Electrocardiogram/cat_boost_tuning_results.csv

1	model	scaling_method	sampling_method	learning_rate	depth	l2_leaf_reg	subsample	k_neighbors	kmeans_estimator	accuracy	f1_macro	f2_macro	recall_macro	precision_macro	f1_class0	f2_class0	recall_class0	precision_class0	f1_class1	f2_class1	recall_class1	precision_class1	TP	TN	FP	FN
2	cat_boost	standard_scaling	KMeansSMOTE	0.03	6	1	0.8	10	5	0.986102098272271	0.8464211332649116	0.8023135099790324	0.7791138815061434	0.96203288693187	0.9928862049080953	0.9964579165143898	0.9988534818988754	0.9869903534333956	0.699956061621728	0.6081691034436749	0.5593742811134115	0.9370754204303445	90.4	5401.4	6.2	71.2
3	cat_boost	standard_scaling	KMeansSMOTE	0.03	6	1	1.0	10	5	0.9861020918246783	0.8469134138715712	0.803336559335327	0.7803076365169013	0.9596527280526976	0.9928857095450654	0.9964136002318558	0.9987795242415322	0.9870612190530006	0.7009411181980768	0.6102595184387981	0.5618357487922705	0.9322442370523942	90.8	5401.0	6.6	70.8
4	cat_boost	standard_scaling	KMeansSMOTE	0.03	6	3	0.8	10	5	0.9859943590013067	0.8455895471055779	0.8020371696150306	0.7790660796768216	0.9589476503888168	0.9928306747692883	0.9963693077576995	0.9987425419930116	0.9869888604171744	0.6983484194418677	0.6077050314723615	0.5593896173606318	0.9309064403604594	90.4	5400.8	6.8	71.2
5	cat_boost	standard_scaling	KMeansSMOTE	0.03	6	3	1.0	10	5	0.9861020982722708	0.8469259490456327	0.8033344354877547	0.7803038024550962	0.9598048908417075	0.9928856855497828	0.9964135841257609	0.998779524241532	0.9870612237987226	0.700966212541483	0.610255286849749	0.5618280806686603	0.9325485578846923	90.8	5401.0	6.6	70.8
6	cat_boost	standard_scaling	KMeansSMOTE	0.03	8	1	0.8	10	5	0.9863893900996572	0.8500036099146012	0.8060615973468563	0.7828660730636322	0.964231805061976	0.9930328042996537	0.9965611507017205	0.9989274532356148	0.9872078427726576	0.7069744155295486	0.6155620439919921	0.5668046928916495	0.9412557673512941	91.6	5401.8	5.8	70.0
7	cat_boost	standard_scaling	KMeansSMOTE	0.03	8	1	1.0	10	5	0.986245744185964	0.8476860128088646	0.8031711577107631	0.7797828081875858	0.9646225545136377	0.9929600993661	0.996553947866289	0.9989644354841356	0.9870279994042248	0.7024119262516294	0.6097883675552371	0.5606011808910359	0.9422171096230502	90.6	5402.0	5.6	71.0
8	cat_boost	standard_scaling	KMeansSMOTE	0.03	8	3	0.8	10	5	0.9863893900996572	0.8495220361155831	0.8050537352020507	0.7816569886453523	0.9659996628309043	0.9930333414905947	0.9966055373221451	0.9990014245723546	0.9871366794500623	0.7060107307405714	0.6135019330819563	0.5643125527183498	0.944862646211746	91.2	5402.2	5.4	70.4
9	cat_boost	standard_scaling	KMeansSMOTE	0.03	8	3	1.0	10	5	0.9863175639190143	0.8491915868997488	0.8053628818591857	0.7822264639269495	0.9631146491255429	0.9929960598572507	0.9965242639440666	0.9988904709870944	0.9871713330975938	0.7053871139422471	0.6142014997743052	0.5655624568668046	0.9390579651534919	91.4	5401.6	6.0	70.2
10	cat_boost	standard_scaling	KMeansSMOTE	0.05	6	1	0.8	10	5	0.9866407688367221	0.8556837421302268	0.8150894007705028	0.7931979762531072	0.9563290102657941	0.99315811122897	0.9963906992292945	0.9985575965519166	0.987817299311019	0.7182093730314834	0.633788102311711	0.5878383559542979	0.9248407212205692	95.0	5399.8	7.8	66.6
11	cat_boost	standard_scaling	KMeansSMOTE	0.05	6	1	1.0	10	5	0.9867484823173163	0.8559996996083085	0.8143727987698804	0.7920367073435457	0.960300275384561	0.9932142818892882	0.9965238018250784	0.9987425351533131	0.9877474074893051	0.7187851173273286	0.6322217957146827	0.585330879533778	0.9328531432798167	94.6	5400.8	6.8	67.0
12	cat_boost	standard_scaling	KMeansSMOTE	0.05	6	3	0.8	10	5	0.9864612227278926	0.8533450421041462	0.812224517306803	0.7901038917962598	0.9555993374147942	0.9930666965431355	0.9963539512475978	0.9985576033916148	0.9876360004981617	0.7136233876651569	0.6280950833660081	0.5816501802009049	0.9235626743314267	94.0	5399.8	7.8	67.6
13	cat_boost	standard_scaling	KMeansSMOTE	0.05	6	3	1.0	10	5	0.9867844083028228	0.8573006791580667	0.8164907232214175	0.7944656991807557	0.958193575687438	0.9932316312539872	0.9964645201920334	0.9986315747283545	0.9878901498488986	0.7213697270621464	0.6365169262508016	0.5902998236331569	0.9284970015259774	95.4	5400.2	7.4	66.2
14	cat_boost	standard_scaling	KMeansSMOTE	0.05	8	1	0.8	10	5	0.98696397375443	0.8588520652710141	0.8174395366148681	0.7951607816902195	0.9620975495653582	0.9933240141817763	0.9965900576766396	0.9987795037224373	0.9879284071915372	0.7243801163602518	0.6382890155530964	0.5915420596580018	0.9362666919391796	95.6	5401.0	6.6	66.0
15	cat_boost	standard_scaling	KMeansSMOTE	0.05	8	1	1.0	10	5	0.9869639802020224	0.8589256487158436	0.8174769428455269	0.7951646191718738	0.962012871399407	0.9933239605530348	0.996590061243829	0.9987795105621355	0.9879281234018163	0.7245273368786525	0.6383638244472246	0.5915497277816119	0.9360976193969981	95.6	5401.0	6.6	66.0
16	cat_boost	standard_scaling	KMeansSMOTE	0.05	8	3	0.8	10	5	0.9866407494939446	0.8547901540994214	0.8131230269576963	0.7907913130218117	0.9595074852665129	0.993159153169854	0.9964795006647693	0.9987055460650941	0.9876746003357422	0.7164211550289888	0.6297665532506237	0.5828770799785292	0.9313403701972834	94.2	5400.6	7.0	67.4
17	cat_boost	standard_scaling	KMeansSMOTE	0.05	8	3	1.0	10	5	0.9868562344834656	0.8578940042542003	0.816713699641437	0.7945065189109306	0.9597825930249886	0.9932686639522277	0.996523643388767	0.9987055460650941	0.9878908442470614	0.722519344556173	0.6369037558941069	0.5903074917567671	0.9316743418029161	95.4	5400.6	7.0	66.2
18	cat_boost	standard_scaling	KMeansSMOTE	0.1	6	1	0.8	10	5	0.9870357548019252	0.8623889925070234	0.8248272214187775	0.8041988095438739	0.9520721366121677	0.9933574241810342	0.9963161878839678	0.9982987002931768	0.9884657552032878	0.7314205608330123	0.6533382549535874	0.610098918794571	0.9156785180210474	98.6	5398.4	9.2	63.0
19	cat_boost	standard_scaling	KMeansSMOTE	0.1	6	1	1.0	10	5	0.9871435005204819	0.8625998575702166	0.8236953790986726	0.8024579181169808	0.956632062491588	0.9934137922982996	0.9964715073780287	0.9985206211430941	0.9883597026951225	0.7317859228421337	0.6509192508193165	0.6063952150908672	0.9249044222880534	98.0	5399.6	8.0	63.6
20	cat_boost	standard_scaling	KMeansSMOTE	0.1	6	3	0.8	10	5	0.9873948857051393	0.8667458053044029	0.829664336892599	0.8091970780277107	0.954337080418209	0.9935407771781357	0.9964341832568916	0.9983726853093131	0.988756309486377	0.7399508334306704	0.6628944905283063	0.6200214707461085	0.919917851350041	100.2	5398.8	8.8	61.4
21	cat_boost	standard_scaling	KMeansSMOTE	0.1	6	3	1.0	10	5	0.9872153395963098	0.8644394608691248	0.8267940039700823	0.8060953220274041	0.9540443270536809	0.9934492769479496	0.9963973749809257	0.9983726853093129	0.9885750243912155	0.7354296447903	0.6571906329592391	0.613817958745495	0.9195136297161464	99.2	5398.8	8.8	62.4
22	cat_boost	standard_scaling	KMeansSMOTE	0.1	8	1	0.8	10	5	0.9868203084979591	0.8599023912397564	0.8223149533336459	0.8016926983325823	0.9497489390690376	0.9932473069538978	0.9962276995711379	0.9982247494755321	0.9883200574357269	0.7265574755256153	0.6484022070961538	0.6051606471896328	0.9111778207023482	97.8	5398.0	9.6	63.8
23	cat_boost	standard_scaling	KMeansSMOTE	0.1	8	1	1.0	10	5	0.9870357999350727	0.8618063547824375	0.8234090356320497	0.8023986072625455	0.9541161878278945	0.9933581830944259	0.9963828328350818	0.9984096675578338	0.988358275605339	0.7302545264704492	0.6504352384290177	0.6063875469672572	0.91987410005045	98.0	5399.0	8.6	63.6
24	cat_boost	standard_scaling	KMeansSMOTE	0.1	8	3	0.8	10	5	0.9870716936826167	0.8625515302503806	0.8245004500539862	0.8036300100271925	0.953530205956364	0.9933761441894067	0.9963679530945301	0.9983726647902182	0.988430069482742	0.7317269163113542	0.6526329470134422	0.6088873552641669	0.9186303424299856	98.4	5398.8	8.8	63.2
25	cat_boost	standard_scaling	KMeansSMOTE	0.1	8	3	1.0	10	5	0.9869998868447514	0.8607931667292659	0.8214250075291298	0.7999887788946625	0.9563493266635918	0.9933405747125796	0.9964420595578707	0.9985206143033958	0.9882145666495015	0.7282457587459524	0.646407955500389	0.6014569434859289	0.9244840866776822	97.2	5399.6	8.0	64.4
26	cat_boost	standard_scaling	class_weight	0.03	6	1	0.8	10	5	0.986102098272271	0.8464211332649116	0.8023135099790324	0.7791138815061434	0.96203288693187	0.9928862049080953	0.9964579165143898	0.9988534818988754	0.9869903534333956	0.699956061621728	0.6081691034436749	0.5593742811134115	0.9370754204303445	90.4	5401.4	6.2	71.2
27	cat_boost	standard_scaling	class_weight	0.03	6	1	1.0	10	5	0.9861020918246783	0.8469134138715712	0.803336559335327	0.7803076365169013	0.9596527280526976	0.9928857095450654	0.9964136002318558	0.9987795242415322	0.9870612190530006	0.7009411181980768	0.6102595184387981	0.5618357487922705	0.9322442370523942	90.8	5401.0	6.6	70.8
28	cat_boost	standard_scaling	class_weight	0.03	6	3	0.8	10	5	0.9859943590013067	0.8455895471055779	0.8020371696150306	0.7790660796768216	0.9589476503888168	0.9928306747692883	0.9963693077576995	0.9987425419930116	0.9869888604171744	0.6983484194418677	0.6077050314723615	0.5593896173606318	0.9309064403604594	90.4	5400.8	6.8	71.2
29	cat_boost	standard_scaling	class_weight	0.03	6	3	1.0	10	5	0.9861020982722708	0.8469259490456327	0.8033344354877547	0.7803038024550962	0.9598048908417075	0.9928856855497828	0.9964135841257609	0.998779524241532	0.9870612237987226	0.700966212541483	0.610255286849749	0.5618280806686603	0.9325485578846923	90.8	5401.0	6.6	70.8
30	cat_boost	standard_scaling	class_weight	0.03	8	1	0.8	10	5	0.9863893900996572	0.8500036099146012	0.8060615973468563	0.7828660730636322	0.964231805061976	0.9930328042996537	0.9965611507017205	0.9989274532356148	0.9872078427726576	0.7069744155295486	0.6155620439919921	0.5668046928916495	0.9412557673512941	91.6	5401.8	5.8	70.0
31	cat_boost	standard_scaling	class_weight	0.03	8	1	1.0	10	5	0.986245744185964	0.8476860128088646	0.8031711577107631	0.7797828081875858	0.9646225545136377	0.9929600993661	0.996553947866289	0.9989644354841356	0.9870279994042248	0.7024119262516294	0.6097883675552371	0.5606011808910359	0.9422171096230502	90.6	5402.0	5.6	71.0
32	cat_boost	standard_scaling	class_weight	0.03	8	3	0.8	10	5	0.9863893900996572	0.8495220361155831	0.8050537352020507	0.7816569886453523	0.9659996628309043	0.9930333414905947	0.9966055373221451	0.9990014245723546	0.9871366794500623	0.7060107307405714	0.6135019330819563	0.5643125527183498	0.944862646211746	91.2	5402.2	5.4	70.4
33	cat_boost	standard_scaling	class_weight	0.03	8	3	1.0	10	5	0.9863175639190143	0.8491915868997488	0.8053628818591857	0.7822264639269495	0.9631146491255429	0.9929960598572507	0.9965242639440666	0.9988904709870944	0.9871713330975938	0.7053871139422471	0.6142014997743052	0.5655624568668046	0.9390579651534919	91.4	5401.6	6.0	70.2
34	cat_boost	standard_scaling	class_weight	0.05	6	1	0.8	10	5	0.9866407688367221	0.8556837421302268	0.8150894007705028	0.7931979762531072	0.9563290102657941	0.99315811122897	0.9963906992292945	0.9985575965519166	0.987817299311019	0.7182093730314834	0.633788102311711	0.5878383559542979	0.9248407212205692	95.0	5399.8	7.8	66.6
35	cat_boost	standard_scaling	class_weight	0.05	6	1	1.0	10	5	0.9867484823173163	0.8559996996083085	0.8143727987698804	0.7920367073435457	0.960300275384561	0.9932142818892882	0.9965238018250784	0.9987425351533131	0.9877474074893051	0.7187851173273286	0.6322217957146827	0.585330879533778	0.9328531432798167	94.6	5400.8	6.8	67.0
36	cat_boost	standard_scaling	class_weight	0.05	6	3	0.8	10	5	0.9864612227278926	0.8533450421041462	0.812224517306803	0.7901038917962598	0.9555993374147942	0.9930666965431355	0.9963539512475978	0.9985576033916148	0.9876360004981617	0.7136233876651569	0.6280950833660081	0.5816501802009049	0.9235626743314267	94.0	5399.8	7.8	67.6
37	cat_boost	standard_scaling	class_weight	0.05	6	3	1.0	10	5	0.9867844083028228	0.8573006791580667	0.8164907232214175	0.7944656991807557	0.958193575687438	0.9932316312539872	0.9964645201920334	0.9986315747283545	0.9878901498488986	0.7213697270621464	0.6365169262508016	0.5902998236331569	0.9284970015259774	95.4	5400.2	7.4	66.2
38	cat_boost	standard_scaling	class_weight	0.05	8	1	0.8	10	5	0.98696397375443	0.8588520652710141	0.8174395366148681	0.7951607816902195	0.9620975495653582	0.9933240141817763	0.9965900576766396	0.9987795037224373	0.9879284071915372	0.7243801163602518	0.6382890155530964	0.5915420596580018	0.9362666919391796	95.6	5401.0	6.6	66.0
39	cat_boost	standard_scaling	class_weight	0.05	8	1	1.0	10	5	0.9869639802020224	0.8589256487158436	0.8174769428455269	0.7951646191718738	0.962012871399407	0.9933239605530348	0.996590061243829	0.9987795105621355	0.9879281234018163	0.7245273368786525	0.6383638244472246	0.5915497277816119	0.9360976193969981	95.6	5401.0	6.6	66.0
40	cat_boost	standard_scaling	class_weight	0.05	8	3	0.8	10	5	0.9866407494939446	0.8547901540994214	0.8131230269576963	0.7907913130218117	0.9595074852665129	0.993159153169854	0.9964795006647693	0.9987055460650941	0.9876746003357422	0.7164211550289888	0.6297665532506237	0.5828770799785292	0.9313403701972834	94.2	5400.6	7.0	67.4
41	cat_boost	standard_scaling	class_weight	0.05	8	3	1.0	10	5	0.9868562344834656	0.8578940042542003	0.816713699641437	0.7945065189109306	0.9597825930249886	0.9932686639522277	0.996523643388767	0.9987055460650941	0.9878908442470614	0.722519344556173	0.6369037558941069	0.5903074917567671	0.9316743418029161	95.4	5400.6	7.0	66.2
42	cat_boost	standard_scaling	class_weight	0.1	6	1	0.8	10	5	0.9870357548019252	0.8623889925070234	0.8248272214187775	0.8041988095438739	0.9520721366121677	0.9933574241810342	0.9963161878839678	0.9982987002931768	0.9884657552032878	0.7314205608330123	0.6533382549535874	0.610098918794571	0.9156785180210474	98.6	5398.4	9.2	63.0
43	cat_boost	standard_scaling	class_weight	0.1	6	1	1.0	10	5	0.9871435005204819	0.8625998575702166	0.8236953790986726	0.8024579181169808	0.956632062491588	0.9934137922982996	0.9964715073780287	0.9985206211430941	0.9883597026951225	0.7317859228421337	0.6509192508193165	0.6063952150908672	0.9249044222880534	98.0	5399.6	8.0	63.6
44	cat_boost	standard_scaling	class_weight	0.1	6	3	0.8	10	5	0.9873948857051393	0.8667458053044029	0.829664336892599	0.8091970780277107	0.954337080418209	0.9935407771781357	0.9964341832568916	0.9983726853093131	0.988756309486377	0.7399508334306704	0.6628944905283063	0.6200214707461085	0.919917851350041	100.2	5398.8	8.8	61.4
45	cat_boost	standard_scaling	class_weight	0.1	6	3	1.0	10	5	0.9872153395963098	0.8644394608691248	0.8267940039700823	0.8060953220274041	0.9540443270536809	0.9934492769479496	0.9963973749809257	0.9983726853093129	0.9885750243912155	0.7354296447903	0.6571906329592391	0.613817958745495	0.9195136297161464	99.2	5398.8	8.8	62.4
46	cat_boost	standard_scaling	class_weight	0.1	8	1	0.8	10	5	0.9868203084979591	0.8599023912397564	0.8223149533336459	0.8016926983325823	0.9497489390690376	0.9932473069538978	0.9962276995711379	0.9982247494755321	0.9883200574357269	0.7265574755256153	0.6484022070961538	0.6051606471896328	0.9111778207023482	97.8	5398.0	9.6	63.8
47	cat_boost	standard_scaling	class_weight	0.1	8	1	1.0	10	5	0.9870357999350727	0.8618063547824375	0.8234090356320497	0.8023986072625455	0.9541161878278945	0.9933581830944259	0.9963828328350818	0.9984096675578338	0.988358275605339	0.7302545264704492	0.6504352384290177	0.6063875469672572	0.91987410005045	98.0	5399.0	8.6	63.6
48	cat_boost	standard_scaling	class_weight	0.1	8	3	0.8	10	5	0.9870716936826167	0.8625515302503806	0.8245004500539862	0.8036300100271925	0.953530205956364	0.9933761441894067	0.9963679530945301	0.9983726647902182	0.988430069482742	0.7317269163113542	0.6526329470134422	0.6088873552641669	0.9186303424299856	98.4	5398.8	8.8	63.2
49	cat_boost	standard_scaling	class_weight	0.1	8	3	1.0	10	5	0.9869998868447514	0.8607931667292659	0.8214250075291298	0.7999887788946625	0.9563493266635918	0.9933405747125796	0.9964420595578707	0.9985206143033958	0.9882145666495015	0.7282457587459524	0.646407955500389	0.6014569434859289	0.9244840866776822	97.2	5399.6	8.0	64.4
50	cat_boost	robust_scaling	KMeansSMOTE	0.03	6	1	0.8	10	5	0.986102098272271	0.8464211332649116	0.8023135099790324	0.7791138815061434	0.96203288693187	0.9928862049080953	0.9964579165143898	0.9988534818988754	0.9869903534333956	0.699956061621728	0.6081691034436749	0.5593742811134115	0.9370754204303445	90.4	5401.4	6.2	71.2
51	cat_boost	robust_scaling	KMeansSMOTE	0.03	6	1	1.0	10	5	0.9861020918246783	0.8469134138715712	0.803336559335327	0.7803076365169013	0.9596527280526976	0.9928857095450654	0.9964136002318558	0.9987795242415322	0.9870612190530006	0.7009411181980768	0.6102595184387981	0.5618357487922705	0.9322442370523942	90.8	5401.0	6.6	70.8
52	cat_boost	robust_scaling	KMeansSMOTE	0.03	6	3	0.8	10	5	0.9859943590013067	0.8455895471055779	0.8020371696150306	0.7790660796768216	0.9589476503888168	0.9928306747692883	0.9963693077576995	0.9987425419930116	0.9869888604171744	0.6983484194418677	0.6077050314723615	0.5593896173606318	0.9309064403604594	90.4	5400.8	6.8	71.2
53	cat_boost	robust_scaling	KMeansSMOTE	0.03	6	3	1.0	10	5	0.9861020982722708	0.8469259490456327	0.8033344354877547	0.7803038024550962	0.9598048908417075	0.9928856855497828	0.9964135841257609	0.998779524241532	0.9870612237987226	0.700966212541483	0.610255286849749	0.5618280806686603	0.9325485578846923	90.8	5401.0	6.6	70.8
54	cat_boost	robust_scaling	KMeansSMOTE	0.03	8	1	0.8	10	5	0.9863893900996572	0.8500036099146012	0.8060615973468563	0.7828660730636322	0.964231805061976	0.9930328042996537	0.9965611507017205	0.9989274532356148	0.9872078427726576	0.7069744155295486	0.6155620439919921	0.5668046928916495	0.9412557673512941	91.6	5401.8	5.8	70.0
55	cat_boost	robust_scaling	KMeansSMOTE	0.03	8	1	1.0	10	5	0.986245744185964	0.8476860128088646	0.8031711577107631	0.7797828081875858	0.9646225545136377	0.9929600993661	0.996553947866289	0.9989644354841356	0.9870279994042248	0.7024119262516294	0.6097883675552371	0.5606011808910359	0.9422171096230502	90.6	5402.0	5.6	71.0
56	cat_boost	robust_scaling	KMeansSMOTE	0.03	8	3	0.8	10	5	0.9863893900996572	0.8495220361155831	0.8050537352020507	0.7816569886453523	0.9659996628309043	0.9930333414905947	0.9966055373221451	0.9990014245723546	0.9871366794500623	0.7060107307405714	0.6135019330819563	0.5643125527183498	0.944862646211746	91.2	5402.2	5.4	70.4
57	cat_boost	robust_scaling	KMeansSMOTE	0.03	8	3	1.0	10	5	0.9863175639190143	0.8491915868997488	0.8053628818591857	0.7822264639269495	0.9631146491255429	0.9929960598572507	0.9965242639440666	0.9988904709870944	0.9871713330975938	0.7053871139422471	0.6142014997743052	0.5655624568668046	0.9390579651534919	91.4	5401.6	6.0	70.2
58	cat_boost	robust_scaling	KMeansSMOTE	0.05	6	1	0.8	10	5	0.9866407688367221	0.8556837421302268	0.8150894007705028	0.7931979762531072	0.9563290102657941	0.99315811122897	0.9963906992292945	0.9985575965519166	0.987817299311019	0.7182093730314834	0.633788102311711	0.5878383559542979	0.9248407212205692	95.0	5399.8	7.8	66.6
59	cat_boost	robust_scaling	KMeansSMOTE	0.05	6	1	1.0	10	5	0.9867484823173163	0.8559996996083085	0.8143727987698804	0.7920367073435457	0.960300275384561	0.9932142818892882	0.9965238018250784	0.9987425351533131	0.9877474074893051	0.7187851173273286	0.6322217957146827	0.585330879533778	0.9328531432798167	94.6	5400.8	6.8	67.0
60	cat_boost	robust_scaling	KMeansSMOTE	0.05	6	3	0.8	10	5	0.9864612227278926	0.8533450421041462	0.812224517306803	0.7901038917962598	0.9555993374147942	0.9930666965431355	0.9963539512475978	0.9985576033916148	0.9876360004981617	0.7136233876651569	0.6280950833660081	0.5816501802009049	0.9235626743314267	94.0	5399.8	7.8	67.6
61	cat_boost	robust_scaling	KMeansSMOTE	0.05	6	3	1.0	10	5	0.9867844083028228	0.8573006791580667	0.8164907232214175	0.7944656991807557	0.958193575687438	0.9932316312539872	0.9964645201920334	0.9986315747283545	0.9878901498488986	0.7213697270621464	0.6365169262508016	0.5902998236331569	0.9284970015259774	95.4	5400.2	7.4	66.2
62	cat_boost	robust_scaling	KMeansSMOTE	0.05	8	1	0.8	10	5	0.98696397375443	0.8588520652710141	0.8174395366148681	0.7951607816902195	0.9620975495653582	0.9933240141817763	0.9965900576766396	0.9987795037224373	0.9879284071915372	0.7243801163602518	0.6382890155530964	0.5915420596580018	0.9362666919391796	95.6	5401.0	6.6	66.0
63	cat_boost	robust_scaling	KMeansSMOTE	0.05	8	1	1.0	10	5	0.9869639802020224	0.8589256487158436	0.8174769428455269	0.7951646191718738	0.962012871399407	0.9933239605530348	0.996590061243829	0.9987795105621355	0.9879281234018163	0.7245273368786525	0.6383638244472246	0.5915497277816119	0.9360976193969981	95.6	5401.0	6.6	66.0
64	cat_boost	robust_scaling	KMeansSMOTE	0.05	8	3	0.8	10	5	0.9866407494939446	0.8547901540994214	0.8131230269576963	0.7907913130218117	0.9595074852665129	0.993159153169854	0.9964795006647693	0.9987055460650941	0.9876746003357422	0.7164211550289888	0.6297665532506237	0.5828770799785292	0.9313403701972834	94.2	5400.6	7.0	67.4
65	cat_boost	robust_scaling	KMeansSMOTE	0.05	8	3	1.0	10	5	0.9868562344834656	0.8578940042542003	0.816713699641437	0.7945065189109306	0.9597825930249886	0.9932686639522277	0.996523643388767	0.9987055460650941	0.9878908442470614	0.722519344556173	0.6369037558941069	0.5903074917567671	0.9316743418029161	95.4	5400.6	7.0	66.2
66	cat_boost	robust_scaling	KMeansSMOTE	0.1	6	1	0.8	10	5	0.9870357548019252	0.8623889925070234	0.8248272214187775	0.8041988095438739	0.9520721366121677	0.9933574241810342	0.9963161878839678	0.9982987002931768	0.9884657552032878	0.7314205608330123	0.6533382549535874	0.610098918794571	0.9156785180210474	98.6	5398.4	9.2	63.0
67	cat_boost	robust_scaling	KMeansSMOTE	0.1	6	1	1.0	10	5	0.9871435005204819	0.8625998575702166	0.8236953790986726	0.8024579181169808	0.956632062491588	0.9934137922982996	0.9964715073780287	0.9985206211430941	0.9883597026951225	0.7317859228421337	0.6509192508193165	0.6063952150908672	0.9249044222880534	98.0	5399.6	8.0	63.6
68	cat_boost	robust_scaling	KMeansSMOTE	0.1	6	3	0.8	10	5	0.9873948857051393	0.8667458053044029	0.829664336892599	0.8091970780277107	0.954337080418209	0.9935407771781357	0.9964341832568916	0.9983726853093131	0.988756309486377	0.7399508334306704	0.6628944905283063	0.6200214707461085	0.919917851350041	100.2	5398.8	8.8	61.4
69	cat_boost	robust_scaling	KMeansSMOTE	0.1	6	3	1.0	10	5	0.9872153395963098	0.8644394608691248	0.8267940039700823	0.8060953220274041	0.9540443270536809	0.9934492769479496	0.9963973749809257	0.9983726853093129	0.9885750243912155	0.7354296447903	0.6571906329592391	0.613817958745495	0.9195136297161464	99.2	5398.8	8.8	62.4
70	cat_boost	robust_scaling	KMeansSMOTE	0.1	8	1	0.8	10	5	0.9868203084979591	0.8599023912397564	0.8223149533336459	0.8016926983325823	0.9497489390690376	0.9932473069538978	0.9962276995711379	0.9982247494755321	0.9883200574357269	0.7265574755256153	0.6484022070961538	0.6051606471896328	0.9111778207023482	97.8	5398.0	9.6	63.8
71	cat_boost	robust_scaling	KMeansSMOTE	0.1	8	1	1.0	10	5	0.9870357999350727	0.8618063547824375	0.8234090356320497	0.8023986072625455	0.9541161878278945	0.9933581830944259	0.9963828328350818	0.9984096675578338	0.988358275605339	0.7302545264704492	0.6504352384290177	0.6063875469672572	0.91987410005045	98.0	5399.0	8.6	63.6
72	cat_boost	robust_scaling	KMeansSMOTE	0.1	8	3	0.8	10	5	0.9870716936826167	0.8625515302503806	0.8245004500539862	0.8036300100271925	0.953530205956364	0.9933761441894067	0.9963679530945301	0.9983726647902182	0.988430069482742	0.7317269163113542	0.6526329470134422	0.6088873552641669	0.9186303424299856	98.4	5398.8	8.8	63.2
73	cat_boost	robust_scaling	KMeansSMOTE	0.1	8	3	1.0	10	5	0.9869998868447514	0.8607931667292659	0.8214250075291298	0.7999887788946625	0.9563493266635918	0.9933405747125796	0.9964420595578707	0.9985206143033958	0.9882145666495015	0.7282457587459524	0.646407955500389	0.6014569434859289	0.9244840866776822	97.2	5399.6	8.0	64.4
74	cat_boost	robust_scaling	class_weight	0.03	6	1	0.8	10	5	0.986102098272271	0.8464211332649116	0.8023135099790324	0.7791138815061434	0.96203288693187	0.9928862049080953	0.9964579165143898	0.9988534818988754	0.9869903534333956	0.699956061621728	0.6081691034436749	0.5593742811134115	0.9370754204303445	90.4	5401.4	6.2	71.2
75	cat_boost	robust_scaling	class_weight	0.03	6	1	1.0	10	5	0.9861020918246783	0.8469134138715712	0.803336559335327	0.7803076365169013	0.9596527280526976	0.9928857095450654	0.9964136002318558	0.9987795242415322	0.9870612190530006	0.7009411181980768	0.6102595184387981	0.5618357487922705	0.9322442370523942	90.8	5401.0	6.6	70.8
76	cat_boost	robust_scaling	class_weight	0.03	6	3	0.8	10	5	0.9859943590013067	0.8455895471055779	0.8020371696150306	0.7790660796768216	0.9589476503888168	0.9928306747692883	0.9963693077576995	0.9987425419930116	0.9869888604171744	0.6983484194418677	0.6077050314723615	0.5593896173606318	0.9309064403604594	90.4	5400.8	6.8	71.2
77	cat_boost	robust_scaling	class_weight	0.03	6	3	1.0	10	5	0.9861020982722708	0.8469259490456327	0.8033344354877547	0.7803038024550962	0.9598048908417075	0.9928856855497828	0.9964135841257609	0.998779524241532	0.9870612237987226	0.700966212541483	0.610255286849749	0.5618280806686603	0.9325485578846923	90.8	5401.0	6.6	70.8
78	cat_boost	robust_scaling	class_weight	0.03	8	1	0.8	10	5	0.9863893900996572	0.8500036099146012	0.8060615973468563	0.7828660730636322	0.964231805061976	0.9930328042996537	0.9965611507017205	0.9989274532356148	0.9872078427726576	0.7069744155295486	0.6155620439919921	0.5668046928916495	0.9412557673512941	91.6	5401.8	5.8	70.0
79	cat_boost	robust_scaling	class_weight	0.03	8	1	1.0	10	5	0.986245744185964	0.8476860128088646	0.8031711577107631	0.7797828081875858	0.9646225545136377	0.9929600993661	0.996553947866289	0.9989644354841356	0.9870279994042248	0.7024119262516294	0.6097883675552371	0.5606011808910359	0.9422171096230502	90.6	5402.0	5.6	71.0
80	cat_boost	robust_scaling	class_weight	0.03	8	3	0.8	10	5	0.9863893900996572	0.8495220361155831	0.8050537352020507	0.7816569886453523	0.9659996628309043	0.9930333414905947	0.9966055373221451	0.9990014245723546	0.9871366794500623	0.7060107307405714	0.6135019330819563	0.5643125527183498	0.944862646211746	91.2	5402.2	5.4	70.4
81	cat_boost	robust_scaling	class_weight	0.03	8	3	1.0	10	5	0.9863175639190143	0.8491915868997488	0.8053628818591857	0.7822264639269495	0.9631146491255429	0.9929960598572507	0.9965242639440666	0.9988904709870944	0.9871713330975938	0.7053871139422471	0.6142014997743052	0.5655624568668046	0.9390579651534919	91.4	5401.6	6.0	70.2
82	cat_boost	robust_scaling	class_weight	0.05	6	1	0.8	10	5	0.9866407688367221	0.8556837421302268	0.8150894007705028	0.7931979762531072	0.9563290102657941	0.99315811122897	0.9963906992292945	0.9985575965519166	0.987817299311019	0.7182093730314834	0.633788102311711	0.5878383559542979	0.9248407212205692	95.0	5399.8	7.8	66.6
83	cat_boost	robust_scaling	class_weight	0.05	6	1	1.0	10	5	0.9867484823173163	0.8559996996083085	0.8143727987698804	0.7920367073435457	0.960300275384561	0.9932142818892882	0.9965238018250784	0.9987425351533131	0.9877474074893051	0.7187851173273286	0.6322217957146827	0.585330879533778	0.9328531432798167	94.6	5400.8	6.8	67.0
84	cat_boost	robust_scaling	class_weight	0.05	6	3	0.8	10	5	0.9864612227278926	0.8533450421041462	0.812224517306803	0.7901038917962598	0.9555993374147942	0.9930666965431355	0.9963539512475978	0.9985576033916148	0.9876360004981617	0.7136233876651569	0.6280950833660081	0.5816501802009049	0.9235626743314267	94.0	5399.8	7.8	67.6
85	cat_boost	robust_scaling	class_weight	0.05	6	3	1.0	10	5	0.9867844083028228	0.8573006791580667	0.8164907232214175	0.7944656991807557	0.958193575687438	0.9932316312539872	0.9964645201920334	0.9986315747283545	0.9878901498488986	0.7213697270621464	0.6365169262508016	0.5902998236331569	0.9284970015259774	95.4	5400.2	7.4	66.2
86	cat_boost	robust_scaling	class_weight	0.05	8	1	0.8	10	5	0.98696397375443	0.8588520652710141	0.8174395366148681	0.7951607816902195	0.9620975495653582	0.9933240141817763	0.9965900576766396	0.9987795037224373	0.9879284071915372	0.7243801163602518	0.6382890155530964	0.5915420596580018	0.9362666919391796	95.6	5401.0	6.6	66.0
87	cat_boost	robust_scaling	class_weight	0.05	8	1	1.0	10	5	0.9869639802020224	0.8589256487158436	0.8174769428455269	0.7951646191718738	0.962012871399407	0.9933239605530348	0.996590061243829	0.9987795105621355	0.9879281234018163	0.7245273368786525	0.6383638244472246	0.5915497277816119	0.9360976193969981	95.6	5401.0	6.6	66.0
88	cat_boost	robust_scaling	class_weight	0.05	8	3	0.8	10	5	0.9866407494939446	0.8547901540994214	0.8131230269576963	0.7907913130218117	0.9595074852665129	0.993159153169854	0.9964795006647693	0.9987055460650941	0.9876746003357422	0.7164211550289888	0.6297665532506237	0.5828770799785292	0.9313403701972834	94.2	5400.6	7.0	67.4
89	cat_boost	robust_scaling	class_weight	0.05	8	3	1.0	10	5	0.9868562344834656	0.8578940042542003	0.816713699641437	0.7945065189109306	0.9597825930249886	0.9932686639522277	0.996523643388767	0.9987055460650941	0.9878908442470614	0.722519344556173	0.6369037558941069	0.5903074917567671	0.9316743418029161	95.4	5400.6	7.0	66.2
90	cat_boost	robust_scaling	class_weight	0.1	6	1	0.8	10	5	0.9870357548019252	0.8623889925070234	0.8248272214187775	0.8041988095438739	0.9520721366121677	0.9933574241810342	0.9963161878839678	0.9982987002931768	0.9884657552032878	0.7314205608330123	0.6533382549535874	0.610098918794571	0.9156785180210474	98.6	5398.4	9.2	63.0
91	cat_boost	robust_scaling	class_weight	0.1	6	1	1.0	10	5	0.9871435005204819	0.8625998575702166	0.8236953790986726	0.8024579181169808	0.956632062491588	0.9934137922982996	0.9964715073780287	0.9985206211430941	0.9883597026951225	0.7317859228421337	0.6509192508193165	0.6063952150908672	0.9249044222880534	98.0	5399.6	8.0	63.6
92	cat_boost	robust_scaling	class_weight	0.1	6	3	0.8	10	5	0.9873948857051393	0.8667458053044029	0.829664336892599	0.8091970780277107	0.954337080418209	0.9935407771781357	0.9964341832568916	0.9983726853093131	0.988756309486377	0.7399508334306704	0.6628944905283063	0.6200214707461085	0.919917851350041	100.2	5398.8	8.8	61.4
93	cat_boost	robust_scaling	class_weight	0.1	6	3	1.0	10	5	0.9872153395963098	0.8644394608691248	0.8267940039700823	0.8060953220274041	0.9540443270536809	0.9934492769479496	0.9963973749809257	0.9983726853093129	0.9885750243912155	0.7354296447903	0.6571906329592391	0.613817958745495	0.9195136297161464	99.2	5398.8	8.8	62.4
94	cat_boost	robust_scaling	class_weight	0.1	8	1	0.8	10	5	0.9868203084979591	0.8599023912397564	0.8223149533336459	0.8016926983325823	0.9497489390690376	0.9932473069538978	0.9962276995711379	0.9982247494755321	0.9883200574357269	0.7265574755256153	0.6484022070961538	0.6051606471896328	0.9111778207023482	97.8	5398.0	9.6	63.8
95	cat_boost	robust_scaling	class_weight	0.1	8	1	1.0	10	5	0.9870357999350727	0.8618063547824375	0.8234090356320497	0.8023986072625455	0.9541161878278945	0.9933581830944259	0.9963828328350818	0.9984096675578338	0.988358275605339	0.7302545264704492	0.6504352384290177	0.6063875469672572	0.91987410005045	98.0	5399.0	8.6	63.6
96	cat_boost	robust_scaling	class_weight	0.1	8	3	0.8	10	5	0.9870716936826167	0.8625515302503806	0.8245004500539862	0.8036300100271925	0.953530205956364	0.9933761441894067	0.9963679530945301	0.9983726647902182	0.988430069482742	0.7317269163113542	0.6526329470134422	0.6088873552641669	0.9186303424299856	98.4	5398.8	8.8	63.2
97	cat_boost	robust_scaling	class_weight	0.1	8	3	1.0	10	5	0.9869998868447514	0.8607931667292659	0.8214250075291298	0.7999887788946625	0.9563493266635918	0.9933405747125796	0.9964420595578707	0.9985206143033958	0.9882145666495015	0.7282457587459524	0.646407955500389	0.6014569434859289	0.9244840866776822	97.2	5399.6	8.0	64.4
98	cat_boost	minmax_scaling	KMeansSMOTE	0.03	6	1	0.8	10	5	0.986102098272271	0.8464211332649116	0.8023135099790324	0.7791138815061434	0.96203288693187	0.9928862049080953	0.9964579165143898	0.9988534818988754	0.9869903534333956	0.699956061621728	0.6081691034436749	0.5593742811134115	0.9370754204303445	90.4	5401.4	6.2	71.2
99	cat_boost	minmax_scaling	KMeansSMOTE	0.03	6	1	1.0	10	5	0.9861020918246783	0.8469134138715712	0.803336559335327	0.7803076365169013	0.9596527280526976	0.9928857095450654	0.9964136002318558	0.9987795242415322	0.9870612190530006	0.7009411181980768	0.6102595184387981	0.5618357487922705	0.9322442370523942	90.8	5401.0	6.6	70.8
100	cat_boost	minmax_scaling	KMeansSMOTE	0.03	6	3	0.8	10	5	0.9859943590013067	0.8455895471055779	0.8020371696150306	0.7790660796768216	0.9589476503888168	0.9928306747692883	0.9963693077576995	0.9987425419930116	0.9869888604171744	0.6983484194418677	0.6077050314723615	0.5593896173606318	0.9309064403604594	90.4	5400.8	6.8	71.2
101	cat_boost	minmax_scaling	KMeansSMOTE	0.03	6	3	1.0	10	5	0.9861020982722708	0.8469259490456327	0.8033344354877547	0.7803038024550962	0.9598048908417075	0.9928856855497828	0.9964135841257609	0.998779524241532	0.9870612237987226	0.700966212541483	0.610255286849749	0.5618280806686603	0.9325485578846923	90.8	5401.0	6.6	70.8
102	cat_boost	minmax_scaling	KMeansSMOTE	0.03	8	1	0.8	10	5	0.9863893900996572	0.8500036099146012	0.8060615973468563	0.7828660730636322	0.964231805061976	0.9930328042996537	0.9965611507017205	0.9989274532356148	0.9872078427726576	0.7069744155295486	0.6155620439919921	0.5668046928916495	0.9412557673512941	91.6	5401.8	5.8	70.0
103	cat_boost	minmax_scaling	KMeansSMOTE	0.03	8	1	1.0	10	5	0.986245744185964	0.8476860128088646	0.8031711577107631	0.7797828081875858	0.9646225545136377	0.9929600993661	0.996553947866289	0.9989644354841356	0.9870279994042248	0.7024119262516294	0.6097883675552371	0.5606011808910359	0.9422171096230502	90.6	5402.0	5.6	71.0
104	cat_boost	minmax_scaling	KMeansSMOTE	0.03	8	3	0.8	10	5	0.9863893900996572	0.8495220361155831	0.8050537352020507	0.7816569886453523	0.9659996628309043	0.9930333414905947	0.9966055373221451	0.9990014245723546	0.9871366794500623	0.7060107307405714	0.6135019330819563	0.5643125527183498	0.944862646211746	91.2	5402.2	5.4	70.4
105	cat_boost	minmax_scaling	KMeansSMOTE	0.03	8	3	1.0	10	5	0.9863175639190143	0.8491915868997488	0.8053628818591857	0.7822264639269495	0.9631146491255429	0.9929960598572507	0.9965242639440666	0.9988904709870944	0.9871713330975938	0.7053871139422471	0.6142014997743052	0.5655624568668046	0.9390579651534919	91.4	5401.6	6.0	70.2
106	cat_boost	minmax_scaling	KMeansSMOTE	0.05	6	1	0.8	10	5	0.9866407688367221	0.8556837421302268	0.8150894007705028	0.7931979762531072	0.9563290102657941	0.99315811122897	0.9963906992292945	0.9985575965519166	0.987817299311019	0.7182093730314834	0.633788102311711	0.5878383559542979	0.9248407212205692	95.0	5399.8	7.8	66.6
107	cat_boost	minmax_scaling	KMeansSMOTE	0.05	6	1	1.0	10	5	0.9867484823173163	0.8559996996083085	0.8143727987698804	0.7920367073435457	0.960300275384561	0.9932142818892882	0.9965238018250784	0.9987425351533131	0.9877474074893051	0.7187851173273286	0.6322217957146827	0.585330879533778	0.9328531432798167	94.6	5400.8	6.8	67.0
108	cat_boost	minmax_scaling	KMeansSMOTE	0.05	6	3	0.8	10	5	0.9864612227278926	0.8533450421041462	0.812224517306803	0.7901038917962598	0.9555993374147942	0.9930666965431355	0.9963539512475978	0.9985576033916148	0.9876360004981617	0.7136233876651569	0.6280950833660081	0.5816501802009049	0.9235626743314267	94.0	5399.8	7.8	67.6
109	cat_boost	minmax_scaling	KMeansSMOTE	0.05	6	3	1.0	10	5	0.9867844083028228	0.8573006791580667	0.8164907232214175	0.7944656991807557	0.958193575687438	0.9932316312539872	0.9964645201920334	0.9986315747283545	0.9878901498488986	0.7213697270621464	0.6365169262508016	0.5902998236331569	0.9284970015259774	95.4	5400.2	7.4	66.2
110	cat_boost	minmax_scaling	KMeansSMOTE	0.05	8	1	0.8	10	5	0.98696397375443	0.8588520652710141	0.8174395366148681	0.7951607816902195	0.9620975495653582	0.9933240141817763	0.9965900576766396	0.9987795037224373	0.9879284071915372	0.7243801163602518	0.6382890155530964	0.5915420596580018	0.9362666919391796	95.6	5401.0	6.6	66.0
111	cat_boost	minmax_scaling	KMeansSMOTE	0.05	8	1	1.0	10	5	0.9869639802020224	0.8589256487158436	0.8174769428455269	0.7951646191718738	0.962012871399407	0.9933239605530348	0.996590061243829	0.9987795105621355	0.9879281234018163	0.7245273368786525	0.6383638244472246	0.5915497277816119	0.9360976193969981	95.6	5401.0	6.6	66.0
112	cat_boost	minmax_scaling	KMeansSMOTE	0.05	8	3	0.8	10	5	0.9866407494939446	0.8547901540994214	0.8131230269576963	0.7907913130218117	0.9595074852665129	0.993159153169854	0.9964795006647693	0.9987055460650941	0.9876746003357422	0.7164211550289888	0.6297665532506237	0.5828770799785292	0.9313403701972834	94.2	5400.6	7.0	67.4
113	cat_boost	minmax_scaling	KMeansSMOTE	0.05	8	3	1.0	10	5	0.9868562344834656	0.8578940042542003	0.816713699641437	0.7945065189109306	0.9597825930249886	0.9932686639522277	0.996523643388767	0.9987055460650941	0.9878908442470614	0.722519344556173	0.6369037558941069	0.5903074917567671	0.9316743418029161	95.4	5400.6	7.0	66.2
114	cat_boost	minmax_scaling	KMeansSMOTE	0.1	6	1	0.8	10	5	0.9870357548019252	0.8623889925070234	0.8248272214187775	0.8041988095438739	0.9520721366121677	0.9933574241810342	0.9963161878839678	0.9982987002931768	0.9884657552032878	0.7314205608330123	0.6533382549535874	0.610098918794571	0.9156785180210474	98.6	5398.4	9.2	63.0
115	cat_boost	minmax_scaling	KMeansSMOTE	0.1	6	1	1.0	10	5	0.9871435005204819	0.8625998575702166	0.8236953790986726	0.8024579181169808	0.956632062491588	0.9934137922982996	0.9964715073780287	0.9985206211430941	0.9883597026951225	0.7317859228421337	0.6509192508193165	0.6063952150908672	0.9249044222880534	98.0	5399.6	8.0	63.6
116	cat_boost	minmax_scaling	KMeansSMOTE	0.1	6	3	0.8	10	5	0.9873948857051393	0.8667458053044029	0.829664336892599	0.8091970780277107	0.954337080418209	0.9935407771781357	0.9964341832568916	0.9983726853093131	0.988756309486377	0.7399508334306704	0.6628944905283063	0.6200214707461085	0.919917851350041	100.2	5398.8	8.8	61.4
117	cat_boost	minmax_scaling	KMeansSMOTE	0.1	6	3	1.0	10	5	0.9872153395963098	0.8644394608691248	0.8267940039700823	0.8060953220274041	0.9540443270536809	0.9934492769479496	0.9963973749809257	0.9983726853093129	0.9885750243912155	0.7354296447903	0.6571906329592391	0.613817958745495	0.9195136297161464	99.2	5398.8	8.8	62.4
118	cat_boost	minmax_scaling	KMeansSMOTE	0.1	8	1	0.8	10	5	0.9868203084979591	0.8599023912397564	0.8223149533336459	0.8016926983325823	0.9497489390690376	0.9932473069538978	0.9962276995711379	0.9982247494755321	0.9883200574357269	0.7265574755256153	0.6484022070961538	0.6051606471896328	0.9111778207023482	97.8	5398.0	9.6	63.8
119	cat_boost	minmax_scaling	KMeansSMOTE	0.1	8	1	1.0	10	5	0.9870357999350727	0.8618063547824375	0.8234090356320497	0.8023986072625455	0.9541161878278945	0.9933581830944259	0.9963828328350818	0.9984096675578338	0.988358275605339	0.7302545264704492	0.6504352384290177	0.6063875469672572	0.91987410005045	98.0	5399.0	8.6	63.6
120	cat_boost	minmax_scaling	KMeansSMOTE	0.1	8	3	0.8	10	5	0.9870716936826167	0.8625515302503806	0.8245004500539862	0.8036300100271925	0.953530205956364	0.9933761441894067	0.9963679530945301	0.9983726647902182	0.988430069482742	0.7317269163113542	0.6526329470134422	0.6088873552641669	0.9186303424299856	98.4	5398.8	8.8	63.2
121	cat_boost	minmax_scaling	KMeansSMOTE	0.1	8	3	1.0	10	5	0.9869998868447514	0.8607931667292659	0.8214250075291298	0.7999887788946625	0.9563493266635918	0.9933405747125796	0.9964420595578707	0.9985206143033958	0.9882145666495015	0.7282457587459524	0.646407955500389	0.6014569434859289	0.9244840866776822	97.2	5399.6	8.0	64.4
122	cat_boost	minmax_scaling	class_weight	0.03	6	1	0.8	10	5	0.986102098272271	0.8464211332649116	0.8023135099790324	0.7791138815061434	0.96203288693187	0.9928862049080953	0.9964579165143898	0.9988534818988754	0.9869903534333956	0.699956061621728	0.6081691034436749	0.5593742811134115	0.9370754204303445	90.4	5401.4	6.2	71.2
123	cat_boost	minmax_scaling	class_weight	0.03	6	1	1.0	10	5	0.9861020918246783	0.8469134138715712	0.803336559335327	0.7803076365169013	0.9596527280526976	0.9928857095450654	0.9964136002318558	0.9987795242415322	0.9870612190530006	0.7009411181980768	0.6102595184387981	0.5618357487922705	0.9322442370523942	90.8	5401.0	6.6	70.8
124	cat_boost	minmax_scaling	class_weight	0.03	6	3	0.8	10	5	0.9859943590013067	0.8455895471055779	0.8020371696150306	0.7790660796768216	0.9589476503888168	0.9928306747692883	0.9963693077576995	0.9987425419930116	0.9869888604171744	0.6983484194418677	0.6077050314723615	0.5593896173606318	0.9309064403604594	90.4	5400.8	6.8	71.2
125	cat_boost	minmax_scaling	class_weight	0.03	6	3	1.0	10	5	0.9861020982722708	0.8469259490456327	0.8033344354877547	0.7803038024550962	0.9598048908417075	0.9928856855497828	0.9964135841257609	0.998779524241532	0.9870612237987226	0.700966212541483	0.610255286849749	0.5618280806686603	0.9325485578846923	90.8	5401.0	6.6	70.8
126	cat_boost	minmax_scaling	class_weight	0.03	8	1	0.8	10	5	0.9863893900996572	0.8500036099146012	0.8060615973468563	0.7828660730636322	0.964231805061976	0.9930328042996537	0.9965611507017205	0.9989274532356148	0.9872078427726576	0.7069744155295486	0.6155620439919921	0.5668046928916495	0.9412557673512941	91.6	5401.8	5.8	70.0
127	cat_boost	minmax_scaling	class_weight	0.03	8	1	1.0	10	5	0.986245744185964	0.8476860128088646	0.8031711577107631	0.7797828081875858	0.9646225545136377	0.9929600993661	0.996553947866289	0.9989644354841356	0.9870279994042248	0.7024119262516294	0.6097883675552371	0.5606011808910359	0.9422171096230502	90.6	5402.0	5.6	71.0
128	cat_boost	minmax_scaling	class_weight	0.03	8	3	0.8	10	5	0.9863893900996572	0.8495220361155831	0.8050537352020507	0.7816569886453523	0.9659996628309043	0.9930333414905947	0.9966055373221451	0.9990014245723546	0.9871366794500623	0.7060107307405714	0.6135019330819563	0.5643125527183498	0.944862646211746	91.2	5402.2	5.4	70.4
129	cat_boost	minmax_scaling	class_weight	0.03	8	3	1.0	10	5	0.9863175639190143	0.8491915868997488	0.8053628818591857	0.7822264639269495	0.9631146491255429	0.9929960598572507	0.9965242639440666	0.9988904709870944	0.9871713330975938	0.7053871139422471	0.6142014997743052	0.5655624568668046	0.9390579651534919	91.4	5401.6	6.0	70.2
130	cat_boost	minmax_scaling	class_weight	0.05	6	1	0.8	10	5	0.9866407688367221	0.8556837421302268	0.8150894007705028	0.7931979762531072	0.9563290102657941	0.99315811122897	0.9963906992292945	0.9985575965519166	0.987817299311019	0.7182093730314834	0.633788102311711	0.5878383559542979	0.9248407212205692	95.0	5399.8	7.8	66.6
131	cat_boost	minmax_scaling	class_weight	0.05	6	1	1.0	10	5	0.9867484823173163	0.8559996996083085	0.8143727987698804	0.7920367073435457	0.960300275384561	0.9932142818892882	0.9965238018250784	0.9987425351533131	0.9877474074893051	0.7187851173273286	0.6322217957146827	0.585330879533778	0.9328531432798167	94.6	5400.8	6.8	67.0
132	cat_boost	minmax_scaling	class_weight	0.05	6	3	0.8	10	5	0.9864612227278926	0.8533450421041462	0.812224517306803	0.7901038917962598	0.9555993374147942	0.9930666965431355	0.9963539512475978	0.9985576033916148	0.9876360004981617	0.7136233876651569	0.6280950833660081	0.5816501802009049	0.9235626743314267	94.0	5399.8	7.8	67.6
133	cat_boost	minmax_scaling	class_weight	0.05	6	3	1.0	10	5	0.9867844083028228	0.8573006791580667	0.8164907232214175	0.7944656991807557	0.958193575687438	0.9932316312539872	0.9964645201920334	0.9986315747283545	0.9878901498488986	0.7213697270621464	0.6365169262508016	0.5902998236331569	0.9284970015259774	95.4	5400.2	7.4	66.2
134	cat_boost	minmax_scaling	class_weight	0.05	8	1	0.8	10	5	0.98696397375443	0.8588520652710141	0.8174395366148681	0.7951607816902195	0.9620975495653582	0.9933240141817763	0.9965900576766396	0.9987795037224373	0.9879284071915372	0.7243801163602518	0.6382890155530964	0.5915420596580018	0.9362666919391796	95.6	5401.0	6.6	66.0
135	cat_boost	minmax_scaling	class_weight	0.05	8	1	1.0	10	5	0.9869639802020224	0.8589256487158436	0.8174769428455269	0.7951646191718738	0.962012871399407	0.9933239605530348	0.996590061243829	0.9987795105621355	0.9879281234018163	0.7245273368786525	0.6383638244472246	0.5915497277816119	0.9360976193969981	95.6	5401.0	6.6	66.0
136	cat_boost	minmax_scaling	class_weight	0.05	8	3	0.8	10	5	0.9866407494939446	0.8547901540994214	0.8131230269576963	0.7907913130218117	0.9595074852665129	0.993159153169854	0.9964795006647693	0.9987055460650941	0.9876746003357422	0.7164211550289888	0.6297665532506237	0.5828770799785292	0.9313403701972834	94.2	5400.6	7.0	67.4
137	cat_boost	minmax_scaling	class_weight	0.05	8	3	1.0	10	5	0.9868562344834656	0.8578940042542003	0.816713699641437	0.7945065189109306	0.9597825930249886	0.9932686639522277	0.996523643388767	0.9987055460650941	0.9878908442470614	0.722519344556173	0.6369037558941069	0.5903074917567671	0.9316743418029161	95.4	5400.6	7.0	66.2
138	cat_boost	minmax_scaling	class_weight	0.1	6	1	0.8	10	5	0.9870357548019252	0.8623889925070234	0.8248272214187775	0.8041988095438739	0.9520721366121677	0.9933574241810342	0.9963161878839678	0.9982987002931768	0.9884657552032878	0.7314205608330123	0.6533382549535874	0.610098918794571	0.9156785180210474	98.6	5398.4	9.2	63.0
139	cat_boost	minmax_scaling	class_weight	0.1	6	1	1.0	10	5	0.9871435005204819	0.8625998575702166	0.8236953790986726	0.8024579181169808	0.956632062491588	0.9934137922982996	0.9964715073780287	0.9985206211430941	0.9883597026951225	0.7317859228421337	0.6509192508193165	0.6063952150908672	0.9249044222880534	98.0	5399.6	8.0	63.6
140	cat_boost	minmax_scaling	class_weight	0.1	6	3	0.8	10	5	0.9873948857051393	0.8667458053044029	0.829664336892599	0.8091970780277107	0.954337080418209	0.9935407771781357	0.9964341832568916	0.9983726853093131	0.988756309486377	0.7399508334306704	0.6628944905283063	0.6200214707461085	0.919917851350041	100.2	5398.8	8.8	61.4
141	cat_boost	minmax_scaling	class_weight	0.1	6	3	1.0	10	5	0.9872153395963098	0.8644394608691248	0.8267940039700823	0.8060953220274041	0.9540443270536809	0.9934492769479496	0.9963973749809257	0.9983726853093129	0.9885750243912155	0.7354296447903	0.6571906329592391	0.613817958745495	0.9195136297161464	99.2	5398.8	8.8	62.4
142	cat_boost	minmax_scaling	class_weight	0.1	8	1	0.8	10	5	0.9868203084979591	0.8599023912397564	0.8223149533336459	0.8016926983325823	0.9497489390690376	0.9932473069538978	0.9962276995711379	0.9982247494755321	0.9883200574357269	0.7265574755256153	0.6484022070961538	0.6051606471896328	0.9111778207023482	97.8	5398.0	9.6	63.8
143	cat_boost	minmax_scaling	class_weight	0.1	8	1	1.0	10	5	0.9870357999350727	0.8618063547824375	0.8234090356320497	0.8023986072625455	0.9541161878278945	0.9933581830944259	0.9963828328350818	0.9984096675578338	0.988358275605339	0.7302545264704492	0.6504352384290177	0.6063875469672572	0.91987410005045	98.0	5399.0	8.6	63.6
144	cat_boost	minmax_scaling	class_weight	0.1	8	3	0.8	10	5	0.9870716936826167	0.8625515302503806	0.8245004500539862	0.8036300100271925	0.953530205956364	0.9933761441894067	0.9963679530945301	0.9983726647902182	0.988430069482742	0.7317269163113542	0.6526329470134422	0.6088873552641669	0.9186303424299856	98.4	5398.8	8.8	63.2
145	cat_boost	minmax_scaling	class_weight	0.1	8	3	1.0	10	5	0.9869998868447514	0.8607931667292659	0.8214250075291298	0.7999887788946625	0.9563493266635918	0.9933405747125796	0.9964420595578707	0.9985206143033958	0.9882145666495015	0.7282457587459524	0.646407955500389	0.6014569434859289	0.9244840866776822	97.2	5399.6	8.0	64.4
146	cat_boost	yeo_johnson	KMeansSMOTE	0.03	6	1	0.8	10	5	0.986102098272271	0.8464211332649116	0.8023135099790324	0.7791138815061434	0.96203288693187	0.9928862049080953	0.9964579165143898	0.9988534818988754	0.9869903534333956	0.699956061621728	0.6081691034436749	0.5593742811134115	0.9370754204303445	90.4	5401.4	6.2	71.2
147	cat_boost	yeo_johnson	KMeansSMOTE	0.03	6	1	1.0	10	5	0.9861020918246783	0.8469134138715712	0.803336559335327	0.7803076365169013	0.9596527280526976	0.9928857095450654	0.9964136002318558	0.9987795242415322	0.9870612190530006	0.7009411181980768	0.6102595184387981	0.5618357487922705	0.9322442370523942	90.8	5401.0	6.6	70.8
148	cat_boost	yeo_johnson	KMeansSMOTE	0.03	6	3	0.8	10	5	0.9859943590013067	0.8455895471055779	0.8020371696150306	0.7790660796768216	0.9589476503888168	0.9928306747692883	0.9963693077576995	0.9987425419930116	0.9869888604171744	0.6983484194418677	0.6077050314723615	0.5593896173606318	0.9309064403604594	90.4	5400.8	6.8	71.2
149	cat_boost	yeo_johnson	KMeansSMOTE	0.03	6	3	1.0	10	5	0.9861020982722708	0.8469259490456327	0.8033344354877547	0.7803038024550962	0.9598048908417075	0.9928856855497828	0.9964135841257609	0.998779524241532	0.9870612237987226	0.700966212541483	0.610255286849749	0.5618280806686603	0.9325485578846923	90.8	5401.0	6.6	70.8
150	cat_boost	yeo_johnson	KMeansSMOTE	0.03	8	1	0.8	10	5	0.9863893900996572	0.8500036099146012	0.8060615973468563	0.7828660730636322	0.964231805061976	0.9930328042996537	0.9965611507017205	0.9989274532356148	0.9872078427726576	0.7069744155295486	0.6155620439919921	0.5668046928916495	0.9412557673512941	91.6	5401.8	5.8	70.0
151	cat_boost	yeo_johnson	KMeansSMOTE	0.03	8	1	1.0	10	5	0.986245744185964	0.8476860128088646	0.8031711577107631	0.7797828081875858	0.9646225545136377	0.9929600993661	0.996553947866289	0.9989644354841356	0.9870279994042248	0.7024119262516294	0.6097883675552371	0.5606011808910359	0.9422171096230502	90.6	5402.0	5.6	71.0
152	cat_boost	yeo_johnson	KMeansSMOTE	0.03	8	3	0.8	10	5	0.9863893900996572	0.8495220361155831	0.8050537352020507	0.7816569886453523	0.9659996628309043	0.9930333414905947	0.9966055373221451	0.9990014245723546	0.9871366794500623	0.7060107307405714	0.6135019330819563	0.5643125527183498	0.944862646211746	91.2	5402.2	5.4	70.4
153	cat_boost	yeo_johnson	KMeansSMOTE	0.03	8	3	1.0	10	5	0.9863175639190143	0.8491915868997488	0.8053628818591857	0.7822264639269495	0.9631146491255429	0.9929960598572507	0.9965242639440666	0.9988904709870944	0.9871713330975938	0.7053871139422471	0.6142014997743052	0.5655624568668046	0.9390579651534919	91.4	5401.6	6.0	70.2
154	cat_boost	yeo_johnson	KMeansSMOTE	0.05	6	1	0.8	10	5	0.9866407688367221	0.8556837421302268	0.8150894007705028	0.7931979762531072	0.9563290102657941	0.99315811122897	0.9963906992292945	0.9985575965519166	0.987817299311019	0.7182093730314834	0.633788102311711	0.5878383559542979	0.9248407212205692	95.0	5399.8	7.8	66.6
155	cat_boost	yeo_johnson	KMeansSMOTE	0.05	6	1	1.0	10	5	0.9867484823173163	0.8559996996083085	0.8143727987698804	0.7920367073435457	0.960300275384561	0.9932142818892882	0.9965238018250784	0.9987425351533131	0.9877474074893051	0.7187851173273286	0.6322217957146827	0.585330879533778	0.9328531432798167	94.6	5400.8	6.8	67.0
156	cat_boost	yeo_johnson	KMeansSMOTE	0.05	6	3	0.8	10	5	0.9864612227278926	0.8533450421041462	0.812224517306803	0.7901038917962598	0.9555993374147942	0.9930666965431355	0.9963539512475978	0.9985576033916148	0.9876360004981617	0.7136233876651569	0.6280950833660081	0.5816501802009049	0.9235626743314267	94.0	5399.8	7.8	67.6
157	cat_boost	yeo_johnson	KMeansSMOTE	0.05	6	3	1.0	10	5	0.9867844083028228	0.8573006791580667	0.8164907232214175	0.7944656991807557	0.958193575687438	0.9932316312539872	0.9964645201920334	0.9986315747283545	0.9878901498488986	0.7213697270621464	0.6365169262508016	0.5902998236331569	0.9284970015259774	95.4	5400.2	7.4	66.2
158	cat_boost	yeo_johnson	KMeansSMOTE	0.05	8	1	0.8	10	5	0.98696397375443	0.8588520652710141	0.8174395366148681	0.7951607816902195	0.9620975495653582	0.9933240141817763	0.9965900576766396	0.9987795037224373	0.9879284071915372	0.7243801163602518	0.6382890155530964	0.5915420596580018	0.9362666919391796	95.6	5401.0	6.6	66.0
159	cat_boost	yeo_johnson	KMeansSMOTE	0.05	8	1	1.0	10	5	0.9869639802020224	0.8589256487158436	0.8174769428455269	0.7951646191718738	0.962012871399407	0.9933239605530348	0.996590061243829	0.9987795105621355	0.9879281234018163	0.7245273368786525	0.6383638244472246	0.5915497277816119	0.9360976193969981	95.6	5401.0	6.6	66.0
160	cat_boost	yeo_johnson	KMeansSMOTE	0.05	8	3	0.8	10	5	0.9866407494939446	0.8547901540994214	0.8131230269576963	0.7907913130218117	0.9595074852665129	0.993159153169854	0.9964795006647693	0.9987055460650941	0.9876746003357422	0.7164211550289888	0.6297665532506237	0.5828770799785292	0.9313403701972834	94.2	5400.6	7.0	67.4
161	cat_boost	yeo_johnson	KMeansSMOTE	0.05	8	3	1.0	10	5	0.9868562344834656	0.8578940042542003	0.816713699641437	0.7945065189109306	0.9597825930249886	0.9932686639522277	0.996523643388767	0.9987055460650941	0.9878908442470614	0.722519344556173	0.6369037558941069	0.5903074917567671	0.9316743418029161	95.4	5400.6	7.0	66.2
162	cat_boost	yeo_johnson	KMeansSMOTE	0.1	6	1	0.8	10	5	0.9870357548019252	0.8623889925070234	0.8248272214187775	0.8041988095438739	0.9520721366121677	0.9933574241810342	0.9963161878839678	0.9982987002931768	0.9884657552032878	0.7314205608330123	0.6533382549535874	0.610098918794571	0.9156785180210474	98.6	5398.4	9.2	63.0
163	cat_boost	yeo_johnson	KMeansSMOTE	0.1	6	1	1.0	10	5	0.9871435005204819	0.8625998575702166	0.8236953790986726	0.8024579181169808	0.956632062491588	0.9934137922982996	0.9964715073780287	0.9985206211430941	0.9883597026951225	0.7317859228421337	0.6509192508193165	0.6063952150908672	0.9249044222880534	98.0	5399.6	8.0	63.6
164	cat_boost	yeo_johnson	KMeansSMOTE	0.1	6	3	0.8	10	5	0.9873948857051393	0.8667458053044029	0.829664336892599	0.8091970780277107	0.954337080418209	0.9935407771781357	0.9964341832568916	0.9983726853093131	0.988756309486377	0.7399508334306704	0.6628944905283063	0.6200214707461085	0.919917851350041	100.2	5398.8	8.8	61.4
165	cat_boost	yeo_johnson	KMeansSMOTE	0.1	6	3	1.0	10	5	0.9872153395963098	0.8644394608691248	0.8267940039700823	0.8060953220274041	0.9540443270536809	0.9934492769479496	0.9963973749809257	0.9983726853093129	0.9885750243912155	0.7354296447903	0.6571906329592391	0.613817958745495	0.9195136297161464	99.2	5398.8	8.8	62.4
166	cat_boost	yeo_johnson	KMeansSMOTE	0.1	8	1	0.8	10	5	0.9868203084979591	0.8599023912397564	0.8223149533336459	0.8016926983325823	0.9497489390690376	0.9932473069538978	0.9962276995711379	0.9982247494755321	0.9883200574357269	0.7265574755256153	0.6484022070961538	0.6051606471896328	0.9111778207023482	97.8	5398.0	9.6	63.8
167	cat_boost	yeo_johnson	KMeansSMOTE	0.1	8	1	1.0	10	5	0.9870357999350727	0.8618063547824375	0.8234090356320497	0.8023986072625455	0.9541161878278945	0.9933581830944259	0.9963828328350818	0.9984096675578338	0.988358275605339	0.7302545264704492	0.6504352384290177	0.6063875469672572	0.91987410005045	98.0	5399.0	8.6	63.6
168	cat_boost	yeo_johnson	KMeansSMOTE	0.1	8	3	0.8	10	5	0.9870716936826167	0.8625515302503806	0.8245004500539862	0.8036300100271925	0.953530205956364	0.9933761441894067	0.9963679530945301	0.9983726647902182	0.988430069482742	0.7317269163113542	0.6526329470134422	0.6088873552641669	0.9186303424299856	98.4	5398.8	8.8	63.2
169	cat_boost	yeo_johnson	KMeansSMOTE	0.1	8	3	1.0	10	5	0.9869998868447514	0.8607931667292659	0.8214250075291298	0.7999887788946625	0.9563493266635918	0.9933405747125796	0.9964420595578707	0.9985206143033958	0.9882145666495015	0.7282457587459524	0.646407955500389	0.6014569434859289	0.9244840866776822	97.2	5399.6	8.0	64.4
170	cat_boost	yeo_johnson	class_weight	0.03	6	1	0.8	10	5	0.986102098272271	0.8464211332649116	0.8023135099790324	0.7791138815061434	0.96203288693187	0.9928862049080953	0.9964579165143898	0.9988534818988754	0.9869903534333956	0.699956061621728	0.6081691034436749	0.5593742811134115	0.9370754204303445	90.4	5401.4	6.2	71.2
171	cat_boost	yeo_johnson	class_weight	0.03	6	1	1.0	10	5	0.9861020918246783	0.8469134138715712	0.803336559335327	0.7803076365169013	0.9596527280526976	0.9928857095450654	0.9964136002318558	0.9987795242415322	0.9870612190530006	0.7009411181980768	0.6102595184387981	0.5618357487922705	0.9322442370523942	90.8	5401.0	6.6	70.8
172	cat_boost	yeo_johnson	class_weight	0.03	6	3	0.8	10	5	0.9859943590013067	0.8455895471055779	0.8020371696150306	0.7790660796768216	0.9589476503888168	0.9928306747692883	0.9963693077576995	0.9987425419930116	0.9869888604171744	0.6983484194418677	0.6077050314723615	0.5593896173606318	0.9309064403604594	90.4	5400.8	6.8	71.2
173	cat_boost	yeo_johnson	class_weight	0.03	6	3	1.0	10	5	0.9861020982722708	0.8469259490456327	0.8033344354877547	0.7803038024550962	0.9598048908417075	0.9928856855497828	0.9964135841257609	0.998779524241532	0.9870612237987226	0.700966212541483	0.610255286849749	0.5618280806686603	0.9325485578846923	90.8	5401.0	6.6	70.8
174	cat_boost	yeo_johnson	class_weight	0.03	8	1	0.8	10	5	0.9863893900996572	0.8500036099146012	0.8060615973468563	0.7828660730636322	0.964231805061976	0.9930328042996537	0.9965611507017205	0.9989274532356148	0.9872078427726576	0.7069744155295486	0.6155620439919921	0.5668046928916495	0.9412557673512941	91.6	5401.8	5.8	70.0
175	cat_boost	yeo_johnson	class_weight	0.03	8	1	1.0	10	5	0.986245744185964	0.8476860128088646	0.8031711577107631	0.7797828081875858	0.9646225545136377	0.9929600993661	0.996553947866289	0.9989644354841356	0.9870279994042248	0.7024119262516294	0.6097883675552371	0.5606011808910359	0.9422171096230502	90.6	5402.0	5.6	71.0
176	cat_boost	yeo_johnson	class_weight	0.03	8	3	0.8	10	5	0.9863893900996572	0.8495220361155831	0.8050537352020507	0.7816569886453523	0.9659996628309043	0.9930333414905947	0.9966055373221451	0.9990014245723546	0.9871366794500623	0.7060107307405714	0.6135019330819563	0.5643125527183498	0.944862646211746	91.2	5402.2	5.4	70.4
177	cat_boost	yeo_johnson	class_weight	0.03	8	3	1.0	10	5	0.9863175639190143	0.8491915868997488	0.8053628818591857	0.7822264639269495	0.9631146491255429	0.9929960598572507	0.9965242639440666	0.9988904709870944	0.9871713330975938	0.7053871139422471	0.6142014997743052	0.5655624568668046	0.9390579651534919	91.4	5401.6	6.0	70.2
178	cat_boost	yeo_johnson	class_weight	0.05	6	1	0.8	10	5	0.9866407688367221	0.8556837421302268	0.8150894007705028	0.7931979762531072	0.9563290102657941	0.99315811122897	0.9963906992292945	0.9985575965519166	0.987817299311019	0.7182093730314834	0.633788102311711	0.5878383559542979	0.9248407212205692	95.0	5399.8	7.8	66.6
179	cat_boost	yeo_johnson	class_weight	0.05	6	1	1.0	10	5	0.9867484823173163	0.8559996996083085	0.8143727987698804	0.7920367073435457	0.960300275384561	0.9932142818892882	0.9965238018250784	0.9987425351533131	0.9877474074893051	0.7187851173273286	0.6322217957146827	0.585330879533778	0.9328531432798167	94.6	5400.8	6.8	67.0
180	cat_boost	yeo_johnson	class_weight	0.05	6	3	0.8	10	5	0.9864612227278926	0.8533450421041462	0.812224517306803	0.7901038917962598	0.9555993374147942	0.9930666965431355	0.9963539512475978	0.9985576033916148	0.9876360004981617	0.7136233876651569	0.6280950833660081	0.5816501802009049	0.9235626743314267	94.0	5399.8	7.8	67.6
181	cat_boost	yeo_johnson	class_weight	0.05	6	3	1.0	10	5	0.9867844083028228	0.8573006791580667	0.8164907232214175	0.7944656991807557	0.958193575687438	0.9932316312539872	0.9964645201920334	0.9986315747283545	0.9878901498488986	0.7213697270621464	0.6365169262508016	0.5902998236331569	0.9284970015259774	95.4	5400.2	7.4	66.2
182	cat_boost	yeo_johnson	class_weight	0.05	8	1	0.8	10	5	0.98696397375443	0.8588520652710141	0.8174395366148681	0.7951607816902195	0.9620975495653582	0.9933240141817763	0.9965900576766396	0.9987795037224373	0.9879284071915372	0.7243801163602518	0.6382890155530964	0.5915420596580018	0.9362666919391796	95.6	5401.0	6.6	66.0
183	cat_boost	yeo_johnson	class_weight	0.05	8	1	1.0	10	5	0.9869639802020224	0.8589256487158436	0.8174769428455269	0.7951646191718738	0.962012871399407	0.9933239605530348	0.996590061243829	0.9987795105621355	0.9879281234018163	0.7245273368786525	0.6383638244472246	0.5915497277816119	0.9360976193969981	95.6	5401.0	6.6	66.0
184	cat_boost	yeo_johnson	class_weight	0.05	8	3	0.8	10	5	0.9866407494939446	0.8547901540994214	0.8131230269576963	0.7907913130218117	0.9595074852665129	0.993159153169854	0.9964795006647693	0.9987055460650941	0.9876746003357422	0.7164211550289888	0.6297665532506237	0.5828770799785292	0.9313403701972834	94.2	5400.6	7.0	67.4
185	cat_boost	yeo_johnson	class_weight	0.05	8	3	1.0	10	5	0.9868562344834656	0.8578940042542003	0.816713699641437	0.7945065189109306	0.9597825930249886	0.9932686639522277	0.996523643388767	0.9987055460650941	0.9878908442470614	0.722519344556173	0.6369037558941069	0.5903074917567671	0.9316743418029161	95.4	5400.6	7.0	66.2
186	cat_boost	yeo_johnson	class_weight	0.1	6	1	0.8	10	5	0.9870357548019252	0.8623889925070234	0.8248272214187775	0.8041988095438739	0.9520721366121677	0.9933574241810342	0.9963161878839678	0.9982987002931768	0.9884657552032878	0.7314205608330123	0.6533382549535874	0.610098918794571	0.9156785180210474	98.6	5398.4	9.2	63.0
187	cat_boost	yeo_johnson	class_weight	0.1	6	1	1.0	10	5	0.9871435005204819	0.8625998575702166	0.8236953790986726	0.8024579181169808	0.956632062491588	0.9934137922982996	0.9964715073780287	0.9985206211430941	0.9883597026951225	0.7317859228421337	0.6509192508193165	0.6063952150908672	0.9249044222880534	98.0	5399.6	8.0	63.6
188	cat_boost	yeo_johnson	class_weight	0.1	6	3	0.8	10	5	0.9873948857051393	0.8667458053044029	0.829664336892599	0.8091970780277107	0.954337080418209	0.9935407771781357	0.9964341832568916	0.9983726853093131	0.988756309486377	0.7399508334306704	0.6628944905283063	0.6200214707461085	0.919917851350041	100.2	5398.8	8.8	61.4
189	cat_boost	yeo_johnson	class_weight	0.1	6	3	1.0	10	5	0.9872153395963098	0.8644394608691248	0.8267940039700823	0.8060953220274041	0.9540443270536809	0.9934492769479496	0.9963973749809257	0.9983726853093129	0.9885750243912155	0.7354296447903	0.6571906329592391	0.613817958745495	0.9195136297161464	99.2	5398.8	8.8	62.4
190	cat_boost	yeo_johnson	class_weight	0.1	8	1	0.8	10	5	0.9868203084979591	0.8599023912397564	0.8223149533336459	0.8016926983325823	0.9497489390690376	0.9932473069538978	0.9962276995711379	0.9982247494755321	0.9883200574357269	0.7265574755256153	0.6484022070961538	0.6051606471896328	0.9111778207023482	97.8	5398.0	9.6	63.8
191	cat_boost	yeo_johnson	class_weight	0.1	8	1	1.0	10	5	0.9870357999350727	0.8618063547824375	0.8234090356320497	0.8023986072625455	0.9541161878278945	0.9933581830944259	0.9963828328350818	0.9984096675578338	0.988358275605339	0.7302545264704492	0.6504352384290177	0.6063875469672572	0.91987410005045	98.0	5399.0	8.6	63.6
192	cat_boost	yeo_johnson	class_weight	0.1	8	3	0.8	10	5	0.9870716936826167	0.8625515302503806	0.8245004500539862	0.8036300100271925	0.953530205956364	0.9933761441894067	0.9963679530945301	0.9983726647902182	0.988430069482742	0.7317269163113542	0.6526329470134422	0.6088873552641669	0.9186303424299856	98.4	5398.8	8.8	63.2
193	cat_boost	yeo_johnson	class_weight	0.1	8	3	1.0	10	5	0.9869998868447514	0.8607931667292659	0.8214250075291298	0.7999887788946625	0.9563493266635918	0.9933405747125796	0.9964420595578707	0.9985206143033958	0.9882145666495015	0.7282457587459524	0.646407955500389	0.6014569434859289	0.9244840866776822	97.2	5399.6	8.0	64.4