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ML_BreastCancerTreatment

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#		mean_fit_time	std_fit_time	mean_score_time	std_score_time	param_pca__n_components	param_tree__criterion	param_tree__max_depth	param_tree__min_samples_leaf	param_tree__min_samples_split	param_tree__splitter	params	split0_test_f1	split1_test_f1	split2_test_f1	split3_test_f1	split4_test_f1	mean_test_f1	std_test_f1	rank_test_f1	split0_train_f1	split1_train_f1	split2_train_f1	split3_train_f1	split4_train_f1	mean_train_f1	std_train_f1	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_train_recall	split1_train_recall	split2_train_recall	split3_train_recall	split4_train_recall	mean_train_recall	std_train_recall	split0_test_specificity	split1_test_specificity	split2_test_specificity	split3_test_specificity	split4_test_specificity	mean_test_specificity	std_test_specificity	rank_test_specificity	split0_train_specificity	split1_train_specificity	split2_train_specificity	split3_train_specificity	split4_train_specificity	mean_train_specificity	std_train_specificity	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_train_precision	split1_train_precision	split2_train_precision	split3_train_precision	split4_train_precision	mean_train_precision	std_train_precision	split0_test_balanced_accuracy_score	split1_test_balanced_accuracy_score	split2_test_balanced_accuracy_score	split3_test_balanced_accuracy_score	split4_test_balanced_accuracy_score	mean_test_balanced_accuracy_score	std_test_balanced_accuracy_score	rank_test_balanced_accuracy_score	split0_train_balanced_accuracy_score	split1_train_balanced_accuracy_score	split2_train_balanced_accuracy_score	split3_train_balanced_accuracy_score	split4_train_balanced_accuracy_score	mean_train_balanced_accuracy_score	std_train_balanced_accuracy_score
1	0	0.011842489242553711	0.0032503220335468584	0.014970207214355468	0.001643257709416911	9	gini	2	2	2	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 2, 'tree__splitter': 'best'}	0.36363636363636365	0.4074074074074074	0.3157894736842105	0.3673469387755102	0.43243243243243246	0.3773225231871848	0.04003833609006272	2511	0.46808510638297873	0.45685279187817257	0.4666666666666667	0.47368421052631576	0.42758620689655175	0.4585749964701371	0.01641631343762476	0.5714285714285714	0.8461538461538461	0.46153846153846156	0.6923076923076923	0.5714285714285714	0.6285714285714284	0.1310229324025396	1134	0.8301886792452831	0.8333333333333334	0.6481481481481481	0.8333333333333334	0.5849056603773585	0.7459818308874914	0.10758096992869685	0.56	0.4	0.62	0.46	0.6938775510204082	0.5467755102040817	0.10606485093131489	3180	0.542713567839196	0.507537688442211	0.6934673366834171	0.542713567839196	0.695	0.596286432160804	0.08099992564718576	0.26666666666666666	0.2682926829268293	0.24	0.25	0.34782608695652173	0.2745570873100035	0.038123721302906824	3029	0.32592592592592595	0.3146853146853147	0.3645833333333333	0.33088235294117646	0.33695652173913043	0.33460668972497615	0.016674581857438676	0.5657142857142857	0.6230769230769231	0.5407692307692308	0.5761538461538461	0.6326530612244898	0.5876734693877552	0.03490410658464176	2725	0.6864511235422395	0.6704355108877722	0.6708077424157826	0.6880234505862647	0.6399528301886792	0.6711341315241476	0.017278469240538604
2	1	0.008851861953735352	0.001127740954550982	0.015914440155029297	0.004752867532184116	9	gini	2	2	2	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 2, 'tree__splitter': 'random'}	0.32558139534883723	0.43478260869565216	0.28	0.4782608695652174	0.3793103448275862	0.3795870436874586	0.0715784048370312	2439	0.3786407766990291	0.4406779661016949	0.42574257425742573	0.4146341463414634	0.3779527559055118	0.407529643861025	0.025260067313949933	0.5	0.7692307692307693	0.5384615384615384	0.8461538461538461	0.7857142857142857	0.6879120879120879	0.1406164082832042	396	0.7358490566037735	0.7222222222222222	0.7962962962962963	0.6296296296296297	0.9056603773584906	0.7579315164220825	0.09112610555351115	0.56	0.54	0.4	0.56	0.32653061224489793	0.4773061224489796	0.09624610963215753	3553	0.4271356783919598	0.5778894472361809	0.4723618090452261	0.6180904522613065	0.235	0.4660954773869347	0.134582774975545	0.2413793103448276	0.30303030303030304	0.1891891891891892	0.3333333333333333	0.25	0.26338642717953065	0.050265189390600824	3316	0.2549019607843137	0.3170731707317073	0.2905405405405405	0.3090909090909091	0.23880597014925373	0.2820825102593449	0.030453175196158293	0.53	0.6546153846153846	0.46923076923076923	0.7030769230769232	0.5561224489795918	0.5826091051805338	0.0848779210326319	2887	0.5814923674978667	0.6500558347292016	0.6343290526707612	0.6238600409454681	0.5703301886792453	0.6120134969045086	0.030836931192641307
3	2	0.018259000778198243	0.007036738831712372	0.017432594299316408	0.003445788745055157	9	gini	2	2	5	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 5, 'tree__splitter': 'best'}	0.3404255319148936	0.39215686274509803	0.29508196721311475	0.34615384615384615	0.4	0.3547636416053905	0.0381737955500587	3157	0.45714285714285713	0.455026455026455	0.4880382775119617	0.463768115942029	0.4411764705882353	0.4610304352423077	0.015376991864945315	0.5714285714285714	0.7692307692307693	0.6923076923076923	0.6923076923076923	0.5	0.6450549450549451	0.0962777851156462	882	0.7547169811320755	0.7962962962962963	0.9444444444444444	0.8888888888888888	0.5660377358490566	0.7900768693221523	0.13044209424267203	0.5	0.44	0.22	0.4	0.7142857142857143	0.4548571428571429	0.15983052248668697	3609	0.5879396984924623	0.5376884422110553	0.47738693467336685	0.4723618090452261	0.735	0.5620753768844221	0.09631953850932336	0.24242424242424243	0.2631578947368421	0.1875	0.23076923076923078	0.3333333333333333	0.2514369402527297	0.04783453823327749	3539	0.32786885245901637	0.31851851851851853	0.32903225806451614	0.3137254901960784	0.3614457831325301	0.33011818047413194	0.016678907904047323	0.5357142857142857	0.6046153846153847	0.45615384615384613	0.5461538461538462	0.6071428571428572	0.5499560439560439	0.05527044747827488	3576	0.6713283398122689	0.6669923692536758	0.7109156895589056	0.6806253489670575	0.6505188679245283	0.6760761231032871	0.019963567663251226
4	3	0.00807194709777832	0.0031156324281346216	0.013504552841186523	0.00303528391410078	9	gini	2	2	5	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 5, 'tree__splitter': 'random'}	0.3157894736842105	0.25	0.3492063492063492	0.4489795918367347	0.36363636363636365	0.3455223556727316	0.06489014333805672	3349	0.3778801843317972	0.2	0.4206008583690987	0.40425531914893614	0.3776824034334764	0.35608375305666173	0.0797329050522593	0.6428571428571429	0.15384615384615385	0.8461538461538461	0.8461538461538461	0.7142857142857143	0.6406593406593407	0.2556829034800506	964	0.7735849056603774	0.12962962962962962	0.9074074074074074	0.7037037037037037	0.8301886792452831	0.6689028651292803	0.2778066165604627	0.32	0.98	0.22	0.5	0.3673469387755102	0.47746938775510206	0.26693021268173395	3552	0.38190954773869346	0.9547738693467337	0.34673366834170855	0.5175879396984925	0.32	0.5042010050251255	0.23531948027420146	0.20930232558139536	0.6666666666666666	0.22	0.3055555555555556	0.24390243902439024	0.32908539736560155	0.17205726455733047	1056	0.25	0.4375	0.2737430167597765	0.2835820895522388	0.24444444444444444	0.2978539101512919	0.07131425972025632	0.48142857142857143	0.5669230769230769	0.5330769230769231	0.6730769230769231	0.5408163265306123	0.5590643642072213	0.063397598127192	3468	0.5777472266995354	0.5422017494881817	0.627070537874558	0.6106458217010982	0.5750943396226416	0.586551935077203	0.029658087902937145
5	4	0.011124944686889649	0.003670672819016232	0.022813034057617188	0.002170839041746538	9	gini	2	2	10	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 10, 'tree__splitter': 'best'}	0.3076923076923077	0.46511627906976744	0.35555555555555557	0.33962264150943394	0.3783783783783784	0.36927303244108856	0.0531570047388934	2772	0.49382716049382713	0.4662576687116564	0.49079754601226994	0.4716981132075472	0.43523316062176165	0.4715627298094125	0.02104130522251192	0.42857142857142855	0.7692307692307693	0.6153846153846154	0.6923076923076923	0.5	0.6010989010989011	0.123917849309982	1579	0.7547169811320755	0.7037037037037037	0.7407407407407407	0.9259259259259259	0.7924528301886793	0.783508036338225	0.07666754535197949	0.62	0.6	0.52	0.38	0.673469387755102	0.5586938775510204	0.10204584477406128	3099	0.6532663316582915	0.6432160804020101	0.6532663316582915	0.457286432160804	0.51	0.5834070351758793	0.083225914016123	0.24	0.3333333333333333	0.25	0.225	0.30434782608695654	0.27053623188405795	0.04126607939905006	3145	0.3669724770642202	0.3486238532110092	0.3669724770642202	0.31645569620253167	0.3	0.33980490070839625	0.027142379427030214	0.5242857142857142	0.6846153846153846	0.5676923076923077	0.5361538461538462	0.5867346938775511	0.5798963893249608	0.05686427218154427	2982	0.7039916563951836	0.673459892052857	0.6970035361995162	0.691606179043365	0.6512264150943397	0.6834575357570524	0.019028098405182308
6	5	0.012093210220336914	0.0026318448986740127	0.02270197868347168	0.004271080401269715	9	gini	2	2	10	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 10, 'tree__splitter': 'random'}	0.4262295081967213	0.3333333333333333	0.20512820512820512	0.46153846153846156	0.4864864864864865	0.38254319893664157	0.10281113077649792	2339	0.37037037037037035	0.350597609561753	0.44025157232704404	0.42528735632183906	0.3815789473684211	0.3936171711898855	0.033804683875191616	0.9285714285714286	0.8461538461538461	0.3076923076923077	0.6923076923076923	0.6428571428571429	0.6835164835164835	0.21423217138903441	476	0.8490566037735849	0.8148148148148148	0.6481481481481481	0.6851851851851852	0.5471698113207547	0.7088749126484976	0.11069927940784507	0.32	0.16	0.56	0.66	0.7142857142857143	0.48285714285714293	0.2105464222407195	3526	0.271356783919598	0.23115577889447236	0.6482412060301508	0.5829145728643216	0.65	0.4767336683417085	0.18611749304985045	0.2765957446808511	0.20754716981132076	0.15384615384615385	0.34615384615384615	0.391304347826087	0.27508945246365174	0.08697150829603847	3009	0.23684210526315788	0.2233502538071066	0.3333333333333333	0.30833333333333335	0.29292929292929293	0.2789576637332448	0.042144404457162055	0.6242857142857143	0.5030769230769231	0.4338461538461539	0.6761538461538461	0.6785714285714286	0.5831868131868132	0.09813301255747035	2869	0.5602066938465915	0.5229852968546436	0.6481946770891495	0.6340498790247534	0.5985849056603774	0.5928042904951031	0.04634652995016933
7	6	0.010747671127319336	0.0027754683824207753	0.015333890914916992	0.0013101033713018245	9	gini	2	2	15	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 15, 'tree__splitter': 'best'}	0.4186046511627907	0.4126984126984127	0.3684210526315789	0.3333333333333333	0.4	0.38661148996522315	0.03178929406744884	2171	0.4742268041237113	0.43171806167400884	0.49333333333333335	0.4694835680751174	0.4155844155844156	0.4568692365581173	0.028729966606067858	0.6428571428571429	1.0	0.5384615384615384	0.6923076923076923	0.7857142857142857	0.7318681318681317	0.15600525754472644	166	0.8679245283018868	0.9074074074074074	0.6851851851851852	0.9259259259259259	0.9056603773584906	0.8584206848357793	0.08864435288545801	0.6	0.26	0.64	0.36	0.3877551020408163	0.4495510204081633	0.1460639718812136	3617	0.5226130653266332	0.3768844221105528	0.7035175879396985	0.45226130653266333	0.35	0.48105527638190954	0.12654854794303347	0.3103448275862069	0.26	0.28	0.21951219512195122	0.2682926829268293	0.26762994112699745	0.029501025713169832	3224	0.3262411347517731	0.2832369942196532	0.3854166666666667	0.31446540880503143	0.2696629213483146	0.3158046251582878	0.04036398883000145	0.6214285714285714	0.63	0.5892307692307692	0.5261538461538462	0.5867346938775511	0.5907095761381476	0.03653169284760302	2606	0.69526879681426	0.6421459147589801	0.6943513865624419	0.6890936162292947	0.6278301886792452	0.6697379806088444	0.028809262681647265
8	7	0.006975555419921875	0.0007460609720304854	0.012842130661010743	0.002426254594172382	9	gini	2	2	15	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 15, 'tree__splitter': 'random'}	0.4406779661016949	0.41025641025641024	0.3333333333333333	0.1	0.37037037037037035	0.3309276160123618	0.12101841109952914	3558	0.4	0.40963855421686746	0.46153846153846156	0.3870967741935484	0.40860215053763443	0.41337518809730234	0.025400377646033197	0.9285714285714286	0.6153846153846154	0.5384615384615384	0.07692307692307693	0.7142857142857143	0.5747252747252748	0.2812328165664084	2065	0.8679245283018868	0.6296296296296297	0.6666666666666666	0.3333333333333333	0.7169811320754716	0.6429070580013976	0.1747549887718892	0.36	0.64	0.56	0.88	0.3877551020408163	0.5655510204081633	0.18884609380927653	3041	0.3417085427135678	0.6080402010050251	0.6683417085427136	0.8944723618090452	0.525	0.6075125628140704	0.18083500199635452	0.28888888888888886	0.3076923076923077	0.2413793103448276	0.14285714285714285	0.25	0.24616352995663343	0.057133289176754906	3595	0.2598870056497175	0.30357142857142855	0.35294117647058826	0.46153846153846156	0.2857142857142857	0.3327304715888963	0.07122768130521297	0.6442857142857144	0.6276923076923078	0.5492307692307692	0.4784615384615385	0.5510204081632653	0.5701381475667191	0.0600292430135759	3258	0.6048165355077273	0.6188349153173274	0.6675041876046901	0.6139028475711893	0.6209905660377358	0.6252098104077339	0.021867732953738478
9	8	0.009329748153686524	0.001416957182568606	0.01538224220275879	0.0030787181362532385	9	gini	2	2	30	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 30, 'tree__splitter': 'best'}	0.38095238095238093	0.3673469387755102	0.2857142857142857	0.375	0.4090909090909091	0.3636209029066172	0.041426343768089714	2933	0.42786069651741293	0.47953216374269003	0.4666666666666667	0.47959183673469385	0.40404040404040403	0.4515383535403735	0.030384877277432318	0.5714285714285714	0.6923076923076923	0.6153846153846154	0.6923076923076923	0.6428571428571429	0.6428571428571428	0.046362688153250516	931	0.8113207547169812	0.7592592592592593	0.9074074074074074	0.8703703703703703	0.7547169811320755	0.8206149545772187	0.06033569038670071	0.6	0.46	0.3	0.48	0.5714285714285714	0.4822857142857143	0.10538791318219541	3528	0.4723618090452261	0.6180904522613065	0.4623115577889447	0.5226130653266332	0.475	0.5100753768844222	0.057893743733635615	0.2857142857142857	0.25	0.18604651162790697	0.2571428571428571	0.3	0.25578073089701	0.03936875674614606	3472	0.2905405405405405	0.3504273504273504	0.3141025641025641	0.33098591549295775	0.27586206896551724	0.312383687905786	0.026859893527255454	0.5857142857142856	0.5761538461538461	0.45769230769230773	0.5861538461538461	0.6071428571428572	0.5625714285714285	0.05340870072268109	3409	0.6418412818811037	0.6886748557602829	0.6848594825981761	0.6964917178485017	0.6148584905660377	0.6653451657308203	0.031611794108228224
10	9	0.010072040557861327	0.001461821263810136	0.01923069953918457	0.0043387559408789265	9	gini	2	2	30	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 30, 'tree__splitter': 'random'}	0.16666666666666666	0.32432432432432434	0.3333333333333333	0.5	0.4	0.3448648648648649	0.10901034918392921	3360	0.4121212121212121	0.3611111111111111	0.39195979899497485	0.38666666666666666	0.3870967741935484	0.3877911126175026	0.016265919297097916	0.21428571428571427	0.9230769230769231	0.6153846153846154	0.8461538461538461	0.7857142857142857	0.676923076923077	0.25254172245298273	511	0.6415094339622641	0.9629629629629629	0.7222222222222222	0.5370370370370371	0.9056603773584906	0.7538784067085954	0.15962656290967983	0.62	0.02	0.46	0.6	0.3877551020408163	0.4175510204081633	0.21679932930670795	3677	0.6080402010050251	0.08542713567839195	0.46733668341708545	0.6633165829145728	0.265	0.4178241206030151	0.21575132333164396	0.13636363636363635	0.19672131147540983	0.22857142857142856	0.3548387096774194	0.2682926829268293	0.2369575538029447	0.07305652023787867	3668	0.30357142857142855	0.2222222222222222	0.2689655172413793	0.3020833333333333	0.24615384615384617	0.2685992695044419	0.0316196019004459	0.41714285714285715	0.4715384615384616	0.5376923076923077	0.7230769230769231	0.5867346938775511	0.5472370486656202	0.10509576799427019	3603	0.6247748174836446	0.5241950493206774	0.5947794528196538	0.6001768099758049	0.5853301886792452	0.5858512636558052	0.03347159143802711
11	10	0.01463313102722168	0.003637539137602634	0.015989398956298827	0.0033620944659744165	9	gini	2	4	2	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 2, 'tree__splitter': 'best'}	0.38095238095238093	0.4230769230769231	0.31746031746031744	0.33962264150943394	0.45714285714285713	0.38365102402838247	0.05154113275429188	2296	0.425531914893617	0.46153846153846156	0.48598130841121495	0.4433497536945813	0.449438202247191	0.4531679281570131	0.020103931889202856	0.5714285714285714	0.8461538461538461	0.7692307692307693	0.6923076923076923	0.5714285714285714	0.69010989010989	0.10842985831687044	385	0.7547169811320755	0.7777777777777778	0.9629629629629629	0.8333333333333334	0.7547169811320755	0.816701607267645	0.07857257885324281	0.6	0.44	0.2	0.38	0.7346938775510204	0.4709387755102041	0.18377074974853957	3565	0.5226130653266332	0.5678391959798995	0.457286432160804	0.47738693467336685	0.575	0.5200251256281406	0.047051628140951464	0.2857142857142857	0.28205128205128205	0.2	0.225	0.38095238095238093	0.27474358974358976	0.0624741463252033	3021	0.2962962962962963	0.328125	0.325	0.30201342281879195	0.32	0.31428694382301764	0.012753063150174946	0.5857142857142856	0.6430769230769231	0.48461538461538467	0.5361538461538462	0.653061224489796	0.580524332810047	0.06382574597248049	2963	0.6386650232293544	0.6728084868788387	0.7101246975618835	0.6553601340033501	0.6648584905660377	0.6683633664478928	0.023778678142142805
12	11	0.010377979278564453	0.0031946566232260243	0.013361692428588867	0.0017246304716329105	9	gini	2	4	2	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 2, 'tree__splitter': 'random'}	0.3076923076923077	0.34375	0.23809523809523808	0.32786885245901637	0.4186046511627907	0.3272022098818706	0.05822262231583426	3575	0.4097560975609756	0.4050632911392405	0.425531914893617	0.3865546218487395	0.42857142857142855	0.4110954708028002	0.015193777657176388	0.5714285714285714	0.8461538461538461	0.38461538461538464	0.7692307692307693	0.6428571428571429	0.6428571428571428	0.16068023495766365	931	0.7924528301886793	0.8888888888888888	0.5555555555555556	0.8518518518518519	0.6226415094339622	0.7422781271837875	0.13053494280773242	0.4	0.2	0.52	0.24	0.5918367346938775	0.3903673469387755	0.152536810477353	3704	0.4472361809045226	0.32160804020100503	0.7135678391959799	0.3065326633165829	0.66	0.48978894472361806	0.16895396768315	0.21052631578947367	0.21568627450980393	0.1724137931034483	0.20833333333333334	0.3103448275862069	0.22346090886445324	0.04606780988668612	3717	0.27631578947368424	0.26229508196721313	0.3448275862068966	0.25	0.32673267326732675	0.2920342261830241	0.037120030212143745	0.4857142857142857	0.5230769230769231	0.4523076923076923	0.5046153846153847	0.6173469387755102	0.5166122448979592	0.05553909368499174	3733	0.619844505546601	0.605248464544947	0.6345616973757677	0.5791922575842174	0.6413207547169811	0.6160335359537028	0.0222299673634122
13	12	0.00945453643798828	0.004227470072015863	0.016782474517822266	0.0038242112887984714	9	gini	2	4	5	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 5, 'tree__splitter': 'best'}	0.3404255319148936	0.391304347826087	0.3333333333333333	0.375	0.4117647058823529	0.3703655837913334	0.029804668235541006	2745	0.4624277456647399	0.43820224719101125	0.4387755102040816	0.47368421052631576	0.4166666666666667	0.445951276050563	0.02004852670946358	0.5714285714285714	0.6923076923076923	0.6923076923076923	0.6923076923076923	0.5	0.6296703296703297	0.07997101274136374	1111	0.7547169811320755	0.7222222222222222	0.7962962962962963	0.8333333333333334	0.5660377358490566	0.7345213137665968	0.09222343773515669	0.5	0.52	0.36	0.48	0.7346938775510204	0.5189387755102041	0.12139837731271687	3364	0.5979899497487438	0.5728643216080402	0.5025125628140703	0.542713567839196	0.695	0.58221608040201	0.06476045410782813	0.24242424242424243	0.2727272727272727	0.21951219512195122	0.2571428571428571	0.35	0.26836131348326464	0.044426925436627115	3211	0.3333333333333333	0.31451612903225806	0.3028169014084507	0.33088235294117646	0.32967032967032966	0.3222438092771096	0.011746292835482163	0.5357142857142857	0.6061538461538462	0.5261538461538462	0.5861538461538461	0.6173469387755102	0.5743045525902668	0.0369191806378754	3156	0.6763534654404096	0.6475432719151313	0.6494044295551833	0.6880234505862647	0.6305188679245283	0.6583686970843035	0.020861530167945633
14	13	0.006916713714599609	0.001083551893021902	0.017008256912231446	0.004926505217644947	9	gini	2	4	5	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 5, 'tree__splitter': 'random'}	0.42857142857142855	0.43478260869565216	0.36666666666666664	0.3880597014925373	0.36363636363636365	0.39634335381252966	0.03011742678493831	1792	0.4034334763948498	0.4171779141104294	0.4144144144144144	0.37174721189591076	0.3851851851851852	0.39839164040015795	0.01743220873492261	0.8571428571428571	0.7692307692307693	0.8461538461538461	1.0	0.8571428571428571	0.8659340659340659	0.07466060550093638	4	0.8867924528301887	0.6296296296296297	0.8518518518518519	0.9259259259259259	0.9811320754716981	0.8550663871418589	0.12062523793102788	0.4	0.54	0.28	0.18	0.1836734693877551	0.31673469387755104	0.137500263147679	3741	0.3316582914572864	0.6231155778894473	0.3869346733668342	0.1708542713567839	0.175	0.3375125628140704	0.1662715964370424	0.2857142857142857	0.30303030303030304	0.23404255319148937	0.24074074074074073	0.23076923076923078	0.2588594226892099	0.029683237247715034	3425	0.2611111111111111	0.3119266055045872	0.27380952380952384	0.23255813953488372	0.23963133640552994	0.2638073432731272	0.02822682668452312	0.6285714285714286	0.6546153846153846	0.563076923076923	0.59	0.5204081632653061	0.5913343799058085	0.047374837189132324	2577	0.6092253721437375	0.6263726037595385	0.619393262609343	0.5483900986413549	0.5780660377358491	0.5962894749779647	0.029094882691090316
15	14	0.008699655532836914	0.00113419503543142	0.0170745849609375	0.00452672945822769	9	gini	2	4	10	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 10, 'tree__splitter': 'best'}	0.34146341463414637	0.4074074074074074	0.3389830508474576	0.34615384615384615	0.4444444444444444	0.3756904326974604	0.04271864044768416	2559	0.4263959390862944	0.45226130653266333	0.43555555555555553	0.4729064039408867	0.449438202247191	0.4473114814725182	0.015873156415888413	0.5	0.8461538461538461	0.7692307692307693	0.6923076923076923	0.5714285714285714	0.6758241758241758	0.12634973496092142	518	0.7924528301886793	0.8333333333333334	0.9074074074074074	0.8888888888888888	0.7547169811320755	0.8353598881900769	0.05727931555260269	0.6	0.4	0.28	0.4	0.7142857142857143	0.4788571428571429	0.15625828957602372	3541	0.48743718592964824	0.49748743718592964	0.3869346733668342	0.49246231155778897	0.575	0.48786432160804016	0.059821983672913734	0.25925925925925924	0.2682926829268293	0.21739130434782608	0.23076923076923078	0.36363636363636365	0.26786976818790176	0.0513226766899078	3221	0.2916666666666667	0.3103448275862069	0.28654970760233917	0.3221476510067114	0.32	0.30614177057238484	0.014555287589816886	0.55	0.6230769230769231	0.5246153846153847	0.5461538461538462	0.6428571428571428	0.5773406593406594	0.046656830148876526	3062	0.6399450080591638	0.6654103852596315	0.6471710403871208	0.690675600223339	0.6648584905660377	0.6616121048990586	0.017593522352093553
16	15	0.009723806381225586	0.0034809651586199778	0.0173891544342041	0.002611326663586597	9	gini	2	4	10	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 10, 'tree__splitter': 'random'}	0.23809523809523808	0.34146341463414637	0.2978723404255319	0.4230769230769231	0.36923076923076925	0.33394773709252173	0.06282439871375646	3529	0.37267080745341613	0.4258064516129032	0.42780748663101603	0.41379310344827586	0.3781818181818182	0.4036519334654859	0.02360387126399356	0.35714285714285715	0.5384615384615384	0.5384615384615384	0.8461538461538461	0.8571428571428571	0.6274725274725275	0.1946761528595916	1140	0.5660377358490566	0.6111111111111112	0.7407407407407407	0.7777777777777778	0.9811320754716981	0.7353598881900769	0.14583548872030627	0.54	0.58	0.46	0.44	0.20408163265306123	0.4448163265306123	0.13079869345325873	3635	0.6080402010050251	0.6582914572864321	0.5326633165829145	0.4623115577889447	0.15	0.48226130653266325	0.17896529003129055	0.17857142857142858	0.25	0.20588235294117646	0.28205128205128205	0.23529411764705882	0.23035983624218917	0.03567429072336185	3705	0.2777777777777778	0.32673267326732675	0.3007518796992481	0.28187919463087246	0.23423423423423423	0.2842751519218919	0.030417671186923824	0.4485714285714286	0.5592307692307692	0.49923076923076926	0.6430769230769231	0.5306122448979591	0.53614442700157	0.06485335941541036	3678	0.5870389684270408	0.6347012841987716	0.6367020286618277	0.6200446677833613	0.565566037735849	0.6088105973613701	0.02799485562315394
17	16	0.016762447357177735	0.0015426205356454028	0.022846126556396486	0.006447933652767666	9	gini	2	4	15	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 15, 'tree__splitter': 'best'}	0.125	0.42857142857142855	0.35294117647058826	0.375	0.38461538461538464	0.3332255979314803	0.10697985037854134	3539	0.4585987261146497	0.45410628019323673	0.49740932642487046	0.47619047619047616	0.4097560975609756	0.45921218129684177	0.02905042225254655	0.14285714285714285	0.9230769230769231	0.6923076923076923	0.6923076923076923	0.7142857142857143	0.632967032967033	0.2600103107018945	1105	0.6792452830188679	0.8703703703703703	0.8888888888888888	0.8333333333333334	0.7924528301886793	0.812858141160028	0.07453366646016234	0.68	0.38	0.42	0.48	0.42857142857142855	0.47771428571428565	0.10603657436017452	3551	0.6582914572864321	0.46733668341708545	0.542713567839196	0.5477386934673367	0.45	0.5332160804020101	0.07376987114698794	0.1111111111111111	0.27906976744186046	0.23684210526315788	0.2571428571428571	0.2631578947368421	0.2294647471391657	0.06070250831983282	3708	0.34615384615384615	0.30718954248366015	0.34532374100719426	0.3333333333333333	0.27631578947368424	0.3216632504903436	0.026689621073119663	0.4114285714285715	0.6515384615384616	0.5561538461538461	0.5861538461538461	0.5714285714285714	0.5553406593406593	0.07896029491412741	3507	0.66876837015265	0.6688535268937279	0.7158012283640425	0.6905360134003351	0.6212264150943396	0.6730371107810189	0.031161046368076126
18	17	0.013385152816772461	0.005938470653542792	0.020329904556274415	0.003089358137925528	9	gini	2	4	15	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 15, 'tree__splitter': 'random'}	0.35294117647058826	0.3870967741935484	0.15384615384615385	0.44	0.4	0.3467768209020581	0.1004083742703346	3328	0.3790849673202614	0.38461538461538464	0.43870967741935485	0.43575418994413406	0.375886524822695	0.402810148824366	0.02825916208966529	0.42857142857142855	0.9230769230769231	0.23076923076923078	0.8461538461538461	1.0	0.6857142857142857	0.30131539501738663	436	0.5471698113207547	0.8333333333333334	0.6296296296296297	0.7222222222222222	1.0	0.746470999301188	0.15860825429706574	0.72	0.26	0.54	0.48	0.14285714285714285	0.42857142857142855	0.20495893067955376	3665	0.6432160804020101	0.32160804020100503	0.6633165829145728	0.5678391959798995	0.12	0.4631959798994975	0.21035033648413404	0.3	0.24489795918367346	0.11538461538461539	0.2972972972972973	0.25	0.24151597437311723	0.06711851230931791	3636	0.29	0.25	0.33663366336633666	0.312	0.2314410480349345	0.28401494228025426	0.03875240595025866	0.5742857142857143	0.5915384615384616	0.38538461538461544	0.6630769230769231	0.5714285714285714	0.5571428571428572	0.09209119037412648	3491	0.5951929458613824	0.5774706867671692	0.6464731062721012	0.6450307091010609	0.56	0.6048334896003428	0.035217549558065143
19	18	0.01414475440979004	0.005802617988003584	0.022234487533569335	0.0038350321742992646	9	gini	2	4	30	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 30, 'tree__splitter': 'best'}	0.4878048780487805	0.4	0.30434782608695654	0.375	0.4444444444444444	0.40231942971603624	0.06234171132458503	1568	0.4293785310734463	0.45161290322580644	0.45652173913043476	0.47959183673469385	0.4268292682926829	0.44878685569141286	0.019367914355490314	0.7142857142857143	0.6153846153846154	0.5384615384615384	0.6923076923076923	0.7142857142857143	0.654945054945055	0.0686615356123662	769	0.7169811320754716	0.6481481481481481	0.7777777777777778	0.8703703703703703	0.660377358490566	0.7347309573724667	0.08196484114955895	0.66	0.62	0.48	0.48	0.5714285714285714	0.5622857142857143	0.07280726584059916	3064	0.5678391959798995	0.6683417085427136	0.5577889447236181	0.5226130653266332	0.62	0.5873165829145729	0.05112938869696705	0.37037037037037035	0.2962962962962963	0.21212121212121213	0.2571428571428571	0.3225806451612903	0.2917022762184053	0.05420469894064971	2458	0.3064516129032258	0.3465346534653465	0.3230769230769231	0.33098591549295775	0.3153153153153153	0.3244728840507537	0.013709246764335808	0.6871428571428572	0.6176923076923078	0.5092307692307692	0.5861538461538461	0.6428571428571428	0.6086153846153846	0.05967122416507217	1846	0.6424101640276856	0.6582449283454308	0.6677833612506979	0.6964917178485017	0.640188679245283	0.6610237701435199	0.020454616561801354
20	19	0.008355236053466797	0.002289523073823817	0.01777329444885254	0.005220113820775982	9	gini	2	4	30	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 30, 'tree__splitter': 'random'}	0.32786885245901637	0.46511627906976744	0.37735849056603776	0.3582089552238806	0.358974358974359	0.3775053872586122	0.04659447784456552	2503	0.37719298245614036	0.34177215189873417	0.39106145251396646	0.3724137931034483	0.40559440559440557	0.377606957113339	0.02133351499957266	0.7142857142857143	0.7692307692307693	0.7692307692307693	0.9230769230769231	0.5	0.7351648351648352	0.13665311258645993	143	0.8113207547169812	0.5	0.6481481481481481	1.0	0.5471698113207547	0.7013277428371769	0.1835370137262509	0.26	0.6	0.4	0.16	0.6326530612244898	0.41053061224489795	0.18480961983937103	3683	0.33668341708542715	0.6130653266331658	0.5477386934673367	0.08542713567839195	0.695	0.4555829145728644	0.21989376054728813	0.2127659574468085	0.3333333333333333	0.25	0.2222222222222222	0.28	0.2596643026004728	0.04367019483309273	3404	0.24571428571428572	0.25961538461538464	0.28	0.2288135593220339	0.32222222222222224	0.2672730903747853	0.0321991905615035	0.48714285714285716	0.6846153846153846	0.5846153846153846	0.5415384615384615	0.5663265306122449	0.5728477237048665	0.06480525885741258	3185	0.5740020859012042	0.5565326633165829	0.5979434208077424	0.542713567839196	0.6210849056603773	0.5784553287050207	0.028195654502741335
21	20	0.010236167907714843	0.0030896889079882056	0.017317819595336913	0.002628420468559087	9	gini	2	6	2	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 2, 'tree__splitter': 'best'}	0.32432432432432434	0.44	0.35555555555555557	0.40816326530612246	0.43243243243243246	0.392095115523687	0.04496261138316707	1965	0.43661971830985913	0.4673913043478261	0.49079754601226994	0.4787234042553192	0.4217687074829932	0.4590601360816535	0.025913466251176853	0.42857142857142855	0.8461538461538461	0.6153846153846154	0.7692307692307693	0.5714285714285714	0.6461538461538462	0.1476622156680512	878	0.5849056603773585	0.7962962962962963	0.7407407407407407	0.8333333333333334	0.5849056603773585	0.7080363382250174	0.10476742125324613	0.66	0.48	0.52	0.48	0.6938775510204082	0.5667755102040817	0.09175364949100817	3019	0.7085427135678392	0.5628140703517588	0.6532663316582915	0.5527638190954773	0.685	0.6324773869346734	0.0635357688184024	0.2608695652173913	0.2972972972972973	0.25	0.2777777777777778	0.34782608695652173	0.2867541454497976	0.03447432078639464	2630	0.34831460674157305	0.33076923076923076	0.3669724770642202	0.3358208955223881	0.32978723404255317	0.342332888827993	0.01397431898989085	0.5442857142857143	0.6630769230769231	0.5676923076923077	0.6246153846153846	0.6326530612244898	0.6064646781789639	0.043794397100678055	1938	0.6467241869725988	0.6795551833240275	0.6970035361995162	0.6930485762144054	0.6349528301886793	0.6702568625798453	0.02498586421595647
22	21	0.011688423156738282	0.0034614077654354304	0.020064449310302733	0.007223740408427898	9	gini	2	6	2	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 2, 'tree__splitter': 'random'}	0.43902439024390244	0.2222222222222222	0.3235294117647059	0.09523809523809523	0.43243243243243246	0.3024893103802716	0.13066415000877543	3695	0.42528735632183906	0.23809523809523808	0.3805970149253731	0.39603960396039606	0.41975308641975306	0.3719544599445199	0.06885083256122693	0.6428571428571429	0.15384615384615385	0.8461538461538461	0.07692307692307693	0.5714285714285714	0.4582417582417582	0.2951035423583972	3557	0.6981132075471698	0.18518518518518517	0.9444444444444444	0.37037037037037035	0.6415094339622641	0.5679245283018868	0.26444210250340666	0.64	0.94	0.12	0.86	0.6938775510204082	0.6507755102040816	0.28674805401368125	1668	0.5778894472361809	0.8994974874371859	0.18090452261306533	0.864321608040201	0.625	0.6295226130653265	0.25766708356203527	0.3333333333333333	0.4	0.2	0.125	0.34782608695652173	0.281231884057971	0.10223720929741448	2822	0.30578512396694213	0.3333333333333333	0.2383177570093458	0.425531914893617	0.3119266055045872	0.32297894694156504	0.06034836109421059	0.6414285714285715	0.5469230769230768	0.48307692307692307	0.4684615384615385	0.6326530612244898	0.55450863422292	0.07242342118541595	3518	0.6380013273916754	0.5423413363111855	0.5626744835287549	0.6173459892052857	0.633254716981132	0.5987235706836067	0.038885549361583234
23	22	0.012700080871582031	0.0027083390640319314	0.017147207260131837	0.004100303019913135	9	gini	2	6	5	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 5, 'tree__splitter': 'best'}	0.375	0.3333333333333333	0.2	0.375	0.4	0.3366666666666666	0.07160850352980279	3491	0.4262295081967213	0.4685714285714286	0.4645161290322581	0.47619047619047616	0.4	0.44710150839817675	0.02920474967223407	0.42857142857142855	0.6153846153846154	0.3076923076923077	0.6923076923076923	0.6428571428571429	0.5373626373626373	0.1454705999417399	2643	0.49056603773584906	0.7592592592592593	0.6666666666666666	0.8333333333333334	0.7547169811320755	0.7009084556254368	0.11768853369177286	0.76	0.46	0.54	0.48	0.5510204081632653	0.5582040816326531	0.10664380568569698	3117	0.7839195979899497	0.5979899497487438	0.6733668341708543	0.5477386934673367	0.465	0.6136030150753768	0.10885236354608682	0.3333333333333333	0.22857142857142856	0.14814814814814814	0.2571428571428571	0.2903225806451613	0.2515036695681857	0.06235872617487111	3537	0.37681159420289856	0.33884297520661155	0.3564356435643564	0.3333333333333333	0.272108843537415	0.33550647796892297	0.03515467941130662	0.5942857142857143	0.5376923076923077	0.4238461538461539	0.5861538461538461	0.596938775510204	0.5477833594976452	0.06559463155117945	3600	0.6372428178628994	0.6786246045040015	0.6700167504187604	0.6905360134003351	0.6098584905660378	0.6572557353504068	0.029577236723770915
24	23	0.015091276168823243	0.003823690020785876	0.01744999885559082	0.004695396106602841	9	gini	2	6	5	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 5, 'tree__splitter': 'random'}	0.46153846153846156	0.36619718309859156	0.17777777777777778	0.4074074074074074	0.3835616438356164	0.359296494731571	0.09628451719832722	3052	0.410958904109589	0.38636363636363635	0.4419889502762431	0.41414141414141414	0.36551724137931035	0.40379402925403857	0.02602378482817729	0.8571428571428571	1.0	0.3076923076923077	0.8461538461538461	1.0	0.8021978021978022	0.25602273175250045	32	0.8490566037735849	0.9444444444444444	0.7407407407407407	0.7592592592592593	1.0	0.8587002096436059	0.101206366012921	0.48	0.1	0.44	0.4	0.08163265306122448	0.3003265306122449	0.1730224061200606	3743	0.39195979899497485	0.20100502512562815	0.5628140703517588	0.4824120603015075	0.08	0.3436381909547738	0.1785948187663053	0.3157894736842105	0.22413793103448276	0.125	0.2682926829268293	0.23728813559322035	0.23410164464774857	0.06301511991522059	3690	0.2710843373493976	0.24285714285714285	0.31496062992125984	0.2847222222222222	0.22362869198312235	0.2674506048666289	0.03191837615201529	0.6685714285714286	0.55	0.37384615384615383	0.6230769230769231	0.5408163265306123	0.5512621664050236	0.10050469880843911	3557	0.6205082013842799	0.5727247347850363	0.6517774055462497	0.6208356597803835	0.54	0.6011692002991899	0.03968051338743328
25	24	0.011067628860473633	0.0026046769707673786	0.015144443511962891	0.004085073798893408	9	gini	2	6	10	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 10, 'tree__splitter': 'best'}	0.46153846153846156	0.4	0.35555555555555557	0.40816326530612246	0.43478260869565216	0.4120079782191584	0.03554659464441035	1222	0.4260355029585799	0.4583333333333333	0.49079754601226994	0.48128342245989303	0.4327485380116959	0.4578396685551544	0.02560134672153251	0.6428571428571429	0.7692307692307693	0.6153846153846154	0.7692307692307693	0.7142857142857143	0.7021978021978021	0.06354651558154267	296	0.6792452830188679	0.8148148148148148	0.7407407407407407	0.8333333333333334	0.6981132075471698	0.7532494758909853	0.0614439781984306	0.68	0.46	0.52	0.48	0.5510204081632653	0.5382040816326531	0.07759551891981148	3247	0.5979899497487438	0.5276381909547738	0.6532663316582915	0.5577889447236181	0.595	0.5863366834170854	0.042310556332817204	0.36	0.2702702702702703	0.25	0.2777777777777778	0.3125	0.29410960960960963	0.03862758210279432	2363	0.3103448275862069	0.3188405797101449	0.3669724770642202	0.3383458646616541	0.3135593220338983	0.3296126142112249	0.02105716758861379	0.6614285714285715	0.6146153846153847	0.5676923076923077	0.6246153846153846	0.6326530612244898	0.6202009419152276	0.0305372399972258	1347	0.6386176163838058	0.6712265028847944	0.6970035361995162	0.6955611390284757	0.6465566037735848	0.6697930796540355	0.024159055664296387
26	25	0.007724666595458984	0.002000999268875499	0.017190933227539062	0.0053838754492529835	9	gini	2	6	10	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 10, 'tree__splitter': 'random'}	0.3018867924528302	0.38461538461538464	0.3076923076923077	0.3448275862068966	0.47368421052631576	0.36254125629874695	0.06299391823209792	2963	0.3886255924170616	0.4021164021164021	0.39751552795031053	0.39090909090909093	0.378698224852071	0.3915729676489872	0.008017041704691646	0.5714285714285714	0.7692307692307693	0.46153846153846156	0.7692307692307693	0.6428571428571429	0.6428571428571429	0.11825319606430425	909	0.7735849056603774	0.7037037037037037	0.5925925925925926	0.7962962962962963	0.6037735849056604	0.693990216631726	0.08404370183395851	0.38	0.42	0.6	0.3	0.6938775510204082	0.47877551020408166	0.14569564849657368	3543	0.4120603015075377	0.5125628140703518	0.6231155778894473	0.38190954773869346	0.58	0.501929648241206	0.09314010692603905	0.20512820512820512	0.2564102564102564	0.23076923076923078	0.2222222222222222	0.375	0.2579059829059829	0.06084155480786451	3441	0.25949367088607594	0.2814814814814815	0.29906542056074764	0.25903614457831325	0.27586206896551724	0.27498775729442715	0.014947825293041114	0.4757142857142857	0.5946153846153847	0.5307692307692308	0.5346153846153846	0.6683673469387755	0.5608163265306122	0.06563729578570014	3437	0.5928226035839576	0.6081332588870277	0.6078540852410199	0.5891029220174948	0.5918867924528302	0.597959932436466	0.00828387157494583
27	26	0.008803844451904297	0.0013086409353720546	0.015415763854980469	0.004058769508844324	9	gini	2	6	15	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 15, 'tree__splitter': 'best'}	0.40816326530612246	0.4074074074074074	0.35555555555555557	0.33962264150943394	0.43243243243243246	0.38863626044219035	0.03506688590401706	2105	0.4444444444444444	0.45685279187817257	0.49079754601226994	0.4716981132075472	0.449438202247191	0.46264621955792506	0.01681519611914213	0.7142857142857143	0.8461538461538461	0.6153846153846154	0.6923076923076923	0.5714285714285714	0.6879120879120879	0.09442879586347619	396	0.8679245283018868	0.8333333333333334	0.7407407407407407	0.9259259259259259	0.7547169811320755	0.8245283018867925	0.06947836370403018	0.5	0.4	0.52	0.38	0.6938775510204082	0.49877551020408156	0.11169691841171754	3453	0.457286432160804	0.507537688442211	0.6532663316582915	0.457286432160804	0.575	0.5300753768844221	0.07523116568078457	0.2857142857142857	0.2682926829268293	0.25	0.225	0.34782608695652173	0.2753666111195273	0.04144333708455788	3000	0.2987012987012987	0.3146853146853147	0.3669724770642202	0.31645569620253167	0.32	0.32336295733067305	0.022996994751154926	0.6071428571428572	0.6230769230769231	0.5676923076923077	0.5361538461538462	0.6326530612244898	0.5933437990580848	0.03618944730854912	2501	0.6626054802313455	0.6704355108877722	0.6970035361995162	0.691606179043365	0.6648584905660377	0.6773018393856073	0.014217857501525372
28	27	0.0077091693878173825	0.0026260465296793437	0.015356063842773438	0.003475668738122474	9	gini	2	6	15	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 15, 'tree__splitter': 'random'}	0.3561643835616438	0.35294117647058826	0.3333333333333333	0.4528301886792453	0.36923076923076925	0.37289997025511595	0.04158426366330006	2665	0.37681159420289856	0.36792452830188677	0.4785276073619632	0.41711229946524064	0.3722627737226277	0.4025277606109234	0.041864925204953406	0.9285714285714286	0.6923076923076923	0.5384615384615384	0.9230769230769231	0.8571428571428571	0.7879120879120879	0.15113785711608085	44	0.9811320754716981	0.7222222222222222	0.7222222222222222	0.7222222222222222	0.9622641509433962	0.8220125786163521	0.12236328167183892	0.08	0.42	0.56	0.44	0.20408163265306123	0.3408163265306122	0.17370692020598055	3734	0.1407035175879397	0.4020100502512563	0.6482412060301508	0.5276381909547738	0.15	0.3737185929648241	0.20208926170187697	0.22033898305084745	0.23684210526315788	0.2413793103448276	0.3	0.23529411764705882	0.24677090326117837	0.02753670298902805	3584	0.23318385650224216	0.2468354430379747	0.3577981651376147	0.2932330827067669	0.23076923076923078	0.2723639556307659	0.04827303777100104	0.5042857142857143	0.5561538461538461	0.5492307692307692	0.6815384615384615	0.5306122448979591	0.5643642072213501	0.06127782163742685	3379	0.5609177965298189	0.5621161362367393	0.6852317141261866	0.6249302065884981	0.5561320754716981	0.5978655857905881	0.05049788557451731
29	28	0.007237052917480469	0.0008327713890899016	0.013918304443359375	0.0033035750115926197	9	gini	2	6	30	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 30, 'tree__splitter': 'best'}	0.3181818181818182	0.4166666666666667	0.35555555555555557	0.36	0.45714285714285713	0.38150937950937946	0.04919978086860622	2374	0.42574257425742573	0.4418604651162791	0.4819277108433735	0.4712041884816754	0.4431818181818182	0.4527833513761144	0.0206466628758039	0.5	0.7692307692307693	0.6153846153846154	0.6923076923076923	0.5714285714285714	0.6296703296703295	0.09360676676504114	1116	0.8113207547169812	0.7037037037037037	0.7407407407407407	0.8333333333333334	0.7358490566037735	0.7649895178197065	0.049011389111013715	0.54	0.5	0.52	0.44	0.7346938775510204	0.5469387755102041	0.09966440982411595	3176	0.46733668341708545	0.5979899497487438	0.6381909547738693	0.5376884422110553	0.58	0.5642412060301508	0.058226142579644216	0.23333333333333334	0.2857142857142857	0.25	0.24324324324324326	0.38095238095238093	0.27864864864864863	0.0541179128826275	2899	0.28859060402684567	0.3220338983050847	0.35714285714285715	0.3284671532846715	0.3170731707317073	0.3226615366982333	0.021977801804457926	0.52	0.6346153846153846	0.5676923076923077	0.5661538461538461	0.653061224489796	0.5883045525902668	0.04882448168344319	2695	0.6393287190670334	0.6508468267262237	0.689465847757305	0.6855108877721943	0.6579245283018867	0.6646153619249285	0.019636312126521286
30	29	0.007033491134643554	0.0019530627959746902	0.017089223861694335	0.004001311844175211	9	gini	2	6	30	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 30, 'tree__splitter': 'random'}	0.09523809523809523	0.37681159420289856	0.3508771929824561	0.0	0.45614035087719296	0.25581344666012856	0.1760871938008296	3747	0.2962962962962963	0.3724137931034483	0.4225352112676056	0.15873015873015872	0.35537190082644626	0.321069472044791	0.09063769088570095	0.07142857142857142	1.0	0.7692307692307693	0.0	0.9285714285714286	0.5538461538461539	0.430194166500659	2372	0.22641509433962265	1.0	0.8333333333333334	0.09259259259259259	0.8113207547169812	0.592732354996506	0.36217806982982687	0.88	0.14	0.32	0.92	0.3877551020408163	0.5295510204081634	0.3133791962086983	3306	0.9195979899497487	0.08542713567839195	0.4271356783919598	0.9798994974874372	0.27	0.5364120603015075	0.354913138493571	0.14285714285714285	0.23214285714285715	0.22727272727272727	0.0	0.3023255813953488	0.18091966173361523	0.10362673314038756	3749	0.42857142857142855	0.2288135593220339	0.2830188679245283	0.5555555555555556	0.2275132275132275	0.34469452777735476	0.12842231155256026	0.4757142857142857	0.5700000000000001	0.5446153846153846	0.46	0.6581632653061225	0.5416985871271586	0.07127704555189526	3646	0.5730065421446857	0.542713567839196	0.6302345058626466	0.5362460450400149	0.5406603773584906	0.5645722076490067	0.03531181857511875
31	30	0.011623620986938477	0.003167044044881968	0.01597561836242676	0.002467608896780357	9	gini	2	8	2	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 2, 'tree__splitter': 'best'}	0.4090909090909091	0.37735849056603776	0.19607843137254902	0.32727272727272727	0.45714285714285713	0.35338868308901605	0.08929812621655929	3190	0.467005076142132	0.450261780104712	0.47513812154696133	0.45871559633027525	0.449438202247191	0.46011175527425435	0.009861090820067017	0.6428571428571429	0.7692307692307693	0.38461538461538464	0.6923076923076923	0.5714285714285714	0.612087912087912	0.13074614257350195	1385	0.8679245283018868	0.7962962962962963	0.7962962962962963	0.9259259259259259	0.7547169811320755	0.8282320055904963	0.06093248116902681	0.58	0.4	0.34	0.34	0.7346938775510204	0.4789387755102041	0.1552181305614041	3539	0.507537688442211	0.5276381909547738	0.5778894472361809	0.4271356783919598	0.575	0.523040201005025	0.05507705037255044	0.3	0.25	0.13157894736842105	0.21428571428571427	0.38095238095238093	0.2553634085213033	0.08343111078335033	3480	0.3194444444444444	0.31386861313868614	0.33858267716535434	0.3048780487804878	0.32	0.31935475670579455	0.011043642076705525	0.6114285714285714	0.5846153846153846	0.36230769230769233	0.5161538461538462	0.653061224489796	0.545513343799058	0.10184952067719945	3625	0.687731108372049	0.661967243625535	0.6870928717662386	0.6765308021589429	0.6648584905660377	0.6756361032977607	0.010782781074227206
32	31	0.008764171600341797	0.0014805366568307217	0.010895729064941406	0.0007994489879759164	9	gini	2	8	2	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 2, 'tree__splitter': 'random'}	0.4	0.4489795918367347	0.3404255319148936	0.30303030303030304	0.42424242424242425	0.38333557020487113	0.05394519223374244	2308	0.39330543933054396	0.35602094240837695	0.4205128205128205	0.3	0.3727598566308244	0.36851981177651316	0.040464217803975806	0.8571428571428571	0.8461538461538461	0.6153846153846154	0.38461538461538464	1.0	0.7406593406593406	0.21652534877802745	140	0.8867924528301887	0.6296296296296297	0.7592592592592593	0.3333333333333333	0.9811320754716981	0.7180293501048218	0.22592453175598054	0.32	0.5	0.48	0.7	0.22448979591836735	0.4448979591836735	0.16341646064119872	3634	0.3015075376884422	0.4824120603015075	0.49748743718592964	0.7587939698492462	0.13	0.43404020100502505	0.21063511084445669	0.2608695652173913	0.3055555555555556	0.23529411764705882	0.25	0.2692307692307692	0.264190001530155	0.02359606723569921	3301	0.25268817204301075	0.24817518248175183	0.2907801418439716	0.2727272727272727	0.23008849557522124	0.2588918529342456	0.02093441132575134	0.5885714285714285	0.6730769230769231	0.5476923076923077	0.5423076923076923	0.6122448979591837	0.5927786499215071	0.047800719689056345	2525	0.5941499952593154	0.5560208449655686	0.6283733482225945	0.5460636515912898	0.5555660377358491	0.5760347755549236	0.03093632910030694
33	32	0.006663990020751953	0.0009203189565263736	0.015530586242675781	0.007461736796808334	9	gini	2	8	5	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 5, 'tree__splitter': 'best'}	0.3333333333333333	0.4	0.3018867924528302	0.3829787234042553	0.3508771929824561	0.353815208434575	0.03495209609211272	3179	0.4072398190045249	0.4406779661016949	0.42857142857142855	0.4864864864864865	0.41025641025641024	0.43464642208410903	0.028658931996761464	0.6428571428571429	0.7692307692307693	0.6153846153846154	0.6923076923076923	0.7142857142857143	0.6868131868131868	0.05405878626922569	416	0.8490566037735849	0.7222222222222222	0.8333333333333334	0.8333333333333334	0.7547169811320755	0.7985324947589099	0.05043399498691292	0.38	0.46	0.36	0.5	0.32653061224489793	0.4053061224489796	0.06458633951524381	3688	0.38190954773869346	0.5778894472361809	0.44221105527638194	0.5678391959798995	0.49	0.4919698492462311	0.07447338174658788	0.225	0.2702702702702703	0.2	0.2647058823529412	0.23255813953488372	0.238506858431619	0.026061096728797518	3661	0.26785714285714285	0.3170731707317073	0.28846153846153844	0.3435114503816794	0.28169014084507044	0.2997186886554277	0.027151037162666505	0.5114285714285715	0.6146153846153847	0.4876923076923077	0.5961538461538461	0.5204081632653061	0.5460596546310832	0.049946720132034536	3618	0.6154830757561391	0.6500558347292016	0.6377721943048577	0.7005862646566164	0.6223584905660378	0.6452511720025705	0.030170206455517618
34	33	0.006604957580566406	0.0006750505253193182	0.01505274772644043	0.0013578108375358869	9	gini	2	8	5	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 5, 'tree__splitter': 'random'}	0.40625	0.34285714285714286	0.3404255319148936	0.4489795918367347	0.41379310344827586	0.3904610740114094	0.042397595319124556	2025	0.3951612903225806	0.3971631205673759	0.42105263157894735	0.41379310344827586	0.39662447257383965	0.4047589236982039	0.010612081859554761	0.9285714285714286	0.46153846153846156	0.6153846153846154	0.8461538461538461	0.8571428571428571	0.7417582417582418	0.1752738640648517	137	0.9245283018867925	0.5185185185185185	0.7407407407407407	0.6666666666666666	0.8867924528301887	0.7474493361285814	0.14815777298218144	0.26	0.68	0.48	0.5	0.3469387755102041	0.4533877551020408	0.14350207773421197	3614	0.2663316582914573	0.7035175879396985	0.5175879396984925	0.5778894472361809	0.315	0.47606532663316586	0.16355858961566258	0.26	0.2727272727272727	0.23529411764705882	0.3055555555555556	0.2727272727272727	0.269260843731432	0.02271933130121319	3182	0.2512820512820513	0.3218390804597701	0.29411764705882354	0.3	0.2554347826086957	0.28453471228186816	0.027111506851699593	0.5942857142857143	0.5707692307692308	0.5476923076923077	0.6730769230769231	0.6020408163265306	0.5975729984301413	0.042280339497624365	2351	0.5954299800891248	0.6110180532291085	0.6291643402196165	0.6222780569514237	0.6008962264150943	0.6117573313808735	0.012639479077164718
35	34	0.011056184768676758	0.0031939652880465215	0.01466197967529297	0.0018141280644383795	9	gini	2	8	10	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 10, 'tree__splitter': 'best'}	0.425531914893617	0.36363636363636365	0.35555555555555557	0.33962264150943394	0.43243243243243246	0.38335578160548056	0.038109419915966475	2307	0.4215686274509804	0.45685279187817257	0.484472049689441	0.45161290322580644	0.4217687074829932	0.44725501594547873	0.023687796681146702	0.7142857142857143	0.7692307692307693	0.6153846153846154	0.6923076923076923	0.5714285714285714	0.6725274725274725	0.07067224259698256	564	0.8113207547169812	0.8333333333333334	0.7222222222222222	0.9074074074074074	0.5849056603773585	0.7718378756114606	0.11056677002411328	0.54	0.36	0.52	0.38	0.6938775510204082	0.49877551020408156	0.12131035233101044	3453	0.457286432160804	0.507537688442211	0.6582914572864321	0.4271356783919598	0.685	0.5470502512562814	0.10526445717474792	0.30303030303030304	0.23809523809523808	0.25	0.225	0.34782608695652173	0.2727903256164126	0.045938839724593034	3081	0.2847682119205298	0.3146853146853147	0.3644859813084112	0.3006134969325153	0.32978723404255317	0.3188680477778648	0.02725342978953827	0.6271428571428572	0.5646153846153846	0.5676923076923077	0.5361538461538462	0.6326530612244898	0.5856514913657771	0.03780409488451856	2794	0.6343035934388925	0.6704355108877722	0.6902568397543272	0.6672715428996836	0.6349528301886793	0.659444063433871	0.021741077590279875
36	35	0.010890388488769531	0.0008807232732168962	0.012845849990844727	0.002511462838164482	9	gini	2	8	10	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 10, 'tree__splitter': 'random'}	0.4117647058823529	0.3333333333333333	0.3157894736842105	0.4444444444444444	0.375	0.3760663914688683	0.04777130110577475	2551	0.4025974025974026	0.26666666666666666	0.40540540540540543	0.41420118343195267	0.34980988593155893	0.36773610880659724	0.05537087767409868	0.5	0.46153846153846156	0.6923076923076923	0.7692307692307693	0.8571428571428571	0.656043956043956	0.1528065344682962	742	0.5849056603773585	0.25925925925925924	0.8333333333333334	0.6481481481481481	0.8679245283018868	0.6387141858839973	0.2178918961440365	0.74	0.66	0.3	0.56	0.22448979591836735	0.4968979591836734	0.2013244939231052	3472	0.6482412060301508	0.8140703517587939	0.38190954773869346	0.5979899497487438	0.18	0.5244422110552764	0.22071516385597706	0.35	0.2608695652173913	0.20454545454545456	0.3125	0.24	0.2735830039525692	0.051787494191860635	3055	0.3069306930693069	0.27450980392156865	0.26785714285714285	0.30434782608695654	0.21904761904761905	0.27453861699651877	0.031817383044920475	0.62	0.5607692307692308	0.49615384615384617	0.6646153846153846	0.5408163265306122	0.5764709576138147	0.05938493559708154	3086	0.6165734332037547	0.5366648055090266	0.6076214405360134	0.623069048948446	0.5239622641509434	0.5815781984696369	0.042334894211581486
37	36	0.008417606353759766	0.0013666510993223177	0.015974903106689455	0.0017639615061179699	9	gini	2	8	15	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 15, 'tree__splitter': 'best'}	0.3333333333333333	0.44	0.35294117647058826	0.34615384615384615	0.4166666666666667	0.37781900452488687	0.0423702267562572	2491	0.4236453201970443	0.47513812154696133	0.48484848484848486	0.46601941747572817	0.4367816091954023	0.4572865906527242	0.02326708737115198	0.5	0.8461538461538461	0.6923076923076923	0.6923076923076923	0.7142857142857143	0.689010989010989	0.11052563481916622	386	0.8113207547169812	0.7962962962962963	0.8888888888888888	0.8888888888888888	0.7169811320754716	0.8204751921733054	0.06440545163740519	0.58	0.48	0.42	0.4	0.5102040816326531	0.47804081632653056	0.06464223780770591	3549	0.4623115577889447	0.5778894472361809	0.5175879396984925	0.47738693467336685	0.585	0.524035175879397	0.05028801570074227	0.25	0.2972972972972973	0.23684210526315788	0.23076923076923078	0.29411764705882354	0.2618052560777019	0.028388495689092713	3372	0.2866666666666667	0.33858267716535434	0.3333333333333333	0.3157894736842105	0.3140495867768595	0.3176843475252849	0.018223772918824897	0.54	0.6630769230769231	0.5561538461538461	0.5461538461538462	0.6122448979591837	0.5835259026687598	0.04731500782544853	2858	0.636816156252963	0.6870928717662386	0.7032384142936907	0.6831379117811278	0.6509905660377358	0.6722551840263511	0.024522071553499326
38	37	0.008827972412109374	0.002408948299305436	0.015218162536621093	0.0028957657749121386	9	gini	2	8	15	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 15, 'tree__splitter': 'random'}	0.34285714285714286	0.2641509433962264	0.3333333333333333	0.375	0.4307692307692308	0.3492221300711867	0.05448761682551635	3282	0.42857142857142855	0.37037037037037035	0.37362637362637363	0.38524590163934425	0.38493723849372385	0.38855026254024805	0.0208753319199554	0.42857142857142855	0.5384615384615384	0.8461538461538461	0.9230769230769231	1.0	0.7472527472527473	0.223485253958438	104	0.5660377358490566	0.6481481481481481	0.9444444444444444	0.8703703703703703	0.8679245283018868	0.7793850454227813	0.14567249040112532	0.7	0.34	0.16	0.22	0.24489795918367346	0.3329795918367347	0.19245673150790857	3736	0.7135678391959799	0.49748743718592964	0.15577889447236182	0.2814070351758794	0.3	0.38964824120603014	0.1954487325757784	0.2857142857142857	0.175	0.20754716981132076	0.23529411764705882	0.27450980392156865	0.23561307541884674	0.0411942434440634	3675	0.3448275862068966	0.25925925925925924	0.2328767123287671	0.24736842105263157	0.24731182795698925	0.2663287613609088	0.04013034065968018	0.5642857142857143	0.4392307692307692	0.5030769230769231	0.5715384615384616	0.6224489795918368	0.540116169544741	0.06308722329091652	3657	0.6398027875225183	0.5728177926670389	0.5501116694584032	0.5758887027731249	0.5839622641509434	0.5845166433144058	0.0298391413017955
39	38	0.010416221618652344	0.0017255806469619467	0.012317848205566407	0.001370624972683782	9	gini	2	8	30	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 30, 'tree__splitter': 'best'}	0.32558139534883723	0.32	0.31746031746031744	0.375	0.45714285714285713	0.35903691399040233	0.05338794237892701	3062	0.42857142857142855	0.4530386740331492	0.48623853211009177	0.4787234042553192	0.4406779661016949	0.45745000101433675	0.021982129629727974	0.5	0.6153846153846154	0.7692307692307693	0.6923076923076923	0.5714285714285714	0.6296703296703295	0.09360676676504114	1116	0.8490566037735849	0.7592592592592593	0.9814814814814815	0.8333333333333334	0.7358490566037735	0.8317959468902865	0.0862246251451445	0.56	0.42	0.2	0.48	0.7346938775510204	0.4789387755102041	0.17507903373898628	3539	0.4371859296482412	0.5678391959798995	0.44221105527638194	0.5527638190954773	0.575	0.515	0.06192147718387305	0.2413793103448276	0.21621621621621623	0.2	0.2571428571428571	0.38095238095238093	0.25913815293125636	0.06402761533458179	3415	0.28662420382165604	0.3228346456692913	0.3231707317073171	0.3358208955223881	0.31451612903225806	0.31659332115058214	0.016458303668205804	0.53	0.5176923076923077	0.48461538461538467	0.5861538461538461	0.653061224489796	0.5543045525902668	0.05925370137178407	3521	0.6431212667109131	0.6635492276195794	0.7118462683789317	0.6930485762144054	0.6554245283018867	0.6733979734451433	0.025302723441699756
40	39	0.006621408462524414	0.0008542524633735648	0.014429187774658203	0.0034234478214774764	9	gini	2	8	30	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 8, 'tree__min_samples_split': 30, 'tree__splitter': 'random'}	0.34146341463414637	0.39285714285714285	0.3333333333333333	0.36	0.3793103448275862	0.36139284713044173	0.02234948431882834	2992	0.41414141414141414	0.4017857142857143	0.4419889502762431	0.3448275862068966	0.38095238095238093	0.3967392091725298	0.03261865590660684	0.5	0.8461538461538461	0.6153846153846154	0.6923076923076923	0.7857142857142857	0.6879120879120879	0.12263460550683845	396	0.7735849056603774	0.8333333333333334	0.7407407407407407	0.6481481481481481	0.9056603773584906	0.780293501048218	0.08672012209139336	0.6	0.36	0.46	0.44	0.32653061224489793	0.43730612244897954	0.09511994225841208	3651	0.47738693467336685	0.37185929648241206	0.5628140703517588	0.4271356783919598	0.245	0.4168391959798995	0.10642613475331776	0.25925925925925924	0.2558139534883721	0.22857142857142856	0.24324324324324326	0.25	0.24737757691246065	0.01086266871707133	3581	0.2827586206896552	0.2647058823529412	0.31496062992125984	0.2348993288590604	0.24120603015075376	0.2677060983947341	0.029144839055415508	0.55	0.6030769230769231	0.5376923076923077	0.5661538461538461	0.5561224489795918	0.5626091051805338	0.022235658357941442	3407	0.6254859201668721	0.6025963149078727	0.6517774055462497	0.537641913270054	0.5753301886792452	0.5985663485140587	0.039557619977089724
41	40	0.009856986999511718	0.003033019208562289	0.0146209716796875	0.0029316709895722873	9	gini	2	10	2	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 2, 'tree__splitter': 'best'}	0.38095238095238093	0.4230769230769231	0.3157894736842105	0.3829787234042553	0.43243243243243246	0.3870459867100404	0.04120515293337623	2161	0.43157894736842106	0.46153846153846156	0.4265402843601896	0.4864864864864865	0.42758620689655175	0.44674607733002214	0.023679236838768644	0.5714285714285714	0.8461538461538461	0.6923076923076923	0.6923076923076923	0.5714285714285714	0.6747252747252747	0.101337511062844	530	0.7735849056603774	0.7777777777777778	0.8333333333333334	0.8333333333333334	0.5849056603773585	0.7605870020964361	0.09155594957254914	0.6	0.44	0.3	0.5	0.6938775510204082	0.5067755102040816	0.13487695659158602	3414	0.5175879396984925	0.5678391959798995	0.4371859296482412	0.5678391959798995	0.695	0.5570904522613065	0.08388999628369202	0.2857142857142857	0.28205128205128205	0.20454545454545456	0.2647058823529412	0.34782608695652173	0.27696859832409704	0.04586630653292862	2942	0.29927007299270075	0.328125	0.28662420382165604	0.3435114503816794	0.33695652173913043	0.31889744978703327	0.022108473999557385	0.5857142857142856	0.6430769230769231	0.49615384615384617	0.5961538461538461	0.6326530612244898	0.5907503924646782	0.051955684408962255	2604	0.645586422679435	0.6728084868788387	0.6352596314907872	0.7005862646566164	0.6399528301886792	0.6588387271788714	0.024601973517050693
42	41	0.008277702331542968	0.0033292441180712436	0.017448282241821288	0.0024398865785051605	9	gini	2	10	2	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 2, 'tree__splitter': 'random'}	0.3076923076923077	0.3728813559322034	0.2692307692307692	0.41509433962264153	0.41025641025641024	0.3550310365468664	0.0575824926535295	3147	0.4	0.4107142857142857	0.38497652582159625	0.44660194174757284	0.40229885057471265	0.4089183207716335	0.020590503424815977	0.5714285714285714	0.8461538461538461	0.5384615384615384	0.8461538461538461	0.5714285714285714	0.6747252747252747	0.14048753243513748	530	0.8867924528301887	0.8518518518518519	0.7592592592592593	0.8518518518518519	0.660377358490566	0.8020265548567436	0.08251534924418914	0.4	0.3	0.36	0.42	0.6530612244897959	0.4266122448979591	0.12041505341752758	3668	0.32160804020100503	0.3768844221105528	0.40703517587939697	0.46733668341708545	0.57	0.428572864321608	0.0849485833405738	0.21052631578947367	0.2391304347826087	0.1794871794871795	0.275	0.32	0.24482878601185237	0.04907070364134725	3609	0.25824175824175827	0.27058823529411763	0.2578616352201258	0.3026315789473684	0.2892561983471074	0.2757158812100955	0.01765336681133467	0.4857142857142857	0.573076923076923	0.4492307692307692	0.6330769230769231	0.6122448979591837	0.5506687598116169	0.07154523265906013	3566	0.6042002465155969	0.6143681369812023	0.5831472175693282	0.6595942676344686	0.615188679245283	0.6152997095891758	0.024979466973084556
43	42	0.009350204467773437	0.0037495762878828253	0.016742897033691407	0.0012415846826708756	9	gini	2	10	5	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 5, 'tree__splitter': 'best'}	0.4090909090909091	0.36363636363636365	0.35555555555555557	0.33962264150943394	0.45714285714285713	0.38500966538702386	0.042819267161789715	2237	0.467005076142132	0.45569620253164556	0.49079754601226994	0.4433497536945813	0.4406779661016949	0.4595053088964648	0.018250647683533537	0.6428571428571429	0.6153846153846154	0.6153846153846154	0.6923076923076923	0.5714285714285714	0.6274725274725274	0.03968235183575338	1151	0.8679245283018868	0.6666666666666666	0.7407407407407407	0.8333333333333334	0.7358490566037735	0.7689028651292803	0.07251823880192625	0.58	0.54	0.52	0.38	0.7346938775510204	0.5509387755102041	0.11393631721934717	3148	0.507537688442211	0.6582914572864321	0.6532663316582915	0.47738693467336685	0.575	0.5742964824120603	0.07367507698854786	0.3	0.25806451612903225	0.25	0.225	0.38095238095238093	0.28280337941628264	0.05469598521253629	2783	0.3194444444444444	0.34615384615384615	0.3669724770642202	0.30201342281879195	0.31451612903225806	0.3298200639027121	0.02350390366038246	0.6114285714285714	0.5776923076923077	0.5676923076923077	0.5361538461538462	0.653061224489796	0.5892056514913658	0.03995314122798144	2660	0.687731108372049	0.6624790619765494	0.6970035361995162	0.6553601340033501	0.6554245283018867	0.6715996737706702	0.01740185594062901
44	43	0.008747577667236328	0.0032598327330278973	0.014705133438110352	0.001671062111713279	9	gini	2	10	5	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 5, 'tree__splitter': 'random'}	0.4444444444444444	0.36619718309859156	0.3404255319148936	0.29850746268656714	0.3673469387755102	0.36338431218400136	0.04760351013638449	2942	0.38461538461538464	0.37142857142857144	0.4067796610169492	0.3726235741444867	0.384180790960452	0.3839255964331688	0.012702444975374486	0.7142857142857143	1.0	0.6153846153846154	0.7692307692307693	0.6428571428571429	0.7483516483516484	0.1369179615575606	98	0.660377358490566	0.9629629629629629	0.6666666666666666	0.9074074074074074	0.6415094339622641	0.7677847658979734	0.1380548378328109	0.58	0.1	0.48	0.12	0.46938775510204084	0.34987755102040813	0.19972649353530536	3729	0.5276381909547738	0.12562814070351758	0.5628140703517588	0.19597989949748743	0.55	0.39241206030150755	0.19074389307825249	0.3225806451612903	0.22413793103448276	0.23529411764705882	0.18518518518518517	0.2571428571428571	0.24486814723417485	0.04532849148731142	3608	0.2713178294573643	0.23008849557522124	0.2926829268292683	0.23444976076555024	0.27419354838709675	0.26054651220290015	0.02426414321389373	0.6471428571428571	0.55	0.5476923076923077	0.44461538461538463	0.5561224489795918	0.5491145996860283	0.06415846321469311	3584	0.59400777472267	0.5442955518332402	0.6147403685092128	0.5516936534524475	0.5957547169811321	0.5800984130997405	0.027303225128414852
45	44	0.008480167388916016	0.0030262759475600132	0.01383514404296875	0.00020430179164592898	9	gini	2	10	10	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 10, 'tree__splitter': 'best'}	0.35555555555555557	0.43137254901960786	0.35555555555555557	0.42857142857142855	0.4117647058823529	0.3965639589169001	0.034148373488132856	1782	0.4523809523809524	0.4648648648648649	0.4875	0.44976076555023925	0.4166666666666667	0.4542346498925446	0.023040790730189695	0.5714285714285714	0.8461538461538461	0.6153846153846154	0.9230769230769231	0.5	0.6912087912087912	0.16396841717445707	378	0.7169811320754716	0.7962962962962963	0.7222222222222222	0.8703703703703703	0.5660377358490566	0.7343815513626833	0.10111049266372174	0.54	0.46	0.52	0.38	0.7346938775510204	0.5269387755102041	0.11785815884357562	3312	0.6130653266331658	0.5577889447236181	0.6633165829145728	0.457286432160804	0.695	0.5972914572864322	0.08404397306980643	0.25806451612903225	0.2894736842105263	0.25	0.27906976744186046	0.35	0.28532159355628384	0.03529924839963331	2685	0.33043478260869563	0.3282442748091603	0.36792452830188677	0.3032258064516129	0.32967032967032966	0.33189994436833703	0.02069037763532635	0.5557142857142857	0.6530769230769231	0.5676923076923077	0.6515384615384616	0.6173469387755102	0.6090737833594977	0.04090875900272545	1824	0.6650232293543188	0.6770426205099571	0.6927694025683975	0.6638284012655872	0.6305188679245283	0.6658365043245577	0.020508473286576193
46	45	0.006095695495605469	0.00044943652384546863	0.012663888931274413	0.001618370418277713	9	gini	2	10	10	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 10, 'tree__splitter': 'random'}	0.35135135135135137	0.42857142857142855	0.3181818181818182	0.4782608695652174	0.36363636363636365	0.3880003662612358	0.057626997366431086	2129	0.3795620437956204	0.4294478527607362	0.48717948717948717	0.4	0.39805825242718446	0.41884952723260566	0.03771576877138084	0.9285714285714286	0.6923076923076923	0.5384615384615384	0.8461538461538461	0.7142857142857143	0.743956043956044	0.13438980875789408	125	0.9811320754716981	0.6481481481481481	0.7037037037037037	0.6666666666666666	0.7735849056603774	0.7546470999301188	0.12110482865593063	0.06	0.6	0.52	0.56	0.3673469387755102	0.42146938775510207	0.19716061947277186	3674	0.1507537688442211	0.628140703517588	0.678391959798995	0.5477386934673367	0.44	0.4890050251256281	0.18734524103213956	0.21666666666666667	0.3103448275862069	0.22580645161290322	0.3333333333333333	0.24390243902439024	0.26601074364470007	0.046984768266094795	3266	0.23529411764705882	0.3211009174311927	0.37254901960784315	0.2857142857142857	0.2679738562091503	0.29652643932190614	0.04704229495552513	0.49428571428571433	0.6461538461538461	0.5292307692307692	0.7030769230769232	0.5408163265306123	0.582712715855573	0.07867309585039783	2884	0.5659429221579596	0.6381444258328681	0.6910478317513493	0.6072026800670016	0.6067924528301887	0.6218260625278734	0.04152281403788693
47	46	0.008549737930297851	0.0012761310862841385	0.014767122268676759	0.0043939820649498305	9	gini	2	10	15	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 15, 'tree__splitter': 'best'}	0.43636363636363634	0.5	0.31746031746031744	0.40816326530612246	0.43243243243243246	0.4188839303125017	0.05911108305054761	991	0.4052863436123348	0.44776119402985076	0.48826291079812206	0.4787234042553192	0.42758620689655175	0.4495240119184357	0.0309666043101304	0.8571428571428571	0.6923076923076923	0.7692307692307693	0.7692307692307693	0.5714285714285714	0.7318681318681317	0.0956990815695703	166	0.8679245283018868	0.5555555555555556	0.9629629629629629	0.8333333333333334	0.5849056603773585	0.7609364081062194	0.16166052100191136	0.42	0.72	0.2	0.48	0.6938775510204082	0.5027755102040816	0.1911805364074524	3435	0.35678391959798994	0.7487437185929648	0.4623115577889447	0.5527638190954773	0.695	0.5631206030150753	0.14470153411907816	0.2926829268292683	0.391304347826087	0.2	0.2777777777777778	0.34782608695652173	0.30191822787793093	0.06504273557414565	2042	0.26436781609195403	0.375	0.3270440251572327	0.3358208955223881	0.33695652173913043	0.327837851702141	0.0357777107844829	0.6385714285714286	0.7061538461538461	0.48461538461538467	0.6246153846153846	0.6326530612244898	0.6173218210361068	0.0724457255741288	1473	0.6123542239499384	0.6521496370742602	0.7126372603759539	0.6930485762144054	0.6399528301886792	0.6620285055606474	0.03626555552189934
48	47	0.010013866424560546	0.0028066698458914774	0.015847158432006837	0.004235790537045106	9	gini	2	10	15	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 15, 'tree__splitter': 'random'}	0.45	0.4166666666666667	0.2564102564102564	0.36363636363636365	0.47368421052631576	0.39207949944792053	0.07724480244966885	1966	0.42105263157894735	0.3815028901734104	0.4311377245508982	0.3712121212121212	0.38271604938271603	0.39752428337961865	0.023881981947349213	0.6428571428571429	0.7692307692307693	0.38461538461538464	0.9230769230769231	0.6428571428571429	0.6725274725274726	0.1770765834633746	548	0.6792452830188679	0.6111111111111112	0.6666666666666666	0.9074074074074074	0.5849056603773585	0.6898672257162823	0.11418780849389275	0.66	0.5	0.58	0.18	0.6938775510204082	0.5227755102040816	0.18406242716230264	3344	0.5879396984924623	0.5678391959798995	0.6130653266331658	0.19095477386934673	0.61	0.5139597989949748	0.16232922535579042	0.34615384615384615	0.2857142857142857	0.19230769230769232	0.22641509433962265	0.375	0.28511818370308933	0.06908587170053265	2697	0.3050847457627119	0.2773109243697479	0.3185840707964602	0.23333333333333334	0.28440366972477066	0.2837433487974048	0.029162691579066695	0.6514285714285715	0.6346153846153846	0.4823076923076923	0.5515384615384615	0.6683673469387755	0.5976514913657771	0.07027039131053203	2347	0.6335924907556651	0.5894751535455054	0.6398659966499163	0.5491810906383771	0.5974528301886792	0.6019135123556286	0.03286112442393932
49	48	0.008764266967773438	0.0024445162323367565	0.013997411727905274	0.0053774677994647985	9	gini	2	10	30	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 30, 'tree__splitter': 'best'}	0.32558139534883723	0.4230769230769231	0.35555555555555557	0.32727272727272727	0.375	0.36129732025080863	0.035974298710063454	2997	0.42857142857142855	0.46153846153846156	0.48148148148148145	0.4622222222222222	0.4090909090909091	0.44858090058090055	0.026062504344993433	0.5	0.8461538461538461	0.6153846153846154	0.6923076923076923	0.42857142857142855	0.6164835164835165	0.14654578530259035	1321	0.8490566037735849	0.7777777777777778	0.7222222222222222	0.9629629629629629	0.5094339622641509	0.7642907058001398	0.15070470554847298	0.56	0.44	0.52	0.34	0.7551020408163265	0.5230204081632653	0.13829486994725293	3340	0.4371859296482412	0.5678391959798995	0.6532663316582915	0.4020100502512563	0.74	0.5600603015075377	0.12743952568275194	0.2413793103448276	0.28205128205128205	0.25	0.21428571428571427	0.3333333333333333	0.26420992800303145	0.04077240574342166	3300	0.28662420382165604	0.328125	0.3611111111111111	0.30409356725146197	0.34177215189873417	0.3243452068165927	0.026467791528644705	0.53	0.6430769230769231	0.5676923076923077	0.5161538461538462	0.5918367346938775	0.569751962323391	0.04543458106519061	3267	0.6431212667109131	0.6728084868788387	0.6877442769402569	0.6824865066071096	0.6247169811320754	0.6621755036538387	0.024271646815137046
50	49	0.006087541580200195	0.00043933629057406863	0.012055444717407226	0.0014735916918880636	9	gini	2	10	30	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 2, 'tree__min_samples_leaf': 10, 'tree__min_samples_split': 30, 'tree__splitter': 'random'}	0.35	0.3384615384615385	0.2127659574468085	0.33962264150943394	0.36363636363636365	0.3208973002108289	0.0548181043771809	3622	0.425531914893617	0.38132295719844356	0.40641711229946526	0.4423076923076923	0.39751552795031053	0.41061904092990575	0.021326899515039733	0.5	0.8461538461538461	0.38461538461538464	0.6923076923076923	0.42857142857142855	0.5703296703296703	0.17348721645596382	2081	0.7547169811320755	0.9074074074074074	0.7037037037037037	0.8518518518518519	0.6037735849056604	0.7642907058001398	0.10740347452865695	0.62	0.18	0.42	0.38	0.7346938775510204	0.4669387755102041	0.1935024513209639	3574	0.5226130653266332	0.22613065326633167	0.5226130653266332	0.457286432160804	0.62	0.46972864321608043	0.13241585569494027	0.2692307692307692	0.21153846153846154	0.14705882352941177	0.225	0.3157894736842105	0.2337235055965706	0.05670032052203123	3691	0.2962962962962963	0.2413793103448276	0.2857142857142857	0.2987012987012987	0.2962962962962963	0.28367749747060095	0.02162159990150038	0.56	0.5130769230769231	0.4023076923076923	0.5361538461538462	0.5816326530612245	0.5186342229199372	0.06252937264644344	3730	0.6386650232293544	0.5667690303368695	0.6131583845151685	0.654569142006328	0.6118867924528302	0.6170096745081101	0.029815654978187653
51	50	0.007404613494873047	0.001163777988115661	0.017640399932861327	0.0038922001016087854	9	gini	3	2	2	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 2, 'tree__splitter': 'best'}	0.3783783783783784	0.4	0.36	0.391304347826087	0.47619047619047616	0.4011746404789883	0.03985272550061132	1610	0.5146198830409356	0.5189873417721519	0.5227272727272727	0.5301204819277109	0.4808743169398907	0.5134658592815924	0.01707148151999732	0.5	0.6923076923076923	0.6923076923076923	0.6923076923076923	0.7142857142857143	0.6582417582417582	0.07957743731969966	698	0.8301886792452831	0.7592592592592593	0.8518518518518519	0.8148148148148148	0.8301886792452831	0.8172606568832984	0.03130802633032712	0.68	0.54	0.44	0.52	0.6326530612244898	0.562530612244898	0.08490753478180761	3055	0.628140703517588	0.6834170854271356	0.6180904522613065	0.6582914572864321	0.57	0.6315879396984924	0.03843560359676796	0.30434782608695654	0.28125	0.24324324324324326	0.2727272727272727	0.35714285714285715	0.2917422398400659	0.0381049873120951	2456	0.3728813559322034	0.3942307692307692	0.3770491803278688	0.39285714285714285	0.3384615384615385	0.3750959973619046	0.020161353739567248	0.5900000000000001	0.6161538461538462	0.5661538461538461	0.6061538461538462	0.6734693877551021	0.6103861852433281	0.03578481637731503	1766	0.7291646913814356	0.7213381723431975	0.7349711520565791	0.7365531360506234	0.7000943396226416	0.7244242982908954	0.013283728532105417
52	51	0.009236812591552734	0.001988328930880752	0.01737184524536133	0.0037378555359976785	9	gini	3	2	2	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 2, 'tree__splitter': 'random'}	0.358974358974359	0.41935483870967744	0.37735849056603776	0.46511627906976744	0.41025641025641024	0.40621207551525035	0.036668038651376904	1427	0.4927536231884058	0.4065040650406504	0.47	0.41975308641975306	0.4371584699453552	0.4452338489188329	0.03189347377868044	0.5	1.0	0.7692307692307693	0.7692307692307693	0.5714285714285714	0.7219780219780219	0.17532897296860775	194	0.6415094339622641	0.9259259259259259	0.8703703703703703	0.6296296296296297	0.7547169811320755	0.764430468204053	0.11889427598193479	0.64	0.28	0.4	0.6	0.6530612244897959	0.5146122448979591	0.14856658435699865	3373	0.7437185929648241	0.2864321608040201	0.5025125628140703	0.628140703517588	0.55	0.5421608040201005	0.15168959119686753	0.28	0.2653061224489796	0.25	0.3333333333333333	0.32	0.2897278911564626	0.03189732010739745	2527	0.4	0.2604166666666667	0.3219178082191781	0.3148148148148148	0.3076923076923077	0.32096831947859344	0.04500561925306447	0.5700000000000001	0.64	0.5846153846153846	0.6846153846153846	0.6122448979591837	0.6182951334379906	0.04092145572338164	1432	0.6926140134635441	0.606179043364973	0.6864414665922203	0.6288851665736088	0.6523584905660378	0.6532956361120767	0.0330493674757329
53	52	0.011060142517089843	0.002755935171968074	0.01432662010192871	0.0033524727761657666	9	gini	3	2	5	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 5, 'tree__splitter': 'best'}	0.2857142857142857	0.37037037037037035	0.3404255319148936	0.3793103448275862	0.43243243243243246	0.36165059305191366	0.048197087313854005	2985	0.5211267605633803	0.46875	0.5868263473053892	0.4722222222222222	0.45454545454545453	0.5006941569272892	0.04857371402281462	0.35714285714285715	0.7692307692307693	0.6153846153846154	0.8461538461538461	0.5714285714285714	0.631868131868132	0.16981489030401634	1106	0.6981132075471698	0.8333333333333334	0.9074074074074074	0.9444444444444444	0.7547169811320755	0.8276030747728861	0.09179703851158523	0.68	0.38	0.48	0.32	0.6938775510204082	0.5107755102040816	0.15271407707796925	3394	0.7386934673366834	0.5326633165829145	0.678391959798995	0.44221105527638194	0.585	0.595391959798995	0.10481563536146152	0.23809523809523808	0.24390243902439024	0.23529411764705882	0.24444444444444444	0.34782608695652173	0.2619124652335307	0.04309626417381053	3367	0.4157303370786517	0.32608695652173914	0.4336283185840708	0.3148148148148148	0.3252032520325203	0.36309273580635937	0.05075782470096226	0.5185714285714286	0.5746153846153846	0.5476923076923077	0.583076923076923	0.6326530612244898	0.5713218210361067	0.03808282766320862	3218	0.7184033374419265	0.682998324958124	0.7928996836032012	0.6933277498604131	0.6698584905660377	0.7114975172859406	0.043703903695176245
54	53	0.007526826858520508	0.002335708962338583	0.014478969573974609	0.0021321444272665527	9	gini	3	2	5	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 5, 'tree__splitter': 'random'}	0.30303030303030304	0.36363636363636365	0.35555555555555557	0.3902439024390244	0.37735849056603776	0.3579649230454569	0.0299126252213095	3089	0.39669421487603307	0.3983402489626556	0.46875	0.4727272727272727	0.4	0.4273023473131922	0.03550326982994109	0.35714285714285715	0.9230769230769231	0.6153846153846154	0.6153846153846154	0.7142857142857143	0.6450549450549451	0.18261607101398672	882	0.4528301886792453	0.8888888888888888	0.8333333333333334	0.7222222222222222	0.8679245283018868	0.7530398322851154	0.16073335750461598	0.72	0.18	0.52	0.6	0.40816326530612246	0.4856326530612245	0.18363108808093356	3523	0.7788944723618091	0.3015075376884422	0.5326633165829145	0.6381909547738693	0.345	0.519251256281407	0.17861520775002576	0.2631578947368421	0.22641509433962265	0.25	0.2857142857142857	0.2564102564102564	0.25633950624020135	0.019209543791531444	3466	0.35294117647058826	0.25668449197860965	0.32608695652173914	0.35135135135135137	0.2598870056497175	0.3093901963944012	0.0428127676319502	0.5385714285714286	0.5515384615384615	0.5676923076923077	0.6076923076923078	0.5612244897959184	0.5653437990580847	0.023337641486023148	3356	0.6158623305205272	0.5951982132886655	0.682998324958124	0.6802065884980457	0.6064622641509434	0.6361455442832611	0.03769813913127114
55	54	0.008519744873046875	0.0034902860540072574	0.01596856117248535	0.0029763019471179607	9	gini	3	2	10	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 10, 'tree__splitter': 'best'}	0.34146341463414637	0.34146341463414637	0.3684210526315789	0.3673469387755102	0.5365853658536586	0.39105603730580807	0.07371852657075804	2006	0.5333333333333333	0.5128205128205128	0.6068965517241379	0.5581395348837209	0.5371428571428571	0.5496665579809124	0.032025964077531714	0.5	0.5384615384615384	0.5384615384615384	0.6923076923076923	0.7857142857142857	0.6109890109890109	0.10952687219308085	1413	0.9056603773584906	0.5555555555555556	0.8148148148148148	0.8888888888888888	0.8867924528301887	0.8103424178895878	0.13117623023890906	0.6	0.58	0.64	0.46	0.673469387755102	0.5906938775510204	0.07288996002459121	2733	0.6030150753768844	0.8341708542713567	0.7638190954773869	0.6482412060301508	0.625	0.6948492462311557	0.08905289677364334	0.25925925925925924	0.25	0.28	0.25	0.4074074074074074	0.28933333333333333	0.06004543318720609	2541	0.3779527559055118	0.47619047619047616	0.4835164835164835	0.4067796610169492	0.38524590163934425	0.42593705565375295	0.045091164534227256	0.55	0.5592307692307692	0.5892307692307692	0.5761538461538461	0.7295918367346939	0.6008414442700157	0.06578335590117612	2193	0.7543377263676875	0.6948632049134562	0.7893169551461008	0.7685650474595198	0.7558962264150944	0.7525958320603717	0.03146566305387815
56	55	0.00885310173034668	0.0005979353272172978	0.016904067993164063	0.0026757307800660294	9	gini	3	2	10	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 10, 'tree__splitter': 'random'}	0.2727272727272727	0.4074074074074074	0.35294117647058826	0.09090909090909091	0.35714285714285715	0.2962255609314433	0.11135169816438713	3707	0.3902439024390244	0.4293193717277487	0.4842105263157895	0.4482758620689655	0.3881856540084388	0.4280470633119934	0.03628544768384905	0.42857142857142855	0.8461538461538461	0.6923076923076923	0.07692307692307693	0.7142857142857143	0.5516483516483517	0.2733062251729198	2404	0.7547169811320755	0.7592592592592593	0.8518518518518519	0.48148148148148145	0.8679245283018868	0.743046820405311	0.13874324426717477	0.52	0.4	0.42	0.84	0.3469387755102041	0.5053877551020409	0.17645543285323795	3428	0.4371859296482412	0.5175879396984925	0.5477386934673367	0.8190954773869347	0.31	0.526321608040201	0.16792362213259202	0.2	0.2682926829268293	0.23684210526315788	0.1111111111111111	0.23809523809523808	0.2108682274792673	0.05437484924539039	3738	0.2631578947368421	0.29927007299270075	0.3382352941176471	0.41935483870967744	0.25	0.3140036201113735	0.060967010542120836	0.4742857142857143	0.6230769230769231	0.5561538461538461	0.4584615384615385	0.5306122448979592	0.5285180533751962	0.059259707061157074	3705	0.5959514553901584	0.6384235994788758	0.6997952726595943	0.6502884794342081	0.5889622641509434	0.634684214222756	0.040218526454363995
57	56	0.010401344299316407	0.001155248210560055	0.014633369445800782	0.0037962209091658146	9	gini	3	2	15	best	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 15, 'tree__splitter': 'best'}	0.47058823529411764	0.391304347826087	0.2692307692307692	0.3829787234042553	0.4	0.3828204151510458	0.06476563629530786	2327	0.5648854961832062	0.5389221556886228	0.4948453608247423	0.5411764705882353	0.5057471264367817	0.5291153219443177	0.025462338683613465	0.5714285714285714	0.6923076923076923	0.5384615384615384	0.6923076923076923	0.6428571428571429	0.6274725274725275	0.0627817883827943	1140	0.6981132075471698	0.8333333333333334	0.8888888888888888	0.8518518518518519	0.8301886792452831	0.8204751921733054	0.06464838370401922	0.76	0.52	0.36	0.5	0.5510204081632653	0.5382040816326531	0.12876748252736334	3247	0.7939698492462312	0.6582914572864321	0.5376884422110553	0.6482412060301508	0.615	0.6506381909547739	0.08322981279163053	0.4	0.2727272727272727	0.1794871794871795	0.2647058823529412	0.2903225806451613	0.28144858304251097	0.07054883895720557	2817	0.47435897435897434	0.39823008849557523	0.34285714285714286	0.39655172413793105	0.36363636363636365	0.3951268586971975	0.04475078301465434	0.6657142857142857	0.6061538461538462	0.4492307692307692	0.5961538461538461	0.596938775510204	0.5828383045525903	0.07160885861093799	2880	0.7460415283967005	0.7458123953098827	0.7132886655499721	0.7500465289410013	0.7225943396226415	0.7355566915640396	0.014757738311521013
58	57	0.009227323532104491	0.002000584622762464	0.013894319534301758	0.0024662616442933227	9	gini	3	2	15	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 2, 'tree__min_samples_split': 15, 'tree__splitter': 'random'}	0.4090909090909091	0.4	0.30303030303030304	0.32142857142857145	0.4117647058823529	0.36906289788642727	0.046929996835327566	2780	0.4512820512820513	0.4065934065934066	0.43983402489626555	0.43555555555555553	0.41333333333333333	0.4293196743321225	0.016756074287079238	0.6428571428571429	0.7692307692307693	0.7692307692307693	0.6923076923076923	0.5	0.6747252747252748	0.09971581403978608	523	0.8301886792452831	0.6851851851851852	0.9814814814814815	0.9074074074074074	0.5849056603773585	0.7978336827393432	0.14478106756586656	0.58	0.46	0.14	0.32	0.7346938775510204	0.44693877551020417	0.20542821054477925	3623	0.507537688442211	0.542713567839196	0.32663316582914576	0.3869346733668342	0.67	0.4867638190954774	0.12061932720506126	0.3	0.2702702702702703	0.18867924528301888	0.20930232558139536	0.35	0.2636503682269369	0.05898433140303934	3311	0.30985915492957744	0.2890625	0.28342245989304815	0.28654970760233917	0.31958762886597936	0.29769629025818883	0.014350587830986927	0.6114285714285714	0.6146153846153847	0.45461538461538464	0.5061538461538462	0.6173469387755102	0.5608320251177394	0.0677026937390181	3436	0.6688631838437471	0.6139493765121906	0.6540573236553137	0.6471710403871208	0.6274528301886793	0.6422987509174103	0.019451276182596112
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68	67	0.007557058334350586	0.001211581690238239	0.01665525436401367	0.0028967594074889485	9	gini	3	4	15	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 4, 'tree__min_samples_split': 15, 'tree__splitter': 'random'}	0.2702702702702703	0.44	0.23529411764705882	0.37735849056603776	0.3888888888888889	0.3423623534744512	0.07692000222563793	3399	0.43037974683544306	0.44919786096256686	0.5034013605442177	0.42857142857142855	0.375886524822695	0.43748738434727025	0.04100357592506271	0.35714285714285715	0.8461538461538461	0.3076923076923077	0.7692307692307693	1.0	0.656043956043956	0.27493618277864706	742	0.6415094339622641	0.7777777777777778	0.6851851851851852	0.7777777777777778	1.0	0.7764500349406009	0.12370638728328881	0.64	0.48	0.66	0.4	0.10204081632653061	0.45640816326530614	0.2022227834446619	3607	0.6432160804020101	0.542713567839196	0.7185929648241206	0.49748743718592964	0.12	0.5044020100502513	0.20708819538706205	0.21739130434782608	0.2972972972972973	0.19047619047619047	0.25	0.2413793103448276	0.23930882049322827	0.03562654897093602	3653	0.3238095238095238	0.3157894736842105	0.3978494623655914	0.29577464788732394	0.2314410480349345	0.3129328311563168	0.05342772889601653	0.49857142857142855	0.6630769230769231	0.48384615384615387	0.5846153846153846	0.5510204081632653	0.5562260596546311	0.0645183180863394	3501	0.6423627571821371	0.6602456728084869	0.7018890750046529	0.6376326074818537	0.56	0.6404260224954261	0.046152842957728014
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74	73	0.00949101448059082	0.006327392517646421	0.017731475830078124	0.000815574773199942	9	gini	3	6	5	random	{'pca__n_components': 9, 'tree__criterion': 'gini', 'tree__max_depth': 3, 'tree__min_samples_leaf': 6, 'tree__min_samples_split': 5, 'tree__splitter': 'random'}	0.4067796610169492	0.5263157894736842	0.29411764705882354	0.44	0.46153846153846156	0.4257503118175837	0.07653013078942367	791	0.4056603773584906	0.4444444444444444	0.4794520547945205	0.3684210526315789	0.42424242424242425	0.42444407069429174	0.03719499862722631	0.8571428571428571	0.7692307692307693	0.38461538461538464	0.8461538461538461	0.6428571428571429	0.7	0.17526008413133737	325	0.8113207547169812	0.6666666666666666	0.6481481481481481	0.7777777777777778	0.660377358490566	0.7128581411600279	0.06780075744136532	0.34	0.7	0.68	0.48	0.673469387755102	0.5746938775510204	0.14184199079968934	2931	0.41708542713567837	0.6381909547738693	0.7135678391959799	0.33668341708542715	0.615	0.544105527638191	0.1426559544688569	0.26666666666666666	0.4	0.23809523809523808	0.2972972972972973	0.36	0.31241184041184045	0.059632786866707144	1658	0.27044025157232704	0.3333333333333333	0.3804347826086957	0.2413793103448276	0.3125	0.30761753557183674	0.04849153556288686	0.5985714285714285	0.7346153846153847	0.5323076923076924	0.6630769230769231	0.6581632653061225	0.6373469387755102	0.06796070274592286	703	0.6142030909263297	0.652428810720268	0.680857993672064	0.5572305974316025	0.6376886792452829	0.6284818343991094	0.04167038999504281
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