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
2	0.0021428585052490233	0.00020663926272374776	0.004525613784790039	0.00020776142457162384	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7884615384615384	0.8863636363636364	0.8269230769230769	0.86	0.8301886792452831	0.838387386198707	0.03304562031604819	1	0.8505747126436781	0.896551724137931	0.896551724137931	0.9080459770114943	0.896551724137931	0.8896551724137932	0.020040914682945644	1	0.9534883720930233	0.9069767441860465	1.0	0.9772727272727273	1.0	0.9675475687103594	0.03483499704423961	1	0.8631578947368421	0.896551724137931	0.9052631578947368	0.9148936170212766	0.9072164948453608	0.8974165777272294	0.018096736889836287	1	DecisionTreeClassifier
3	0.0013436317443847657	0.00023391341934461652	0.0057566165924072266	0.002408419907602289			{}	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	0.8683316230773925	0.0859394739172999	0.004524374008178711	0.0003576277923583903			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7924528301886793	0.8085106382978723	0.82	0.9166666666666666	0.7818181818181819	0.8238896633942799	0.048202697589338095	1	0.8620689655172413	0.8390804597701149	0.8735632183908046	0.9540229885057471	0.8505747126436781	0.8758620689655172	0.04073573596935482	1	0.9767441860465116	0.8837209302325582	0.9534883720930233	1.0	0.9772727272727273	0.9582452431289641	0.04006049624755327	1	0.875	0.8444444444444444	0.8817204301075269	0.9565217391304348	0.8686868686868686	0.885274696473855	0.03777991211164225	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
5	0.15126414299011232	0.01811107239857173	0.013306856155395508	0.002210692523930667	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8076923076923077	0.8837209302325582	0.8571428571428571	0.8979591836734694	0.8113207547169812	0.8515672066916349	0.036774852827802504	1	0.8735632183908046	0.8850574712643678	0.9080459770114943	0.9425287356321839	0.8735632183908046	0.8965517241379312	0.02621092931262383	1	0.9767441860465116	0.8837209302325582	0.9767441860465116	1.0	0.9772727272727273	0.9628964059196617	0.040584808213141546	1	0.8842105263157894	0.8837209302325582	0.9130434782608695	0.9462365591397849	0.88659793814433	0.9027618864186664	0.024346426830158686	1	RandomForestClassifier						balanced	sqrt
6	0.004443168640136719	0.0003713448777735096	0.005470561981201172	0.0002904982371310523			{'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	0.0019789695739746093	0.00015863653469972515	0.0042498111724853516	0.00023481695648380676	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8571428571428571	0.8723404255319149	0.8541666666666666	0.8333333333333334	0.8367346938775511	0.8507435953104647	0.014272053717617132	1	0.896551724137931	0.896551724137931	0.8850574712643678	0.8620689655172413	0.8735632183908046	0.8827586206896552	0.013404487114586916	1	0.9545454545454546	0.9318181818181818	0.9318181818181818	0.9090909090909091	0.9318181818181818	0.9318181818181819	0.014373989364401745	1	0.9032258064516128	0.9010989010989012	0.8913043478260869	0.8695652173913043	0.8817204301075268	0.8893829405750864	0.012522273686114336	1	DecisionTreeClassifier
8	0.0010324954986572266	2.87824059371415e-05	0.005038261413574219	0.000740872543736187			{}	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
9	0.936018705368042	0.1435024964787475	0.0041712760925292965	0.0005843526359750852			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8235294117647058	0.8863636363636364	0.8478260869565217	0.7884615384615384	0.8723404255319149	0.8437042198156635	0.03497320291265929	1	0.8735632183908046	0.8850574712643678	0.8620689655172413	0.8390804597701149	0.896551724137931	0.871264367816092	0.01977546038400606	1	0.9545454545454546	0.8863636363636364	0.8863636363636364	0.9318181818181818	0.9318181818181818	0.9181818181818182	0.02727272727272728	1	0.8842105263157896	0.8863636363636365	0.8666666666666666	0.8541666666666667	0.9010989010989012	0.8785012794223321	0.016354180500685624	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
10	0.17002401351928711	0.004173933521887817	0.014090013504028321	0.0019074009971583154	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.84	0.8913043478260869	0.9333333333333333	0.8723404255319149	0.84	0.875395621338267	0.03499971511583098	1	0.8850574712643678	0.9080459770114943	0.9425287356321839	0.896551724137931	0.8850574712643678	0.903448275862069	0.021318663208036073	1	0.9545454545454546	0.9318181818181818	0.9545454545454546	0.9318181818181818	0.9545454545454546	0.9454545454545453	0.011134044285378127	1	0.8936170212765958	0.9111111111111111	0.9438202247191012	0.9010989010989012	0.8936170212765958	0.9086528558964609	0.018718983557465988	1	RandomForestClassifier						balanced	sqrt
11	0.004750776290893555	0.000524355936126991	0.006039905548095703	0.0009508248484377138			{'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
12	0.001989936828613281	0.00011800323750563928	0.004775238037109375	0.0007958635643620779	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.851063829787234	0.8936170212765957	0.7777777777777778	0.8125	0.8085106382978723	0.828693853427896	0.03994366880311656	1	0.8850574712643678	0.9310344827586207	0.8390804597701149	0.8505747126436781	0.8390804597701149	0.8689655172413794	0.03531561263387866	1	0.9302325581395349	0.9767441860465116	0.9545454545454546	0.9069767441860465	0.8837209302325582	0.9304439746300212	0.03304054899887746	1	0.888888888888889	0.9333333333333332	0.8571428571428572	0.8571428571428572	0.8444444444444444	0.8761904761904763	0.03212472543663111	1	DecisionTreeClassifier
13	0.0009866714477539062	2.2157591981926944e-05	0.004707145690917969	0.0006455812049327525			{}	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
14	1.7184324264526367	0.41735925133386115	0.004328155517578125	0.0004639785456082588			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7547169811320755	0.8163265306122449	0.8269230769230769	0.7547169811320755	0.8	0.7905367139598946	0.030478655990839956	1	0.8160919540229885	0.8620689655172413	0.8850574712643678	0.8160919540229885	0.8160919540229885	0.839080459770115	0.029078415265916133	1	0.9302325581395349	0.9302325581395349	0.9772727272727273	0.9302325581395349	0.8372093023255814	0.9210359408033826	0.04570167345332005	1	0.8333333333333334	0.8695652173913043	0.8958333333333334	0.8333333333333334	0.8181818181818183	0.8500494071146246	0.028465530806464814	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
15	0.17911319732666015	0.005977100154862893	0.013374042510986329	0.0025833323949244315	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8888888888888888	0.851063829787234	0.875	0.8478260869565217	0.925	0.8775557611265288	0.028183695479612123	1	0.9080459770114943	0.8850574712643678	0.9080459770114943	0.8735632183908046	0.896551724137931	0.8942528735632184	0.013404487114586881	1	0.9302325581395349	0.9302325581395349	0.9545454545454546	0.9069767441860465	0.8604651162790697	0.9164904862579281	0.03179692771335431	1	0.9090909090909092	0.888888888888889	0.9130434782608695	0.8764044943820224	0.891566265060241	0.8957988071365861	0.013534100682265786	1	RandomForestClassifier						balanced	sqrt
16	0.004246282577514649	0.00020742593961810567	0.005492544174194336	0.000505823063241848			{'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
17	0.0023474693298339844	0.0004159644612266083	0.0050795555114746095	0.0007537542711967322	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7272727272727273	0.84	0.7818181818181819	0.7719298245614035	0.9333333333333333	0.8108708133971293	0.07098545529627763	1	0.7931034482758621	0.896551724137931	0.8620689655172413	0.8505747126436781	0.9540229885057471	0.871264367816092	0.05312285061283374	1	0.9302325581395349	0.9767441860465116	1.0	1.0	0.9767441860465116	0.9767441860465116	0.025475467790937966	1	0.8163265306122448	0.9032258064516129	0.8775510204081634	0.8712871287128713	0.9545454545454545	0.8845871881460694	0.04500549685151739	1	DecisionTreeClassifier
18	0.001402568817138672	0.00027041629894149975	0.004859399795532226	0.0005202325826066542			{}	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
19	1.0924948692321776	0.1974697751548748	0.004323148727416992	0.00040777369083626287			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8235294117647058	0.8541666666666666	0.7843137254901961	0.7818181818181819	0.9555555555555556	0.8398767082590611	0.06373550073933776	1	0.8850574712643678	0.896551724137931	0.8390804597701149	0.8505747126436781	0.9770114942528736	0.8896551724137931	0.04854876340676525	1	0.9767441860465116	0.9534883720930233	0.9302325581395349	0.9772727272727273	1.0	0.9675475687103594	0.023758736496393568	1	0.8936170212765957	0.9010989010989011	0.851063829787234	0.8686868686868686	0.9772727272727273	0.8983478696244653	0.04330043338122906	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
20	0.18673672676086425	0.00425871820676779	0.01402268409729004	0.002114995380243859	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8695652173913043	0.875	0.9130434782608695	0.88	0.9347826086956522	0.8944782608695652	0.025214242681993553	1	0.896551724137931	0.9195402298850575	0.9425287356321839	0.9310344827586207	0.9655172413793104	0.9310344827586207	0.022988505747126443	1	0.9302325581395349	0.9767441860465116	0.9767441860465116	1.0	1.0	0.9767441860465116	0.025475467790937966	1	0.898876404494382	0.923076923076923	0.9438202247191011	0.9361702127659575	0.9662921348314606	0.9336471799775647	0.022344067534023297	1	RandomForestClassifier						balanced	sqrt
21	0.004868793487548828	0.0006423848080842837	0.006475830078125	0.0013074481211800904			{'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
22	0.0022649288177490233	0.0002710619149921518	0.00461268424987793	0.0002385657809741055	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8431372549019608	0.875	0.7678571428571429	0.8148148148148148	0.8113207547169812	0.8224259934581799	0.03564266639355289	1	0.896551724137931	0.9195402298850575	0.8505747126436781	0.8850574712643678	0.8850574712643678	0.8873563218390805	0.022288183252488877	1	0.9772727272727273	0.9767441860465116	1.0	1.0	1.0	0.9908033826638478	0.011264749940598078	1	0.9052631578947369	0.923076923076923	0.8686868686868687	0.8979591836734693	0.8958333333333334	0.8981638933330662	0.017580824817308816	1	DecisionTreeClassifier
23	0.001177835464477539	0.00022100300951762638	0.004941177368164062	0.0005995174698562829			{}	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
24	1.8019145488739015	0.5072924351385918	0.004171037673950195	0.0005703277922583684			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8269230769230769	0.84	0.7735849056603774	0.8461538461538461	0.7543859649122807	0.8082095587299163	0.03713877412907954	1	0.8850574712643678	0.896551724137931	0.8390804597701149	0.9080459770114943	0.8390804597701149	0.8735632183908045	0.029078415265916147	1	0.9772727272727273	0.9767441860465116	0.9534883720930233	1.0	1.0	0.9815010570824525	0.017376069138229963	1	0.8958333333333334	0.9032258064516129	0.8541666666666667	0.9166666666666666	0.86	0.8859784946236559	0.024589534747539915	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
25	0.18393878936767577	0.0022903507457411342	0.012638616561889648	0.0008147810915167272	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.9772727272727273	0.8367346938775511	0.8269230769230769	0.88	0.8958333333333334	0.8833527662813376	0.053564016249746035	1	0.9770114942528736	0.8850574712643678	0.896551724137931	0.9310344827586207	0.9425287356321839	0.9264367816091955	0.03299471286070649	1	0.9772727272727273	0.9534883720930233	1.0	1.0	1.0	0.9861522198731502	0.018552926367390112	1	0.9772727272727273	0.8913043478260869	0.9052631578947368	0.9361702127659575	0.945054945054945	0.9310130781628907	0.03034325907898099	1	RandomForestClassifier						balanced	sqrt
26	0.004398775100708008	0.00020901091710458136	0.005275821685791016	0.00036392815452945213			{'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
27	0.00206756591796875	0.0001717024992325036	0.004828643798828125	0.00045015684067216416	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8723404255319149	0.82	0.7735849056603774	0.8333333333333334	0.7962962962962963	0.8191109921643843	0.03355465034778286	1	0.896551724137931	0.8735632183908046	0.8275862068965517	0.8620689655172413	0.8735632183908046	0.8666666666666668	0.022524043611799355	1	0.9318181818181818	0.9534883720930233	0.9318181818181818	0.9090909090909091	1.0	0.9452431289640593	0.030769271598132378	1	0.9010989010989012	0.8817204301075269	0.8453608247422681	0.8695652173913043	0.8865979381443299	0.876868662296866	0.018715699648497057	1	DecisionTreeClassifier
28	0.0016726970672607422	0.0002812474893888989	0.005605936050415039	0.0007809245863278931			{}	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
29	1.5445869445800782	0.3960126734423616	0.004444551467895508	0.0005046720090545574			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7962962962962963	0.8297872340425532	0.7708333333333334	0.7884615384615384	0.8431372549019608	0.8057031314071363	0.02676946578992968	1	0.8620689655172413	0.8620689655172413	0.7931034482758621	0.8390804597701149	0.9080459770114943	0.8528735632183908	0.03735190071096992	1	0.9772727272727273	0.9069767441860465	0.8409090909090909	0.9318181818181818	1.0	0.9313953488372093	0.05584897837553966	1	0.8775510204081632	0.8666666666666666	0.8043478260869567	0.8541666666666667	0.9148936170212766	0.863525159369946	0.03587436535354627	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
30	0.18384242057800293	0.006076069359904161	0.012868118286132813	0.0007459176849424791	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8431372549019608	0.8888888888888888	0.8666666666666667	0.8913043478260869	0.8775510204081632	0.8735096357383533	0.01754316812431488	1	0.896551724137931	0.9080459770114943	0.8735632183908046	0.9080459770114943	0.9310344827586207	0.903448275862069	0.018675950355484944	1	0.9772727272727273	0.9302325581395349	0.8863636363636364	0.9318181818181818	1.0	0.9451374207188159	0.039740395854914776	1	0.9052631578947369	0.9090909090909092	0.8764044943820225	0.9111111111111111	0.9347826086956522	0.9073304562348863	0.01861022331533133	1	RandomForestClassifier						balanced	sqrt
31	0.004279470443725586	0.0002558823265505084	0.005733108520507813	0.0006832044460948641			{'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
32	0.0022994041442871093	0.00023470608880696303	0.004636621475219727	0.0002043977704776254	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8367346938775511	0.8571428571428571	0.8076923076923077	0.8936170212765957	0.82	0.8430373759978623	0.030255523340888345	1	0.8850574712643678	0.896551724137931	0.8620689655172413	0.9195402298850575	0.8735632183908046	0.8873563218390805	0.019775460384006044	1	0.9534883720930233	0.9545454545454546	0.9545454545454546	0.9545454545454546	0.9534883720930233	0.9541226215644821	0.000517862524901312	1	0.8913043478260869	0.9032258064516128	0.875	0.9230769230769231	0.8817204301075269	0.89486550149243	0.017005245505571434	1	DecisionTreeClassifier
33	0.0012067317962646484	0.0001254314321262609	0.004871988296508789	6.468794751091687e-05			{}	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
34	1.4954755306243896	0.6153562765333447	0.004317426681518554	0.0006817551917294555			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8163265306122449	0.7843137254901961	0.7884615384615384	0.875	0.8541666666666666	0.8236536922461293	0.03579746610560267	1	0.8620689655172413	0.8275862068965517	0.8390804597701149	0.9080459770114943	0.896551724137931	0.8666666666666668	0.0313521418321514	1	0.9302325581395349	0.9090909090909091	0.9318181818181818	0.9545454545454546	0.9534883720930233	0.9358350951374208	0.016878929096162457	1	0.8695652173913043	0.8421052631578948	0.8541666666666667	0.9130434782608695	0.9010989010989011	0.8759959053151274	0.027089215903989865	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
35	0.18642067909240723	0.0027648207169169367	0.013179731369018555	0.0014817875495277486	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.851063829787234	0.82	0.9333333333333333	0.9333333333333333	0.9318181818181818	0.8939097356544166	0.04867013678331812	1	0.8850574712643678	0.8620689655172413	0.9425287356321839	0.9425287356321839	0.9425287356321839	0.9149425287356323	0.034559302019248055	1	0.9302325581395349	0.9318181818181818	0.9545454545454546	0.9545454545454546	0.9534883720930233	0.94492600422833	0.011367446138494802	1	0.888888888888889	0.8723404255319149	0.9438202247191012	0.9438202247191012	0.942528735632184	0.9182796998982381	0.031199003994897112	1	RandomForestClassifier						balanced	sqrt
36	0.004606199264526367	0.00030640835253414975	0.005708837509155273	0.0004622477857420305			{'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
37	0.002074527740478516	5.369457420975792e-05	0.004720640182495117	0.00042156321788053064	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.9148936170212766	0.8775510204081632	0.8	0.84	0.8571428571428571	0.8579174989144593	0.038230424320156525	1	0.9540229885057471	0.9310344827586207	0.8735632183908046	0.896551724137931	0.9080459770114943	0.9126436781609195	0.027777117180677144	1	1.0	1.0	1.0	0.9767441860465116	0.9767441860465116	0.9906976744186047	0.011392975547828756	1	0.9555555555555556	0.9347826086956522	0.888888888888889	0.9032258064516129	0.9130434782608695	0.9190992675705159	0.023564101742434385	1	DecisionTreeClassifier
38	0.001164388656616211	0.00016108427312301984	0.004695367813110351	0.0003719933595314699			{}	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
39	1.9322119235992432	0.6113837699210615	0.004147720336914062	0.0007077111722888735			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.82	0.8235294117647058	0.7884615384615384	0.82	0.8723404255319149	0.8248662751516317	0.026937885140533396	1	0.8735632183908046	0.8850574712643678	0.8390804597701149	0.8735632183908046	0.9080459770114943	0.8758620689655172	0.02228818325248888	1	0.9534883720930233	0.9767441860465116	0.9318181818181818	0.9534883720930233	0.9534883720930233	0.9538054968287526	0.0142121580957787	1	0.8817204301075269	0.8936170212765957	0.8541666666666667	0.8817204301075269	0.9111111111111112	0.8844671318538856	0.01858402022510766	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
40	0.19132018089294434	0.0022244393787120087	0.012306642532348634	0.0004950663228963199	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8958333333333334	0.8958333333333334	0.8461538461538461	0.9111111111111111	0.8775510204081632	0.8852965288679574	0.022273678027797773	1	0.9425287356321839	0.9425287356321839	0.9080459770114943	0.9310344827586207	0.9310344827586207	0.9310344827586207	0.012591323161038287	1	1.0	1.0	1.0	0.9534883720930233	1.0	0.9906976744186047	0.018604651162790687	1	0.945054945054945	0.945054945054945	0.9166666666666666	0.9318181818181819	0.9347826086956522	0.9346754694580781	0.010468615732609477	1	RandomForestClassifier						balanced	sqrt
41	0.004273223876953125	0.00024021906028259382	0.005591773986816406	0.0009051024902601005			{'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
42	0.0024343490600585937	0.00020424280894957623	0.006906652450561523	0.0006866707168031187	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.78	0.7777777777777778	0.803921568627451	0.7777777777777778	0.7843137254901961	0.7847581699346404	0.009874465157950648	1	0.8275862068965517	0.8505747126436781	0.8505747126436781	0.8505747126436781	0.8390804597701149	0.8436781609195403	0.009195402298850562	1	0.9069767441860465	0.9767441860465116	0.9318181818181818	0.9767441860465116	0.9302325581395349	0.9445031712473572	0.027755209074470696	1	0.8387096774193548	0.8659793814432991	0.8631578947368421	0.8659793814432991	0.851063829787234	0.8569780329660059	0.010667238198752621	1	DecisionTreeClassifier
43	0.0013713836669921875	0.000203211862934177	0.006127309799194336	0.00048237270682944654			{}	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
44	1.30067138671875	0.3074056367912712	0.004353380203247071	0.00042067031364921955			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.78	0.7241379310344828	0.86	0.7166666666666667	0.84	0.7841609195402299	0.05838684030347587	1	0.8275862068965517	0.8045977011494253	0.9080459770114943	0.8045977011494253	0.896551724137931	0.8482758620689654	0.045048087223598675	1	0.9069767441860465	0.9767441860465116	0.9772727272727273	1.0	0.9767441860465116	0.9675475687103594	0.0315775848667449	1	0.8387096774193548	0.8316831683168318	0.9148936170212766	0.8349514563106796	0.9032258064516129	0.8646927451039511	0.03648073624019725	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
45	0.1895288944244385	0.002014413546974869	0.013449954986572265	0.0011055928745813503	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8297872340425532	0.8076923076923077	0.8723404255319149	0.7678571428571429	0.84	0.8235354220247837	0.03476541641217675	1	0.8620689655172413	0.8735632183908046	0.896551724137931	0.8505747126436781	0.896551724137931	0.8758620689655172	0.018390804597701173	1	0.9069767441860465	0.9767441860465116	0.9318181818181818	1.0	0.9767441860465116	0.9584566596194503	0.03392493645746217	1	0.8666666666666666	0.8842105263157894	0.9010989010989012	0.8686868686868687	0.9032258064516129	0.8847777538439677	0.015452898133897993	1	RandomForestClassifier						balanced	sqrt
46	0.004441690444946289	0.00011799946083353337	0.006065845489501953	0.0010027435685364772			{'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
47	0.002072000503540039	0.00021045339651355993	0.004689788818359375	0.0001804676263642823	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8163265306122449	0.8297872340425532	0.84	0.7962962962962963	0.7884615384615384	0.8141743198825265	0.019473734664295157	1	0.8620689655172413	0.8505747126436781	0.8850574712643678	0.8620689655172413	0.8505747126436781	0.8620689655172413	0.012591323161038327	1	0.9302325581395349	0.8863636363636364	0.9545454545454546	0.9772727272727273	0.9534883720930233	0.9403805496828752	0.030836021021931347	1	0.8695652173913043	0.8571428571428571	0.8936170212765958	0.8775510204081632	0.8631578947368421	0.8722068021911525	0.012670763879318698	1	DecisionTreeClassifier
48	0.001321697235107422	0.0001672977988012324	0.004941225051879883	0.0004893872700529387			{}	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
49	1.2938672065734864	0.41128834648806695	0.004164218902587891	0.0005306523186815521			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7843137254901961	0.9024390243902439	0.84	0.8775510204081632	0.7692307692307693	0.8347069079038745	0.051532265568785755	1	0.8390804597701149	0.8735632183908046	0.8850574712643678	0.9195402298850575	0.8275862068965517	0.8689655172413794	0.0329947128607065	1	0.9302325581395349	0.8409090909090909	0.9545454545454546	0.9772727272727273	0.9302325581395349	0.9266384778012686	0.04629900468563652	1	0.851063829787234	0.8705882352941177	0.8936170212765958	0.9247311827956989	0.8421052631578948	0.8764211064623083	0.029947133184237494	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
50	0.1928084373474121	0.0018819907485268688	0.013821220397949219	0.0008887381291720887	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.7843137254901961	0.9024390243902439	0.8958333333333334	0.86	0.7843137254901961	0.8453799617407938	0.0519099128757062	1	0.8390804597701149	0.8735632183908046	0.9310344827586207	0.9080459770114943	0.8390804597701149	0.87816091954023	0.0367816091954023	1	0.9302325581395349	0.8409090909090909	0.9772727272727273	0.9772727272727273	0.9302325581395349	0.931183932346723	0.049799018580322194	1	0.851063829787234	0.8705882352941177	0.9347826086956522	0.9148936170212766	0.851063829787234	0.8844784241171029	0.03429752912239728	1	RandomForestClassifier						balanced	sqrt
51	0.004432106018066406	0.00040587701626017183	0.005803823471069336	0.00020614299614554025			{'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
52	0.002194929122924805	0.00025078630992778853	0.0047760486602783205	0.0003426548102886713	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8936170212765957	0.8269230769230769	0.8333333333333334	0.875	0.9090909090909091	0.8675928681247831	0.032502175910018874	1	0.9310344827586207	0.8850574712643678	0.8620689655172413	0.9080459770114943	0.9080459770114943	0.8988505747126437	0.023443767878587523	1	0.9767441860465116	0.9772727272727273	0.9090909090909091	0.9545454545454546	0.9090909090909091	0.9453488372093023	0.030720205594027078	1	0.9333333333333332	0.8958333333333334	0.8695652173913043	0.9130434782608695	0.9090909090909091	0.90417325428195	0.021073418855955303	1	DecisionTreeClassifier
53	0.0010171890258789062	5.780556663777061e-06	0.004647302627563477	0.00040967131925084886			{}	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
54	1.2683510780334473	0.14120442535349456	0.00443415641784668	0.000605298136657173			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8775510204081632	0.84	0.8695652173913043	0.8936170212765957	0.9523809523809523	0.8866228422914032	0.037202143822820034	1	0.9310344827586207	0.8850574712643678	0.8850574712643678	0.9195402298850575	0.9310344827586207	0.9103448275862069	0.021069313540026825	1	1.0	0.9545454545454546	0.9090909090909091	0.9545454545454546	0.9090909090909091	0.9454545454545455	0.03401506715249039	1	0.9347826086956522	0.8936170212765958	0.888888888888889	0.9230769230769231	0.9302325581395349	0.9141196000155191	0.019098510426465782	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
55	0.18851003646850586	0.001857404059599005	0.013000822067260743	0.000793564808041002	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8958333333333334	0.8775510204081632	0.8695652173913043	0.8979591836734694	0.9555555555555556	0.8992928620723651	0.03011869270863508	1	0.9425287356321839	0.9195402298850575	0.8850574712643678	0.9425287356321839	0.9655172413793104	0.9310344827586207	0.027200366818848805	1	1.0	0.9772727272727273	0.9090909090909091	1.0	0.9772727272727273	0.9727272727272727	0.033402132856134255	1	0.945054945054945	0.9247311827956989	0.888888888888889	0.9462365591397849	0.9662921348314608	0.9342407421421557	0.026212060948629195	1	RandomForestClassifier						balanced	sqrt
56	0.00439605712890625	0.0004693768456373561	0.0059528350830078125	0.0002539582508022052			{'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
57	0.0022286891937255858	6.970233930780428e-05	0.004866743087768554	0.00039462011857565807	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7924528301886793	0.9148936170212766	0.8	0.9130434782608695	0.7884615384615384	0.841770292786473	0.059068909383946856	1	0.8505747126436781	0.9425287356321839	0.8505747126436781	0.9310344827586207	0.8390804597701149	0.8827586206896552	0.044457654266238426	1	0.9545454545454546	0.9772727272727273	0.9302325581395349	0.9545454545454546	0.9318181818181818	0.9496828752642706	0.01735483446510314	1	0.865979381443299	0.945054945054945	0.8602150537634408	0.9333333333333332	0.8541666666666667	0.8917498760523369	0.03909392622320531	1	DecisionTreeClassifier
58	0.0015948295593261718	0.00012828066395255346	0.005991125106811523	0.0005817005776371807			{}	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
59	1.1026182651519776	0.14324052655804487	0.004889726638793945	0.0010175996327541174			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.803921568627451	0.86	0.8636363636363636	0.8541666666666666	0.82	0.8403449197860964	0.023918321397641523	1	0.8505747126436781	0.9080459770114943	0.8735632183908046	0.8850574712643678	0.8620689655172413	0.8758620689655172	0.019775460384006058	1	0.9318181818181818	0.9772727272727273	0.8837209302325582	0.9318181818181818	0.9318181818181818	0.9312896405919661	0.029590757115799084	1	0.8631578947368421	0.9148936170212766	0.8735632183908046	0.8913043478260869	0.8723404255319149	0.883051900701385	0.01834415464041346	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
60	0.19236540794372559	0.002878943916901777	0.013001012802124023	0.0010413261131587454	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8936170212765957	0.9555555555555556	0.8076923076923077	0.8888888888888888	0.7884615384615384	0.8668430623749772	0.06118046233689892	1	0.9195402298850575	0.9655172413793104	0.8735632183908046	0.896551724137931	0.8390804597701149	0.8988505747126437	0.042637326416072215	1	0.9545454545454546	0.9772727272727273	0.9767441860465116	0.9090909090909091	0.9318181818181818	0.9498942917547568	0.026396176455870207	1	0.9230769230769231	0.9662921348314608	0.8842105263157894	0.8988764044943819	0.8541666666666667	0.9053245310770445	0.03778016080904847	1	RandomForestClassifier						balanced	sqrt
61	0.004561805725097656	0.00034113593490975005	0.006715822219848633	0.0013517431568828573			{'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
62	0.0021810054779052733	0.00016655870743876805	0.004390907287597656	0.00018454117977101525	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7735849056603774	0.84	0.8125	0.7818181818181819	0.8367346938775511	0.808927556271222	0.02733319282764477	1	0.8390804597701149	0.896551724137931	0.8505747126436781	0.8620689655172413	0.8735632183908046	0.864367816091954	0.019775460384006058	1	0.9534883720930233	0.9767441860465116	0.9069767441860465	1.0	0.9318181818181818	0.9538054968287526	0.032669833944515725	1	0.8541666666666667	0.9032258064516129	0.8571428571428572	0.8775510204081634	0.8817204301075268	0.8747613561553654	0.017894069465452515	1	DecisionTreeClassifier
63	0.0014212608337402343	0.000418630747539305	0.0058075904846191405	0.0006960161121911706			{}	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
64	1.2932703495025635	0.3070269149927146	0.00411520004272461	0.0005692206222851011			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7735849056603774	0.7636363636363637	0.74	0.86	0.8269230769230769	0.7928288692439637	0.044017718586866796	1	0.8390804597701149	0.8390804597701149	0.7816091954022989	0.9195402298850575	0.8850574712643678	0.8528735632183908	0.04677468953879495	1	0.9534883720930233	0.9767441860465116	0.8604651162790697	1.0	0.9772727272727273	0.9535940803382663	0.048832632973398654	1	0.8541666666666667	0.8571428571428571	0.7956989247311828	0.924731182795699	0.8958333333333334	0.8655145929339477	0.04358651041683021	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
65	0.19373579025268556	0.0015811447448819665	0.01365489959716797	0.0011622480912881331	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8367346938775511	0.8571428571428571	0.7916666666666666	0.8958333333333334	0.8461538461538461	0.8455062794348509	0.03359847095844642	1	0.8850574712643678	0.9080459770114943	0.8275862068965517	0.9425287356321839	0.9080459770114943	0.8942528735632184	0.0380527479476939	1	0.9534883720930233	0.9767441860465116	0.8837209302325582	1.0	1.0	0.9627906976744185	0.043133109281375356	1	0.8913043478260869	0.9130434782608695	0.8351648351648352	0.945054945054945	0.9166666666666666	0.9002468545946808	0.03676075749165613	1	RandomForestClassifier						balanced	sqrt
66	0.0045135498046875	0.00022925561941214	0.005884504318237305	0.00025680262489860436			{'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
67	0.002174854278564453	0.00011694590492603858	0.0051247596740722655	0.0005745828873581929	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8695652173913043	0.8478260869565217	0.8627450980392157	0.82	0.8627450980392157	0.8525763000852514	0.017771955811906083	1	0.896551724137931	0.8620689655172413	0.9195402298850575	0.8735632183908046	0.9195402298850575	0.8942528735632184	0.02344376787858752	1	0.9302325581395349	0.8863636363636364	1.0	0.9534883720930233	1.0	0.9540169133192389	0.04329394717822427	1	0.898876404494382	0.8666666666666666	0.9263157894736842	0.8817204301075269	0.9263157894736842	0.8999790160431889	0.02379729229571924	1	DecisionTreeClassifier
68	0.0010544776916503907	3.80763950719563e-05	0.005653572082519531	0.0005627015960399458			{}	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
69	1.2718564510345458	0.32077819343379	0.004101800918579102	0.00046629674815160143			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.803921568627451	0.9512195121951219	0.9148936170212766	0.8723404255319149	0.7586206896551724	0.8601991626061875	0.07058179850298994	1	0.8620689655172413	0.9195402298850575	0.9425287356321839	0.9080459770114943	0.8390804597701149	0.8942528735632184	0.03805274794769391	1	0.9534883720930233	0.8863636363636364	0.9772727272727273	0.9534883720930233	1.0	0.9541226215644819	0.038033526964117256	1	0.8723404255319148	0.9176470588235294	0.945054945054945	0.9111111111111112	0.8627450980392156	0.9017797277121431	0.03033798337188889	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
70	0.18883519172668456	0.0008676456576691585	0.016011619567871095	0.0017325355898029666	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8723404255319149	0.8666666666666667	0.88	0.8863636363636364	0.8979591836734694	0.8806659824471375	0.010929385542622658	1	0.9080459770114943	0.8735632183908046	0.9310344827586207	0.896551724137931	0.9425287356321839	0.9103448275862067	0.024545007475934022	1	0.9534883720930233	0.8863636363636364	1.0	0.9069767441860465	1.0	0.9493657505285412	0.04671347706089014	1	0.9111111111111112	0.8764044943820225	0.9361702127659575	0.896551724137931	0.9462365591397849	0.9132948203073614	0.02551249787656514	1	RandomForestClassifier						balanced	sqrt
71	0.004232358932495117	0.00012370137460271448	0.0057848930358886715	0.0007042767085316053			{'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
72	0.002027750015258789	0.00014001793569640337	0.004712867736816406	0.0003577187549815837	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7818181818181819	0.7857142857142857	0.8269230769230769	0.8888888888888888	0.8148148148148148	0.8196318496318495	0.038608750101800454	1	0.8505747126436781	0.8620689655172413	0.896551724137931	0.896551724137931	0.8850574712643678	0.8781609195402298	0.018675950355484996	1	0.9772727272727273	1.0	1.0	0.9090909090909091	1.0	0.9772727272727273	0.035208939510976534	1	0.8686868686868686	0.88	0.9052631578947368	0.8988764044943819	0.8979591836734693	0.8901571229498912	0.013632529322759126	1	DecisionTreeClassifier
73	0.0010700702667236328	7.968338420942486e-05	0.004435539245605469	0.00013211435868668643			{}	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
74	1.085054349899292	0.15827320568582814	0.0044189453125	0.0005321580576924798			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7592592592592593	0.8461538461538461	0.803921568627451	0.8269230769230769	0.8235294117647058	0.8119574325456677	0.029559934015403234	1	0.8160919540229885	0.9080459770114943	0.8620689655172413	0.8850574712643678	0.8735632183908046	0.8689655172413794	0.030497699221658854	1	0.9318181818181818	1.0	0.9534883720930233	0.9772727272727273	0.9545454545454546	0.9634249471458773	0.023263980883870366	1	0.836734693877551	0.9166666666666666	0.8723404255319148	0.8958333333333334	0.8842105263157896	0.8811571291450511	0.026595971410552314	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
75	0.19232707023620604	0.00213496251133884	0.014331436157226563	0.001831241405672576	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8148148148148148	0.88	0.8571428571428571	0.8775510204081632	0.8979591836734694	0.865493575207861	0.028453138052690893	1	0.8850574712643678	0.9310344827586207	0.9080459770114943	0.9195402298850575	0.9425287356321839	0.9172413793103449	0.019775460384006016	1	1.0	1.0	0.9767441860465116	0.9772727272727273	1.0	0.9908033826638478	0.011264749940598078	1	0.8979591836734693	0.9361702127659575	0.9130434782608695	0.9247311827956989	0.9462365591397849	0.923628123327156	0.016974046610632783	1	RandomForestClassifier						balanced	sqrt
76	0.0048328876495361325	0.00019966701802444185	0.00673069953918457	0.0008874171344694884			{'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
77	0.0021222591400146484	0.00019748915384906377	0.005195093154907226	0.00046344108327378027	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8636363636363636	0.7959183673469388	0.7924528301886793	0.9523809523809523	0.8431372549019608	0.849505153690979	0.05822401991154598	1	0.8735632183908046	0.8390804597701149	0.8620689655172413	0.9425287356321839	0.9080459770114943	0.8850574712643677	0.03634801908239516	1	0.8837209302325582	0.9069767441860465	0.9767441860465116	0.9302325581395349	1.0	0.9395348837209301	0.04313310928137536	1	0.8735632183908046	0.8478260869565216	0.875	0.9411764705882352	0.9148936170212766	0.8904918785913676	0.033200362403427226	1	DecisionTreeClassifier
78	0.001080465316772461	6.112791999116283e-05	0.005242586135864258	0.0002060961688989271			{}	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
79	1.1959696292877198	0.14080829208907036	0.004356956481933594	0.0005870528652363635			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7872340425531915	0.8085106382978723	0.8113207547169812	0.9130434782608695	0.8431372549019608	0.832649233746175	0.04398488044286019	1	0.8160919540229885	0.8390804597701149	0.8850574712643678	0.9425287356321839	0.9080459770114943	0.8781609195402298	0.04574654883248827	1	0.8604651162790697	0.8837209302325582	1.0	0.9767441860465116	1.0	0.9441860465116279	0.05992604058941919	1	0.8222222222222222	0.8444444444444444	0.8958333333333334	0.9438202247191011	0.9148936170212766	0.8842427683480756	0.04484137320821887	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
80	0.1951068878173828	0.0022881152175649425	0.013331174850463867	0.0009673283529581934	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8837209302325582	0.7959183673469388	0.8269230769230769	0.9534883720930233	0.8431372549019608	0.8606376002995114	0.05437943771859323	1	0.8850574712643678	0.8390804597701149	0.896551724137931	0.9540229885057471	0.9080459770114943	0.8965517241379309	0.03706785171631516	1	0.8837209302325582	0.9069767441860465	1.0	0.9534883720930233	1.0	0.9488372093023255	0.04743273966132824	1	0.8837209302325582	0.8478260869565216	0.9052631578947368	0.9534883720930233	0.9148936170212766	0.9010384328396233	0.034906332402911494	1	RandomForestClassifier						balanced	sqrt
81	0.004303455352783203	0.00023048815720343765	0.005551338195800781	0.00023452182629605712			{'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
82	0.0020093917846679688	0.00011963995388653626	0.004314136505126953	0.00013841124847784088	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8809523809523809	0.8541666666666666	0.803921568627451	0.803921568627451	0.8979591836734694	0.8481842737094837	0.03874391219806552	1	0.8735632183908046	0.896551724137931	0.8620689655172413	0.8620689655172413	0.9425287356321839	0.8873563218390805	0.030323921743156134	1	0.8604651162790697	0.9534883720930233	0.9534883720930233	0.9534883720930233	1.0	0.9441860465116279	0.04557190219131496	1	0.8705882352941177	0.9010989010989011	0.8723404255319148	0.8723404255319148	0.9462365591397849	0.8925209093193267	0.02917018690474438	1	DecisionTreeClassifier
83	0.0011737823486328125	0.0002477355771924818	0.006713438034057617	0.0003002526020621795			{}	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
84	1.7255743980407714	0.5048302426773646	0.004402303695678711	0.00029247624846939784			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8541666666666666	0.8478260869565217	0.7413793103448276	0.84	0.8076923076923077	0.8182128743320647	0.04161339992707591	1	0.896551724137931	0.8735632183908046	0.8275862068965517	0.896551724137931	0.8620689655172413	0.871264367816092	0.025598916610712757	1	0.9534883720930233	0.9069767441860465	1.0	0.9767441860465116	0.9545454545454546	0.9583509513742072	0.03082333525345895	1	0.9010989010989011	0.8764044943820224	0.8514851485148515	0.9032258064516129	0.875	0.8814428700894776	0.019106107705665402	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
85	0.19639902114868163	0.002088271265498995	0.021457910537719727	0.005576984026873168	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8888888888888888	0.8837209302325582	0.82	0.8571428571428571	0.851063829787234	0.8601633012103077	0.024840030190334587	1	0.9080459770114943	0.8850574712643678	0.8735632183908046	0.9080459770114943	0.8735632183908046	0.8896551724137932	0.015591563179598297	1	0.9302325581395349	0.8837209302325582	0.9534883720930233	0.9767441860465116	0.9090909090909091	0.9306553911205073	0.03259929854950761	1	0.9090909090909092	0.8837209302325582	0.8817204301075269	0.9130434782608695	0.8791208791208791	0.8933393253625486	0.014601660842130238	1	RandomForestClassifier						balanced	sqrt
86	0.0047051429748535155	0.00017161371311103895	0.006136894226074219	0.0006322596042438573			{'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
87	0.002054643630981445	5.7839659351053614e-05	0.004293632507324219	0.00013169879756414914	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7659574468085106	0.8775510204081632	0.851063829787234	0.875	0.875	0.8489144594007815	0.04258508944297005	1	0.7931034482758621	0.9195402298850575	0.8850574712643678	0.9080459770114943	0.9195402298850575	0.885057471264368	0.047669980122592444	1	0.8372093023255814	0.9772727272727273	0.9302325581395349	0.9545454545454546	0.9767441860465116	0.9352008456659618	0.051956005796795726	1	0.8	0.9247311827956989	0.888888888888889	0.9130434782608695	0.923076923076923	0.8899480946044761	0.04676015587235548	1	DecisionTreeClassifier
88	0.0013537883758544921	0.00027163213604338267	0.005893182754516601	0.0004974941364007879			{}	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
89	1.4838696479797364	0.6199237407095957	0.0040858745574951175	0.0006339836598317698			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.8809523809523809	0.7692307692307693	0.7924528301886793	0.875	0.8269230769230769	0.8289118114589812	0.04410755304470653	1	0.8735632183908046	0.8160919540229885	0.8620689655172413	0.9080459770114943	0.896551724137931	0.871264367816092	0.03201928339582557	1	0.8604651162790697	0.9090909090909091	0.9767441860465116	0.9545454545454546	1.0	0.9401691331923889	0.04988533262452812	1	0.8705882352941177	0.8333333333333333	0.875	0.9130434782608695	0.9052631578947368	0.8794456409566115	0.028354615586541464	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
90	0.1956347942352295	0.0014039843468034515	0.013931798934936523	0.001354689586326171	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8809523809523809	0.8888888888888888	0.8888888888888888	0.9166666666666666	0.8936170212765957	0.8938027693346842	0.012134391020530794	1	0.8735632183908046	0.896551724137931	0.9080459770114943	0.9540229885057471	0.9310344827586207	0.9126436781609195	0.02777711718067714	1	0.8604651162790697	0.9090909090909091	0.9302325581395349	1.0	0.9767441860465116	0.935306553911205	0.04942988079513129	1	0.8705882352941177	0.8988764044943819	0.9090909090909092	0.9565217391304348	0.9333333333333332	0.9136821242686354	0.029389707317364476	1	RandomForestClassifier						balanced	sqrt
91	0.005793619155883789	0.0005572281654045837	0.008275651931762695	0.0013568136907738026			{'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
92	0.005517721176147461	0.0014116957467791389	0.008818578720092774	0.0013795761354392928	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.8478260869565217	0.8936170212765957	0.8076923076923077	0.8367346938775511	0.8461538461538461	0.8464047911913644	0.02765228701358383	1	0.8735632183908046	0.9310344827586207	0.8735632183908046	0.8735632183908046	0.9080459770114943	0.8919540229885058	0.023668115266636754	1	0.9069767441860465	0.9767441860465116	0.9767441860465116	0.9318181818181818	1.0	0.9584566596194503	0.03392493645746217	1	0.8764044943820224	0.9333333333333332	0.8842105263157894	0.8817204301075268	0.9166666666666666	0.8984670901610677	0.02243808310022765	1	DecisionTreeClassifier
93	0.0017252922058105468	0.000320580731560803	0.008783674240112305	0.0013091521896116177			{}	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
94	1.233776044845581	0.23447687891633837	0.004335212707519531	0.0006214690301318999			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7222222222222222	0.8125	0.7547169811320755	0.8269230769230769	0.82	0.7872724560554748	0.04140310304928609	1	0.7816091954022989	0.8505747126436781	0.8160919540229885	0.8850574712643678	0.8620689655172413	0.8390804597701148	0.03634801908239515	1	0.9069767441860465	0.9069767441860465	0.9302325581395349	0.9772727272727273	0.9318181818181818	0.9306553911205073	0.025675137939879418	1	0.8041237113402061	0.8571428571428572	0.8333333333333334	0.8958333333333334	0.8723404255319149	0.8525547321363292	0.03162463540687007	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
95	0.19530963897705078	0.0027913324156435	0.014107561111450196	0.0008964366429279065	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.8125	0.8297872340425532	0.84	0.9565217391304348	0.875	0.8627617946345977	0.05113192701931878	1	0.8505747126436781	0.8620689655172413	0.896551724137931	0.9770114942528736	0.9080459770114943	0.8988505747126437	0.044457654266238454	1	0.9069767441860465	0.9069767441860465	0.9767441860465116	1.0	0.9545454545454546	0.9490486257928119	0.03723812068719494	1	0.8571428571428572	0.8666666666666666	0.9032258064516129	0.9777777777777777	0.9130434782608695	0.9035713172599568	0.04269425052296095	1	RandomForestClassifier						balanced	sqrt
96	0.004642105102539063	0.000382758187848364	0.006401586532592774	0.0011292886347330732			{'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
97	0.0024424076080322267	0.00044691371294081517	0.004960823059082031	0.00034843031152216207	gini	best	{'criterion': 'gini', 'splitter': 'best'}	0.7962962962962963	0.8	0.8235294117647058	0.8297872340425532	0.84	0.817922588420711	0.017020775966639777	1	0.8620689655172413	0.8505747126436781	0.8735632183908046	0.8620689655172413	0.8850574712643678	0.8666666666666666	0.011721883939293793	1	0.9772727272727273	0.9302325581395349	0.9545454545454546	0.9069767441860465	0.9545454545454546	0.9447145877378436	0.02402997441354085	1	0.8775510204081632	0.8602150537634408	0.8842105263157896	0.8666666666666666	0.8936170212765958	0.8764520576861312	0.011961870283472129	1	DecisionTreeClassifier
98	0.001541900634765625	0.00020927183956067987	0.006117963790893554	0.0011798443445466258			{}	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
99	1.1970837593078614	0.19940989694591937	0.004441261291503906	0.0006258874336289021			{'activation': 'logistic', 'hidden_layer_sizes': (60, 80, 100), 'learning_rate': 'constant', 'max_iter': 500000, 'solver': 'lbfgs'}	0.7457627118644068	0.8125	0.9148936170212766	0.8	0.8695652173913043	0.8285443092553976	0.05841901774746935	1	0.8275862068965517	0.8505747126436781	0.9425287356321839	0.8505747126436781	0.8850574712643678	0.871264367816092	0.04008182936589125	1	1.0	0.9069767441860465	0.9772727272727273	0.9302325581395349	0.9090909090909091	0.9447145877378436	0.03746846609226435	1	0.8543689320388349	0.8571428571428572	0.945054945054945	0.8602150537634408	0.888888888888889	0.8811341353777935	0.03427994057319923	1	MLPClassifier	logistic	(60, 80, 100)	constant	500000	lbfgs
100	0.19360728263854982	0.0027234169199152124	0.014816474914550782	0.0014398728068045806	gini		{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}	0.7719298245614035	0.8333333333333334	0.8936170212765957	0.8478260869565217	0.8695652173913043	0.8432542967038318	0.04107353328001852	1	0.8505747126436781	0.8735632183908046	0.9195402298850575	0.8735632183908046	0.8850574712643678	0.8804597701149426	0.02252404361179934	1	1.0	0.9302325581395349	0.9545454545454546	0.9069767441860465	0.9090909090909091	0.9401691331923889	0.03450431121940526	1	0.8712871287128713	0.8791208791208791	0.9230769230769231	0.8764044943820224	0.888888888888889	0.887755662836317	0.01856608067167711	1	RandomForestClassifier						balanced	sqrt
101	0.0045832633972167965	0.00037759465520098416	0.006492757797241211	0.0010056513369830899			{'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