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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_svc__C	param_svc__degree	param_svc__gamma	param_svc__kernel	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	0.2177478313446045	0.08680120433504622	0.014047908782958984	0.002158181162616292	7	0.03	1	scale	linear	{'pca__n_components': 7, 'svc__C': 0.03, 'svc__degree': 1, 'svc__gamma': 'scale', 'svc__kernel': 'linear'}	0.3333333333333333	0.39344262295081966	0.2553191489361702	0.3181818181818182	0.3448275862068966	0.32902090192180755	0.044649838975265886	900	0.36649214659685864	0.3706896551724138	0.40425531914893614	0.39215686274509803	0.37254901960784315	0.3812286006542299	0.014513609159376271	0.5714285714285714	0.9230769230769231	0.46153846153846156	0.5384615384615384	0.7142857142857143	0.6417582417582418	0.1627857950517908	447	0.660377358490566	0.7962962962962963	0.7037037037037037	0.7407407407407407	0.7169811320754716	0.7236198462613557	0.044755622970331914	0.48	0.28	0.44	0.52	0.30612244897959184	0.40522448979591835	0.09536930126351043	1000	0.4824120603015075	0.32160804020100503	0.5175879396984925	0.4472361809045226	0.435	0.44076884422110557	0.06619627496713663	0.23529411764705882	0.25	0.17647058823529413	0.22580645161290322	0.22727272727272727	0.22296877695359668	0.024784103705798255	939	0.2536231884057971	0.24157303370786518	0.2835820895522388	0.26666666666666666	0.25165562913907286	0.2594201214943281	0.014482564928849286	0.5257142857142857	0.6015384615384616	0.4507692307692308	0.5292307692307692	0.5102040816326531	0.52349136577708	0.04815452652009424	937	0.5713947093960368	0.5589521682486507	0.6106458217010982	0.5939884608226317	0.5759905660377358	0.5821943452412306	0.018132321843838794
2	1	0.12142553329467773	0.03680232940252041	0.014369916915893555	0.0022059865064076195	7	0.03	1	auto	linear	{'pca__n_components': 7, 'svc__C': 0.03, 'svc__degree': 1, 'svc__gamma': 'auto', 'svc__kernel': 'linear'}	0.32653061224489793	0.41509433962264153	0.26666666666666666	0.37209302325581395	0.3448275862068966	0.34504244559938335	0.04924327054492874	755	0.36893203883495146	0.36363636363636365	0.38461538461538464	0.38235294117647056	0.38144329896907214	0.3761960054464485	0.008328717858315066	0.5714285714285714	0.8461538461538461	0.46153846153846156	0.6153846153846154	0.7142857142857143	0.6417582417582418	0.1305057832026683	447	0.7169811320754716	0.7037037037037037	0.6481481481481481	0.7222222222222222	0.6981132075471698	0.6978336827393431	0.026323424177111223	0.46	0.42	0.48	0.56	0.30612244897959184	0.4452244897959184	0.08317057436267196	871	0.4221105527638191	0.4120603015075377	0.5326633165829145	0.44221105527638194	0.48	0.4578090452261307	0.044059567906448265	0.22857142857142856	0.275	0.1875	0.26666666666666666	0.22727272727272727	0.2370021645021645	0.03143253645101852	787	0.24836601307189543	0.24516129032258063	0.2734375	0.26	0.2624113475177305	0.2578752301824413	0.010191611510916911	0.5157142857142857	0.6330769230769231	0.4707692307692308	0.5876923076923077	0.5102040816326531	0.54349136577708	0.058561785706283516	795	0.5695458424196453	0.5578820026056207	0.5904057323655314	0.5822166387493021	0.5890566037735849	0.5778213639827369	0.012409494512620274
3	2	0.09179940223693847	0.01383664339867002	0.012956619262695312	0.0017347738133924695	7	0.03	1	1	linear	{'pca__n_components': 7, 'svc__C': 0.03, 'svc__degree': 1, 'svc__gamma': 1, 'svc__kernel': 'linear'}	0.32	0.42857142857142855	0.23255813953488372	0.3902439024390244	0.3508771929824561	0.3444501327055586	0.06683172299646864	759	0.37373737373737376	0.3783783783783784	0.3956043956043956	0.3711340206185567	0.3880597014925373	0.38138277396624837	0.009158071477116149	0.5714285714285714	0.9230769230769231	0.38461538461538464	0.6153846153846154	0.7142857142857143	0.6417582417582418	0.1767284438942824	447	0.6981132075471698	0.7777777777777778	0.6666666666666666	0.6666666666666666	0.7358490566037735	0.7090146750524109	0.04278784395575321	0.44	0.38	0.5	0.6	0.32653061224489793	0.44930612244897955	0.09512337502668909	852	0.457286432160804	0.36683417085427134	0.5376884422110553	0.47738693467336685	0.455	0.4588391959798995	0.05485124864846746	0.2222222222222222	0.27906976744186046	0.16666666666666666	0.2857142857142857	0.23255813953488372	0.23724621631598372	0.04319151414598179	784	0.25517241379310346	0.25	0.28125	0.2571428571428571	0.2635135135135135	0.2614157568898948	0.010819928772818784	0.5057142857142857	0.6515384615384616	0.4423076923076923	0.6076923076923078	0.5204081632653061	0.5455321821036107	0.07479731142482123	777	0.5776998198539869	0.5723059743160246	0.602177554438861	0.5720268006700168	0.5954245283018867	0.5839269355161552	0.012495732463281811
4	3	0.1280219078063965	0.024768276997080188	0.013787841796875	0.0028880489786177557	7	0.03	1	5	linear	{'pca__n_components': 7, 'svc__C': 0.03, 'svc__degree': 1, 'svc__gamma': 5, 'svc__kernel': 'linear'}	0.32653061224489793	0.39285714285714285	0.2553191489361702	0.38095238095238093	0.35714285714285715	0.3425604284266898	0.04916166104285037	778	0.38341968911917096	0.3412322274881517	0.40641711229946526	0.3711340206185567	0.3804878048780488	0.3765381708806787	0.021125437373834783	0.5714285714285714	0.8461538461538461	0.46153846153846156	0.6153846153846154	0.7142857142857143	0.6417582417582418	0.1305057832026683	447	0.6981132075471698	0.6666666666666666	0.7037037037037037	0.6666666666666666	0.7358490566037735	0.6941998602375961	0.025909250788745612	0.46	0.36	0.44	0.58	0.3469387755102041	0.4373877551020408	0.08369739827080123	904	0.4824120603015075	0.39195979899497485	0.5226130653266332	0.47738693467336685	0.435	0.4618743718592965	0.044636094133248684	0.22857142857142856	0.2558139534883721	0.17647058823529413	0.27586206896551724	0.23809523809523808	0.23496265547117004	0.03340515360806049	807	0.2642857142857143	0.22929936305732485	0.2857142857142857	0.2571428571428571	0.2565789473684211	0.2586042335137206	0.018067910733749463	0.5157142857142857	0.6030769230769231	0.4507692307692308	0.5976923076923077	0.5306122448979592	0.5395729984301413	0.05647343620101524	820	0.5902626339243386	0.5293132328308208	0.6131583845151685	0.5720268006700168	0.5854245283018867	0.5780371160484463	0.027740516695262236
5	4	0.1374262809753418	0.04400125896491915	0.011466360092163086	0.0017975317494859637	7	0.03	1	10	linear	{'pca__n_components': 7, 'svc__C': 0.03, 'svc__degree': 1, 'svc__gamma': 10, 'svc__kernel': 'linear'}	0.32	0.41379310344827586	0.22727272727272727	0.34146341463414637	0.3389830508474576	0.3283024592405214	0.05978607463603686	908	0.3804878048780488	0.35185185185185186	0.39572192513368987	0.38578680203045684	0.3781094527363184	0.37839156732607315	0.014586713790580996	0.5714285714285714	0.9230769230769231	0.38461538461538464	0.5384615384615384	0.7142857142857143	0.6263736263736264	0.18163475614412647	621	0.7358490566037735	0.7037037037037037	0.6851851851851852	0.7037037037037037	0.7169811320754716	0.7090845562543675	0.01677963929587426	0.44	0.34	0.48	0.58	0.2857142857142857	0.4251428571428571	0.10382717193804837	964	0.4321608040201005	0.3768844221105528	0.5175879396984925	0.4723618090452261	0.45	0.4497989949748744	0.04632947814227713	0.2222222222222222	0.26666666666666666	0.16129032258064516	0.25	0.2222222222222222	0.22448028673835124	0.035872317174621235	927	0.2565789473684211	0.2345679012345679	0.2781954887218045	0.26573426573426573	0.25675675675675674	0.2583666719631632	0.014280284916026518	0.5057142857142857	0.6315384615384616	0.4323076923076923	0.5592307692307692	0.5	0.5257582417582418	0.06649528912205493	924	0.584004930311937	0.5402940629071282	0.6013865624418389	0.588032756374465	0.5834905660377359	0.579441775614621	0.02061619321901295
6	5	0.11851296424865723	0.04146367469550158	0.011878347396850586	0.0029597271984855055	7	0.03	1	15	linear	{'pca__n_components': 7, 'svc__C': 0.03, 'svc__degree': 1, 'svc__gamma': 15, 'svc__kernel': 'linear'}	0.32653061224489793	0.4	0.22727272727272727	0.27906976744186046	0.3389830508474576	0.3143712315613887	0.05816910002706634	983	0.375	0.35294117647058826	0.37714285714285717	0.37373737373737376	0.37681159420289856	0.3711266003107435	0.00917652990087007	0.5714285714285714	0.7692307692307693	0.38461538461538464	0.46153846153846156	0.7142857142857143	0.5802197802197803	0.1456862718169367	972	0.6792452830188679	0.6666666666666666	0.6111111111111112	0.6851851851851852	0.7358490566037735	0.675611460517121	0.03993427916669407	0.46	0.46	0.48	0.52	0.2857142857142857	0.4411428571428571	0.08074348397289799	896	0.4824120603015075	0.4271356783919598	0.5577889447236181	0.4623115577889447	0.425	0.4709296482412061	0.04853472785110282	0.22857142857142856	0.2702702702702703	0.16129032258064516	0.2	0.2222222222222222	0.21647084872891326	0.035749292053465054	984	0.2589928057553957	0.24	0.2727272727272727	0.2569444444444444	0.2532467532467532	0.2563822552347732	0.010511900749649793	0.5157142857142857	0.6146153846153847	0.4323076923076923	0.4907692307692308	0.5	0.5106813186813187	0.059128044012101574	985	0.5808286716601877	0.5469011725293133	0.5844500279173646	0.573748371487065	0.5804245283018867	0.5732705543791635	0.013629803495603842
7	6	0.15482029914855958	0.084791243474329	0.01339116096496582	0.0021181636245044006	7	0.03	2	scale	linear	{'pca__n_components': 7, 'svc__C': 0.03, 'svc__degree': 2, 'svc__gamma': 'scale', 'svc__kernel': 'linear'}	0.3404255319148936	0.42857142857142855	0.2727272727272727	0.3	0.3793103448275862	0.34420691560823624	0.05554729766081269	761	0.37037037037037035	0.3813953488372093	0.38636363636363635	0.36082474226804123	0.3864734299516908	0.37708550555818965	0.010022944159474419	0.5714285714285714	0.9230769230769231	0.46153846153846156	0.46153846153846156	0.7857142857142857	0.6406593406593407	0.1842618278569071	485	0.660377358490566	0.7592592592592593	0.6296296296296297	0.6481481481481481	0.7547169811320755	0.6904262753319357	0.055241079096591005	0.5	0.38	0.5	0.58	0.32653061224489793	0.45730612244897956	0.09140874420581689	814	0.49246231155778897	0.3969849246231156	0.5577889447236181	0.4723618090452261	0.43	0.4699195979899498	0.0550421680315152	0.24242424242424243	0.27906976744186046	0.1935483870967742	0.2222222222222222	0.25	0.2374529238370199	0.02854360670419782	782	0.25735294117647056	0.2546583850931677	0.2786885245901639	0.25	0.2597402597402597	0.2600880221200124	0.009847125947399596	0.5357142857142857	0.6515384615384616	0.4807692307692308	0.5207692307692308	0.5561224489795918	0.5489827315541602	0.05691008397184179	761	0.5764198350241775	0.5781220919411875	0.5937092871766239	0.5602549785966872	0.5923584905660377	0.5801729366609427	0.012220779833277729
8	7	0.17896614074707032	0.07081633166754336	0.010767984390258788	0.0006836034755994168	7	0.03	2	auto	linear	{'pca__n_components': 7, 'svc__C': 0.03, 'svc__degree': 2, 'svc__gamma': 'auto', 'svc__kernel': 'linear'}	0.3404255319148936	0.39344262295081966	0.26666666666666666	0.34782608695652173	0.3389830508474576	0.33746879186727186	0.040655429041213664	824	0.38341968911917096	0.36909871244635195	0.42105263157894735	0.3804878048780488	0.36548223350253806	0.3839082143050114	0.019750866846598304	0.5714285714285714	0.9230769230769231	0.46153846153846156	0.6153846153846154	0.7142857142857143	0.6571428571428573	0.1557806166740163	334	0.6981132075471698	0.7962962962962963	0.7407407407407407	0.7222222222222222	0.6792452830188679	0.7273235499650594	0.040318849552643816	0.5	0.28	0.48	0.5	0.2857142857142857	0.40914285714285714	0.10338594228048845	994	0.4824120603015075	0.3165829145728643	0.5175879396984925	0.4371859296482412	0.46	0.4427537688442212	0.06844041349774585	0.24242424242424243	0.25	0.1875	0.24242424242424243	0.2222222222222222	0.22891414141414143	0.022669680114420544	867	0.2642857142857143	0.24022346368715083	0.29411764705882354	0.2582781456953642	0.25	0.26138099414541055	0.01825881504589369	0.5357142857142857	0.6015384615384616	0.4707692307692308	0.5576923076923077	0.5	0.5331428571428571	0.045334677046178405	859	0.5902626339243386	0.5564396054345803	0.6291643402196165	0.5797040759352317	0.569622641509434	0.5850386594046402	0.024732096125025214
9	8	0.1535721778869629	0.08337255580059877	0.01179499626159668	0.001731579810714512	7	0.03	2	1	linear	{'pca__n_components': 7, 'svc__C': 0.03, 'svc__degree': 2, 'svc__gamma': 1, 'svc__kernel': 'linear'}	0.32653061224489793	0.47058823529411764	0.2727272727272727	0.3	0.3389830508474576	0.3417658342227492	0.06833121507994362	781	0.38341968911917096	0.35467980295566504	0.4065934065934066	0.3711340206185567	0.4	0.3831653838573598	0.018913081408633407	0.5714285714285714	0.9230769230769231	0.46153846153846156	0.46153846153846156	0.7142857142857143	0.6263736263736265	0.17499805922984074	610	0.6981132075471698	0.6666666666666666	0.6851851851851852	0.6666666666666666	0.7547169811320755	0.6942697414395527	0.032480854835855395	0.46	0.48	0.5	0.58	0.2857142857142857	0.46114285714285713	0.09671502426390301	806	0.4824120603015075	0.4321608040201005	0.542713567839196	0.47738693467336685	0.465	0.4799346733668341	0.03594218989037543	0.22857142857142856	0.3157894736842105	0.1935483870967742	0.2222222222222222	0.2222222222222222	0.23647074675937155	0.041478258234377195	793	0.2642857142857143	0.24161073825503357	0.2890625	0.2571428571428571	0.272108843537415	0.26484213064420403	0.0157398691986667	0.5157142857142857	0.7015384615384616	0.4807692307692308	0.5207692307692308	0.5	0.5437582417582417	0.08011486139024288	792	0.5902626339243386	0.5494137353433836	0.6139493765121906	0.5720268006700168	0.6098584905660378	0.5871022074031934	0.024067804314993016
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