TIFNGK_E41222719/robust_data/models/grid_search_results.csv

1	mean_fit_time	std_fit_time	mean_score_time	std_score_time	param_clf__colsample_bytree	param_clf__learning_rate	param_clf__max_depth	param_clf__n_estimators	param_clf__subsample	params	split0_test_score	split1_test_score	split2_test_score	split3_test_score	split4_test_score	mean_test_score	std_test_score	rank_test_score	split0_train_score	split1_train_score	split2_train_score	split3_train_score	split4_train_score	mean_train_score	std_train_score
2	20.59457883834839	0.2818109206919126	0.02145977020263672	0.002692598774533156	1.0	0.2	7	200	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.6379702151130723	0.675193281903296	0.6501020900186436	0.6460186362587345	0.6371917988063176	0.6492952044200128	0.013833619850688865	1	0.9476097292365391	0.9467820875880566	0.9433166063419415	0.9482393246058226	0.9523807413435672	0.9476656978231854	0.002907204132062184
3	17.329269075393675	0.5030166933668941	0.04211459159851074	0.022431580021576875	0.8	0.2	5	200	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.6494532470090605	0.6742303593201052	0.6455860708215426	0.6429304308554334	0.632203132136666	0.6488806480285616	0.013909238597866603	2	0.9192378750742721	0.9245646295955027	0.9128411626713442	0.9203422986685861	0.923992296232986	0.9201956524485382	0.004207845715613756
4	23.155273103713988	0.5943365220527621	0.08066425323486329	0.05858521311609359	0.8	0.2	7	200	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.6275805096753299	0.6666027932421492	0.6514243291199558	0.6484384031623501	0.649079365079365	0.64862508005583	0.012443063387908595	3	0.9461157396095521	0.9469673244952715	0.9418403198723982	0.9524053891445989	0.9539891463843287	0.94826358390123	0.00441561911298471
5	19.4857421875	0.1624479632549637	0.026117706298828126	0.00419207808994504	1.0	0.2	7	200	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.6282966886135827	0.6658678839817186	0.6415358921031071	0.6442738166192611	0.6584085874012039	0.6476765737437746	0.01319823139694305	4	0.9491936124821083	0.9453668379041243	0.9410986318792278	0.9509996064790096	0.9536133262310368	0.9480544029951015	0.004392707759334636
6	23.687702894210815	0.6066227446678465	0.061296701431274414	0.02713027204085145	0.8	0.2	7	200	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.6492547679080531	0.6572016387039631	0.6450486230706011	0.6314470633419155	0.6551464194683595	0.6476197024985784	0.009157544598822424	5	0.9471354373932687	0.947954882563109	0.944638341147284	0.9504921196571224	0.9505393527616963	0.948152026704496	0.0022178217496212336
7	17.977438068389894	0.43123545792082657	0.05676875114440918	0.028021454034144598	1.0	0.2	5	200	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.633263479176979	0.6758648758648759	0.6429027113237639	0.6277604514070415	0.6550572515535893	0.6469697538652499	0.017168201979401845	6	0.9268479715334038	0.9298241116990827	0.9249681931557646	0.9326767912449719	0.9287166957634253	0.9286067526793298	0.0026226586097439445
8	29.324073219299315	0.8913248187022185	0.07813129425048829	0.04452650949887291	0.8	0.1	7	200	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.638930801781831	0.6703512402413693	0.6276372182748206	0.6496008092616855	0.6282213995507365	0.6429482938220886	0.015891054878259706	7	0.9025229877247813	0.9102404608248373	0.9010836466788258	0.9027725528146014	0.9102280570273104	0.9053695410140712	0.004013655222952168
9	18.7417799949646	0.3405732728563187	0.04530000686645508	0.03291918300312331	1.0	0.2	5	200	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.6435596154858064	0.6577357912332374	0.6440056810976693	0.647534457405023	0.6218335158565547	0.6429338122156582	0.011722009708837746	8	0.9170427094621497	0.9203652204024534	0.9189429383070596	0.9233287372811146	0.926155336198326	0.9211669883302207	0.0032297269072495208
10	31.73498740196228	0.650672753187511	0.052704477310180665	0.02515643455000921	1.0	0.1	7	200	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.647017559748941	0.6636920970179628	0.624867083461884	0.6466891564502711	0.6285633387328303	0.6421658470823779	0.014082999225470861	9	0.9061590826948817	0.9092025685855614	0.9000323055343834	0.9067775975786382	0.9134042454000192	0.9071151599586967	0.0043613009378989835
11	16.016493463516234	0.5782290907402537	0.02640562057495117	0.022626992366397404	1.0	0.2	7	100	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.6303259317457645	0.6558404200553997	0.642787644607325	0.6231627741240096	0.6526048026048027	0.6409443146274603	0.012571332784576578	10	0.9045246952903523	0.9059737913312954	0.9035218828732431	0.9022366091120505	0.9145803684983743	0.9061674694210631	0.004380956057368973
12	16.611771059036254	0.6164291035842372	0.02427363395690918	0.012967213990733969	0.8	0.2	5	200	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.6273444109018965	0.6682948765612444	0.6471590330561683	0.6295498497885738	0.629973063973064	0.6404642468561893	0.015624872410023935	11	0.9251345402028487	0.9295256088657524	0.9254126414190068	0.9305051876348216	0.9272730917609335	0.9275702139766725	0.002150048707887325
13	14.503520631790161	0.7787044264320699	0.02232637405395508	0.013797936494578951	1.0	0.2	7	100	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6399173528790758	0.6560222205581814	0.637957824786563	0.6160404271162996	0.6382338085453872	0.6376343267771014	0.012728608547677047	12	0.9147748770788445	0.9125132046479435	0.9116764720592299	0.9100845165310626	0.9201987281955376	0.9138495597025237	0.0035171538954076515
14	14.498668003082276	0.16365568592389856	0.032031011581420896	0.02015456187849835	0.8	0.2	7	100	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.6360630674872407	0.6541115671074632	0.6226334421773415	0.6255596271295403	0.636281527650345	0.6349298463103861	0.011045833671731006	13	0.9074534165159974	0.906289204832086	0.9012129608451414	0.897486036301724	0.9094636616322808	0.904381056025446	0.00439298155399716
15	28.080317544937134	1.302261139715643	0.05265626907348633	0.0213839454393166	0.8	0.1	7	200	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.6301025012089759	0.6490419011331656	0.6430334491870152	0.6254488657723016	0.6260523881603229	0.6347358210923563	0.009556482175726138	14	0.9158056601296974	0.9140060300858216	0.9090462840300376	0.9080618102113437	0.9203391309437684	0.9134517830801338	0.004510958144544909
16	9.78131914138794	0.23684695208296944	0.017745113372802733	0.006813515999785306	0.8	0.2	3	200	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.6399381805686318	0.6662810937817168	0.6292062691449267	0.6094496900948514	0.6258215435287072	0.6341393554237669	0.018813923709537883	15	0.8648513991722372	0.8610390989451789	0.8624392798159816	0.8647675449814637	0.8690802474612834	0.8644355140752289	0.002734130213342566
17	9.929742336273193	0.3861019017036361	0.013902616500854493	0.0010105207309039682	0.8	0.2	5	100	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.6378039107210748	0.6450375633813038	0.6247793896972689	0.6244956432192953	0.6368549216006844	0.6337942857239254	0.007994860597522822	16	0.8701385569212053	0.8693503544962544	0.868907452211101	0.8694016443078327	0.873612350565319	0.8702820717003427	0.0017113843456347338
18	9.724132680892945	0.36944823082894307	0.03874325752258301	0.028760251588808548	1.0	0.2	3	200	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.6421071024302786	0.6521775409130061	0.6351027077497665	0.6132946541281625	0.6259719741722765	0.6337307958786981	0.013342880198134259	17	0.8796913360852794	0.8691705268132942	0.8717417580153954	0.8620537369911391	0.8734718498087902	0.8712258415427797	0.00575025462619287
19	9.163854169845582	0.20491517761959147	0.04523172378540039	0.02432244717533893	0.8	0.2	3	200	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.6433881335401038	0.6387978098950794	0.6444855266722554	0.6099296563271253	0.6313480809226698	0.6335898414714467	0.012701773655525505	18	0.8764381332010167	0.8708500275363956	0.8729598585597139	0.8633895034920576	0.8726587000778375	0.8712592445734042	0.004330628922624246
20	13.487303733825684	0.3647895012108427	0.04129848480224609	0.0347678265131602	0.8	0.2	7	100	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6243344736738625	0.6544443528604069	0.6334956821350711	0.6172363031233999	0.6336684961044045	0.632635861579429	0.01251779021394677	19	0.9155353124849618	0.9109896976617624	0.904746531184737	0.9105460109674297	0.9182253598805216	0.9120085824358825	0.0046260301878128995
21	10.736092233657837	0.20580310351629172	0.026072025299072266	0.01766057710526759	1.0	0.2	5	100	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.631928699178303	0.6425588175992826	0.6356886664672441	0.6284484359424397	0.6195401134195542	0.6316329465213647	0.007645766315815594	20	0.8678892596275984	0.8706986083761269	0.8749890103159301	0.8586080579987375	0.8740886749863565	0.8692547222609498	0.00589151786346956
22	30.966017246246338	0.4905379542831067	0.04658384323120117	0.016675987763230763	1.0	0.1	7	200	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.6295373323882095	0.646676191146572	0.6387247273755275	0.6154641090479753	0.6260970969049241	0.6312998913726418	0.010700527750430363	21	0.9151958647504337	0.9141960638380939	0.9067167197815967	0.9106413699531416	0.9149755618805363	0.9123451160407605	0.0032574105191515547
23	10.338429594039917	0.20838568445272007	0.022429418563842774	0.014531402261230154	1.0	0.2	3	200	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.625362035225049	0.6664753763175755	0.6259927824787125	0.6228862377351362	0.6127751631482274	0.6306983189809402	0.018508830098959914	22	0.8637038491763089	0.8680384317690777	0.8728349640549249	0.8575070068163989	0.8689914382607595	0.866215138015494	0.005234356895942705
24	10.377626371383666	0.3387514438665061	0.02459092140197754	0.011250213957386295	1.0	0.2	5	100	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6381245832449459	0.6346131103272395	0.6287653253945389	0.606999755138713	0.6407143789494698	0.6298434306109815	0.012103723982814753	23	0.8875801160334874	0.8743771777017608	0.8805681959545929	0.870795698217636	0.871560821372909	0.8769764018560773	0.006318628250540401
25	26.07540292739868	0.9298769825199571	0.04040484428405762	0.02713014523277053	0.8	0.1	5	200	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.633536303251431	0.637550445895155	0.6343279266307396	0.6029957098347575	0.6327444956477214	0.6282309762519609	0.012722911155912016	24	0.882522113652401	0.8767780841280922	0.8765538860232008	0.8667955084114215	0.8708817065475909	0.8747062597525413	0.005403719927265565
26	9.838989448547363	0.29353577086968896	0.04340314865112305	0.02815301364022266	0.8	0.2	5	100	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6317825213673979	0.641401070745415	0.6317273326129756	0.6174306130286852	0.617531828823607	0.6279746733156162	0.009263698127088826	25	0.8848713980022498	0.8739479297328953	0.8794885024387344	0.8687018672002926	0.876764100940334	0.8767547596629012	0.005405194280060301
27	21.29664635658264	0.5286623821314719	0.05434360504150391	0.0174754640401065	1.0	0.1	5	200	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.6239388432089968	0.6489790429397654	0.6161064448952293	0.6277508049736116	0.621299399525206	0.6276149071085617	0.011333918584396615	26	0.8712195459659897	0.8720140200277395	0.8734745578665386	0.8565138034619052	0.8723306478159066	0.8691105150276159	0.006339867823995201
28	20.362544107437134	0.30902191413214153	0.036699867248535155	0.02017561972189753	1.0	0.1	5	200	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.627494053911205	0.6322504593491357	0.6359252400550396	0.6047386759581882	0.6345262646467466	0.6269869387840631	0.011486354315750432	27	0.8872574215719631	0.8800886876689544	0.8812175210533656	0.8697791982618837	0.8786180897292009	0.8793921836570735	0.005633607219606061
29	14.109802198410033	0.6228486549559331	0.06545228958129883	0.06165069225000343	0.8	0.1	3	200	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.633622693255241	0.6401040424028929	0.6282025931159493	0.6149754989342099	0.6161978412399988	0.6266205337896583	0.009773203263882946	28	0.8045196587576693	0.7964476612742714	0.8085912226454436	0.7865739808463917	0.807269604931882	0.8006804256911316	0.008217612583039076
30	24.130125522613525	0.33581609167746734	0.04260263442993164	0.024635786620065422	0.8	0.1	7	100	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.6344146366440752	0.64	0.6032010876282289	0.6301287810721773	0.6196971545751427	0.6254883319839248	0.012977366358285128	29	0.8531871682711228	0.8460444938660462	0.8573481520793419	0.8390457877696648	0.8567324522343215	0.8504716108440993	0.006985814255741711
31	27.180661916732788	0.25248694689384615	0.04060773849487305	0.03022921776852418	0.8	0.1	5	200	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.636079145738018	0.6444597481897305	0.611719481276305	0.6191373360938578	0.6098687519330436	0.624252892646191	0.01369916856317896	30	0.8702699077174083	0.8651870652268824	0.8673813315307615	0.8602274237215387	0.8697299829206658	0.8665591422234513	0.003646183237504252
32	18.816685104370116	0.43466126686549533	0.050427818298339845	0.02833110963549955	1.0	0.1	7	100	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.631136575712233	0.6254451067676354	0.6119066595884334	0.633392090325118	0.61736151319401	0.6238483891174859	0.008141668959449599	31	0.8572534974438598	0.8478106329889971	0.859092819894673	0.8475110411220191	0.8516823077414477	0.8526700598381993	0.004763715034493544
33	5.499297857284546	0.19858852009179517	0.039720344543457034	0.03965033392848189	1.0	0.2	3	100	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.638900491221373	0.6455787634988323	0.6018436921487379	0.6155093125986132	0.6111849951975343	0.622603450933018	0.016763854118486576	32	0.8047612486392127	0.7899019408229249	0.8147343656437206	0.7893355450672107	0.7945363683326626	0.7986538937011464	0.009759750794377159
34	10.946715784072875	0.4131821218056688	0.013620471954345703	0.0005949513025729842	1.0	0.1	3	200	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.6375518684845335	0.6432389469226304	0.609897633071304	0.6128331835879005	0.608999809565645	0.6225042883264027	0.01477284472199741	33	0.8065167894494487	0.7933320087340497	0.8029881155656846	0.7890190160943694	0.80525543105423	0.7994222721795565	0.006962646089153647
35	4.882481336593628	0.6352810267349794	0.014547252655029297	0.005948233530608326	0.8	0.2	3	100	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.6289999931245197	0.6382202290663677	0.6119757622866834	0.6069050549600834	0.6198817276742271	0.6211965534223762	0.011328705908713514	34	0.7992609698255926	0.7878726901753218	0.8014692341196459	0.787821683069342	0.800059176220167	0.7952967506820139	0.0061235380693460476
36	18.40621762275696	2.6149056170353076	0.03273797035217285	0.017158086103749828	0.8	0.1	7	100	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6254891334203844	0.6210143976795345	0.613569783888074	0.6126840027219694	0.6193217110439355	0.6184158057507796	0.004773736536275374	35	0.8626125606154137	0.8521949286685059	0.8629187219205412	0.8426133562833846	0.8613609432373434	0.8563401021450379	0.007917535396679637
37	11.91926589012146	1.2807926660682056	0.05417380332946777	0.07813318147945347	0.8	0.1	3	200	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.6289765548680654	0.6286596351625252	0.6123258119808069	0.6082654365022748	0.6120937263794407	0.6180642329786226	0.008898698258075636	36	0.8120971592365978	0.7893960305222564	0.8165077455185701	0.7876398096011696	0.8034311612502437	0.8018143812257674	0.011656572141455785
38	11.952857637405396	0.19444964440086468	0.03601093292236328	0.01995041658527847	1.0	0.1	5	100	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.6276451459166552	0.620782975981412	0.610988676112073	0.6222778520717136	0.6031719890078651	0.6169733278179438	0.008750224079546776	37	0.8049165273005444	0.7950917427034531	0.8117756678393059	0.7989397271890493	0.8077714315908034	0.8036990193246313	0.0060005864885354495
39	10.347470712661742	0.37607898393206635	0.04450063705444336	0.04082850890347383	1.0	0.1	3	200	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.6249103750436792	0.6214391817332995	0.6157636410745622	0.5977066847016034	0.6198852092535132	0.6159410183613315	0.00957870751479708	38	0.8087581361589044	0.7857607175000032	0.8100392392652017	0.7914976209287844	0.8023109334524947	0.7996733294610776	0.009563950388872748
40	5.355209875106811	0.20823440572940907	0.0263730525970459	0.01905230149405637	1.0	0.2	3	100	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.2, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6234277814459062	0.632153777445124	0.6055143077308651	0.5957608836150773	0.6198967827567629	0.6153507065987471	0.013028929684429483	39	0.8096338293046418	0.794006372655884	0.810725873522245	0.7909322965254618	0.8083827783753664	0.8027362300767198	0.008471576512730535
41	19.132411813735963	0.44444556072303937	0.03909902572631836	0.023358512609134793	1.0	0.1	7	100	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6223015682280282	0.6263565675654014	0.6126954761203431	0.6071746779313242	0.6074510266252454	0.6151958632940684	0.007818263337972536	40	0.8681843968741773	0.855042335982228	0.8647208187850017	0.8425757887527748	0.8577330557767868	0.8576512792341937	0.00888829164945006
42	5.0896705150604244	0.19550380485879568	0.02924189567565918	0.022784358393451647	0.8	0.2	3	100	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.2, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.630941365704881	0.6231503632819422	0.6179174818423266	0.6005544859453216	0.6011916384586037	0.6147510670466151	0.012067320739502316	41	0.8065884782532536	0.7925962525618004	0.816677732461347	0.790592894963538	0.8027735517287565	0.801845781993739	0.009544861867953554
43	11.806525993347169	0.37725036185880473	0.02326235771179199	0.02255196721650652	1.0	0.1	5	100	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6075241374514869	0.6183431180691454	0.6094361202154956	0.6103792182694258	0.6141944590805899	0.6119754106172287	0.003854387962504882	42	0.8157816251344752	0.8060153114806408	0.8155555673276847	0.8005347939465396	0.8101258999711942	0.8096026395721069	0.005813531801121928
44	14.855999422073364	1.0188423056242084	0.01335911750793457	0.0007500227487707862	0.8	0.1	5	100	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.6243541156181099	0.6124340935622588	0.6029030752859267	0.6033404344738634	0.6011631663507269	0.6088389770581772	0.008695186687239778	43	0.8040515823973958	0.8018255300874971	0.8111694662248962	0.7964209118744456	0.8106512446282309	0.8048237470424932	0.005557356602980177
45	14.070669651031494	0.8489419580900112	0.015607118606567383	0.006070694497004171	0.8	0.1	5	100	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6204745799932523	0.6047777197903615	0.6105267971465155	0.596859525277543	0.6071433429523615	0.6079563930320068	0.007709960701298026	44	0.8100890033109174	0.7990823597441317	0.8185092012975922	0.7968694635401664	0.8111230914096049	0.8071346238604825	0.00805269789575671
46	6.738505220413208	0.6868596557260882	0.0820157527923584	0.10700324771471688	0.8	0.1	3	100	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6073771730026777	0.5894545925638036	0.5827074899976126	0.5834776636407072	0.579301015680119	0.5884635869769841	0.010006504136267722	45	0.7486470835820332	0.7283943251036952	0.7348979538353597	0.7140645912467773	0.7259844248112314	0.7303976757158194	0.01134507149484259
47	5.106450414657592	0.42695218564834136	0.029758119583129884	0.03987567500793383	0.8	0.1	3	100	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.1, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.589015873015873	0.5985480669357094	0.5720782099262167	0.5959851290182229	0.5777987876905937	0.5866852133173232	0.010246763500078785	46	0.7437552929294284	0.7312984458800941	0.7338018967396479	0.7139468071383855	0.7259362431849469	0.7297477371745005	0.009790295214499896
48	5.856716537475586	0.2833533572228859	0.020362997055053712	0.015575013851301228	1.0	0.1	3	100	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.6098665520910949	0.592052583893191	0.5775980554349727	0.5860301837270341	0.5669362874391889	0.5864967325170963	0.014415485317295102	47	0.7472598384049137	0.7297484811837912	0.7361599854318849	0.7241643013648654	0.7321400211003869	0.7338945254971685	0.007729283648947209
49	5.672302389144898	0.23923072643854237	0.01017775535583496	0.0007359961780611788	1.0	0.1	3	100	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.1, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.6004548227068335	0.5957598523343789	0.5688715307276694	0.5758254684999864	0.5781479036282886	0.5838119155794314	0.012155813573807227	48	0.7491423983422858	0.7324318669993479	0.734083117377606	0.7162177163031794	0.7253610839335686	0.7314472365911975	0.010862924618472762
50	53.57661948204041	2.2112775201623034	0.048665428161621095	0.042244094767856934	1.0	0.01	7	200	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.5677880963837447	0.57419933142465	0.5628656965472706	0.5499935360458862	0.5648802023967425	0.5639453725596588	0.00795743109321338	49	0.7223856335539599	0.7252267566169661	0.7071616796045544	0.7035994314465714	0.7130867720681006	0.7142920546580306	0.00838690493498572
51	52.0139594078064	2.360209722882555	0.07942233085632325	0.05746027974887091	0.8	0.01	7	200	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.5734244110867488	0.5729073682562055	0.55942876100289	0.5450446245803652	0.5639422783803189	0.5629494886613056	0.010419680208849386	50	0.7215253084520731	0.7181652110323843	0.7083055455960959	0.7022085284050711	0.7189031586361819	0.7138215504243612	0.0073392997885579426
52	55.08325562477112	1.970476003471075	0.04912300109863281	0.021751424376158724	1.0	0.01	7	200	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.5709222474986921	0.5857589057613001	0.5416831101713298	0.5466573979403231	0.5538118953752256	0.5597667113493741	0.016336283053591864	51	0.7296942098280018	0.7048927319821252	0.7050845329726996	0.6903690872237528	0.718700682428464	0.7097482488870087	0.01340795004083319
53	57.024785375595094	1.9079886477929637	0.07350330352783203	0.03522352552712953	0.8	0.01	7	200	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 7, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.5635123163428591	0.579815968111201	0.5467805070325794	0.5363639805780461	0.5590138031262027	0.5570973150381777	0.014813980228439971	52	0.7258868196776024	0.7142461794106559	0.7103275351650836	0.6996559358506045	0.7211310253537356	0.7142494990915365	0.009067927373418582
54	17.748507452011108	0.34322740243677596	0.029507017135620116	0.00308180267995363	0.8	0.01	5	200	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.570592801172321	0.5676572812808377	0.5550182243047969	0.5351702139360941	0.5526505269628706	0.5562178095313841	0.01260688453636259	53	0.6652355222766816	0.6580400924261814	0.6522106576529918	0.6479960075074239	0.6600568159515339	0.6567078191629625	0.006030465585704365
55	30.767258071899413	0.5856656990697363	0.03381161689758301	0.01829636315287349	1.0	0.01	5	200	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.5744134419595451	0.5695306594605333	0.546698061483907	0.5351533104943621	0.5383846738685448	0.5528360294533784	0.01614614678710799	54	0.6700206197743143	0.6649025936204254	0.6508317290892625	0.6490895796201631	0.6655424541152878	0.6600773952438905	0.008464414412433218
56	31.135649633407592	0.8160111170693077	0.03566293716430664	0.0196826483269792	1.0	0.01	5	200	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.574470282894058	0.5726381642266801	0.5348468185014544	0.5292955402085451	0.5446280292085116	0.5511757670078499	0.018928923472580617	55	0.6725805035260026	0.6623783417921344	0.652408300576187	0.6403832841721316	0.6699327557222294	0.659536637157737	0.0118655899919083
57	18.216687059402467	0.4394255722256842	0.036301040649414064	0.004327729171021772	0.8	0.01	5	200	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 5, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.5699510884851338	0.5638788820607002	0.5300322583551843	0.530152329749104	0.5458277027528999	0.5479684522806043	0.016613742223930927	56	0.673050734949023	0.6542825718648714	0.6566653505757492	0.6504444903269382	0.661159334518784	0.6591204964470732	0.007783504906056584
58	29.38622193336487	0.7738235830374095	0.039881420135498044	0.019590441717782302	1.0	0.01	7	100	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.5688909131114555	0.5629650136419447	0.5129001079511685	0.528295192238819	0.5406530302583986	0.5427408514403573	0.020958761896642378	57	0.6775107665761845	0.6647669640352278	0.6665406600498912	0.6533544032868852	0.6679766432238575	0.6660298874344093	0.007721712329825027
59	6.556310939788818	0.10258446039000552	0.020296287536621094	0.0023591117166361863	0.8	0.01	3	200	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.5509575591517538	0.562489763198377	0.5198365453885606	0.5238789771991974	0.5552548217959915	0.5424835333467761	0.01728687205887486	58	0.6025304785236606	0.6022469373914928	0.5968696378293482	0.6062563599315963	0.5911537664292169	0.5998114360210629	0.005262534040388047
60	27.670421838760376	0.6174647704014444	0.04936404228210449	0.031571201462114645	1.0	0.01	7	100	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.5542738935454751	0.5523371259420059	0.5269723221096219	0.5139054503552551	0.553876629432199	0.5402730842769115	0.016725923562667982	59	0.6819736602896169	0.6764246409063217	0.6625741233832084	0.6534732570864513	0.6593435826577011	0.6667578528646598	0.010713758133371812
61	12.812865209579467	0.2747408317618545	0.013927364349365234	0.00034765191652905234	1.0	0.01	3	200	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 0.8}	0.5402778826549876	0.562489763198377	0.5159232560789847	0.5217356437271105	0.5579842436464273	0.5396821578611773	0.018665855870000733	60	0.6000931861123872	0.604087069404263	0.5985212266496378	0.6048722740109699	0.5935492878032972	0.600224608796111	0.004098733631617383
62	16.698353672027586	0.7438631394583908	0.02804121971130371	0.006139013189494098	0.8	0.01	7	100	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.5539056210999781	0.5595281844967538	0.524162546691784	0.5149492421081908	0.5390174513862177	0.5383126091565849	0.01696944694823973	61	0.6873412450247836	0.6867257679102313	0.6647813113793638	0.6615662414985334	0.6730098546907065	0.6746848841007237	0.01075315409217055
63	21.22251715660095	1.8853861114239423	0.05648746490478516	0.06693633376164178	0.8	0.01	7	100	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 7, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.552365695168243	0.5544062784831593	0.5225821104122991	0.5162911162911162	0.545824706694272	0.538293981409818	0.015781761828534996	62	0.6886929351739632	0.6824479199352272	0.6736983499223416	0.6625208861425173	0.6639369905589183	0.6742594163465936	0.01019841573762905
64	16.08653426170349	0.6798590584047134	0.03201260566711426	0.03758991182467955	1.0	0.01	5	100	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.549936005166631	0.5557622696704401	0.5192252279162951	0.5151489259048446	0.5495990000071935	0.5379342857330809	0.017129771198840425	63	0.6391557097732193	0.6286039640758404	0.6251606703686133	0.6118495778600518	0.6241951335520805	0.6257930111259611	0.008761684432108391
65	6.554071855545044	0.19810874817084528	0.018414402008056642	0.0005106641145273908	0.8	0.01	3	200	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.5388660120367438	0.5610219601811501	0.5151550167537852	0.5208271723055341	0.5483558010399459	0.5368451924634318	0.017018428898815947	64	0.5962594173047276	0.6039375744604518	0.6003175356415298	0.6010503463211991	0.5984978374697055	0.6000125422395228	0.002567341564281277
66	15.461448621749877	0.3758115978082893	0.045571517944335935	0.038756419308010166	1.0	0.01	5	100	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.5469868172658616	0.5562152133580706	0.5169263293773403	0.5126315341754922	0.5497441032487761	0.5365007994851082	0.01803830083045653	65	0.6349652649836317	0.6291719788584444	0.6185188437898238	0.6140538983672728	0.6135529510010223	0.622052587400039	0.008557256174463356
67	12.287317752838135	0.3479913323720264	0.03143916130065918	0.019655857156846597	1.0	0.01	3	200	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 3, 'clf__n_estimators': 200, 'clf__subsample': 1.0}	0.5416238248755455	0.5571370526644789	0.5069593094403534	0.5183924275273583	0.5533746027758003	0.5354974434567072	0.019659118618865153	66	0.5908127108445335	0.6135618118078815	0.5997390734009925	0.5986696894625573	0.5946294043150305	0.5994825379661991	0.007715844653489772
68	8.332296323776244	0.13422410680939562	0.015999603271484374	0.0017465997013528967	0.8	0.01	5	100	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.5579812907399114	0.5489678499431684	0.509490442955647	0.5129633282541405	0.543737041789036	0.5346279907363807	0.01967351978220134	67	0.6353283140560084	0.6338436313754546	0.621372234346396	0.6188005558119415	0.619722944807205	0.625813536079401	0.007225175233420376
69	7.861662244796753	0.1323608351555461	0.017989349365234376	0.0012574620559776392	0.8	0.01	5	100	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 5, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.553598863794485	0.5455330355722284	0.5107363614826301	0.5022897417263614	0.5512549197176271	0.5326825844586665	0.021692939239816248	68	0.6410273413393538	0.6298275854990992	0.6206588621498678	0.6161397957096882	0.6164321614090141	0.6248171492214046	0.00949495272388656
70	3.3787423610687255	0.03341192774396367	0.014266014099121094	0.0010954142797368113	0.8	0.01	3	100	0.8	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.5410422951589403	0.5364271020543643	0.4987451789144877	0.5154134038150714	0.5493122374890249	0.5281880434863777	0.018490100796589158	69	0.5766314553346016	0.5748506177614556	0.5701853872013593	0.5657426547932464	0.5818222858390213	0.5738464801859369	0.005503697711574664
71	6.591918182373047	0.14786104001733258	0.03516693115234375	0.03278793485686659	1.0	0.01	3	100	0.8	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 0.8}	0.532177808876838	0.5444100802781954	0.5088672924122077	0.5155391691339404	0.5382630364040181	0.5278514774210399	0.013515156297347107	70	0.5707804273475838	0.5805265592256647	0.5666441714011333	0.5663073696608101	0.569285584993492	0.5707088225257368	0.00518291158172169
72	3.2521852970123293	0.128681191850121	0.013385534286499023	0.0008693621915707841	0.8	0.01	3	100	1.0	{'clf__colsample_bytree': 0.8, 'clf__learning_rate': 0.01, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.5421642061410795	0.5490013396990142	0.49885543753875955	0.5093600528445488	0.5354204579207403	0.5269602988288284	0.01943292288309891	71	0.58192165253507	0.5826154997499043	0.5732680902307169	0.566567986684449	0.5760502915616432	0.5760847041523567	0.005919859240444185
73	6.4748311042785645	0.21685708922716246	0.01949915885925293	0.019325645589127593	1.0	0.01	3	100	1.0	{'clf__colsample_bytree': 1.0, 'clf__learning_rate': 0.01, 'clf__max_depth': 3, 'clf__n_estimators': 100, 'clf__subsample': 1.0}	0.5178713597318249	0.5540654997176736	0.5022017329331825	0.5053680368764849	0.5353232270562067	0.5229659712630745	0.019425130092665686	72	0.5635304560917953	0.5842079812048849	0.5721254206215917	0.5685140786800044	0.5763038659241234	0.5729363605044798	0.007029576997436369