b0e42fbb6fd9bcabab995e8b1def10ede6e7bf167cc0c4db34513d2c20fddcd7

.gitattributes

@@ -128,3 +128,34 @@ data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_daejeon.csv filter
 data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_gwangju.csv filter=lfs diff=lfs merge=lfs -text
 data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_incheon.csv filter=lfs diff=lfs merge=lfs -text
 data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_seoul.csv filter=lfs diff=lfs merge=lfs -text
+data/local_selected.feather filter=lfs diff=lfs merge=lfs -text
+data/대기질/2017_12.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_1.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_10.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_11.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_12.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_2.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_3.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_4.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_5.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_6.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_7.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_8.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018/2018_9.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2018.feather filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_01.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_02.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_03.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_04.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_05.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_06.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_07.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_08.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_09.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_10.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_11.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019/2019_12.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2019.feather filter=lfs diff=lfs merge=lfs -text
+data/대기질/2020/2020_1.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2020/2020_10.xlsx filter=lfs diff=lfs merge=lfs -text
+data/대기질/2020/2020_11.xlsx filter=lfs diff=lfs merge=lfs -text

data/local_selected.feather

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7f2c871e01f3ce1a2136b19d91c49ca3e54adf421aca8be3abb3e6b43059e8bb
-size 21000866
+oid sha256:922359a84ec45c9ea8d365e78f8ab119fd8f4eeba416ee4961f495324b618ba6
+size 21000874

data/oversampled_data_test_for_model/combined_sampled_data_test.csv

@@ -0,0 +1,97 @@
+region,model,data_sample,CSI,MCC,Accuracy,fold_csi
+seoul,LightGBM,pure,0.5050411887221465,0.6469923326874802,0.9361739068958922,"[[0.46595932802825235, 0.5771195097037204, 0.4720447284344671]]"
+busan,LightGBM,pure,0.4301877051295586,0.6008010957239577,0.9569711638429356,"[[0.32824427480911017, 0.4782608695651431, 0.48405797101442255]]"
+incheon,LightGBM,pure,0.5546627753142914,0.6879511579878309,0.9119535519125682,"[[0.4845292955891715, 0.6037628278220865, 0.5756962025316164]]"
+daegu,LightGBM,pure,0.29234018565381,0.4819888130358391,0.956963678252697,"[[0.28124999999994504, 0.3320537428022395, 0.26371681415924536]]"
+daejeon,LightGBM,pure,0.4784367169072478,0.6252440470551551,0.9327483136628656,"[[0.43333333333329205, 0.4547920433995972, 0.5471847739888542]]"
+gwangju,LightGBM,pure,0.4827774547671669,0.6368148576215991,0.9432361454200664,"[[0.3928095872169916, 0.5461624026695722, 0.5093603744149369]]"
+seoul,LightGBM,smote,0.5789392155070722,0.7084991639282849,0.9399950927797324,"[[0.4550682961897588, 0.6503831417623898, 0.6313662085690678]]"
+busan,LightGBM,smote,0.466020913025752,0.6318799598547477,0.9501977443421412,"[[0.4690909090908522, 0.47058823529405874, 0.4583835946923452]]"
+incheon,LightGBM,smote,0.583559682649986,0.7061374111787998,0.9104636075554556,"[[0.5613293051359177, 0.6213080168776044, 0.5680417259364359]]"
+daegu,LightGBM,smote,0.4473541649651487,0.6169211806368756,0.96373033992897,"[[0.3632567849686089, 0.49122807017536024, 0.48757763975147705]]"
+daejeon,LightGBM,smote,0.5213346054616135,0.6563209583230294,0.9306212624032072,"[[0.4589041095890018, 0.5326514555467716, 0.572448251249067]]"
+gwangju,LightGBM,smote,0.5227311295096367,0.6604233380668852,0.9368502091806604,"[[0.47532729103721294, 0.5410958904109059, 0.5517702070807915]]"
+seoul,LightGBM,ctgan20000,0.5430102117038431,0.6780719447285347,0.9409344303881696,"[[0.47165160230070075, 0.5903500473036338, 0.5670289855071949]]"
+busan,LightGBM,ctgan20000,0.4663461890504854,0.6265195697208686,0.957503056616014,"[[0.4154262516914187, 0.49489051094883285, 0.48872180451120467]]"
+incheon,LightGBM,ctgan20000,0.5666805477334921,0.6889342293705883,0.9076257371227054,"[[0.5311667554608135, 0.6098117512834792, 0.5590631364561833]]"
+daegu,LightGBM,ctgan20000,0.440419460568235,0.6086254895296773,0.9674465196164052,"[[0.46130952380938656, 0.4414784394249607, 0.41847041847035804]]"
+daejeon,LightGBM,ctgan20000,0.4808393438710248,0.6258321334411245,0.9317601117848144,"[[0.42667928098387636, 0.48797250859102337, 0.5278662420381746]]"
+gwangju,LightGBM,ctgan20000,0.4937131678363705,0.6373125823908727,0.9367825269689182,"[[0.42775665399235474, 0.5447427293064268, 0.5086401202103299]]"
+seoul,LightGBM,ctgan10000,0.5489022319719195,0.6865310613747596,0.9431400803453353,"[[0.482333607230856, 0.5810397553516227, 0.5833333333332799]]"
+busan,LightGBM,ctgan10000,0.4676627137741911,0.6314347309502454,0.959515848658,"[[0.4084084084083471, 0.5208955223879819, 0.47368421052624454]]"
+incheon,LightGBM,ctgan10000,0.5530992219893435,0.687650733674605,0.9121080461777744,"[[0.4707429322813629, 0.6094198736358064, 0.5791348600508611]]"
+daegu,LightGBM,ctgan10000,0.406699786423904,0.5786232842762297,0.966763147607522,"[[0.44943820224706477, 0.45661157024783955, 0.31404958677680755]]"
+daejeon,LightGBM,ctgan10000,0.4782405346339498,0.6261770938311793,0.9329755844998378,"[[0.43804034582128354, 0.4569356300996866, 0.5397456279808792]]"
+gwangju,LightGBM,ctgan10000,0.4814166239972196,0.6302426323494177,0.9418691934692384,"[[0.38888888888883977, 0.53999999999994, 0.515360983102879]]"
+seoul,LightGBM,ctgan7000,0.5483176293132692,0.6873897786091137,0.9431403922449284,"[[0.4815724815724421, 0.5754132231404364, 0.5879671832269291]]"
+busan,LightGBM,ctgan7000,0.4663740712722189,0.6344100074206912,0.9600495088621072,"[[0.3847328244274221, 0.5324074074073252, 0.48198198198190956]]"
+incheon,LightGBM,ctgan7000,0.5400648981230686,0.6776113780254353,0.9097125533348306,"[[0.45490716180368335, 0.6001144164759382, 0.5651731160895842]]"
+daegu,LightGBM,ctgan7000,0.426127621983083,0.5995660759623473,0.9688532907486422,"[[0.4832826747718896, 0.4640657084187959, 0.33103448275856356]]"
+daejeon,LightGBM,ctgan7000,0.4701451158455507,0.619110040349657,0.9314935415990884,"[[0.4214559386972776, 0.4623753399818257, 0.5266040688575487]]"
+gwangju,LightGBM,ctgan7000,0.4860337424842999,0.6348033992505139,0.9426673445284496,"[[0.3902439024389743, 0.543429844097935, 0.5244274809159905]]"
+seoul,LightGBM,smotenc_ctgan7000,0.5352598289152354,0.6782186947210392,0.94124040388918,"[[0.46849757673663417, 0.5743801652891969, 0.5629017447198749]]"
+busan,LightGBM,smotenc_ctgan7000,0.4485402157416473,0.6170303705969965,0.9570824080312064,"[[0.38415545590427735, 0.4850640113797318, 0.4764011799409327]]"
+incheon,LightGBM,smotenc_ctgan7000,0.5518512077229454,0.6864459032542548,0.9110783616538164,"[[0.4885695623774991, 0.6043577981651029, 0.5626262626262342]]"
+daegu,LightGBM,smotenc_ctgan7000,0.4022434940024391,0.5832379476945067,0.9664241127496236,"[[0.41432225063928024, 0.4475806451612001, 0.34482758620683707]]"
+daejeon,LightGBM,smotenc_ctgan7000,0.476308593039838,0.625183787216149,0.9321407332551505,"[[0.4230038022813286, 0.47079964061091906, 0.5351223362272663]]"
+gwangju,LightGBM,smotenc_ctgan7000,0.4715519198097188,0.6237103634516713,0.9403094875697616,"[[0.37113402061850886, 0.5363735070574879, 0.5071482317531597]]"
+seoul,LightGBM,smotenc_ctgan10000,0.5391446462395447,0.6802382864465635,0.9419634911129408,"[[0.4607201309328592, 0.5864583333332722, 0.5702554744525027]]"
+busan,LightGBM,smotenc_ctgan10000,0.4562991365673423,0.624299022660101,0.9579187148073292,"[[0.40412979351026485, 0.4999999999999277, 0.4647676161918343]]"
+incheon,LightGBM,smotenc_ctgan10000,0.5474454733447011,0.6821514877761338,0.910282185958696,"[[0.4681967213114447, 0.6035067873302826, 0.5706329113923762]]"
+daegu,LightGBM,smotenc_ctgan10000,0.4114169416612505,0.5898029433914993,0.9674109630627707,"[[0.4368131868130668, 0.45213849287159835, 0.34529914529908623]]"
+daejeon,LightGBM,smotenc_ctgan10000,0.4683420402825322,0.620788512419694,0.9317592800525656,"[[0.42665388302968105, 0.4723481414324141, 0.5060240963855015]]"
+gwangju,LightGBM,smotenc_ctgan10000,0.4859514070622382,0.6384358903533097,0.9427799402816244,"[[0.3915343915343397, 0.5499451152578979, 0.516374714394477]]"
+seoul,LightGBM,smotenc_ctgan20000,0.5358813620881883,0.6789791066414157,0.9413917791584532,"[[0.4706840390879095, 0.5655314757481357, 0.5714285714285194]]"
+busan,LightGBM,smotenc_ctgan20000,0.4336268899145388,0.6080139285870266,0.9563998677545724,"[[0.3399089529589772, 0.5086956521738393, 0.45227606461079994]]"
+incheon,LightGBM,smotenc_ctgan20000,0.564798264178871,0.68899875702518,0.9092926325157406,"[[0.5387685290763661, 0.5963821368004185, 0.5592441266598285]]"
+daegu,LightGBM,smotenc_ctgan20000,0.422336525695402,0.5910759394692583,0.963494335903386,"[[0.42962962962952356, 0.43951612903216947, 0.39786381842451296]]"
+daejeon,LightGBM,smotenc_ctgan20000,0.4827377579875818,0.6279627682150313,0.9311888156964512,"[[0.4281636536631372, 0.4917627677100089, 0.5282868525895993]]"
+gwangju,LightGBM,smotenc_ctgan20000,0.4753475520930324,0.6188303813518945,0.934692383827798,"[[0.3949903660885939, 0.5378704720087225, 0.4931818181817808]]"
+seoul,XGBoost,pure,0.565011886957529,0.7004827765196581,0.9455723773402865,"[[0.5020712510355839, 0.5981688708036014, 0.594795539033402]]"
+busan,XGBoost,pure,0.4602444563246328,0.6260853753404706,0.9597446789929386,"[[0.3833075734157058, 0.48844375963012504, 0.5089820359280675]]"
+incheon,XGBoost,pure,0.5581443524210103,0.6892177198119791,0.9130578844058522,"[[0.4836814621409606, 0.6141055045871208, 0.5766460905349498]]"
+daegu,XGBoost,pure,0.4166514505499186,0.600956509945712,0.9683242050719033,"[[0.45910290237454904, 0.45208333333323913, 0.3387681159419676]]"
+daejeon,XGBoost,pure,0.5044504047922097,0.6471930212882061,0.9357524265788357,"[[0.45142857142852844, 0.48826714801439636, 0.5736554949337043]]"
+gwangju,XGBoost,pure,0.49003643817143744,0.6379812479286601,0.943428795402184,"[[0.3827319587628373, 0.5580110497236952, 0.5293663060277798]]"
+seoul,XGBoost,smote,0.5822658808056899,0.7105015517582441,0.9420404263459506,"[[0.47645211930922476, 0.6473296500920214, 0.6230158730158235]]"
+busan,XGBoost,smote,0.46696555439565635,0.6292568508681569,0.9524436293468407,"[[0.474676089517023, 0.478318002628058, 0.44790257104188796]]"
+incheon,XGBoost,smote,0.589146277616683,0.7091428152788728,0.9121357012750456,"[[0.5806067816775383, 0.6228300894265848, 0.5640019617459262]]"
+daegu,XGBoost,smote,0.4540663399321314,0.6209477801158471,0.9649076569270821,"[[0.3834422657951234, 0.4714038128248749, 0.507352941176396]]"
+daejeon,XGBoost,smote,0.5164940408638485,0.651202614107659,0.9314560096813634,"[[0.4498644986449458, 0.5181388012617888, 0.5814788226848111]]"
+gwangju,XGBoost,smote,0.5121121813474988,0.6522384095048649,0.9352206377722885,"[[0.4481132075471275, 0.5531914893616486, 0.5350318471337201]]"
+seoul,XGBoost,ctgan20000,0.5612905206753843,0.6967744639852204,0.9447758897455731,"[[0.4847736625514004, 0.5907258064515534, 0.6083720930231992]]"
+busan,XGBoost,ctgan20000,0.4637131316761601,0.6292212200611739,0.958679126015753,"[[0.40240240240234193, 0.503617945007163, 0.4851190476189754]]"
+incheon,XGBoost,ctgan20000,0.5532678910387965,0.685576203077003,0.9112315043541184,"[[0.48235294117643907, 0.6102941176470242, 0.5671566142929262]]"
+daegu,XGBoost,ctgan20000,0.42241695688681397,0.5955993347276635,0.9666134358027464,"[[0.44020356234085495, 0.45999999999990804, 0.3670473083196791]]"
+daejeon,XGBoost,ctgan20000,0.48679908438561315,0.6323632523449321,0.9327868852459016,"[[0.43661971830981816, 0.47888589398019055, 0.5448916408668308]]"
+gwangju,XGBoost,ctgan20000,0.48353837097976565,0.6300846989412464,0.9410715622426827,"[[0.3813664596272818, 0.5554323725054816, 0.5138162808065336]]"
+seoul,XGBoost,ctgan10000,0.5726452857277949,0.7050455795057567,0.9459915703936588,"[[0.49584717607969303, 0.6199186991869289, 0.6021699819167629]]"
+busan,XGBoost,ctgan10000,0.46215668360603956,0.6232604815328809,0.957996793672181,"[[0.39224137931028846, 0.513748191027422, 0.4804804804804083]]"
+incheon,XGBoost,ctgan10000,0.5588257624146101,0.6900542521034104,0.9126001197694439,"[[0.49218749999996797, 0.6073863636363291, 0.5769034236075331]]"
+daegu,XGBoost,ctgan10000,0.42209289106237763,0.598275696961497,0.9674885220949672,"[[0.4355670103091661, 0.4652631578946389, 0.365448504983328]]"
+daejeon,XGBoost,ctgan10000,0.4992083791607569,0.6446946657921234,0.9357514908800559,"[[0.45217391304343457, 0.4768392370571774, 0.5686119873816586]]"
+gwangju,XGBoost,ctgan10000,0.4948663541817706,0.6398305973894735,0.9419830368207868,"[[0.40981595092019507, 0.5582417582416969, 0.5165413533834198]]"
+seoul,XGBoost,ctgan7000,0.5606594873679361,0.6970239928104922,0.9448886934318104,"[[0.49296939619516184, 0.590678824721318, 0.5983302411873285]]"
+busan,XGBoost,ctgan7000,0.46498805766493717,0.6331340983154944,0.959059435586496,"[[0.39541984732818386, 0.5170370370369604, 0.48250728862966724]]"
+incheon,XGBoost,ctgan7000,0.5617695510575865,0.6926108566907646,0.9131326363417088,"[[0.493159609120489, 0.6163450624290229, 0.5758039816232478]]"
+daegu,XGBoost,ctgan7000,0.4371777220246276,0.6091415637717575,0.9704867089186648,"[[0.48188405797083994, 0.4537987679670526, 0.37585034013599045]]"
+daejeon,XGBoost,ctgan7000,0.49032336332073895,0.6358762844808045,0.9335084129716962,"[[0.4429657794676385, 0.4807174887891945, 0.5472868217053839]]"
+gwangju,XGBoost,ctgan7000,0.4977293677719481,0.6427810028391122,0.942971238698838,"[[0.4110275689222542, 0.5560439560438949, 0.5261165783496952]]"
+seoul,XGBoost,smotenc_ctgan7000,0.5566046896452139,0.6956293176165902,0.9440149587044938,"[[0.4902439024389845, 0.5953109072374521, 0.5842592592592052]]"
+busan,XGBoost,smotenc_ctgan7000,0.4596744180737112,0.6249928154033518,0.9579584300222073,"[[0.37125748502988454, 0.5247524752474505, 0.48301329394379866]]"
+incheon,XGBoost,smotenc_ctgan7000,0.561186125284916,0.692361701378235,0.9126745598057072,"[[0.5035737491877516, 0.6145475372279143, 0.5654370894390821]]"
+daegu,XGBoost,smotenc_ctgan7000,0.41098147807826974,0.5914350093053913,0.9657802480225565,"[[0.4082568807338513, 0.45858585858576595, 0.3661016949151922]]"
+daejeon,XGBoost,smotenc_ctgan7000,0.4978467120830509,0.6418086424001179,0.9340802288927149,"[[0.4393226716838721, 0.49866190900976815, 0.5555555555555126]]"
+gwangju,XGBoost,smotenc_ctgan7000,0.48499027571193204,0.6315570899217192,0.9404240586870275,"[[0.4029126213591744, 0.5474919957309982, 0.5045662100456236]]"
+seoul,XGBoost,smotenc_ctgan10000,0.5584588498586123,0.6964135324563553,0.9448134216632981,"[[0.48293089092418956, 0.5926305015352515, 0.5998151571163955]]"
+busan,XGBoost,smotenc_ctgan10000,0.4598598851057194,0.6250673436769149,0.9579939865758414,"[[0.4098360655737094, 0.4971509971509263, 0.47259259259252256]]"
+incheon,XGBoost,smotenc_ctgan10000,0.5635605041048001,0.6931491104960332,0.9126383794528866,"[[0.4958091553835915, 0.6208450704225003, 0.5740272865083085]]"
+daegu,XGBoost,smotenc_ctgan10000,0.41696614125706577,0.592889371098272,0.9666141635684641,"[[0.4310776942354809, 0.46906187624741136, 0.3507588532883051]]"
+daejeon,XGBoost,smotenc_ctgan10000,0.4867345078568066,0.6340727122032903,0.9333559980371119,"[[0.44007670182162606, 0.48340807174883554, 0.5367187499999581]]"
+gwangju,XGBoost,smotenc_ctgan10000,0.492041646532344,0.6400420804072541,0.9422477356089528,"[[0.4068877551019889, 0.5587266739845709, 0.5105105105104721]]"
+seoul,XGBoost,smotenc_ctgan20000,0.5574439981294055,0.6953786483591325,0.9442437890394325,"[[0.48069022185698596, 0.5955056179774673, 0.596136154553763]]"
+busan,XGBoost,smotenc_ctgan20000,0.4671277823825058,0.6300988436353677,0.958033077991533,"[[0.4055636896046258, 0.506963788300765, 0.48885586924212643]]"
+incheon,XGBoost,smotenc_ctgan20000,0.5572409410571025,0.6879675745560497,0.9114212432733654,"[[0.49094437257435375, 0.6089887640449096, 0.5717896865520439]]"
+daegu,XGBoost,smotenc_ctgan20000,0.40847028864132034,0.5839149359742953,0.9655496502565893,"[[0.42298288508547116, 0.4326530612244015, 0.3697749196140884]]"
+daejeon,XGBoost,smotenc_ctgan20000,0.4895872216295751,0.6360989053768741,0.9336976320582878,"[[0.4456207892203613, 0.47860962566840654, 0.5445312499999574]]"
+gwangju,XGBoost,smotenc_ctgan20000,0.4877911320588812,0.6352378678603517,0.9413747286473538,"[[0.3924999999999509, 0.5671476137624232, 0.5037257824142695]]"

data/oversampled_data_test_for_model/lightgbm_sampled_data_test.csv

@@ -0,0 +1,49 @@
+region,model,data_sample,CSI,MCC,Accuracy,fold_csi
+seoul,LightGBM,pure,0.5050411887221465,0.6469923326874802,0.9361739068958922,"[[0.46595932802825235, 0.5771195097037204, 0.4720447284344671]]"
+busan,LightGBM,pure,0.4301877051295586,0.6008010957239577,0.9569711638429356,"[[0.32824427480911017, 0.4782608695651431, 0.48405797101442255]]"
+incheon,LightGBM,pure,0.5546627753142914,0.6879511579878309,0.9119535519125682,"[[0.4845292955891715, 0.6037628278220865, 0.5756962025316164]]"
+daegu,LightGBM,pure,0.29234018565381,0.4819888130358391,0.956963678252697,"[[0.28124999999994504, 0.3320537428022395, 0.26371681415924536]]"
+daejeon,LightGBM,pure,0.4784367169072478,0.6252440470551551,0.9327483136628656,"[[0.43333333333329205, 0.4547920433995972, 0.5471847739888542]]"
+gwangju,LightGBM,pure,0.4827774547671669,0.6368148576215991,0.9432361454200664,"[[0.3928095872169916, 0.5461624026695722, 0.5093603744149369]]"
+seoul,LightGBM,smote,0.5789392155070722,0.7084991639282849,0.9399950927797324,"[[0.4550682961897588, 0.6503831417623898, 0.6313662085690678]]"
+busan,LightGBM,smote,0.46602091302575205,0.6318799598547477,0.9501977443421413,"[[0.4690909090908522, 0.47058823529405874, 0.4583835946923452]]"
+incheon,LightGBM,smote,0.583559682649986,0.7061374111787998,0.9104636075554557,"[[0.5613293051359177, 0.6213080168776044, 0.5680417259364359]]"
+daegu,LightGBM,smote,0.44735416496514874,0.6169211806368756,0.96373033992897,"[[0.3632567849686089, 0.49122807017536024, 0.48757763975147705]]"
+daejeon,LightGBM,smote,0.5213346054616135,0.6563209583230294,0.9306212624032071,"[[0.4589041095890018, 0.5326514555467716, 0.572448251249067]]"
+gwangju,LightGBM,smote,0.5227311295096367,0.6604233380668852,0.9368502091806605,"[[0.47532729103721294, 0.5410958904109059, 0.5517702070807915]]"
+seoul,LightGBM,ctgan20000,0.5430102117038431,0.6780719447285347,0.9409344303881695,"[[0.47165160230070075, 0.5903500473036338, 0.5670289855071949]]"
+busan,LightGBM,ctgan20000,0.4663461890504854,0.6265195697208686,0.9575030566160141,"[[0.4154262516914187, 0.49489051094883285, 0.48872180451120467]]"
+incheon,LightGBM,ctgan20000,0.5666805477334921,0.6889342293705883,0.9076257371227054,"[[0.5311667554608135, 0.6098117512834792, 0.5590631364561833]]"
+daegu,LightGBM,ctgan20000,0.44041946056823505,0.6086254895296773,0.9674465196164052,"[[0.46130952380938656, 0.4414784394249607, 0.41847041847035804]]"
+daejeon,LightGBM,ctgan20000,0.4808393438710248,0.6258321334411245,0.9317601117848143,"[[0.42667928098387636, 0.48797250859102337, 0.5278662420381746]]"
+gwangju,LightGBM,ctgan20000,0.4937131678363705,0.6373125823908727,0.9367825269689182,"[[0.42775665399235474, 0.5447427293064268, 0.5086401202103299]]"
+seoul,LightGBM,ctgan10000,0.5489022319719195,0.6865310613747596,0.9431400803453353,"[[0.482333607230856, 0.5810397553516227, 0.5833333333332799]]"
+busan,LightGBM,ctgan10000,0.4676627137741911,0.6314347309502454,0.959515848658,"[[0.4084084084083471, 0.5208955223879819, 0.47368421052624454]]"
+incheon,LightGBM,ctgan10000,0.5530992219893435,0.687650733674605,0.9121080461777744,"[[0.4707429322813629, 0.6094198736358064, 0.5791348600508611]]"
+daegu,LightGBM,ctgan10000,0.406699786423904,0.5786232842762297,0.9667631476075221,"[[0.44943820224706477, 0.45661157024783955, 0.31404958677680755]]"
+daejeon,LightGBM,ctgan10000,0.4782405346339498,0.6261770938311793,0.9329755844998378,"[[0.43804034582128354, 0.4569356300996866, 0.5397456279808792]]"
+gwangju,LightGBM,ctgan10000,0.4814166239972196,0.6302426323494177,0.9418691934692385,"[[0.38888888888883977, 0.53999999999994, 0.515360983102879]]"
+seoul,LightGBM,ctgan7000,0.5483176293132692,0.6873897786091137,0.9431403922449285,"[[0.4815724815724421, 0.5754132231404364, 0.5879671832269291]]"
+busan,LightGBM,ctgan7000,0.4663740712722189,0.6344100074206912,0.9600495088621072,"[[0.3847328244274221, 0.5324074074073252, 0.48198198198190956]]"
+incheon,LightGBM,ctgan7000,0.5400648981230686,0.6776113780254353,0.9097125533348306,"[[0.45490716180368335, 0.6001144164759382, 0.5651731160895842]]"
+daegu,LightGBM,ctgan7000,0.426127621983083,0.5995660759623473,0.9688532907486422,"[[0.4832826747718896, 0.4640657084187959, 0.33103448275856356]]"
+daejeon,LightGBM,ctgan7000,0.4701451158455507,0.619110040349657,0.9314935415990885,"[[0.4214559386972776, 0.4623753399818257, 0.5266040688575487]]"
+gwangju,LightGBM,ctgan7000,0.4860337424842999,0.6348033992505139,0.9426673445284495,"[[0.3902439024389743, 0.543429844097935, 0.5244274809159905]]"
+seoul,LightGBM,smotenc_ctgan7000,0.5352598289152354,0.6782186947210392,0.9412404038891801,"[[0.46849757673663417, 0.5743801652891969, 0.5629017447198749]]"
+busan,LightGBM,smotenc_ctgan7000,0.4485402157416473,0.6170303705969965,0.9570824080312065,"[[0.38415545590427735, 0.4850640113797318, 0.4764011799409327]]"
+incheon,LightGBM,smotenc_ctgan7000,0.5518512077229454,0.6864459032542548,0.9110783616538164,"[[0.4885695623774991, 0.6043577981651029, 0.5626262626262342]]"
+daegu,LightGBM,smotenc_ctgan7000,0.40224349400243914,0.5832379476945067,0.9664241127496235,"[[0.41432225063928024, 0.4475806451612001, 0.34482758620683707]]"
+daejeon,LightGBM,smotenc_ctgan7000,0.476308593039838,0.625183787216149,0.9321407332551505,"[[0.4230038022813286, 0.47079964061091906, 0.5351223362272663]]"
+gwangju,LightGBM,smotenc_ctgan7000,0.47155191980971883,0.6237103634516713,0.9403094875697615,"[[0.37113402061850886, 0.5363735070574879, 0.5071482317531597]]"
+seoul,LightGBM,smotenc_ctgan10000,0.5391446462395447,0.6802382864465635,0.9419634911129409,"[[0.4607201309328592, 0.5864583333332722, 0.5702554744525027]]"
+busan,LightGBM,smotenc_ctgan10000,0.45629913656734233,0.624299022660101,0.9579187148073292,"[[0.40412979351026485, 0.4999999999999277, 0.4647676161918343]]"
+incheon,LightGBM,smotenc_ctgan10000,0.5474454733447011,0.6821514877761338,0.9102821859586961,"[[0.4681967213114447, 0.6035067873302826, 0.5706329113923762]]"
+daegu,LightGBM,smotenc_ctgan10000,0.4114169416612505,0.5898029433914993,0.9674109630627709,"[[0.4368131868130668, 0.45213849287159835, 0.34529914529908623]]"
+daejeon,LightGBM,smotenc_ctgan10000,0.46834204028253223,0.620788512419694,0.9317592800525656,"[[0.42665388302968105, 0.4723481414324141, 0.5060240963855015]]"
+gwangju,LightGBM,smotenc_ctgan10000,0.4859514070622382,0.6384358903533097,0.9427799402816245,"[[0.3915343915343397, 0.5499451152578979, 0.516374714394477]]"
+seoul,LightGBM,smotenc_ctgan20000,0.5358813620881883,0.6789791066414157,0.9413917791584533,"[[0.4706840390879095, 0.5655314757481357, 0.5714285714285194]]"
+busan,LightGBM,smotenc_ctgan20000,0.4336268899145388,0.6080139285870266,0.9563998677545724,"[[0.3399089529589772, 0.5086956521738393, 0.45227606461079994]]"
+incheon,LightGBM,smotenc_ctgan20000,0.564798264178871,0.68899875702518,0.9092926325157406,"[[0.5387685290763661, 0.5963821368004185, 0.5592441266598285]]"
+daegu,LightGBM,smotenc_ctgan20000,0.422336525695402,0.5910759394692583,0.963494335903386,"[[0.42962962962952356, 0.43951612903216947, 0.39786381842451296]]"
+daejeon,LightGBM,smotenc_ctgan20000,0.4827377579875818,0.6279627682150313,0.9311888156964511,"[[0.4281636536631372, 0.4917627677100089, 0.5282868525895993]]"
+gwangju,LightGBM,smotenc_ctgan20000,0.4753475520930324,0.6188303813518945,0.9346923838277981,"[[0.3949903660885939, 0.5378704720087225, 0.4931818181817808]]"

data/oversampled_data_test_for_model/xgboost_sampled_data_test.csv

@@ -0,0 +1,49 @@
+region,model,data_sample,CSI,MCC,Accuracy,fold_csi
+seoul,XGBoost,pure,0.565011886957529,0.7004827765196581,0.9455723773402865,"[[0.5020712510355839, 0.5981688708036014, 0.594795539033402]]"
+busan,XGBoost,pure,0.4602444563246328,0.6260853753404706,0.9597446789929386,"[[0.3833075734157058, 0.48844375963012504, 0.5089820359280675]]"
+incheon,XGBoost,pure,0.5581443524210103,0.6892177198119791,0.9130578844058522,"[[0.4836814621409606, 0.6141055045871208, 0.5766460905349498]]"
+daegu,XGBoost,pure,0.4166514505499186,0.600956509945712,0.9683242050719033,"[[0.45910290237454904, 0.45208333333323913, 0.3387681159419676]]"
+daejeon,XGBoost,pure,0.5044504047922097,0.6471930212882061,0.9357524265788357,"[[0.45142857142852844, 0.48826714801439636, 0.5736554949337043]]"
+gwangju,XGBoost,pure,0.49003643817143744,0.6379812479286601,0.943428795402184,"[[0.3827319587628373, 0.5580110497236952, 0.5293663060277798]]"
+seoul,XGBoost,smote,0.5822658808056899,0.7105015517582441,0.9420404263459506,"[[0.47645211930922476, 0.6473296500920214, 0.6230158730158235]]"
+busan,XGBoost,smote,0.46696555439565635,0.6292568508681569,0.9524436293468407,"[[0.474676089517023, 0.478318002628058, 0.44790257104188796]]"
+incheon,XGBoost,smote,0.589146277616683,0.7091428152788728,0.9121357012750456,"[[0.5806067816775383, 0.6228300894265848, 0.5640019617459262]]"
+daegu,XGBoost,smote,0.4540663399321314,0.6209477801158471,0.9649076569270821,"[[0.3834422657951234, 0.4714038128248749, 0.507352941176396]]"
+daejeon,XGBoost,smote,0.5164940408638485,0.651202614107659,0.9314560096813634,"[[0.4498644986449458, 0.5181388012617888, 0.5814788226848111]]"
+gwangju,XGBoost,smote,0.5121121813474988,0.6522384095048649,0.9352206377722885,"[[0.4481132075471275, 0.5531914893616486, 0.5350318471337201]]"
+seoul,XGBoost,ctgan20000,0.5612905206753843,0.6967744639852204,0.9447758897455731,"[[0.4847736625514004, 0.5907258064515534, 0.6083720930231992]]"
+busan,XGBoost,ctgan20000,0.4637131316761601,0.6292212200611739,0.958679126015753,"[[0.40240240240234193, 0.503617945007163, 0.4851190476189754]]"
+incheon,XGBoost,ctgan20000,0.5532678910387965,0.685576203077003,0.9112315043541184,"[[0.48235294117643907, 0.6102941176470242, 0.5671566142929262]]"
+daegu,XGBoost,ctgan20000,0.42241695688681397,0.5955993347276635,0.9666134358027464,"[[0.44020356234085495, 0.45999999999990804, 0.3670473083196791]]"
+daejeon,XGBoost,ctgan20000,0.48679908438561315,0.6323632523449321,0.9327868852459016,"[[0.43661971830981816, 0.47888589398019055, 0.5448916408668308]]"
+gwangju,XGBoost,ctgan20000,0.48353837097976565,0.6300846989412464,0.9410715622426827,"[[0.3813664596272818, 0.5554323725054816, 0.5138162808065336]]"
+seoul,XGBoost,ctgan10000,0.5726452857277949,0.7050455795057567,0.9459915703936588,"[[0.49584717607969303, 0.6199186991869289, 0.6021699819167629]]"
+busan,XGBoost,ctgan10000,0.46215668360603956,0.6232604815328809,0.957996793672181,"[[0.39224137931028846, 0.513748191027422, 0.4804804804804083]]"
+incheon,XGBoost,ctgan10000,0.5588257624146101,0.6900542521034104,0.9126001197694439,"[[0.49218749999996797, 0.6073863636363291, 0.5769034236075331]]"
+daegu,XGBoost,ctgan10000,0.42209289106237763,0.598275696961497,0.9674885220949672,"[[0.4355670103091661, 0.4652631578946389, 0.365448504983328]]"
+daejeon,XGBoost,ctgan10000,0.4992083791607569,0.6446946657921234,0.9357514908800559,"[[0.45217391304343457, 0.4768392370571774, 0.5686119873816586]]"
+gwangju,XGBoost,ctgan10000,0.4948663541817706,0.6398305973894735,0.9419830368207868,"[[0.40981595092019507, 0.5582417582416969, 0.5165413533834198]]"
+seoul,XGBoost,ctgan7000,0.5606594873679361,0.6970239928104922,0.9448886934318104,"[[0.49296939619516184, 0.590678824721318, 0.5983302411873285]]"
+busan,XGBoost,ctgan7000,0.46498805766493717,0.6331340983154944,0.959059435586496,"[[0.39541984732818386, 0.5170370370369604, 0.48250728862966724]]"
+incheon,XGBoost,ctgan7000,0.5617695510575865,0.6926108566907646,0.9131326363417088,"[[0.493159609120489, 0.6163450624290229, 0.5758039816232478]]"
+daegu,XGBoost,ctgan7000,0.4371777220246276,0.6091415637717575,0.9704867089186648,"[[0.48188405797083994, 0.4537987679670526, 0.37585034013599045]]"
+daejeon,XGBoost,ctgan7000,0.49032336332073895,0.6358762844808045,0.9335084129716962,"[[0.4429657794676385, 0.4807174887891945, 0.5472868217053839]]"
+gwangju,XGBoost,ctgan7000,0.4977293677719481,0.6427810028391122,0.942971238698838,"[[0.4110275689222542, 0.5560439560438949, 0.5261165783496952]]"
+seoul,XGBoost,smotenc_ctgan7000,0.5566046896452139,0.6956293176165902,0.9440149587044938,"[[0.4902439024389845, 0.5953109072374521, 0.5842592592592052]]"
+busan,XGBoost,smotenc_ctgan7000,0.4596744180737112,0.6249928154033518,0.9579584300222073,"[[0.37125748502988454, 0.5247524752474505, 0.48301329394379866]]"
+incheon,XGBoost,smotenc_ctgan7000,0.561186125284916,0.692361701378235,0.9126745598057072,"[[0.5035737491877516, 0.6145475372279143, 0.5654370894390821]]"
+daegu,XGBoost,smotenc_ctgan7000,0.41098147807826974,0.5914350093053913,0.9657802480225565,"[[0.4082568807338513, 0.45858585858576595, 0.3661016949151922]]"
+daejeon,XGBoost,smotenc_ctgan7000,0.4978467120830509,0.6418086424001179,0.9340802288927149,"[[0.4393226716838721, 0.49866190900976815, 0.5555555555555126]]"
+gwangju,XGBoost,smotenc_ctgan7000,0.48499027571193204,0.6315570899217192,0.9404240586870275,"[[0.4029126213591744, 0.5474919957309982, 0.5045662100456236]]"
+seoul,XGBoost,smotenc_ctgan10000,0.5584588498586123,0.6964135324563553,0.9448134216632981,"[[0.48293089092418956, 0.5926305015352515, 0.5998151571163955]]"
+busan,XGBoost,smotenc_ctgan10000,0.4598598851057194,0.6250673436769149,0.9579939865758414,"[[0.4098360655737094, 0.4971509971509263, 0.47259259259252256]]"
+incheon,XGBoost,smotenc_ctgan10000,0.5635605041048001,0.6931491104960332,0.9126383794528866,"[[0.4958091553835915, 0.6208450704225003, 0.5740272865083085]]"
+daegu,XGBoost,smotenc_ctgan10000,0.41696614125706577,0.592889371098272,0.9666141635684641,"[[0.4310776942354809, 0.46906187624741136, 0.3507588532883051]]"
+daejeon,XGBoost,smotenc_ctgan10000,0.4867345078568066,0.6340727122032903,0.9333559980371119,"[[0.44007670182162606, 0.48340807174883554, 0.5367187499999581]]"
+gwangju,XGBoost,smotenc_ctgan10000,0.492041646532344,0.6400420804072541,0.9422477356089528,"[[0.4068877551019889, 0.5587266739845709, 0.5105105105104721]]"
+seoul,XGBoost,smotenc_ctgan20000,0.5574439981294055,0.6953786483591325,0.9442437890394325,"[[0.48069022185698596, 0.5955056179774673, 0.596136154553763]]"
+busan,XGBoost,smotenc_ctgan20000,0.4671277823825058,0.6300988436353677,0.958033077991533,"[[0.4055636896046258, 0.506963788300765, 0.48885586924212643]]"
+incheon,XGBoost,smotenc_ctgan20000,0.5572409410571025,0.6879675745560497,0.9114212432733654,"[[0.49094437257435375, 0.6089887640449096, 0.5717896865520439]]"
+daegu,XGBoost,smotenc_ctgan20000,0.40847028864132034,0.5839149359742953,0.9655496502565893,"[[0.42298288508547116, 0.4326530612244015, 0.3697749196140884]]"
+daejeon,XGBoost,smotenc_ctgan20000,0.4895872216295751,0.6360989053768741,0.9336976320582878,"[[0.4456207892203613, 0.47860962566840654, 0.5445312499999574]]"
+gwangju,XGBoost,smotenc_ctgan20000,0.4877911320588812,0.6352378678603517,0.9413747286473538,"[[0.3924999999999509, 0.5671476137624232, 0.5037257824142695]]"