TIFNGK_E41222719/new_pipeline/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	32.58904538154602	0.8218272124729372	0.03373064994812012	0.015910085840781043	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}	0.43018429599618935	0.4556130896599362	0.4161571096415738	0.5218979198102229	0.4839012730393899	0.46155073762946247	0.03800268310610368	1	0.8312606547137431	0.8907085138991513	0.8202993572530505	0.9046162875638472	0.9049357217980375	0.870364107045566	0.03692658246610092
3	17.248659753799437	0.3722910087822921	0.024431943893432617	0.01633767210410535	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}	0.42666807551422936	0.4765808611728441	0.43212180632005437	0.5245547271898582	0.44584800648672124	0.46115469533674147	0.03612218417086166	2	0.75551512943278	0.813776607384274	0.8170784602789858	0.807524468419897	0.8135410072967237	0.8014871345625322	0.02319177045195218
4	40.32269177436829	1.094782615729375	0.0372678279876709	0.015178340309072287	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}	0.4343321815318769	0.4497699183487971	0.4253023936489321	0.50456319527809	0.49070316916596446	0.46093417159473216	0.031278155154616974	3	0.8320236965013188	0.8984515248945926	0.8175026007197059	0.9050630983611406	0.903777863438564	0.8713637567830645	0.03838940371974204
5	9.683796787261963	0.21821312279740498	0.03010382652282715	0.03576803252677634	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}	0.4298517845770629	0.449691838681744	0.4254907004352988	0.5157049778075378	0.4830712262052465	0.46076210554137803	0.03417158716322152	4	0.6687908075022578	0.7349854893855491	0.7043104017133116	0.7274919564190928	0.6904445302943296	0.7052046370629081	0.024200211408580332
6	22.427154350280762	0.41052550199777715	0.03006405830383301	0.02951617478951104	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}	0.42942784256559763	0.4779474158539547	0.4190508712196269	0.4890313479005229	0.4856271739431825	0.4602169302965769	0.029775606141160954	5	0.763087048706358	0.8231658803652652	0.7309472980464298	0.8197420525521601	0.806516660582921	0.7886917880506268	0.035945338640938365
7	39.82201471328735	0.9000867938644946	0.03687396049499512	0.017783526777833077	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}	0.4303571696203493	0.47503415069204546	0.43164034856435396	0.5250054948232981	0.435175349943624	0.45944250272873416	0.036740758024584166	6	0.7691084245800512	0.8239204911787527	0.7417239909272074	0.8199872112227917	0.8203973847352675	0.7950275005288141	0.033509657489027435
8	42.38640179634094	0.9990258024822541	0.03497672080993652	0.006893797087739656	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}	0.4227091350264066	0.45492950757567174	0.43910479552322496	0.49859495080083316	0.480012600118071	0.4590701978088415	0.02734476112260378	7	0.8556016771822132	0.9252141542164374	0.8429163520271902	0.9323449645902111	0.9344201250702039	0.8980994546172513	0.040195494494277374
9	17.971011304855345	0.5995218748459967	0.017421865463256837	0.007603683096300135	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}	0.43045991970178366	0.461334634203556	0.4303455020892635	0.5204518085916474	0.45182002069316274	0.4588823770558827	0.03307226831366613	8	0.7668368534589312	0.8159071128828705	0.7414131746036872	0.8168188098690838	0.8119301115781021	0.790581212478535	0.03087678342896705
10	9.970430755615235	0.18707774620104978	0.030762243270874023	0.01762709175594783	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}	0.43453607023952295	0.47041902263143714	0.42764306426743415	0.5146243171368443	0.44698876372332186	0.45884224759971204	0.031465363117099195	9	0.6644019796463594	0.7303599546726063	0.7010914028991551	0.7301565050553318	0.6981908939436028	0.7048401472434112	0.024436405612508774
11	42.15332818031311	0.85472393252413	0.031937456130981444	0.013014468286618194	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}	0.42428568978527814	0.4776458409450737	0.42006175140207624	0.5281824261750517	0.4415229885057471	0.4583397393626454	0.04039408923047324	10	0.7635574496034244	0.8177900447614462	0.7427129387848416	0.8184957630170095	0.8109260004761231	0.7906964393285689	0.03148028616401429
12	21.52312216758728	0.5480677634560656	0.0369929313659668	0.02212392680001511	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}	0.4201677659591561	0.4684345626181798	0.434073490400021	0.49314071413158767	0.4693780704314412	0.45703892070807706	0.026352790366812293	11	0.7692051914427044	0.8207229509711461	0.741810582940513	0.8227763013700015	0.8208017652703797	0.795063358398949	0.03344664521213119
13	22.592399978637694	0.44819198567445634	0.015924596786499025	0.000817456219151301	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}	0.4412387149839826	0.45747999798721883	0.4298616641656494	0.5081214529093963	0.4458857128794317	0.45651750858513573	0.02727967782515339	12	0.7547073028282565	0.8232980557847944	0.7373040912967046	0.8176480593781699	0.8183236648617955	0.7902562348299442	0.03659920951034722
14	11.31736969947815	0.293783041027506	0.02750844955444336	0.019062642397702178	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}	0.40803088803088805	0.4768974483672111	0.4356186707448265	0.48784545054630746	0.461143807397362	0.45390725301731905	0.02888539824528688	13	0.6812794436983257	0.7300498404479733	0.7137273705249536	0.7214429102721771	0.6943861011670931	0.7081771332221045	0.017882279290452288
15	40.43386507034302	0.8066393701952241	0.03053007125854492	0.003936074421355164	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}	0.43333649745896374	0.443940271951883	0.43711573838772655	0.4822437135945365	0.4725133468073823	0.4538299136400984	0.019766453787306758	14	0.8579147225598853	0.9254684747145492	0.8442548423562651	0.9382758607004458	0.9341721368037879	0.9000172074269868	0.040398295379485784
16	43.605680799484254	1.074933130300441	0.06671757698059082	0.024668622451113786	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}	0.42868199911543564	0.45000177514827955	0.4322339614734987	0.4864107560823724	0.47053975891560773	0.45357365014703876	0.02215337115531052	15	0.8585302924956953	0.9254137136872713	0.841587512760859	0.9383319133804833	0.9309754019846183	0.8989677668617853	0.04049961909597033
17	18.603702306747437	0.555758628007453	0.02525191307067871	0.017604833388895968	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}	0.4250418768098314	0.4481245763810894	0.4231097094521836	0.5163922790066955	0.454988134503136	0.4535313152305872	0.03382300434292427	16	0.7610082372654579	0.8126318833194774	0.7296265920028471	0.8008274769211305	0.8184177630386811	0.7845023905095188	0.033974572268931406
18	20.3657338142395	0.23820385008105405	0.03390336036682129	0.028252229278863242	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}	0.4280932440660907	0.46130817984710626	0.42360549852532203	0.49843533295904274	0.4560790318627588	0.45350425745206413	0.02692949164350929	17	0.6638696154498807	0.727885650288925	0.7067766140749925	0.718724782873899	0.687832986859091	0.7010179299093576	0.02290156970183923
19	30.6443452835083	0.3600504726608737	0.05594677925109863	0.028567640905448773	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}	0.43456382619282197	0.4437986117960474	0.43134956524108325	0.48907382952847406	0.4659258684658268	0.4529423402448507	0.021733301654313218	18	0.8322797612305333	0.9001646560904257	0.8222222493297958	0.9060341478510028	0.9029843325227095	0.8727370294048935	0.03732132286638237
20	20.054351997375488	0.680661529620597	0.0466710090637207	0.025056479753386016	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}	0.4182434643976976	0.4743996347801658	0.4365561245642492	0.49762044810977596	0.4362475170434744	0.4526134377790726	0.029007740684574974	19	0.7584330053776829	0.8250335924634029	0.8147157330875581	0.8107222149652927	0.8144285883051502	0.8046666268398173	0.023602167772434297
21	11.39440860748291	0.21912130465090185	0.015537738800048828	0.008071157761310526	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}	0.4253089006384634	0.48500940718682656	0.42685541719852615	0.4754985828345597	0.4484342710134537	0.45222131577436586	0.024490564335235544	20	0.6671929647308117	0.7283403335505053	0.7034391742418042	0.7228160823101263	0.7058096274778523	0.7055196364622198	0.02141633693427373
22	38.66478943824768	0.8760028419931366	0.04983677864074707	0.025994443532924575	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}	0.42617573780102125	0.43792374051069705	0.42502332244821867	0.5097822589287545	0.45053144527138195	0.4498873009920146	0.031341357167402446	21	0.8315293707996507	0.8981509750757877	0.8213450459046698	0.90895354298806	0.9097571688614632	0.8739472207259263	0.03914046370883384
23	54.87452301979065	1.054598417454408	0.059139680862426755	0.019688480988060305	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}	0.4290016736137426	0.45847263018463136	0.43533401646892567	0.469172019362479	0.45683254283502395	0.44976257649296053	0.015111415318376344	22	0.8128790417650872	0.8718512190901757	0.7971870925701767	0.8788446545247853	0.885064125197715	0.8491652266295879	0.03661329606804498
24	18.802137708663942	0.5057728768078795	0.025292301177978517	0.018439385468763867	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}	0.4219095103340024	0.4493476475451361	0.4297866759476322	0.4898683420982239	0.4569350727567998	0.4495694497363589	0.023810639264003074	23	0.6723651415858828	0.7302938952585364	0.6980067352218862	0.7197260218326167	0.6966642962155505	0.7034112180228945	0.020136729670227026
25	22.54227809906006	0.23419511315540648	0.059469747543334964	0.026339856242474913	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}	0.43154638754156915	0.48355188651343545	0.417301303347815	0.46767145068769844	0.4473632651423577	0.44948685864657517	0.023888849423956398	24	0.6657184226947073	0.7238212475784084	0.6548473724583961	0.7251049948979198	0.7020489108456336	0.6943081896950131	0.0291681793548365
26	53.93124923706055	1.4502278787255507	0.05126862525939942	0.02832214444755294	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}	0.4295584190847007	0.4516519854443428	0.4346513739438417	0.47567740567510786	0.45424663874934257	0.44915716457946714	0.016309376770298645	25	0.8145851345265874	0.8815327150885679	0.7956602110454681	0.8849673843912038	0.8862302620759565	0.8525951414255568	0.039250512218673685
27	35.23484959602356	0.9833981823954837	0.08040337562561035	0.09332276772788001	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}	0.43669794119004757	0.4421695001647478	0.43043557475248406	0.4630000253843002	0.469966336291834	0.44845387555668265	0.015340997180489258	26	0.810578895495645	0.8721719421387539	0.7954079824238248	0.881610997923324	0.8809222874078572	0.848138421077881	0.03732029621911133
28	26.076295137405396	0.7923433394991493	0.030660247802734374	0.012465151105356117	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}	0.42234692319438083	0.4651404654387332	0.4258349086326402	0.48077813727681096	0.4463684789525181	0.4480937826990166	0.022450796639172873	27	0.8123287615652118	0.8778171601376086	0.8052752894337052	0.888556815282346	0.8838080461734883	0.853557214518472	0.036768354474206184
29	36.35084547996521	0.7790379296016927	0.04444727897644043	0.01805974343437342	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}	0.42045537003461264	0.45813317378797935	0.42777333069030066	0.4845069780615923	0.44761555048883683	0.4476968806126644	0.022816458288317947	28	0.7678532657159917	0.8122430694629867	0.7401020781971333	0.8111166591247461	0.8050611115600489	0.7872752368121814	0.028672855737415587
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