0.0044406414031982425	0.000705439773300126			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8367346938775511	0.9333333333333333	0.8260869565217391	0.7857142857142857	0.9333333333333333	0.8630405205560485	0.059864961476919436	1	0.8850574712643678	0.9540229885057471	0.8505747126436781	0.8620689655172413	0.9540229885057471	0.9011494252873563	0.044576366504977726	1	0.9534883720930233	0.9767441860465116	0.8837209302325582	1.0	0.9767441860465116	0.9581395348837208	0.04001081519554709	1	0.8913043478260869	0.9545454545454545	0.853932584269663	0.88	0.9545454545454545	0.9068655682373317	0.04077389911655387	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
23	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
24	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
25	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
26	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
27	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
28	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
29	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
30	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
31	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
32	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
33	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
34	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
35	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
36	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
37	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
38	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
39	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
40	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
41	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
42	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
43	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
44	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
45	0.0012935638427734376	0.00027419992467017824	0.005270767211914063	0.0005503262196998468			{}	0.9166666666666666	0.75	0.8125	0.8260869565217391	0.92	0.8450507246376813	0.06511536141307574	1	0.735632183908046	0.5977011494252874	0.7241379310344828	0.6781609195402298	0.7471264367816092	0.6965517241379311	0.05469138967066811	1	0.5116279069767442	0.27906976744186046	0.5909090909090909	0.4418604651162791	0.5348837209302325	0.4716701902748414	0.10751188547866333	1	0.6567164179104478	0.4067796610169491	0.6842105263157896	0.5757575757575758	0.6764705882352942	0.5999869538472113	0.10399779742560995	1	GaussianNB
46	1.244570779800415	0.3043393347584673	0.004804563522338867	0.0002211505453833038			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.9130434782608695	0.7368421052631579	0.8148148148148148	0.8541666666666666	0.7818181818181819	0.8201370493647382	0.06037272378729973	1	0.9425287356321839	0.8160919540229885	0.8850574712643678	0.896551724137931	0.8620689655172413	0.8804597701149426	0.041506827782224795	1	0.9767441860465116	0.9767441860465116	1.0	0.9534883720930233	1.0	0.9813953488372092	0.017403057612902048	1	0.9438202247191011	0.8399999999999999	0.8979591836734693	0.9010989010989011	0.8775510204081634	0.8920858659799269	0.0338123459925887	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
47	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
48	0.005279970169067383	0.0008765591193435004	0.007296323776245117	0.0008316393011371611			{'gamma': 'scale', 'kernel': 'rbf'}	0.7608695652173914	0.7209302325581395	0.78	0.7272727272727273	0.6808510638297872	0.7339847177756091	0.03428952260559052	1	0.7816091954022989	0.7241379310344828	0.8160919540229885	0.735632183908046	0.7011494252873564	0.7517241379310345	0.0415068277822248	1	0.813953488372093	0.7209302325581395	0.8863636363636364	0.7441860465116279	0.7441860465116279	0.7819238900634249	0.060831031066091654	1	0.7865168539325844	0.7209302325581395	0.8297872340425532	0.735632183908046	0.711111111111111	0.7567955231104868	0.044793791674645	1	SVC								scale	rbf
49	0.00011925697326660156	3.990600008791067e-05	0.005774450302124023	0.0013703348492437616			{'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
50	0.003740835189819336	0.0008560569652560701	0.011518573760986328	0.0018415989280215705	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8478260869565217	0.7777777777777778	0.803921568627451	0.7636363636363637	0.8	0.7986323593996228	0.028668806393340435	1	0.8735632183908046	0.8505747126436781	0.8505747126436781	0.8390804597701149	0.8505747126436781	0.8528735632183908	0.011262021805899698	1	0.9069767441860465	0.9767441860465116	0.9318181818181818	0.9767441860465116	0.9302325581395349	0.9445031712473572	0.027755209074470696	1	0.8764044943820224	0.8659793814432991	0.8631578947368421	0.8571428571428571	0.8602150537634408	0.8645799362936923	0.006605500264160805	1	DecisionTreeClassifier
51	0.0017208576202392579	0.0001298221367926076	0.007273340225219726	0.0012454420689525531			{}	0.7	0.8636363636363636	0.8666666666666667	0.75	0.8666666666666667	0.8093939393939393	0.07070678210619315	1	0.5977011494252874	0.6896551724137931	0.6206896551724138	0.6206896551724138	0.632183908045977	0.632183908045977	0.030842316931031583	1	0.32558139534883723	0.4418604651162791	0.29545454545454547	0.3488372093023256	0.3023255813953488	0.3428118393234672	0.0529635231418738	1	0.44444444444444453	0.5846153846153846	0.44067796610169496	0.4761904761904763	0.44827586206896547	0.47884082668419314	0.054348897991092215	1	GaussianNB
52	0.9770734310150146	0.1658866872160389	0.005283164978027344	0.0020174377396788377			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8125	0.6842105263157895	0.8297872340425532	0.8076923076923077	0.8571428571428571	0.7982665850387014	0.05959896913691404	1	0.8505747126436781	0.7471264367816092	0.8505747126436781	0.8735632183908046	0.9080459770114943	0.8459770114942529	0.05371642043930081	1	0.9069767441860465	0.9069767441860465	0.8863636363636364	0.9767441860465116	0.9767441860465116	0.9307610993657505	0.038292073187628534	1	0.8571428571428572	0.78	0.8571428571428571	0.8842105263157894	0.9130434782608695	0.8583079437724747	0.04427588831345019	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
53	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
54	0.005113554000854492	0.00048391269672356493	0.006591796875	0.0005771967753280567			{'gamma': 'scale', 'kernel': 'rbf'}	0.7307692307692307	0.7755102040816326	0.7894736842105263	0.6875	0.75	0.7466506238122779	0.03585783913849692	1	0.7816091954022989	0.8160919540229885	0.7471264367816092	0.7126436781609196	0.735632183908046	0.7586206896551724	0.03634801908239517	1	0.8837209302325582	0.8837209302325582	0.6818181818181818	0.7674418604651163	0.6976744186046512	0.782875264270613	0.08723486075604465	1	0.8	0.826086956521739	0.7317073170731707	0.7252747252747254	0.7228915662650603	0.761192113026939	0.04322901021574641	1	SVC								scale	rbf
55	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
56	0.002730274200439453	0.00028384909290979447	0.009071731567382812	0.0016121569596659678	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8	0.8125	0.8269230769230769	0.7962962962962963	0.7735849056603774	0.8018608557759501	0.017749719885155765	1	0.8505747126436781	0.8390804597701149	0.8850574712643678	0.8620689655172413	0.8390804597701149	0.8551724137931036	0.017203022467926186	1	0.9302325581395349	0.8863636363636364	0.9772727272727273	0.9772727272727273	0.9534883720930233	0.9449260042283297	0.034092179205079426	1	0.8602150537634408	0.8478260869565218	0.8958333333333334	0.8775510204081632	0.8541666666666667	0.8671184322256252	0.0174412378751083	1	DecisionTreeClassifier
57	0.0012081146240234375	3.769378885249778e-05	0.006778430938720703	0.0010731698438494657			{}	0.782608695652174	0.85	0.8461538461538461	0.875	0.9130434782608695	0.8533612040133779	0.04265998708448138	1	0.6551724137931034	0.6551724137931034	0.7011494252873564	0.7701149425287356	0.7241379310344828	0.7011494252873562	0.04361762289887419	1	0.4186046511627907	0.38636363636363635	0.5	0.6363636363636364	0.4883720930232558	0.4859408033826639	0.08634856159563532	1	0.5454545454545454	0.53125	0.6285714285714286	0.7368421052631579	0.6363636363636364	0.6156963431305537	0.07393821140149666	1	GaussianNB
58	1.1008864879608153	0.38655884335243584	0.004242610931396484	0.0004474385257136033			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8163265306122449	0.8409090909090909	0.9130434782608695	0.8431372549019608	0.8	0.8426832709368333	0.038653465483181944	1	0.8620689655172413	0.8390804597701149	0.9310344827586207	0.896551724137931	0.8505747126436781	0.8758620689655172	0.03362928468581103	1	0.9302325581395349	0.8409090909090909	0.9545454545454546	0.9772727272727273	0.9302325581395349	0.9266384778012686	0.04629900468563652	1	0.8695652173913043	0.8409090909090909	0.9333333333333332	0.9052631578947369	0.8602150537634408	0.8818571706583812	0.033147712247499295	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
59	0.1944653034210205	0.0021298287659961	0.01570138931274414	0.003420572297116351	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8333333333333334	0.8809523809523809	0.875	0.8431372549019608	0.7692307692307693	0.840330747683689	0.03991020263529254	1	0.8735632183908046	0.8620689655172413	0.9080459770114943	0.896551724137931	0.8275862068965517	0.8735632183908046	0.028155054514749183	1	0.9302325581395349	0.8409090909090909	0.9545454545454546	0.9772727272727273	0.9302325581395349	0.9266384778012686	0.04629900468563652	1	0.8791208791208791	0.8604651162790699	0.9130434782608695	0.9052631578947369	0.8421052631578948	0.8799995789426902	0.026640173487975972	1	RandomForestClassifier						balanced	sqrt
60	0.00528559684753418	0.00022586531460856187	0.006539630889892578	0.0005519733850803031			{'gamma': 'scale', 'kernel': 'rbf'}	0.7111111111111111	0.825	0.8409090909090909	0.7777777777777778	0.7608695652173914	0.7831335090030741	0.04648099349397003	1	0.7241379310344828	0.7931034482758621	0.8390804597701149	0.7816091954022989	0.7816091954022989	0.7839080459770115	0.036637649311515454	1	0.7441860465116279	0.75	0.8409090909090909	0.7954545454545454	0.813953488372093	0.7889006342494714	0.037116391304827384	1	0.7272727272727273	0.7857142857142856	0.8409090909090909	0.7865168539325843	0.7865168539325844	0.7853859623522546	0.03595172186115807	1	SVC								scale	rbf
61	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
62	0.0026053905487060545	0.00012377423322753301	0.0060803890228271484	0.0012691567708560461	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.9130434782608695	0.8269230769230769	0.8695652173913043	0.875	0.9111111111111111	0.8791285767372724	0.03164496879137249	1	0.9425287356321839	0.8850574712643678	0.8850574712643678	0.9080459770114943	0.9195402298850575	0.9080459770114941	0.021808811449437075	1	0.9767441860465116	0.9772727272727273	0.9090909090909091	0.9545454545454546	0.9318181818181818	0.9498942917547568	0.026396176455870207	1	0.9438202247191011	0.8958333333333334	0.888888888888889	0.9130434782608695	0.9213483146067416	0.9125868479617869	0.01946673649737717	1	DecisionTreeClassifier
63	0.0010817527770996093	4.825167957714567e-05	0.004527091979980469	0.00010537399941841686			{}	0.8421052631578947	0.8148148148148148	0.9	0.8695652173913043	0.8666666666666667	0.8586303924061361	0.02859538868506317	1	0.6551724137931034	0.6896551724137931	0.7701149425287356	0.6896551724137931	0.6206896551724138	0.6850574712643678	0.04962536355154688	1	0.37209302325581395	0.5	0.6136363636363636	0.45454545454545453	0.29545454545454547	0.4471458773784355	0.1088214915607599	1	0.5161290322580645	0.6197183098591549	0.7297297297297297	0.5970149253731344	0.44067796610169496	0.5806539926643557	0.09774869299001981	1	GaussianNB
64	1.5829660892486572	0.4694879594316442	0.004829883575439453	0.0011689629137479325			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8723404255319149	0.9111111111111111	0.8297872340425532	0.8235294117647058	0.9090909090909091	0.8691718183082389	0.03740816198191002	1	0.9080459770114943	0.9195402298850575	0.8505747126436781	0.8735632183908046	0.9080459770114943	0.8919540229885058	0.025804533701889256	1	0.9534883720930233	0.9318181818181818	0.8863636363636364	0.9545454545454546	0.9090909090909091	0.927061310782241	0.026289281428004012	1	0.9111111111111112	0.9213483146067416	0.8571428571428571	0.8842105263157896	0.9090909090909091	0.8965807436534817	0.02319240202332199	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
65	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
66	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
67	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
68	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
69	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
70	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
71	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
72	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
73	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
74	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
75	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
76	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
77	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
78	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
79	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
80	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
81	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
82	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
83	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
84	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
85	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
86	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
87	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
88	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
89	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
90	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
91	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
92	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
93	0.0009679317474365235	3.4980937724421564e-05	0.003993892669677734	9.065972355155905e-05			{}	0.8333333333333334	0.8125	0.6666666666666666	0.8947368421052632	0.8260869565217391	0.8066647597254004	0.07547005012658593	1	0.6896551724137931	0.6206896551724138	0.6091954022988506	0.6781609195402298	0.6781609195402298	0.6551724137931034	0.03331350976135501	1	0.46511627906976744	0.3023255813953488	0.4186046511627907	0.3953488372093023	0.4418604651162791	0.4046511627906977	0.05620021383067244	1	0.5970149253731343	0.44067796610169485	0.5142857142857143	0.5483870967741935	0.5757575757575758	0.5352246556584626	0.05479365049210219	1	GaussianNB
94	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
95	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
96	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
97	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
98	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
99	0.0011005878448486328	0.00016774134961461894	0.004408931732177735	0.0003319931791854012			{}	0.8181818181818182	0.7391304347826086	0.7916666666666666	0.9	0.75	0.7997957839262186	0.05762797654884553	1	0.6666666666666666	0.632183908045977	0.6666666666666666	0.6896551724137931	0.632183908045977	0.657471264367816	0.022288183252488873	1	0.4186046511627907	0.3953488372093023	0.4418604651162791	0.4186046511627907	0.4090909090909091	0.41670190274841434	0.015192595537608194	1	0.5538461538461539	0.5151515151515151	0.5671641791044777	0.5714285714285715	0.5294117647058824	0.5474004368473201	0.021785726074865806	1	GaussianNB
100	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
101	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
102	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
103	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
104	0.0022040843963623048	0.00015991703635098497	0.0045887470245361325	0.0004738532785959043	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7346938775510204	0.8958333333333334	0.851063829787234	0.8571428571428571	0.8541666666666666	0.8385801128962223	0.05443094793302604	1	0.7701149425287356	0.9310344827586207	0.8850574712643678	0.896551724137931	0.896551724137931	0.8758620689655172	0.05507654506073997	1	0.8372093023255814	0.9772727272727273	0.9302325581395349	0.9545454545454546	0.9534883720930233	0.9305496828752643	0.04898479480022706	1	0.782608695652174	0.9347826086956522	0.888888888888889	0.9032258064516128	0.9010989010989011	0.8821209801574458	0.05201407819527025	1	DecisionTreeClassifier
105	0.0011530399322509765	0.00015324113015629455	0.004853343963623047	0.0003699877070622847			{}	0.7619047619047619	0.8260869565217391	0.8181818181818182	0.85	0.8888888888888888	0.8290124850994417	0.04160521142398222	1	0.632183908045977	0.6666666666666666	0.6666666666666666	0.6551724137931034	0.6666666666666666	0.657471264367816	0.013404487114586881	1	0.37209302325581395	0.4318181818181818	0.4186046511627907	0.38636363636363635	0.37209302325581395	0.3961945031712474	0.0246157259643505	1	0.5	0.5671641791044776	0.5538461538461539	0.53125	0.5245901639344261	0.5353700993770115	0.02339424823081782	1	GaussianNB
106	1.4172007083892821	0.2765746568926641	0.0058556079864501955	0.0012508237731777398			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8604651162790697	0.8085106382978723	0.8571428571428571	0.875	0.8235294117647058	0.844929604696901	0.024815534248618338	1	0.8620689655172413	0.8275862068965517	0.9080459770114943	0.9080459770114943	0.8850574712643678	0.87816091954023	0.030497699221658858	1	0.8604651162790697	0.8636363636363636	0.9767441860465116	0.9545454545454546	0.9767441860465116	0.9264270613107822	0.05319383428227083	1	0.8604651162790697	0.8351648351648351	0.9130434782608695	0.9130434782608695	0.8936170212765957	0.883066785848448	0.03070486603190395	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
107	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
108	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
109	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
110	0.00205535888671875	0.00015819509488697322	0.0038710117340087892	5.018162300930847e-05	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8478260869565217	0.9130434782608695	0.7884615384615384	0.8913043478260869	0.8301886792452831	0.85416482615006	0.04422215958714269	1	0.8735632183908046	0.9425287356321839	0.8505747126436781	0.9080459770114943	0.896551724137931	0.8942528735632184	0.03118312635919663	1	0.9069767441860465	0.9767441860465116	0.9534883720930233	0.9318181818181818	1.0	0.9538054968287526	0.032669833944515725	1	0.8764044943820224	0.9438202247191011	0.8631578947368421	0.9111111111111111	0.9072164948453608	0.9003420439588876	0.02831695717286607	1	DecisionTreeClassifier
111	0.0009009838104248047	3.2133305695536605e-05	0.0037467479705810547	0.00011888928377511985			{}	0.8275862068965517	0.8333333333333334	0.7058823529411765	0.8636363636363636	0.7727272727272727	0.8006331059069396	0.055716471037288065	1	0.7241379310344828	0.7816091954022989	0.5862068965517241	0.6781609195402298	0.632183908045977	0.6804597701149425	0.06834974136698166	1	0.5581395348837209	0.6976744186046512	0.27906976744186046	0.4318181818181818	0.38636363636363635	0.47061310782241017	0.14457495305699658	1	0.6666666666666666	0.759493670886076	0.4	0.5757575757575758	0.515151515151515	0.5834138856923666	0.12352662876664627	1	GaussianNB
112	2.279987907409668	0.40810481956110456	0.0045074462890625	0.000777673991761876			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7692307692307693	0.8809523809523809	0.8541666666666666	0.8333333333333334	0.9069767441860465	0.8489319788738394	0.04694146023927249	1	0.8275862068965517	0.8735632183908046	0.896551724137931	0.8620689655172413	0.896551724137931	0.871264367816092	0.025598916610712757	1	0.9302325581395349	0.8604651162790697	0.9534883720930233	0.9090909090909091	0.8863636363636364	0.9079281183932346	0.03253410606328727	1	0.8421052631578948	0.8705882352941177	0.9010989010989011	0.8695652173913043	0.896551724137931	0.8759818682160297	0.021316066089476535	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
113	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
114	0.00411839485168457	0.00013571286477059825	0.00532684326171875	0.00040210005787527365			{'gamma': 'scale', 'kernel': 'rbf'}	0.72	0.7441860465116279	0.6666666666666666	0.8222222222222222	0.7391304347826086	0.7384410740366251	0.05008872025357937	1	0.7586206896551724	0.7471264367816092	0.6666666666666666	0.8275862068965517	0.7471264367816092	0.7494252873563217	0.05109450751929395	1	0.8372093023255814	0.7441860465116279	0.6511627906976745	0.8409090909090909	0.7727272727272727	0.7692389006342495	0.06976872316076294	1	0.7741935483870969	0.7441860465116278	0.6588235294117646	0.8314606741573033	0.7555555555555555	0.7528438708046696	0.05578269669633417	1	SVC								scale	rbf
115	7.4005126953125e-05	2.7828667567090748e-06	0.004036712646484375	0.00016477490067278447			{'to_return': 1}	0.4942528735632184	0.4942528735632184	0.4942528735632184	0.5057471264367817	0.5057471264367817	0.4988505747126437	0.005631010902949855	1	0.4942528735632184	0.4942528735632184	0.4942528735632184	0.5057471264367817	0.5057471264367817	0.4988505747126437	0.005631010902949855	1	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1	0.6615384615384615	0.6615384615384615	0.6615384615384615	0.6717557251908397	0.6717557251908397	0.6656253669994129	0.005005416503162351	1	BiasedClassifier										1
116	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
117	0.0011829853057861329	0.00017642217052784282	0.004505681991577149	0.00041280835182465797			{}	0.8695652173913043	0.8333333333333334	0.8636363636363636	0.76	0.8571428571428571	0.8367355543007717	0.04029347027048997	1	0.6896551724137931	0.6896551724137931	0.6781609195402298	0.6551724137931034	0.6091954022988506	0.664367816091954	0.030323921743156134	1	0.45454545454545453	0.46511627906976744	0.4318181818181818	0.4418604651162791	0.2727272727272727	0.4132135306553911	0.07114125637203969	1	0.5970149253731344	0.5970149253731343	0.5757575757575758	0.5588235294117647	0.41379310344827586	0.548480811872777	0.06885185952651231	1	GaussianNB
118	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
119	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
120	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
121	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