Electrocardiogram/lightgbm_tuning_results.csv

model,scaling_method,sampling_method,boosting_type,learning_rate,num_leaves,l2_reg,l1_reg,tree_subsample,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
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lightgbm,standard_scaling,class_weight,dart,0.05,100,0.1,0.1,0.8,0.8,10,5,0.9872871464341749,0.8647825564498515,0.8265211036628628,0.8055143377206931,0.9560208920519685,0.9934866215661462,0.9964787449584944,0.998483625215177,0.9885398629294059,0.7360784913335567,0.6565634623672312,0.6125450502262096,0.9235019211745309,99.0,5399.4,8.2,62.6
lightgbm,standard_scaling,class_weight,dart,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9872512526866313,0.864242117798965,0.8255296821802522,0.8043135971909393,0.9568082528265623,0.9934684617996755,0.9964935591422892,0.9985206074636975,0.9884674795460324,0.7350157737982544,0.6545658052182155,0.6101065869181811,0.9251490261070924,98.6,5399.6,8.0,63.0
lightgbm,standard_scaling,class_weight,dart,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9875385574092025,0.867739957700573,0.8292362302142348,0.808058120624818,0.9590571825576781,0.9936151348160316,0.9965968036054408,0.9985945788004372,0.9886852713014047,0.7418647805851146,0.6618756568230287,0.6175216624491988,0.9294290938139514,99.8,5400.0,7.6,61.8
lightgbm,standard_scaling,class_weight,dart,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9878617429841328,0.8718918805916948,0.8343953837040834,0.8136405111931599,0.9597257588431093,0.9937798152798208,0.9966630340635951,0.998594571960739,0.9890116522948971,0.7500039459035688,0.6721277333445717,0.6286864504255809,0.9304398653913216,101.6,5400.0,7.6,60.0
lightgbm,standard_scaling,class_weight,dart,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9875744511567464,0.8694904253032434,0.8330898747073772,0.8128784428659526,0.9543165483350643,0.9936317630222906,0.9964486981215537,0.9983356757019992,0.9889726061606664,0.7453490875841962,0.6697310512932007,0.6274212100299057,0.9196604905094622,101.4,5398.6,9.0,60.2
lightgbm,standard_scaling,class_weight,dart,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9877540230559461,0.8705274306318904,0.8326760658152557,0.8117771571558929,0.9596652466682235,0.993724889952756,0.9966409360538494,0.998594571960739,0.9889028548898798,0.7473299713110246,0.6687111955766621,0.6249597423510467,0.930427638446567,101.0,5400.0,7.6,60.6
lightgbm,standard_scaling,class_weight,dart,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9878976496268617,0.8740424916234224,0.8391944377539111,0.819654574765656,0.9536373604366759,0.9937959382660164,0.9964704965030846,0.9982616838461646,0.9893706349659366,0.7542890449808285,0.681918379004738,0.6410474656851469,0.9179040859074152,103.6,5398.2,9.4,58.0
lightgbm,standard_scaling,class_weight,dart,0.1,100,0.1,0.1,1.0,1.0,10,5,0.98804128264537,0.8754763636546178,0.8405284491350876,0.8209184704711975,0.9551236805467838,0.9938696715557122,0.9965444000780066,0.9983356757019992,0.9894439864987652,0.7570830557535235,0.6845124981921686,0.6435012652403957,0.9208033745948025,104.0,5398.6,9.0,57.6
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9872871528817676,0.8635827226233982,0.82363889290808,0.8019139194786398,0.9607516165514827,0.9934880771322151,0.9966119285054977,0.9987055323856977,0.9883253364382266,0.7336773681145814,0.6506658573106621,0.605122306571582,0.9331778966647388,97.8,5400.6,7.0,63.8
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9873948857051393,0.8660654376430875,0.8278053873421346,0.8067827329934085,0.9571174874451384,0.9935416656406844,0.9965229981920896,0.9985206074636975,0.9886125885446072,0.7385892096454906,0.6590877764921795,0.6150448585231194,0.9256223863456696,99.4,5399.6,8.0,62.2
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9872871270913975,0.8636064344844797,0.8240482741313839,0.8025088748233425,0.9596889613355953,0.9934880088638021,0.9965897765183312,0.9986685432974788,0.9883616207181698,0.7337248601051574,0.6515067717444367,0.6063492063492064,0.9310163019530208,98.0,5400.4,7.2,63.6
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9871434811777045,0.863449771888091,0.8256341947711338,0.8048454076194018,0.9533828520533423,0.9934127773860718,0.9963827135574705,0.9983726647902182,0.9885024551041862,0.7334867663901103,0.6548856759847967,0.6113181504485852,0.9182632490024984,98.8,5398.8,8.8,62.8
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,0.8,0.8,10,5,0.987358998405188,0.8658212328853709,0.8277045950376559,0.8067604078073429,0.9566247977036533,0.9935230811207543,0.9964934015324072,0.998483625215177,0.9886121814446716,0.7381193846499876,0.6589157885429044,0.6150371903995093,0.9246374139626351,99.4,5399.4,8.2,62.2
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9876462902325743,0.8702280820945317,0.8337605692544805,0.8135218826445911,0.9553624954113376,0.9936685848798849,0.9964855981899191,0.9983726511108216,0.9890093876458101,0.7467875793091783,0.6710355403190421,0.6286711141783605,0.9217156031768651,101.6,5398.8,8.8,60.0
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9876103706946605,0.8685306532899453,0.8303217288431941,0.8092965157481593,0.9592309417836985,0.9936518407305781,0.9966115244112512,0.9985945651210407,0.9887583083957047,0.7434094658493124,0.6640319332751371,0.619998466375278,0.9297035751716924,100.2,5400.0,7.6,61.4
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9875744640519315,0.8697383859570031,0.8335824387321773,0.8134887344578754,0.9538702717550708,0.993631447606049,0.9964264483135749,0.9982986866137802,0.9890083881850659,0.7458453243079577,0.6707384291507799,0.6286787823019708,0.9187321553250758,101.6,5398.4,9.2,60.0
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9876463031277595,0.8696452935291772,0.832345622530247,0.8117216735235644,0.9573224840422384,0.9936693371232203,0.99655223796351,0.9984836046960821,0.988901862104868,0.7456212499351342,0.6681390070969839,0.6249597423510467,0.9257431059796088,101.0,5399.4,8.2,60.6
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9879335756123682,0.8735142470990855,0.8373885067575266,0.81727407420208,0.9572776440521376,0.9938154842661611,0.9965889028545231,0.9984466224475614,0.9892278794141068,0.7532130099320097,0.6781881106605302,0.6361015259565985,0.9253274086901682,102.8,5399.2,8.4,58.8
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9874667118857822,0.8680481539924493,0.8317553825774301,0.8116330485442184,0.9529694195282257,0.993576898041232,0.9964044843956639,0.9982986866137802,0.9889004742854578,0.7425194099436665,0.6671062807591965,0.6249674104746569,0.9170383647709939,101.0,5398.4,9.2,60.6
lightgbm,robust_scaling,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,1.0,1.0,10,5,0.9879694887026897,0.8749776173022346,0.840353596310616,0.8209121572972682,0.9537927663883565,0.9938325369626163,0.9964852212462812,0.9982617043652595,0.9894432107974284,0.7561226976418527,0.6842219713749508,0.6435626102292769,0.9181423219792844,104.0,5398.2,9.4,57.6
lightgbm,robust_scaling,KMeansSMOTE,dart,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9864612162803,0.8517213882755159,0.8087404085309796,0.785885510418824,0.9614784852134713,0.9930685455041811,0.9965093140147973,0.9988164928106563,0.9873866482719492,0.7103742310468509,0.620971503047162,0.5729545280269918,0.9355703221549934,92.6,5401.2,6.4,69.0
lightgbm,robust_scaling,KMeansSMOTE,dart,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9862816572762855,0.8494531720877854,0.8062811698729515,0.7834055481958557,0.9607205770272069,0.9929769287184236,0.9964502905368763,0.9987795037224373,0.9872419067787573,0.7059294154571474,0.6161120492090266,0.5680315926692738,0.9341992472756562,91.8,5401.0,6.6,69.8
lightgbm,robust_scaling,KMeansSMOTE,dart,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9868203342883293,0.8567123113396862,0.81462313212734,0.7920698521104123,0.9624609919498163,0.993251161582376,0.9965828464697711,0.9988164928106563,0.9877478834902378,0.7201734610969963,0.632663417784909,0.585323211410168,0.9371741004093945,94.6,5401.2,6.4,67.0
lightgbm,robust_scaling,KMeansSMOTE,dart,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9863893900996572,0.8516614690849792,0.8095557057072785,0.7870576057488851,0.9579981706050438,0.9930309459196085,0.9964058116257544,0.9986685432974787,0.9874568744274971,0.7102919922503499,0.6227055997888027,0.5754466682002913,0.9285394667825905,93.0,5400.4,7.2,68.6
lightgbm,robust_scaling,KMeansSMOTE,dart,0.05,100,0.1,0.1,0.8,0.8,10,5,0.9872871464341749,0.8647825564498515,0.8265211036628628,0.8055143377206931,0.9560208920519685,0.9934866215661462,0.9964787449584944,0.998483625215177,0.9885398629294059,0.7360784913335567,0.6565634623672312,0.6125450502262096,0.9235019211745309,99.0,5399.4,8.2,62.6
lightgbm,robust_scaling,KMeansSMOTE,dart,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9872512526866313,0.864242117798965,0.8255296821802522,0.8043135971909393,0.9568082528265623,0.9934684617996755,0.9964935591422892,0.9985206074636975,0.9884674795460324,0.7350157737982544,0.6545658052182155,0.6101065869181811,0.9251490261070924,98.6,5399.6,8.0,63.0
lightgbm,robust_scaling,KMeansSMOTE,dart,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9875385574092025,0.867739957700573,0.8292362302142348,0.808058120624818,0.9590571825576781,0.9936151348160316,0.9965968036054408,0.9985945788004372,0.9886852713014047,0.7418647805851146,0.6618756568230287,0.6175216624491988,0.9294290938139514,99.8,5400.0,7.6,61.8
lightgbm,robust_scaling,KMeansSMOTE,dart,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9878617429841328,0.8718918805916948,0.8343953837040834,0.8136405111931599,0.9597257588431093,0.9937798152798208,0.9966630340635951,0.998594571960739,0.9890116522948971,0.7500039459035688,0.6721277333445717,0.6286864504255809,0.9304398653913216,101.6,5400.0,7.6,60.0
lightgbm,robust_scaling,KMeansSMOTE,dart,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9875744511567464,0.8694904253032434,0.8330898747073772,0.8128784428659526,0.9543165483350643,0.9936317630222906,0.9964486981215537,0.9983356757019992,0.9889726061606664,0.7453490875841962,0.6697310512932007,0.6274212100299057,0.9196604905094622,101.4,5398.6,9.0,60.2
lightgbm,robust_scaling,KMeansSMOTE,dart,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9877540230559461,0.8705274306318904,0.8326760658152557,0.8117771571558929,0.9596652466682235,0.993724889952756,0.9966409360538494,0.998594571960739,0.9889028548898798,0.7473299713110246,0.6687111955766621,0.6249597423510467,0.930427638446567,101.0,5400.0,7.6,60.6
lightgbm,robust_scaling,KMeansSMOTE,dart,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9878976496268617,0.8740424916234224,0.8391944377539111,0.819654574765656,0.9536373604366759,0.9937959382660164,0.9964704965030846,0.9982616838461646,0.9893706349659366,0.7542890449808285,0.681918379004738,0.6410474656851469,0.9179040859074152,103.6,5398.2,9.4,58.0
lightgbm,robust_scaling,KMeansSMOTE,dart,0.1,100,0.1,0.1,1.0,1.0,10,5,0.98804128264537,0.8754763636546178,0.8405284491350876,0.8209184704711975,0.9551236805467838,0.9938696715557122,0.9965444000780066,0.9983356757019992,0.9894439864987652,0.7570830557535235,0.6845124981921686,0.6435012652403957,0.9208033745948025,104.0,5398.6,9.0,57.6
lightgbm,robust_scaling,class_weight,gbdt,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9872871528817676,0.8635827226233982,0.82363889290808,0.8019139194786398,0.9607516165514827,0.9934880771322151,0.9966119285054977,0.9987055323856977,0.9883253364382266,0.7336773681145814,0.6506658573106621,0.605122306571582,0.9331778966647388,97.8,5400.6,7.0,63.8
lightgbm,robust_scaling,class_weight,gbdt,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9873948857051393,0.8660654376430875,0.8278053873421346,0.8067827329934085,0.9571174874451384,0.9935416656406844,0.9965229981920896,0.9985206074636975,0.9886125885446072,0.7385892096454906,0.6590877764921795,0.6150448585231194,0.9256223863456696,99.4,5399.6,8.0,62.2
lightgbm,robust_scaling,class_weight,gbdt,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9872871270913975,0.8636064344844797,0.8240482741313839,0.8025088748233425,0.9596889613355953,0.9934880088638021,0.9965897765183312,0.9986685432974788,0.9883616207181698,0.7337248601051574,0.6515067717444367,0.6063492063492064,0.9310163019530208,98.0,5400.4,7.2,63.6
lightgbm,robust_scaling,class_weight,gbdt,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9871434811777045,0.863449771888091,0.8256341947711338,0.8048454076194018,0.9533828520533423,0.9934127773860718,0.9963827135574705,0.9983726647902182,0.9885024551041862,0.7334867663901103,0.6548856759847967,0.6113181504485852,0.9182632490024984,98.8,5398.8,8.8,62.8
lightgbm,robust_scaling,class_weight,gbdt,0.05,100,0.1,0.1,0.8,0.8,10,5,0.987358998405188,0.8658212328853709,0.8277045950376559,0.8067604078073429,0.9566247977036533,0.9935230811207543,0.9964934015324072,0.998483625215177,0.9886121814446716,0.7381193846499876,0.6589157885429044,0.6150371903995093,0.9246374139626351,99.4,5399.4,8.2,62.2
lightgbm,robust_scaling,class_weight,gbdt,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9876462902325743,0.8702280820945317,0.8337605692544805,0.8135218826445911,0.9553624954113376,0.9936685848798849,0.9964855981899191,0.9983726511108216,0.9890093876458101,0.7467875793091783,0.6710355403190421,0.6286711141783605,0.9217156031768651,101.6,5398.8,8.8,60.0
lightgbm,robust_scaling,class_weight,gbdt,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9876103706946605,0.8685306532899453,0.8303217288431941,0.8092965157481593,0.9592309417836985,0.9936518407305781,0.9966115244112512,0.9985945651210407,0.9887583083957047,0.7434094658493124,0.6640319332751371,0.619998466375278,0.9297035751716924,100.2,5400.0,7.6,61.4
lightgbm,robust_scaling,class_weight,gbdt,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9875744640519315,0.8697383859570031,0.8335824387321773,0.8134887344578754,0.9538702717550708,0.993631447606049,0.9964264483135749,0.9982986866137802,0.9890083881850659,0.7458453243079577,0.6707384291507799,0.6286787823019708,0.9187321553250758,101.6,5398.4,9.2,60.0
lightgbm,robust_scaling,class_weight,gbdt,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9876463031277595,0.8696452935291772,0.832345622530247,0.8117216735235644,0.9573224840422384,0.9936693371232203,0.99655223796351,0.9984836046960821,0.988901862104868,0.7456212499351342,0.6681390070969839,0.6249597423510467,0.9257431059796088,101.0,5399.4,8.2,60.6
lightgbm,robust_scaling,class_weight,gbdt,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9879335756123682,0.8735142470990855,0.8373885067575266,0.81727407420208,0.9572776440521376,0.9938154842661611,0.9965889028545231,0.9984466224475614,0.9892278794141068,0.7532130099320097,0.6781881106605302,0.6361015259565985,0.9253274086901682,102.8,5399.2,8.4,58.8
lightgbm,robust_scaling,class_weight,gbdt,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9874667118857822,0.8680481539924493,0.8317553825774301,0.8116330485442184,0.9529694195282257,0.993576898041232,0.9964044843956639,0.9982986866137802,0.9889004742854578,0.7425194099436665,0.6671062807591965,0.6249674104746569,0.9170383647709939,101.0,5398.4,9.2,60.6
lightgbm,robust_scaling,class_weight,gbdt,0.1,100,0.1,0.1,1.0,1.0,10,5,0.9879694887026897,0.8749776173022346,0.840353596310616,0.8209121572972682,0.9537927663883565,0.9938325369626163,0.9964852212462812,0.9982617043652595,0.9894432107974284,0.7561226976418527,0.6842219713749508,0.6435626102292769,0.9181423219792844,104.0,5398.2,9.4,57.6
lightgbm,robust_scaling,class_weight,dart,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9864612162803,0.8517213882755159,0.8087404085309796,0.785885510418824,0.9614784852134713,0.9930685455041811,0.9965093140147973,0.9988164928106563,0.9873866482719492,0.7103742310468509,0.620971503047162,0.5729545280269918,0.9355703221549934,92.6,5401.2,6.4,69.0
lightgbm,robust_scaling,class_weight,dart,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9862816572762855,0.8494531720877854,0.8062811698729515,0.7834055481958557,0.9607205770272069,0.9929769287184236,0.9964502905368763,0.9987795037224373,0.9872419067787573,0.7059294154571474,0.6161120492090266,0.5680315926692738,0.9341992472756562,91.8,5401.0,6.6,69.8
lightgbm,robust_scaling,class_weight,dart,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9868203342883293,0.8567123113396862,0.81462313212734,0.7920698521104123,0.9624609919498163,0.993251161582376,0.9965828464697711,0.9988164928106563,0.9877478834902378,0.7201734610969963,0.632663417784909,0.585323211410168,0.9371741004093945,94.6,5401.2,6.4,67.0
lightgbm,robust_scaling,class_weight,dart,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9863893900996572,0.8516614690849792,0.8095557057072785,0.7870576057488851,0.9579981706050438,0.9930309459196085,0.9964058116257544,0.9986685432974787,0.9874568744274971,0.7102919922503499,0.6227055997888027,0.5754466682002913,0.9285394667825905,93.0,5400.4,7.2,68.6
lightgbm,robust_scaling,class_weight,dart,0.05,100,0.1,0.1,0.8,0.8,10,5,0.9872871464341749,0.8647825564498515,0.8265211036628628,0.8055143377206931,0.9560208920519685,0.9934866215661462,0.9964787449584944,0.998483625215177,0.9885398629294059,0.7360784913335567,0.6565634623672312,0.6125450502262096,0.9235019211745309,99.0,5399.4,8.2,62.6
lightgbm,robust_scaling,class_weight,dart,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9872512526866313,0.864242117798965,0.8255296821802522,0.8043135971909393,0.9568082528265623,0.9934684617996755,0.9964935591422892,0.9985206074636975,0.9884674795460324,0.7350157737982544,0.6545658052182155,0.6101065869181811,0.9251490261070924,98.6,5399.6,8.0,63.0
lightgbm,robust_scaling,class_weight,dart,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9875385574092025,0.867739957700573,0.8292362302142348,0.808058120624818,0.9590571825576781,0.9936151348160316,0.9965968036054408,0.9985945788004372,0.9886852713014047,0.7418647805851146,0.6618756568230287,0.6175216624491988,0.9294290938139514,99.8,5400.0,7.6,61.8
lightgbm,robust_scaling,class_weight,dart,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9878617429841328,0.8718918805916948,0.8343953837040834,0.8136405111931599,0.9597257588431093,0.9937798152798208,0.9966630340635951,0.998594571960739,0.9890116522948971,0.7500039459035688,0.6721277333445717,0.6286864504255809,0.9304398653913216,101.6,5400.0,7.6,60.0
lightgbm,robust_scaling,class_weight,dart,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9875744511567464,0.8694904253032434,0.8330898747073772,0.8128784428659526,0.9543165483350643,0.9936317630222906,0.9964486981215537,0.9983356757019992,0.9889726061606664,0.7453490875841962,0.6697310512932007,0.6274212100299057,0.9196604905094622,101.4,5398.6,9.0,60.2
lightgbm,robust_scaling,class_weight,dart,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9877540230559461,0.8705274306318904,0.8326760658152557,0.8117771571558929,0.9596652466682235,0.993724889952756,0.9966409360538494,0.998594571960739,0.9889028548898798,0.7473299713110246,0.6687111955766621,0.6249597423510467,0.930427638446567,101.0,5400.0,7.6,60.6
lightgbm,robust_scaling,class_weight,dart,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9878976496268617,0.8740424916234224,0.8391944377539111,0.819654574765656,0.9536373604366759,0.9937959382660164,0.9964704965030846,0.9982616838461646,0.9893706349659366,0.7542890449808285,0.681918379004738,0.6410474656851469,0.9179040859074152,103.6,5398.2,9.4,58.0
lightgbm,robust_scaling,class_weight,dart,0.1,100,0.1,0.1,1.0,1.0,10,5,0.98804128264537,0.8754763636546178,0.8405284491350876,0.8209184704711975,0.9551236805467838,0.9938696715557122,0.9965444000780066,0.9983356757019992,0.9894439864987652,0.7570830557535235,0.6845124981921686,0.6435012652403957,0.9208033745948025,104.0,5398.6,9.0,57.6
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9872871528817676,0.8635827226233982,0.82363889290808,0.8019139194786398,0.9607516165514827,0.9934880771322151,0.9966119285054977,0.9987055323856977,0.9883253364382266,0.7336773681145814,0.6506658573106621,0.605122306571582,0.9331778966647388,97.8,5400.6,7.0,63.8
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9873948857051393,0.8660654376430875,0.8278053873421346,0.8067827329934085,0.9571174874451384,0.9935416656406844,0.9965229981920896,0.9985206074636975,0.9886125885446072,0.7385892096454906,0.6590877764921795,0.6150448585231194,0.9256223863456696,99.4,5399.6,8.0,62.2
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9872871270913975,0.8636064344844797,0.8240482741313839,0.8025088748233425,0.9596889613355953,0.9934880088638021,0.9965897765183312,0.9986685432974788,0.9883616207181698,0.7337248601051574,0.6515067717444367,0.6063492063492064,0.9310163019530208,98.0,5400.4,7.2,63.6
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9871434811777045,0.863449771888091,0.8256341947711338,0.8048454076194018,0.9533828520533423,0.9934127773860718,0.9963827135574705,0.9983726647902182,0.9885024551041862,0.7334867663901103,0.6548856759847967,0.6113181504485852,0.9182632490024984,98.8,5398.8,8.8,62.8
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,0.8,0.8,10,5,0.987358998405188,0.8658212328853709,0.8277045950376559,0.8067604078073429,0.9566247977036533,0.9935230811207543,0.9964934015324072,0.998483625215177,0.9886121814446716,0.7381193846499876,0.6589157885429044,0.6150371903995093,0.9246374139626351,99.4,5399.4,8.2,62.2
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9876462902325743,0.8702280820945317,0.8337605692544805,0.8135218826445911,0.9553624954113376,0.9936685848798849,0.9964855981899191,0.9983726511108216,0.9890093876458101,0.7467875793091783,0.6710355403190421,0.6286711141783605,0.9217156031768651,101.6,5398.8,8.8,60.0
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9876103706946605,0.8685306532899453,0.8303217288431941,0.8092965157481593,0.9592309417836985,0.9936518407305781,0.9966115244112512,0.9985945651210407,0.9887583083957047,0.7434094658493124,0.6640319332751371,0.619998466375278,0.9297035751716924,100.2,5400.0,7.6,61.4
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9875744640519315,0.8697383859570031,0.8335824387321773,0.8134887344578754,0.9538702717550708,0.993631447606049,0.9964264483135749,0.9982986866137802,0.9890083881850659,0.7458453243079577,0.6707384291507799,0.6286787823019708,0.9187321553250758,101.6,5398.4,9.2,60.0
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9876463031277595,0.8696452935291772,0.832345622530247,0.8117216735235644,0.9573224840422384,0.9936693371232203,0.99655223796351,0.9984836046960821,0.988901862104868,0.7456212499351342,0.6681390070969839,0.6249597423510467,0.9257431059796088,101.0,5399.4,8.2,60.6
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9879335756123682,0.8735142470990855,0.8373885067575266,0.81727407420208,0.9572776440521376,0.9938154842661611,0.9965889028545231,0.9984466224475614,0.9892278794141068,0.7532130099320097,0.6781881106605302,0.6361015259565985,0.9253274086901682,102.8,5399.2,8.4,58.8
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9874667118857822,0.8680481539924493,0.8317553825774301,0.8116330485442184,0.9529694195282257,0.993576898041232,0.9964044843956639,0.9982986866137802,0.9889004742854578,0.7425194099436665,0.6671062807591965,0.6249674104746569,0.9170383647709939,101.0,5398.4,9.2,60.6
lightgbm,minmax_scaling,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,1.0,1.0,10,5,0.9879694887026897,0.8749776173022346,0.840353596310616,0.8209121572972682,0.9537927663883565,0.9938325369626163,0.9964852212462812,0.9982617043652595,0.9894432107974284,0.7561226976418527,0.6842219713749508,0.6435626102292769,0.9181423219792844,104.0,5398.2,9.4,57.6
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9864612162803,0.8517213882755159,0.8087404085309796,0.785885510418824,0.9614784852134713,0.9930685455041811,0.9965093140147973,0.9988164928106563,0.9873866482719492,0.7103742310468509,0.620971503047162,0.5729545280269918,0.9355703221549934,92.6,5401.2,6.4,69.0
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9862816572762855,0.8494531720877854,0.8062811698729515,0.7834055481958557,0.9607205770272069,0.9929769287184236,0.9964502905368763,0.9987795037224373,0.9872419067787573,0.7059294154571474,0.6161120492090266,0.5680315926692738,0.9341992472756562,91.8,5401.0,6.6,69.8
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9868203342883293,0.8567123113396862,0.81462313212734,0.7920698521104123,0.9624609919498163,0.993251161582376,0.9965828464697711,0.9988164928106563,0.9877478834902378,0.7201734610969963,0.632663417784909,0.585323211410168,0.9371741004093945,94.6,5401.2,6.4,67.0
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9863893900996572,0.8516614690849792,0.8095557057072785,0.7870576057488851,0.9579981706050438,0.9930309459196085,0.9964058116257544,0.9986685432974787,0.9874568744274971,0.7102919922503499,0.6227055997888027,0.5754466682002913,0.9285394667825905,93.0,5400.4,7.2,68.6
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.05,100,0.1,0.1,0.8,0.8,10,5,0.9872871464341749,0.8647825564498515,0.8265211036628628,0.8055143377206931,0.9560208920519685,0.9934866215661462,0.9964787449584944,0.998483625215177,0.9885398629294059,0.7360784913335567,0.6565634623672312,0.6125450502262096,0.9235019211745309,99.0,5399.4,8.2,62.6
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9872512526866313,0.864242117798965,0.8255296821802522,0.8043135971909393,0.9568082528265623,0.9934684617996755,0.9964935591422892,0.9985206074636975,0.9884674795460324,0.7350157737982544,0.6545658052182155,0.6101065869181811,0.9251490261070924,98.6,5399.6,8.0,63.0
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9875385574092025,0.867739957700573,0.8292362302142348,0.808058120624818,0.9590571825576781,0.9936151348160316,0.9965968036054408,0.9985945788004372,0.9886852713014047,0.7418647805851146,0.6618756568230287,0.6175216624491988,0.9294290938139514,99.8,5400.0,7.6,61.8
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9878617429841328,0.8718918805916948,0.8343953837040834,0.8136405111931599,0.9597257588431093,0.9937798152798208,0.9966630340635951,0.998594571960739,0.9890116522948971,0.7500039459035688,0.6721277333445717,0.6286864504255809,0.9304398653913216,101.6,5400.0,7.6,60.0
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9875744511567464,0.8694904253032434,0.8330898747073772,0.8128784428659526,0.9543165483350643,0.9936317630222906,0.9964486981215537,0.9983356757019992,0.9889726061606664,0.7453490875841962,0.6697310512932007,0.6274212100299057,0.9196604905094622,101.4,5398.6,9.0,60.2
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9877540230559461,0.8705274306318904,0.8326760658152557,0.8117771571558929,0.9596652466682235,0.993724889952756,0.9966409360538494,0.998594571960739,0.9889028548898798,0.7473299713110246,0.6687111955766621,0.6249597423510467,0.930427638446567,101.0,5400.0,7.6,60.6
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9878976496268617,0.8740424916234224,0.8391944377539111,0.819654574765656,0.9536373604366759,0.9937959382660164,0.9964704965030846,0.9982616838461646,0.9893706349659366,0.7542890449808285,0.681918379004738,0.6410474656851469,0.9179040859074152,103.6,5398.2,9.4,58.0
lightgbm,minmax_scaling,KMeansSMOTE,dart,0.1,100,0.1,0.1,1.0,1.0,10,5,0.98804128264537,0.8754763636546178,0.8405284491350876,0.8209184704711975,0.9551236805467838,0.9938696715557122,0.9965444000780066,0.9983356757019992,0.9894439864987652,0.7570830557535235,0.6845124981921686,0.6435012652403957,0.9208033745948025,104.0,5398.6,9.0,57.6
lightgbm,minmax_scaling,class_weight,gbdt,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9872871528817676,0.8635827226233982,0.82363889290808,0.8019139194786398,0.9607516165514827,0.9934880771322151,0.9966119285054977,0.9987055323856977,0.9883253364382266,0.7336773681145814,0.6506658573106621,0.605122306571582,0.9331778966647388,97.8,5400.6,7.0,63.8
lightgbm,minmax_scaling,class_weight,gbdt,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9873948857051393,0.8660654376430875,0.8278053873421346,0.8067827329934085,0.9571174874451384,0.9935416656406844,0.9965229981920896,0.9985206074636975,0.9886125885446072,0.7385892096454906,0.6590877764921795,0.6150448585231194,0.9256223863456696,99.4,5399.6,8.0,62.2
lightgbm,minmax_scaling,class_weight,gbdt,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9872871270913975,0.8636064344844797,0.8240482741313839,0.8025088748233425,0.9596889613355953,0.9934880088638021,0.9965897765183312,0.9986685432974788,0.9883616207181698,0.7337248601051574,0.6515067717444367,0.6063492063492064,0.9310163019530208,98.0,5400.4,7.2,63.6
lightgbm,minmax_scaling,class_weight,gbdt,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9871434811777045,0.863449771888091,0.8256341947711338,0.8048454076194018,0.9533828520533423,0.9934127773860718,0.9963827135574705,0.9983726647902182,0.9885024551041862,0.7334867663901103,0.6548856759847967,0.6113181504485852,0.9182632490024984,98.8,5398.8,8.8,62.8
lightgbm,minmax_scaling,class_weight,gbdt,0.05,100,0.1,0.1,0.8,0.8,10,5,0.987358998405188,0.8658212328853709,0.8277045950376559,0.8067604078073429,0.9566247977036533,0.9935230811207543,0.9964934015324072,0.998483625215177,0.9886121814446716,0.7381193846499876,0.6589157885429044,0.6150371903995093,0.9246374139626351,99.4,5399.4,8.2,62.2
lightgbm,minmax_scaling,class_weight,gbdt,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9876462902325743,0.8702280820945317,0.8337605692544805,0.8135218826445911,0.9553624954113376,0.9936685848798849,0.9964855981899191,0.9983726511108216,0.9890093876458101,0.7467875793091783,0.6710355403190421,0.6286711141783605,0.9217156031768651,101.6,5398.8,8.8,60.0
lightgbm,minmax_scaling,class_weight,gbdt,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9876103706946605,0.8685306532899453,0.8303217288431941,0.8092965157481593,0.9592309417836985,0.9936518407305781,0.9966115244112512,0.9985945651210407,0.9887583083957047,0.7434094658493124,0.6640319332751371,0.619998466375278,0.9297035751716924,100.2,5400.0,7.6,61.4
lightgbm,minmax_scaling,class_weight,gbdt,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9875744640519315,0.8697383859570031,0.8335824387321773,0.8134887344578754,0.9538702717550708,0.993631447606049,0.9964264483135749,0.9982986866137802,0.9890083881850659,0.7458453243079577,0.6707384291507799,0.6286787823019708,0.9187321553250758,101.6,5398.4,9.2,60.0
lightgbm,minmax_scaling,class_weight,gbdt,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9876463031277595,0.8696452935291772,0.832345622530247,0.8117216735235644,0.9573224840422384,0.9936693371232203,0.99655223796351,0.9984836046960821,0.988901862104868,0.7456212499351342,0.6681390070969839,0.6249597423510467,0.9257431059796088,101.0,5399.4,8.2,60.6
lightgbm,minmax_scaling,class_weight,gbdt,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9879335756123682,0.8735142470990855,0.8373885067575266,0.81727407420208,0.9572776440521376,0.9938154842661611,0.9965889028545231,0.9984466224475614,0.9892278794141068,0.7532130099320097,0.6781881106605302,0.6361015259565985,0.9253274086901682,102.8,5399.2,8.4,58.8
lightgbm,minmax_scaling,class_weight,gbdt,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9874667118857822,0.8680481539924493,0.8317553825774301,0.8116330485442184,0.9529694195282257,0.993576898041232,0.9964044843956639,0.9982986866137802,0.9889004742854578,0.7425194099436665,0.6671062807591965,0.6249674104746569,0.9170383647709939,101.0,5398.4,9.2,60.6
lightgbm,minmax_scaling,class_weight,gbdt,0.1,100,0.1,0.1,1.0,1.0,10,5,0.9879694887026897,0.8749776173022346,0.840353596310616,0.8209121572972682,0.9537927663883565,0.9938325369626163,0.9964852212462812,0.9982617043652595,0.9894432107974284,0.7561226976418527,0.6842219713749508,0.6435626102292769,0.9181423219792844,104.0,5398.2,9.4,57.6
lightgbm,minmax_scaling,class_weight,dart,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9864612162803,0.8517213882755159,0.8087404085309796,0.785885510418824,0.9614784852134713,0.9930685455041811,0.9965093140147973,0.9988164928106563,0.9873866482719492,0.7103742310468509,0.620971503047162,0.5729545280269918,0.9355703221549934,92.6,5401.2,6.4,69.0
lightgbm,minmax_scaling,class_weight,dart,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9862816572762855,0.8494531720877854,0.8062811698729515,0.7834055481958557,0.9607205770272069,0.9929769287184236,0.9964502905368763,0.9987795037224373,0.9872419067787573,0.7059294154571474,0.6161120492090266,0.5680315926692738,0.9341992472756562,91.8,5401.0,6.6,69.8
lightgbm,minmax_scaling,class_weight,dart,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9868203342883293,0.8567123113396862,0.81462313212734,0.7920698521104123,0.9624609919498163,0.993251161582376,0.9965828464697711,0.9988164928106563,0.9877478834902378,0.7201734610969963,0.632663417784909,0.585323211410168,0.9371741004093945,94.6,5401.2,6.4,67.0
lightgbm,minmax_scaling,class_weight,dart,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9863893900996572,0.8516614690849792,0.8095557057072785,0.7870576057488851,0.9579981706050438,0.9930309459196085,0.9964058116257544,0.9986685432974787,0.9874568744274971,0.7102919922503499,0.6227055997888027,0.5754466682002913,0.9285394667825905,93.0,5400.4,7.2,68.6
lightgbm,minmax_scaling,class_weight,dart,0.05,100,0.1,0.1,0.8,0.8,10,5,0.9872871464341749,0.8647825564498515,0.8265211036628628,0.8055143377206931,0.9560208920519685,0.9934866215661462,0.9964787449584944,0.998483625215177,0.9885398629294059,0.7360784913335567,0.6565634623672312,0.6125450502262096,0.9235019211745309,99.0,5399.4,8.2,62.6
lightgbm,minmax_scaling,class_weight,dart,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9872512526866313,0.864242117798965,0.8255296821802522,0.8043135971909393,0.9568082528265623,0.9934684617996755,0.9964935591422892,0.9985206074636975,0.9884674795460324,0.7350157737982544,0.6545658052182155,0.6101065869181811,0.9251490261070924,98.6,5399.6,8.0,63.0
lightgbm,minmax_scaling,class_weight,dart,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9875385574092025,0.867739957700573,0.8292362302142348,0.808058120624818,0.9590571825576781,0.9936151348160316,0.9965968036054408,0.9985945788004372,0.9886852713014047,0.7418647805851146,0.6618756568230287,0.6175216624491988,0.9294290938139514,99.8,5400.0,7.6,61.8
lightgbm,minmax_scaling,class_weight,dart,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9878617429841328,0.8718918805916948,0.8343953837040834,0.8136405111931599,0.9597257588431093,0.9937798152798208,0.9966630340635951,0.998594571960739,0.9890116522948971,0.7500039459035688,0.6721277333445717,0.6286864504255809,0.9304398653913216,101.6,5400.0,7.6,60.0
lightgbm,minmax_scaling,class_weight,dart,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9875744511567464,0.8694904253032434,0.8330898747073772,0.8128784428659526,0.9543165483350643,0.9936317630222906,0.9964486981215537,0.9983356757019992,0.9889726061606664,0.7453490875841962,0.6697310512932007,0.6274212100299057,0.9196604905094622,101.4,5398.6,9.0,60.2
lightgbm,minmax_scaling,class_weight,dart,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9877540230559461,0.8705274306318904,0.8326760658152557,0.8117771571558929,0.9596652466682235,0.993724889952756,0.9966409360538494,0.998594571960739,0.9889028548898798,0.7473299713110246,0.6687111955766621,0.6249597423510467,0.930427638446567,101.0,5400.0,7.6,60.6
lightgbm,minmax_scaling,class_weight,dart,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9878976496268617,0.8740424916234224,0.8391944377539111,0.819654574765656,0.9536373604366759,0.9937959382660164,0.9964704965030846,0.9982616838461646,0.9893706349659366,0.7542890449808285,0.681918379004738,0.6410474656851469,0.9179040859074152,103.6,5398.2,9.4,58.0
lightgbm,minmax_scaling,class_weight,dart,0.1,100,0.1,0.1,1.0,1.0,10,5,0.98804128264537,0.8754763636546178,0.8405284491350876,0.8209184704711975,0.9551236805467838,0.9938696715557122,0.9965444000780066,0.9983356757019992,0.9894439864987652,0.7570830557535235,0.6845124981921686,0.6435012652403957,0.9208033745948025,104.0,5398.6,9.0,57.6
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9872871528817676,0.8635827226233982,0.82363889290808,0.8019139194786398,0.9607516165514827,0.9934880771322151,0.9966119285054977,0.9987055323856977,0.9883253364382266,0.7336773681145814,0.6506658573106621,0.605122306571582,0.9331778966647388,97.8,5400.6,7.0,63.8
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9873948857051393,0.8660654376430875,0.8278053873421346,0.8067827329934085,0.9571174874451384,0.9935416656406844,0.9965229981920896,0.9985206074636975,0.9886125885446072,0.7385892096454906,0.6590877764921795,0.6150448585231194,0.9256223863456696,99.4,5399.6,8.0,62.2
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9872871270913975,0.8636064344844797,0.8240482741313839,0.8025088748233425,0.9596889613355953,0.9934880088638021,0.9965897765183312,0.9986685432974788,0.9883616207181698,0.7337248601051574,0.6515067717444367,0.6063492063492064,0.9310163019530208,98.0,5400.4,7.2,63.6
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9871434811777045,0.863449771888091,0.8256341947711338,0.8048454076194018,0.9533828520533423,0.9934127773860718,0.9963827135574705,0.9983726647902182,0.9885024551041862,0.7334867663901103,0.6548856759847967,0.6113181504485852,0.9182632490024984,98.8,5398.8,8.8,62.8
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,0.8,0.8,10,5,0.987358998405188,0.8658212328853709,0.8277045950376559,0.8067604078073429,0.9566247977036533,0.9935230811207543,0.9964934015324072,0.998483625215177,0.9886121814446716,0.7381193846499876,0.6589157885429044,0.6150371903995093,0.9246374139626351,99.4,5399.4,8.2,62.2
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9876462902325743,0.8702280820945317,0.8337605692544805,0.8135218826445911,0.9553624954113376,0.9936685848798849,0.9964855981899191,0.9983726511108216,0.9890093876458101,0.7467875793091783,0.6710355403190421,0.6286711141783605,0.9217156031768651,101.6,5398.8,8.8,60.0
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9876103706946605,0.8685306532899453,0.8303217288431941,0.8092965157481593,0.9592309417836985,0.9936518407305781,0.9966115244112512,0.9985945651210407,0.9887583083957047,0.7434094658493124,0.6640319332751371,0.619998466375278,0.9297035751716924,100.2,5400.0,7.6,61.4
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9875744640519315,0.8697383859570031,0.8335824387321773,0.8134887344578754,0.9538702717550708,0.993631447606049,0.9964264483135749,0.9982986866137802,0.9890083881850659,0.7458453243079577,0.6707384291507799,0.6286787823019708,0.9187321553250758,101.6,5398.4,9.2,60.0
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9876463031277595,0.8696452935291772,0.832345622530247,0.8117216735235644,0.9573224840422384,0.9936693371232203,0.99655223796351,0.9984836046960821,0.988901862104868,0.7456212499351342,0.6681390070969839,0.6249597423510467,0.9257431059796088,101.0,5399.4,8.2,60.6
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9879335756123682,0.8735142470990855,0.8373885067575266,0.81727407420208,0.9572776440521376,0.9938154842661611,0.9965889028545231,0.9984466224475614,0.9892278794141068,0.7532130099320097,0.6781881106605302,0.6361015259565985,0.9253274086901682,102.8,5399.2,8.4,58.8
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9874667118857822,0.8680481539924493,0.8317553825774301,0.8116330485442184,0.9529694195282257,0.993576898041232,0.9964044843956639,0.9982986866137802,0.9889004742854578,0.7425194099436665,0.6671062807591965,0.6249674104746569,0.9170383647709939,101.0,5398.4,9.2,60.6
lightgbm,yeo_johnson,KMeansSMOTE,gbdt,0.1,100,0.1,0.1,1.0,1.0,10,5,0.9879694887026897,0.8749776173022346,0.840353596310616,0.8209121572972682,0.9537927663883565,0.9938325369626163,0.9964852212462812,0.9982617043652595,0.9894432107974284,0.7561226976418527,0.6842219713749508,0.6435626102292769,0.9181423219792844,104.0,5398.2,9.4,57.6
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9864612162803,0.8517213882755159,0.8087404085309796,0.785885510418824,0.9614784852134713,0.9930685455041811,0.9965093140147973,0.9988164928106563,0.9873866482719492,0.7103742310468509,0.620971503047162,0.5729545280269918,0.9355703221549934,92.6,5401.2,6.4,69.0
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9862816572762855,0.8494531720877854,0.8062811698729515,0.7834055481958557,0.9607205770272069,0.9929769287184236,0.9964502905368763,0.9987795037224373,0.9872419067787573,0.7059294154571474,0.6161120492090266,0.5680315926692738,0.9341992472756562,91.8,5401.0,6.6,69.8
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9868203342883293,0.8567123113396862,0.81462313212734,0.7920698521104123,0.9624609919498163,0.993251161582376,0.9965828464697711,0.9988164928106563,0.9877478834902378,0.7201734610969963,0.632663417784909,0.585323211410168,0.9371741004093945,94.6,5401.2,6.4,67.0
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9863893900996572,0.8516614690849792,0.8095557057072785,0.7870576057488851,0.9579981706050438,0.9930309459196085,0.9964058116257544,0.9986685432974787,0.9874568744274971,0.7102919922503499,0.6227055997888027,0.5754466682002913,0.9285394667825905,93.0,5400.4,7.2,68.6
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.05,100,0.1,0.1,0.8,0.8,10,5,0.9872871464341749,0.8647825564498515,0.8265211036628628,0.8055143377206931,0.9560208920519685,0.9934866215661462,0.9964787449584944,0.998483625215177,0.9885398629294059,0.7360784913335567,0.6565634623672312,0.6125450502262096,0.9235019211745309,99.0,5399.4,8.2,62.6
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9872512526866313,0.864242117798965,0.8255296821802522,0.8043135971909393,0.9568082528265623,0.9934684617996755,0.9964935591422892,0.9985206074636975,0.9884674795460324,0.7350157737982544,0.6545658052182155,0.6101065869181811,0.9251490261070924,98.6,5399.6,8.0,63.0
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9875385574092025,0.867739957700573,0.8292362302142348,0.808058120624818,0.9590571825576781,0.9936151348160316,0.9965968036054408,0.9985945788004372,0.9886852713014047,0.7418647805851146,0.6618756568230287,0.6175216624491988,0.9294290938139514,99.8,5400.0,7.6,61.8
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9878617429841328,0.8718918805916948,0.8343953837040834,0.8136405111931599,0.9597257588431093,0.9937798152798208,0.9966630340635951,0.998594571960739,0.9890116522948971,0.7500039459035688,0.6721277333445717,0.6286864504255809,0.9304398653913216,101.6,5400.0,7.6,60.0
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9875744511567464,0.8694904253032434,0.8330898747073772,0.8128784428659526,0.9543165483350643,0.9936317630222906,0.9964486981215537,0.9983356757019992,0.9889726061606664,0.7453490875841962,0.6697310512932007,0.6274212100299057,0.9196604905094622,101.4,5398.6,9.0,60.2
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9877540230559461,0.8705274306318904,0.8326760658152557,0.8117771571558929,0.9596652466682235,0.993724889952756,0.9966409360538494,0.998594571960739,0.9889028548898798,0.7473299713110246,0.6687111955766621,0.6249597423510467,0.930427638446567,101.0,5400.0,7.6,60.6
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9878976496268617,0.8740424916234224,0.8391944377539111,0.819654574765656,0.9536373604366759,0.9937959382660164,0.9964704965030846,0.9982616838461646,0.9893706349659366,0.7542890449808285,0.681918379004738,0.6410474656851469,0.9179040859074152,103.6,5398.2,9.4,58.0
lightgbm,yeo_johnson,KMeansSMOTE,dart,0.1,100,0.1,0.1,1.0,1.0,10,5,0.98804128264537,0.8754763636546178,0.8405284491350876,0.8209184704711975,0.9551236805467838,0.9938696715557122,0.9965444000780066,0.9983356757019992,0.9894439864987652,0.7570830557535235,0.6845124981921686,0.6435012652403957,0.9208033745948025,104.0,5398.6,9.0,57.6
lightgbm,yeo_johnson,class_weight,gbdt,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9872871528817676,0.8635827226233982,0.82363889290808,0.8019139194786398,0.9607516165514827,0.9934880771322151,0.9966119285054977,0.9987055323856977,0.9883253364382266,0.7336773681145814,0.6506658573106621,0.605122306571582,0.9331778966647388,97.8,5400.6,7.0,63.8
lightgbm,yeo_johnson,class_weight,gbdt,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9873948857051393,0.8660654376430875,0.8278053873421346,0.8067827329934085,0.9571174874451384,0.9935416656406844,0.9965229981920896,0.9985206074636975,0.9886125885446072,0.7385892096454906,0.6590877764921795,0.6150448585231194,0.9256223863456696,99.4,5399.6,8.0,62.2
lightgbm,yeo_johnson,class_weight,gbdt,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9872871270913975,0.8636064344844797,0.8240482741313839,0.8025088748233425,0.9596889613355953,0.9934880088638021,0.9965897765183312,0.9986685432974788,0.9883616207181698,0.7337248601051574,0.6515067717444367,0.6063492063492064,0.9310163019530208,98.0,5400.4,7.2,63.6
lightgbm,yeo_johnson,class_weight,gbdt,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9871434811777045,0.863449771888091,0.8256341947711338,0.8048454076194018,0.9533828520533423,0.9934127773860718,0.9963827135574705,0.9983726647902182,0.9885024551041862,0.7334867663901103,0.6548856759847967,0.6113181504485852,0.9182632490024984,98.8,5398.8,8.8,62.8
lightgbm,yeo_johnson,class_weight,gbdt,0.05,100,0.1,0.1,0.8,0.8,10,5,0.987358998405188,0.8658212328853709,0.8277045950376559,0.8067604078073429,0.9566247977036533,0.9935230811207543,0.9964934015324072,0.998483625215177,0.9886121814446716,0.7381193846499876,0.6589157885429044,0.6150371903995093,0.9246374139626351,99.4,5399.4,8.2,62.2
lightgbm,yeo_johnson,class_weight,gbdt,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9876462902325743,0.8702280820945317,0.8337605692544805,0.8135218826445911,0.9553624954113376,0.9936685848798849,0.9964855981899191,0.9983726511108216,0.9890093876458101,0.7467875793091783,0.6710355403190421,0.6286711141783605,0.9217156031768651,101.6,5398.8,8.8,60.0
lightgbm,yeo_johnson,class_weight,gbdt,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9876103706946605,0.8685306532899453,0.8303217288431941,0.8092965157481593,0.9592309417836985,0.9936518407305781,0.9966115244112512,0.9985945651210407,0.9887583083957047,0.7434094658493124,0.6640319332751371,0.619998466375278,0.9297035751716924,100.2,5400.0,7.6,61.4
lightgbm,yeo_johnson,class_weight,gbdt,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9875744640519315,0.8697383859570031,0.8335824387321773,0.8134887344578754,0.9538702717550708,0.993631447606049,0.9964264483135749,0.9982986866137802,0.9890083881850659,0.7458453243079577,0.6707384291507799,0.6286787823019708,0.9187321553250758,101.6,5398.4,9.2,60.0
lightgbm,yeo_johnson,class_weight,gbdt,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9876463031277595,0.8696452935291772,0.832345622530247,0.8117216735235644,0.9573224840422384,0.9936693371232203,0.99655223796351,0.9984836046960821,0.988901862104868,0.7456212499351342,0.6681390070969839,0.6249597423510467,0.9257431059796088,101.0,5399.4,8.2,60.6
lightgbm,yeo_johnson,class_weight,gbdt,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9879335756123682,0.8735142470990855,0.8373885067575266,0.81727407420208,0.9572776440521376,0.9938154842661611,0.9965889028545231,0.9984466224475614,0.9892278794141068,0.7532130099320097,0.6781881106605302,0.6361015259565985,0.9253274086901682,102.8,5399.2,8.4,58.8
lightgbm,yeo_johnson,class_weight,gbdt,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9874667118857822,0.8680481539924493,0.8317553825774301,0.8116330485442184,0.9529694195282257,0.993576898041232,0.9964044843956639,0.9982986866137802,0.9889004742854578,0.7425194099436665,0.6671062807591965,0.6249674104746569,0.9170383647709939,101.0,5398.4,9.2,60.6
lightgbm,yeo_johnson,class_weight,gbdt,0.1,100,0.1,0.1,1.0,1.0,10,5,0.9879694887026897,0.8749776173022346,0.840353596310616,0.8209121572972682,0.9537927663883565,0.9938325369626163,0.9964852212462812,0.9982617043652595,0.9894432107974284,0.7561226976418527,0.6842219713749508,0.6435626102292769,0.9181423219792844,104.0,5398.2,9.4,57.6
lightgbm,yeo_johnson,class_weight,dart,0.03,100,0.1,0.1,0.8,0.8,10,5,0.9864612162803,0.8517213882755159,0.8087404085309796,0.785885510418824,0.9614784852134713,0.9930685455041811,0.9965093140147973,0.9988164928106563,0.9873866482719492,0.7103742310468509,0.620971503047162,0.5729545280269918,0.9355703221549934,92.6,5401.2,6.4,69.0
lightgbm,yeo_johnson,class_weight,dart,0.03,100,0.1,0.1,0.8,1.0,10,5,0.9862816572762855,0.8494531720877854,0.8062811698729515,0.7834055481958557,0.9607205770272069,0.9929769287184236,0.9964502905368763,0.9987795037224373,0.9872419067787573,0.7059294154571474,0.6161120492090266,0.5680315926692738,0.9341992472756562,91.8,5401.0,6.6,69.8
lightgbm,yeo_johnson,class_weight,dart,0.03,100,0.1,0.1,1.0,0.8,10,5,0.9868203342883293,0.8567123113396862,0.81462313212734,0.7920698521104123,0.9624609919498163,0.993251161582376,0.9965828464697711,0.9988164928106563,0.9877478834902378,0.7201734610969963,0.632663417784909,0.585323211410168,0.9371741004093945,94.6,5401.2,6.4,67.0
lightgbm,yeo_johnson,class_weight,dart,0.03,100,0.1,0.1,1.0,1.0,10,5,0.9863893900996572,0.8516614690849792,0.8095557057072785,0.7870576057488851,0.9579981706050438,0.9930309459196085,0.9964058116257544,0.9986685432974787,0.9874568744274971,0.7102919922503499,0.6227055997888027,0.5754466682002913,0.9285394667825905,93.0,5400.4,7.2,68.6
lightgbm,yeo_johnson,class_weight,dart,0.05,100,0.1,0.1,0.8,0.8,10,5,0.9872871464341749,0.8647825564498515,0.8265211036628628,0.8055143377206931,0.9560208920519685,0.9934866215661462,0.9964787449584944,0.998483625215177,0.9885398629294059,0.7360784913335567,0.6565634623672312,0.6125450502262096,0.9235019211745309,99.0,5399.4,8.2,62.6
lightgbm,yeo_johnson,class_weight,dart,0.05,100,0.1,0.1,0.8,1.0,10,5,0.9872512526866313,0.864242117798965,0.8255296821802522,0.8043135971909393,0.9568082528265623,0.9934684617996755,0.9964935591422892,0.9985206074636975,0.9884674795460324,0.7350157737982544,0.6545658052182155,0.6101065869181811,0.9251490261070924,98.6,5399.6,8.0,63.0
lightgbm,yeo_johnson,class_weight,dart,0.05,100,0.1,0.1,1.0,0.8,10,5,0.9875385574092025,0.867739957700573,0.8292362302142348,0.808058120624818,0.9590571825576781,0.9936151348160316,0.9965968036054408,0.9985945788004372,0.9886852713014047,0.7418647805851146,0.6618756568230287,0.6175216624491988,0.9294290938139514,99.8,5400.0,7.6,61.8
lightgbm,yeo_johnson,class_weight,dart,0.05,100,0.1,0.1,1.0,1.0,10,5,0.9878617429841328,0.8718918805916948,0.8343953837040834,0.8136405111931599,0.9597257588431093,0.9937798152798208,0.9966630340635951,0.998594571960739,0.9890116522948971,0.7500039459035688,0.6721277333445717,0.6286864504255809,0.9304398653913216,101.6,5400.0,7.6,60.0
lightgbm,yeo_johnson,class_weight,dart,0.1,100,0.1,0.1,0.8,0.8,10,5,0.9875744511567464,0.8694904253032434,0.8330898747073772,0.8128784428659526,0.9543165483350643,0.9936317630222906,0.9964486981215537,0.9983356757019992,0.9889726061606664,0.7453490875841962,0.6697310512932007,0.6274212100299057,0.9196604905094622,101.4,5398.6,9.0,60.2
lightgbm,yeo_johnson,class_weight,dart,0.1,100,0.1,0.1,0.8,1.0,10,5,0.9877540230559461,0.8705274306318904,0.8326760658152557,0.8117771571558929,0.9596652466682235,0.993724889952756,0.9966409360538494,0.998594571960739,0.9889028548898798,0.7473299713110246,0.6687111955766621,0.6249597423510467,0.930427638446567,101.0,5400.0,7.6,60.6
lightgbm,yeo_johnson,class_weight,dart,0.1,100,0.1,0.1,1.0,0.8,10,5,0.9878976496268617,0.8740424916234224,0.8391944377539111,0.819654574765656,0.9536373604366759,0.9937959382660164,0.9964704965030846,0.9982616838461646,0.9893706349659366,0.7542890449808285,0.681918379004738,0.6410474656851469,0.9179040859074152,103.6,5398.2,9.4,58.0
lightgbm,yeo_johnson,class_weight,dart,0.1,100,0.1,0.1,1.0,1.0,10,5,0.98804128264537,0.8754763636546178,0.8405284491350876,0.8209184704711975,0.9551236805467838,0.9938696715557122,0.9965444000780066,0.9983356757019992,0.9894439864987652,0.7570830557535235,0.6845124981921686,0.6435012652403957,0.9208033745948025,104.0,5398.6,9.0,57.6