Electrocardiogram/cat_boost_tuning_results.csv

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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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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