model,h,group,n,mae,rmse,medae,bias,mase,crps,pinball_mean,cov90,width90,wis90,cov50,property_class,region_code,mun_size,segment mlp,4-6,all,311607,0.2597023024425258,0.37482071541938683,0.17695001664493049,0.029656220407442202,0.7364273456504161,0.22076707468881263,0.11038353734440634,0.9814156934857048,2.5728517430825613,2.6632709180480063,0.8620056673951484,,,, svr,1-3,all,307553,0.22991380562973063,0.3461621199974601,0.14385338412953708,0.009216297878119301,0.6576163810238516,NaN,NaN,NaN,NaN,NaN,NaN,,,, hshn_partial,7-12,all,636738,0.24834853093979303,0.33829601903736994,0.18815474197573234,-0.08426633384366934,0.7036704911860897,0.16345157923215473,0.08172578961607736,0.8240139586454711,1.0659487139516712,1.5892074327552175,0.38134994299068065,,,, lightgbm,1-3,all,307553,0.21209478635149231,0.31335202361374437,0.1400938178444271,-0.018136599805103442,0.6066491111852541,0.13527990033805828,0.06763995016902914,0.8779559945765445,0.9187092517933513,1.367215910527796,0.48192994378204734,,,, svr,4-6,all,311607,0.234170411943112,0.3461482727734006,0.1519277426951966,-0.014833776411820333,0.6640275934222607,NaN,NaN,NaN,NaN,NaN,NaN,,,, mlp,7-12,all,636738,0.25979459289570594,0.3702388352008799,0.17997110416527917,-0.003929320566736962,0.7361017522375845,0.2187603113072392,0.10938015565361958,0.9833950541667059,2.558052443860106,2.6351126234654023,0.8634037861726487,,,, hshn_partial,4-6,all,311607,0.23678600853146634,0.3353402032050517,0.16829965062754226,-0.043984782335986676,0.6714445351849558,0.1568357391841657,0.07841786959208284,0.8605101939301749,1.0829594429314646,1.5380199913820283,0.4359112600166235,,,, random_forest,1-3,all,307553,0.22036080166615482,0.3214827755157926,0.14897964842076838,-0.021685365784580517,0.6302921762975353,NaN,NaN,NaN,NaN,NaN,NaN,,,, naive_mun_median,4-6,all,311607,0.3526516281292562,0.4665002158254198,0.2745922135600889,-0.03514116084271292,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,, xgboost,4-6,all,311607,0.22267332999683886,0.31858701353272245,0.15492990768118808,-0.04779597895485295,0.6314257818064664,NaN,NaN,NaN,NaN,NaN,NaN,,,, random_forest,7-12,all,636738,0.23355413815199916,0.32509187517140314,0.1708337879594648,-0.0665669040423193,0.6617520727424927,NaN,NaN,NaN,NaN,NaN,NaN,,,, hshn_full,7-12,all,636738,0.2518573255128577,0.3407823350659076,0.19286323572050357,-0.08911129669235389,0.7136123063897323,0.16564753483232159,0.0828237674161608,0.816433132622837,1.066410835535253,1.6076612584654337,0.37141493047375845,,,, svr,7-12,all,636738,0.23651515682832283,0.3430043239297321,0.1589437396098301,-0.03770689205954813,0.6701418202416836,NaN,NaN,NaN,NaN,NaN,NaN,,,, ridge,4-6,all,311607,0.23798327199076336,0.3375205784294696,0.16774694063711415,-0.03795373198929019,0.6748395668927301,0.16163685045237466,0.08081842522618732,0.9166674689592981,1.1664007131253513,1.6210994037190287,0.6449502097192938,,,, hshn_full,4-6,all,311607,0.23981620376731594,0.3374666426391615,0.17234781648819286,-0.0478573495759529,0.6800371376122413,0.15868609133475337,0.07934304566737668,0.8540340878093239,1.0839897946895753,1.5515273666643052,0.42621635585850126,,,, naive_mun_median,1-3,all,307553,0.349616907765854,0.46404692066910475,0.27182523462493435,-0.013681948298245553,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,, hshn_full,1-3,all,307553,0.22551979123462285,0.3334348022115964,0.148712827491277,-0.0024487614804349304,0.6450482977947345,0.15036964052242932,0.07518482026121467,0.8847320624412703,1.0800674803929802,1.496347277237382,0.4814292170780321,,,, elastic_net,1-3,all,307553,0.23192289821342135,0.33594182819359075,0.15780278818379756,-0.015325224992264068,0.6633629354354484,0.16007674221593488,0.08003837110796744,0.917321567339613,1.16517052042029,1.640535452981326,0.664698442219715,,,, hedonic_ols,4-6,all,311607,0.2379841174651341,0.33752117350751326,0.1677460487875173,-0.037953772740199496,0.6748419643703065,0.161637158070547,0.08081857903527348,0.9166674689592981,1.1664006813234273,1.6211005125813145,0.6449405822077168,,,, ridge,7-12,all,636738,0.24442090219151755,0.3386291807829943,0.17922886470613442,-0.06324810370390822,0.6925419516290523,0.16305364559469349,0.08152682279734674,0.9170255269828407,1.1643929272624163,1.5921304239616516,0.6206430274304345,,,, ridge,1-3,all,307553,0.23244719081208554,0.3359556127631523,0.15866694151422323,-0.016979222777633148,0.6648625556969928,0.16015126840299265,0.08007563420149633,0.917360585004861,1.164699971596993,1.6379188415142478,0.6627605648457339,,,, hedonic_ols,7-12,all,636738,0.24442141028495432,0.3386297555288069,0.1792258561759379,-0.06324760269403579,0.6925433912605125,0.16305392776560226,0.08152696388280115,0.9170223859735087,1.1643928977909646,1.5921324731938409,0.6206304633931068,,,, hshn_partial,1-3,all,307553,0.22356549845841653,0.3319427467673785,0.14659619247746214,-0.0009755156796412967,0.6394584858239841,0.14924160578142628,0.07462080289071314,0.8876843991116978,1.0785051098104854,1.4901045712562457,0.48673887102385605,,,, xgboost,1-3,all,307553,0.21360156218780715,0.31453809557723933,0.14185075259769064,-0.023495679104209775,0.6109589022818677,NaN,NaN,NaN,NaN,NaN,NaN,,,, xgboost,7-12,all,636738,0.23015392419398994,0.32046533961750234,0.16778001721432645,-0.07288953801356873,0.652117909750201,NaN,NaN,NaN,NaN,NaN,NaN,,,, elastic_net,7-12,all,636738,0.24382431901669563,0.3384160596249125,0.17830700542885491,-0.06186340492484759,0.6908515934293412,0.16289734885222948,0.08144867442611474,0.9172406861220784,1.1648614732535156,1.5936708239349615,0.6228056123554743,,,, lightgbm,4-6,all,311607,0.22036890938404066,0.316783616238345,0.15253679889213778,-0.041752228916372626,0.6248912292084176,0.13715551532201173,0.06857775766100586,0.8651891645566371,0.9274978562832777,1.3852752883318857,0.46561855157297494,,,, hedonic_ols,1-3,all,307553,0.2324477397571248,0.3359558742127357,0.15867331872550317,-0.016978880715790207,0.6648641258299786,0.16015141373550695,0.08007570686775348,0.917357333532757,1.1646999426676992,1.637918234846414,0.6627638163178379,,,, hshn_none,7-12,all,636738,0.24819480190317175,0.3381525045403409,0.18796712496122403,-0.08416222888172505,0.7032349154800467,0.16340544474985533,0.08170272237492766,0.823556941787674,1.0654701928567087,1.589477819956948,0.3807280231429568,,,, hshn_none,1-3,all,307553,0.22342509387235618,0.331804759267455,0.14643970950963947,-0.0010804561126316686,0.6390568902977335,0.1491693525921886,0.0745846762960943,0.8876876505838018,1.0780166183851818,1.4894585836983028,0.48603330157728913,,,, elastic_net,4-6,all,311607,0.23728162237254222,0.33732746891425214,0.16661235942199326,-0.03592487248086155,0.6728499273667672,0.161477266221835,0.08073863311091752,0.9167701624161203,1.166873964798422,1.6233221635383297,0.647488663605118,,,, random_forest,4-6,all,311607,0.22586724107583983,0.3229585456904361,0.1577369694438353,-0.04047466595142745,0.6404826266477734,NaN,NaN,NaN,NaN,NaN,NaN,,,, mlp,1-3,all,307553,0.26144223453071475,0.3771416721842212,0.17884268884291288,0.05863063322594587,0.7477963128310953,0.22124277092757205,0.11062138546378601,0.9795579948821829,2.563225285778465,2.6621531307572925,0.8596437036868442,,,, hshn_none,4-6,all,311607,0.23659008145353394,0.335180847387308,0.16804533083450401,-0.04399675645190196,0.6708889526714942,0.15675812525152377,0.0783790626257619,0.8603208528691589,1.0825351288857687,1.537907222116475,0.43537853770935825,,,, lightgbm,7-12,all,636738,0.2269745645919699,0.3178346279367788,0.1644663908377737,-0.06620608722957115,0.6431095152799595,0.139183541634936,0.06959177081746801,0.844936221805515,0.9221655145929348,1.396849860646469,0.4356517123212373,,,, naive_mun_median,7-12,all,636738,0.35293299072579104,0.46514039820323855,0.2765115673299574,-0.05672517180197899,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,, mlp,1-3,property_class,40028,0.27900442312389256,0.386984039522635,0.20065243560552837,0.007652629045700558,0.742010816781838,0.23203435471892506,0.11601717735946253,0.9848356150694514,2.7180118932225574,2.783385052290213,0.8538523033876286,plex,,, hshn_full,1-3,property_class,61308,0.16077323982728037,0.23542094423941706,0.11218459453993113,-0.03943799801812444,0.46040248382115123,0.10701014097766627,0.05350507048883313,0.8997031382527566,0.7046727697513431,1.0870620858238988,0.5023814184119527,condo,,, ridge,7-12,property_class,84743,0.28341702498626486,0.3748374234067565,0.22209234266410505,-0.0883697090383532,0.7154864300209587,0.18216624060051895,0.09108312030025947,0.8931475166090415,1.164378111632903,1.673526236702335,0.5307223015470305,plex,,, naive_mun_median,4-6,property_class,61980,0.3424221289429092,0.4254324618018141,0.3036824137982226,0.2252205095951505,1.0,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, ridge,4-6,property_class,208487,0.2548749554701012,0.3565496334865437,0.1833497834322948,-0.03969681718689977,0.7291495393694435,0.17059083786837237,0.08529541893418617,0.9049197312062622,1.166625524548215,1.6979718184904489,0.6151318787262515,house,,, hshn_partial,1-3,property_class,206217,0.23754861792359738,0.35205341567548704,0.1544310908306592,0.010476155387366105,0.6893117572473313,0.158955754848356,0.07947787742417801,0.8811688658064079,1.162786106298914,1.58954331224816,0.47967432364935964,house,,, mlp,7-12,property_class,84743,0.28962626083105575,0.3903234406616002,0.21755285763180154,-0.058111415257860795,0.7311616492071135,0.2329017885772982,0.11645089428864912,0.9880816114605336,2.719173570807615,2.7665293748622517,0.851692765184145,plex,,, hshn_full,7-12,property_class,426657,0.26464837531485624,0.3560079077685961,0.20422031740798907,-0.08125166241286315,0.7579856494850647,0.17479870818744014,0.08739935409372009,0.8005470436439576,1.1500372998184256,1.7106943190622583,0.35906125998167143,house,,, lightgbm,4-6,property_class,41140,0.24729191946368206,0.33809356295698434,0.1847156381483046,-0.05037691668870862,0.6443649686529332,0.15506218603400923,0.07753109301700463,0.8534273213417598,1.0445952852481994,1.5290645068794486,0.4586047642197375,plex,,, mlp,7-12,property_class,426657,0.2731021117139347,0.3902249215673101,0.1864092025547759,0.0014780309781308645,0.7821981951597078,0.2256139816451599,0.11280699082257992,0.9795034418748549,2.5730511498062247,2.6689620287577402,0.8477512381139886,house,,, mlp,1-3,property_class,61308,0.19748680542388006,0.27528957689763756,0.14992372260300346,0.06132970450528086,0.5655382440307749,0.1871418494162437,0.09357092470812185,0.992823122594115,2.408727421284251,2.446742683980922,0.9247569648333007,condo,,, ridge,1-3,property_class,61308,0.1561796792215985,0.23144480887365737,0.1057539244928023,-0.00667378878336822,0.44724801411766724,0.11959853744174923,0.05979926872087462,0.9702975141906439,1.1650912515408605,1.3148003662362215,0.8040060024792849,condo,,, ridge,1-3,property_class,206217,0.24857567988420343,0.3552817646278898,0.1721148865665043,-0.017355302464137513,0.721309768954498,0.1690570170252752,0.08452850851263759,0.9051581586387155,1.164756939211215,1.7196734617016383,0.6361793644558887,house,,, naive_mun_median,7-12,property_class,426657,0.34914694690413245,0.4730294844786847,0.25555379546496404,-0.10163715557779944,1.0,NaN,NaN,NaN,NaN,NaN,NaN,house,,, xgboost,1-3,property_class,206217,0.23234473927196986,0.33634157925223085,0.15694578729545228,-0.025653547609098593,0.6742112916280829,NaN,NaN,NaN,NaN,NaN,NaN,house,,, random_forest,1-3,property_class,61308,0.13556458954391756,0.20779780363107922,0.09062714461174792,-0.009176287264991234,0.38821307458421894,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, lightgbm,4-6,property_class,61980,0.13769539311702433,0.20800946911049853,0.09459809907599226,-0.02418765202711966,0.40212177157505435,0.09039936838479139,0.045199684192395694,0.8747660535656664,0.5374238891121833,0.950925813131381,0.4749757986447241,condo,,, svr,4-6,property_class,61980,0.15084762449919212,0.22390725398113345,0.10371490302974085,-0.02894178963855763,0.44053117993534346,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, svr,1-3,property_class,40028,0.2687243237566844,0.38048783543848247,0.18375918472203967,-0.0010369602617076984,0.7146709458125762,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, naive_mun_median,4-6,property_class,41140,0.3837761695528765,0.4778259577268813,0.3333915881612812,-0.20089031381131459,1.0,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, hshn_partial,1-3,property_class,40028,0.24958442608264325,0.3523437445327422,0.17553109864098015,-0.005590064183777266,0.6637684871804789,0.16496277086964223,0.08248138543482111,0.895897871489957,1.2054032216577653,1.6011874723572745,0.4886079744179075,plex,,, hshn_full,1-3,property_class,206217,0.23962872920511913,0.3534046053254861,0.15706614630878768,0.009317091633868908,0.6953477644245943,0.16015547163101765,0.08007773581550884,0.8786569487481634,1.166764411571469,1.5958438238959163,0.4744468205822022,house,,, lightgbm,4-6,property_class,208487,0.23963386069301068,0.33847934619257397,0.16927354100007008,-0.045272030249990526,0.6855476200843404,0.1475219437040084,0.0737609718520042,0.8646630245530896,1.0203544672837122,1.486027335327049,0.46422079074474665,house,,, naive_mun_median,7-12,property_class,84743,0.39611795988634296,0.4892303579104405,0.3471961999841895,-0.23369411259102846,1.0,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, ridge,4-6,property_class,41140,0.2719649655858098,0.36872742654597424,0.20513275115410767,-0.05515311934789616,0.708655167158154,0.1779285466179981,0.08896427330899906,0.8980554205153136,1.1651078999324034,1.6894270844329144,0.5645357316480311,plex,,, xgboost,1-3,property_class,61308,0.13188497408784328,0.2030741033334305,0.089030987644108,-0.012431358635719697,0.3776758477590129,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, hedonic_ols,4-6,property_class,208487,0.2548755321784618,0.35654989694210465,0.18335073189046547,-0.039697300918188454,0.7291511892241133,0.17059100561958696,0.08529550280979348,0.9049197312062622,1.1666254924151607,1.697971138227781,0.6151318787262515,house,,, random_forest,1-3,property_class,206217,0.23822302761299596,0.3424993831046476,0.16385535210153712,-0.019986737596049724,0.691268739915416,NaN,NaN,NaN,NaN,NaN,NaN,house,,, svr,1-3,property_class,206217,0.24709972616540457,0.3689088116289758,0.15494843090437094,0.01775025132827379,0.717026888841728,NaN,NaN,NaN,NaN,NaN,NaN,house,,, lightgbm,7-12,property_class,426657,0.24508407993383638,0.3374979334331073,0.1812379714672705,-0.07086457741543696,0.7019510899550575,0.14844307975481413,0.07422153987740707,0.843834743130899,1.0116044600948748,1.487796877316441,0.4333809125362996,house,,, random_forest,7-12,property_class,125338,0.14559746463671971,0.2165378843894248,0.1004308332352215,-0.037924094510385045,0.4325240226778073,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, mlp,4-6,property_class,61980,0.19138448645187436,0.2704718409920777,0.14251104564375883,0.044750962556104404,0.5589138968404207,0.1863202723439617,0.09316013617198086,0.9931913520490481,2.420346066443218,2.457211380291008,0.928864149725718,condo,,, hedonic_ols,1-3,property_class,40028,0.26616940992414806,0.3672439813099348,0.19412928625832837,-0.030824565654514177,0.7078761657210587,0.17638221202678406,0.08819110601339204,0.8991206155691016,1.1638071616122854,1.7116337532511436,0.5833916258618966,plex,,, hshn_partial,7-12,property_class,84743,0.2782173412731099,0.3638544719505641,0.22301814694747968,-0.09907858927440517,0.7023598257270082,0.18097497589577208,0.09048748794788604,0.8445063309063876,1.1978668429277226,1.6913447154247343,0.3828044794260293,plex,,, naive_mun_median,4-6,property_class,208487,0.3495510066296042,0.4758166121610999,0.25289629060305074,-0.07983601558478558,1.0,NaN,NaN,NaN,NaN,NaN,NaN,house,,, xgboost,4-6,property_class,61980,0.1374296020584181,0.20744292664184588,0.09428737597179371,-0.029141040035831598,0.4013455628077449,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, elastic_net,4-6,property_class,41140,0.271906464380659,0.36843773533255453,0.20458533611970786,-0.05468030610411579,0.7085027314161982,0.17781170744798516,0.08890585372399258,0.8980068060281964,1.1655801140211248,1.6881965899992588,0.5644141954302382,plex,,, mlp,4-6,property_class,41140,0.28402512739427715,0.38937076769141704,0.20843033904396524,-0.02540336684406039,0.7400801559022916,0.23284088120673474,0.11642044060336736,0.9866553232863393,2.7241670856791096,2.781515364229371,0.8532571706368498,plex,,, hedonic_ols,7-12,property_class,84743,0.28341641032701625,0.3748373467618517,0.2220936734817638,-0.08836806447272787,0.7154848783133594,0.1821661209802945,0.09108306049014724,0.8931475166090415,1.1643780825109695,1.6735286656845962,0.5307223015470305,plex,,, hshn_partial,7-12,property_class,426657,0.261094463078297,0.35374495160977554,0.1991622337239214,-0.07675728786116057,0.7478068056828444,0.17256666381910998,0.08628333190955498,0.8080870582224129,1.1471119471659186,1.6915700017085025,0.3679278671157393,house,,, elastic_net,1-3,property_class,40028,0.2662431238126437,0.3670731965268183,0.1940109956007099,-0.030672182717208046,0.7080722074253385,0.17633250622832003,0.08816625311416001,0.8994453882282403,1.164276870845633,1.7105709704176701,0.5821175177375837,plex,,, hshn_none,7-12,property_class,426657,0.26094574024555867,0.3536140227013417,0.1990020505593577,-0.07659995183444383,0.7473808451122107,0.17252515789853073,0.08626257894926538,0.8076886116951087,1.147077062600003,1.6920445820821801,0.3674614502984833,house,,, ridge,1-3,property_class,40028,0.2661695843767061,0.3672437444073456,0.19412247253701143,-0.03082581822603234,0.7078766296767325,0.17638215843323815,0.08819107921661906,0.8991455980813431,1.1638071895119364,1.7116311172003218,0.5833666433496553,plex,,, svr,4-6,property_class,41140,0.2719450977195444,0.37959391270088005,0.19273790860427642,-0.026668013311062087,0.7086033977471233,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, lightgbm,7-12,property_class,125338,0.14339176519908628,0.21332444824334698,0.09932023287323588,-0.03911258394544742,0.4259715871943752,0.09394151463212373,0.046970757316061866,0.8599387256857457,0.5336656685671595,0.9762202434629669,0.45286345721169957,condo,,, xgboost,7-12,property_class,426657,0.24897163239766568,0.34047923574208455,0.1854309006749908,-0.07800318550378242,0.7130855205960814,NaN,NaN,NaN,NaN,NaN,NaN,house,,, hedonic_ols,7-12,property_class,426657,0.26046935567380025,0.35553811647302574,0.19546957988825397,-0.06680754923810832,0.7460164208318826,0.17114829363710568,0.08557414681855283,0.9071408649102206,1.1642850902662216,1.65591130662328,0.5897500802752562,house,,, mlp,4-6,property_class,208487,0.27521260868025527,0.3978873227985863,0.18429364595733055,0.03603349717363257,0.7873317583430096,0.22862510137242625,0.11431255068621311,0.9768810525356497,2.5883308311968536,2.7011965135732785,0.8438559718351744,house,,, elastic_net,7-12,property_class,426657,0.25976288357208943,0.3554007567399512,0.1941733139239883,-0.0645838923914591,0.743992997433869,0.17099359599902558,0.0854967979995128,0.9072885245056334,1.1647536444443656,1.658667862288538,0.5924876422981458,house,,, svr,7-12,property_class,426657,0.25151825531805333,0.3622901626713122,0.17015808452381265,-0.031181507781289964,0.7203793633261079,NaN,NaN,NaN,NaN,NaN,NaN,house,,, hedonic_ols,7-12,property_class,125338,0.16342824361296884,0.23926949433202516,0.11085724057550816,-0.03414502083405672,0.4854936280863147,0.1225782344464916,0.061289117223245794,0.9668017680192759,1.164769896995969,1.3199927926919308,0.786537203402001,condo,,, elastic_net,4-6,property_class,208487,0.25405486724535054,0.3564588646806529,0.18189802244062214,-0.03680744528780969,0.7268034204649151,0.17044196199608141,0.08522098099804072,0.905097200305055,1.1670990682676525,1.701536359694898,0.6181536498678575,house,,, random_forest,7-12,property_class,84743,0.27886022150368417,0.36179974238148016,0.2257873252652356,-0.10602662184174201,0.7039827772103461,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, naive_mun_median,1-3,property_class,61308,0.34920150406863276,0.4316824815441114,0.31149631934534927,0.23739633268271637,1.0,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, hshn_none,7-12,property_class,84743,0.2781255252595523,0.36374595135241816,0.22295886927899922,-0.09904540998803327,0.7021280361520444,0.18094885372438796,0.090474426862194,0.8441641197503038,1.1965807290636126,1.6909859041714104,0.3814474351863871,plex,,, hshn_full,7-12,property_class,84743,0.28183084744130055,0.36704266033607885,0.22713581737908228,-0.10395749602326025,0.7114821239667232,0.18328083834962677,0.09164041917481339,0.8380633208642602,1.1991588318996287,1.711923065988839,0.3746268128340984,plex,,, lightgbm,1-3,property_class,61308,0.13295862624467703,0.20434896158829113,0.08996192122400082,-0.007558290459817215,0.3807504397762991,0.08817178760783606,0.04408589380391804,0.8791674822209173,0.5297109371890699,0.9355758704492723,0.4827591831408625,condo,,, lightgbm,7-12,property_class,84743,0.25942030551559225,0.34386778742447877,0.2031879598122046,-0.08282419217504801,0.6549066989793318,0.1594790046804457,0.07973950234022285,0.8282926023388363,1.0464712570159946,1.5610839999522004,0.4216277450644891,plex,,, random_forest,1-3,property_class,40028,0.25821409248034405,0.35159535617125914,0.19485677892814302,-0.049595643466034345,0.6867190402241106,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, xgboost,4-6,property_class,41140,0.24988356897690484,0.34082768071325653,0.18721577180843152,-0.054799957349056724,0.6511179922089352,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, hshn_none,1-3,property_class,40028,0.24954034547382645,0.3522800670695368,0.17554126323815744,-0.0057305952466188475,0.6636512550298693,0.16494497178485293,0.08247248589242648,0.895722993904267,1.2043776237203416,1.6005721884999975,0.48695912860997304,plex,,, hshn_none,4-6,property_class,61980,0.1730643147769287,0.24607616389947934,0.1258596026190153,-0.06940404006743241,0.5054121803143835,0.11419925146140125,0.05709962573070063,0.884511132623427,0.7187326830562063,1.134483959321807,0.46882865440464666,condo,,, hshn_none,7-12,property_class,125338,0.1845533173594774,0.25650039398705915,0.1367231962354225,-0.0998418553451279,0.5482495414465041,0.12050009633514286,0.06025004816757142,0.8636407155052738,0.6990303071568696,1.1717040673148815,0.4254017137659768,condo,,, hshn_partial,4-6,property_class,41140,0.2618555921053564,0.355435661127527,0.19711118314900844,-0.052828414310985686,0.6823133192726237,0.17158446894875148,0.08579223447437573,0.876421973748177,1.2081542281659414,1.6297473352702,0.441541079241614,plex,,, xgboost,7-12,property_class,125338,0.14414625327030556,0.21357668647721556,0.10032503433126294,-0.04508505242193388,0.42821293264939686,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, mlp,7-12,property_class,125338,0.19432545271256585,0.2738824347116153,0.14373969302263845,0.014297145966407247,0.5772794651722766,0.18586878891448635,0.09293439445724318,0.9934736472578148,2.3980595403211478,2.4310345667113755,0.9246038711324578,condo,,, xgboost,1-3,property_class,40028,0.24219951448289548,0.3379199922933239,0.17470726641986456,-0.029325153217568723,0.644128353068493,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, hedonic_ols,1-3,property_class,61308,0.15618149485959565,0.23144633424861344,0.10574936711626393,-0.0066722159492118805,0.44725321351679925,0.11959905597898401,0.05979952798949201,0.9702975141906439,1.165091222220124,1.3148004336727432,0.8039896913942716,condo,,, hshn_full,7-12,property_class,125338,0.1880503627070582,0.2597142026710818,0.14055332627560624,-0.10582814643373865,0.5586381572441509,0.12257431513724265,0.06128715756862133,0.8558856851074694,0.6919890334674688,1.186438366046412,0.4112958560053615,condo,,, random_forest,7-12,property_class,426657,0.2503942230998291,0.3434370619240246,0.18675695467091558,-0.06714370835031634,0.7171599961565223,NaN,NaN,NaN,NaN,NaN,NaN,house,,, hedonic_ols,1-3,property_class,206217,0.2485759926593206,0.3552817903882518,0.17211380110824592,-0.017355503044609564,0.7213106765563504,0.1690570692116979,0.08452853460584894,0.9051581586387155,1.1647569101984365,1.719672025191783,0.6361842137166189,house,,, elastic_net,7-12,property_class,84743,0.28365543913369984,0.37460209145508394,0.22285483617529422,-0.08835942674681736,0.7160883066627131,0.18210269684808034,0.09105134842404015,0.8939617431528268,1.1648473085597955,1.6712215812580393,0.5302856873134064,plex,,, xgboost,4-6,property_class,208487,0.2426456881102148,0.340564996198102,0.17267169199579158,-0.05195973709355416,0.6941638945624041,NaN,NaN,NaN,NaN,NaN,NaN,house,,, lightgbm,1-3,property_class,206217,0.2301732867892592,0.33481232089246216,0.15439482509657054,-0.02003584430680676,0.6679102331764704,0.14570439181711162,0.07285219590855582,0.8793503930325822,1.0099034011511432,1.4675921393974338,0.4820407628856981,house,,, svr,7-12,property_class,125338,0.15713470403704735,0.23009069089083903,0.10968429858929607,-0.044319690973822094,0.4667975123191104,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, elastic_net,4-6,property_class,61980,0.1578774677418369,0.2335981969377603,0.10683597739612427,-0.02050693934012463,0.46106093735594766,0.12047982446757341,0.0602399122337867,0.9684898354307842,1.1669755761890093,1.3171657095419262,0.8013068731848983,condo,,, naive_mun_median,1-3,property_class,206217,0.3446170987598037,0.47186183381709684,0.2473361239784584,-0.056970115635510334,1.0,NaN,NaN,NaN,NaN,NaN,NaN,house,,, hshn_none,4-6,property_class,41140,0.26174168706959605,0.3553114822406677,0.19706950445075577,-0.0528882015540253,0.68201651857264,0.17153972811664953,0.08576986405832475,0.8761789013125911,1.2071488299761575,1.6291299643728558,0.4406903257170637,plex,,, elastic_net,1-3,property_class,206217,0.2480037664498917,0.3554106138721094,0.1709840281830246,-0.01485298871430047,0.7196502069757978,0.16901870270414782,0.08450935135207392,0.9050466256419208,1.1652275633292195,1.7237007005788156,0.6387058292963238,house,,, xgboost,7-12,property_class,84743,0.262620588451534,0.3471689988757905,0.20699838862111264,-0.08826762372981936,0.6629858149498877,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, lightgbm,1-3,property_class,40028,0.24016477683449564,0.33609523281118675,0.17278274914919578,-0.024554069724486257,0.6387169788418002,0.15372690783102622,0.07686345391551311,0.8689167582692116,1.0446941816835162,1.51120768599307,0.48008893774357947,plex,,, hshn_partial,1-3,property_class,61308,0.15954379522729265,0.2340997592562577,0.11085312960622051,-0.0364817808473439,0.45688175270841785,0.1063025199478294,0.0531512599739147,0.9042376198864749,0.7121638187248661,1.0831040947050359,0.5092810073726104,condo,,, hshn_full,4-6,property_class,61980,0.1761103015471889,0.24895834729195873,0.12906759790033018,-0.0742815876174184,0.5143075948124578,0.11601112009537419,0.05800556004768709,0.8774120684091642,0.7123531908864319,1.1479628247137597,0.45343659244917717,condo,,, ridge,4-6,property_class,61980,0.15860761390659228,0.2342303520954563,0.10771834716938145,-0.020674070815894282,0.46319323577664095,0.12070380181325126,0.060351900906625636,0.9685382381413359,1.1665026181856808,1.3171642645932078,0.7986285898676992,condo,,, elastic_net,1-3,property_class,61308,0.15542524056016446,0.23085491089495308,0.10509644658018935,-0.006893619406023476,0.44508754615677965,0.11938596796321799,0.05969298398160898,0.9702812031056306,1.165562113485203,1.31507271474564,0.8060448881059568,condo,,, hedonic_ols,4-6,property_class,41140,0.2719648558200843,0.3687277004926106,0.2051361115229522,-0.05515203837836008,0.7086548811431947,0.1779286211707495,0.08896431058537474,0.8980554205153136,1.1651078700249158,1.6894296214889601,0.5645114244044726,plex,,, naive_mun_median,7-12,property_class,125338,0.33662283943284493,0.41906653692299434,0.2967252993536551,0.21580902541775204,1.0,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, hshn_full,4-6,property_class,208487,0.25378133882194076,0.3555724407535018,0.18289211466288435,-0.03832879061591875,0.7260209068453802,0.16843697018643022,0.08421848509321513,0.843582573493791,1.1696226350611147,1.6529521692495115,0.4165871253363519,house,,, hshn_partial,7-12,property_class,125338,0.1847659481437219,0.2567430385182854,0.1369760350413367,-0.09981271299278935,0.548881200262652,0.12057551731891619,0.0602877586594581,0.8643747307281112,0.7004729636021473,1.1717033531691028,0.4260559447254624,condo,,, hshn_none,4-6,property_class,208487,0.2505122442913664,0.3535541516073661,0.1784383937007643,-0.03468904187021614,0.7166686393119659,0.1664934270000286,0.0832467135000143,0.8500002398231065,1.1660984586361018,1.639838134890825,0.424386172758973,house,,, random_forest,4-6,property_class,41140,0.26516549873219286,0.35397076008190814,0.20531345012393842,-0.07281546397601237,0.6909378949743737,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, hshn_none,1-3,property_class,206217,0.23741340341765427,0.35191912757819954,0.15427235565982045,0.010398876445217014,0.6889193956772591,0.15888287008162327,0.07944143504081164,0.8813046451068535,1.162643373607095,1.5888757298784373,0.478937236018369,house,,, svr,7-12,property_class,84743,0.2783854021538358,0.38062787405600085,0.2045509557706353,-0.06077978173411149,0.7027840955096106,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, random_forest,4-6,property_class,61980,0.13903927205495656,0.21059153539532566,0.09449144004504273,-0.02142992277075458,0.4060463980064153,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, naive_mun_median,1-3,property_class,40028,0.37601126131012175,0.4712329165144877,0.3215837193894995,-0.1752276474736249,1.0,NaN,NaN,NaN,NaN,NaN,NaN,plex,,, random_forest,4-6,property_class,208487,0.24392528402303545,0.34348649309973467,0.1741787518825717,-0.03975468221914045,0.6978245789505242,NaN,NaN,NaN,NaN,NaN,NaN,house,,, svr,1-3,property_class,61308,0.14676745613715578,0.22097978722234635,0.09901181787924074,-0.012794351006357651,0.42029445585752634,NaN,NaN,NaN,NaN,NaN,NaN,condo,,, mlp,1-3,property_class,206217,0.27704715634935284,0.4006643638474431,0.18584988792074064,0.06772335055445605,0.8039274816785956,0.22928620953843454,0.11464310476921728,0.9745898737737432,2.5791122240698723,2.702662459841927,0.8414097770794843,house,,, hedonic_ols,4-6,property_class,61980,0.15860999750288504,0.2342330279230311,0.10772931805866914,-0.020673366034837944,0.4632001967645307,0.12070473461299579,0.06035236730649789,0.9685382381413359,1.1665025862401504,1.3171704436943288,0.798596321393998,condo,,, hshn_none,1-3,property_class,61308,0.15932304323285748,0.23386003283221193,0.11064738490750248,-0.036656526981468415,0.45624959049873914,0.10619683805635788,0.05309841902817893,0.9039113981862074,0.7108630021662055,1.082510697503498,0.5092973184576238,condo,,, ridge,7-12,property_class,125338,0.16342581160990008,0.2392656353329816,0.11085985717652758,-0.03414583139108855,0.485486403374311,0.1225768658913621,0.06128843294568106,0.966809746445611,1.1647699269946663,1.3199823126325785,0.7865691171073418,condo,,, elastic_net,7-12,property_class,125338,0.16263817634977942,0.23867657782329516,0.11004554975374248,-0.034688347094809995,0.48314658810376165,0.12235226815744431,0.061176134078722154,0.9668576170036222,1.165238105040088,1.319984270609941,0.7885637236911391,condo,,, hshn_full,1-3,property_class,40028,0.2520007223883031,0.3548425428261924,0.17803887161895826,-0.006410558672893369,0.6701946146779396,0.16636543007900406,0.083182715039502,0.8930998301189168,1.2083856042858316,1.6106317069589497,0.4853102828020386,plex,,, hshn_full,4-6,property_class,41140,0.26502142271408047,0.3584541863494778,0.2007966471239655,-0.05633587164913244,0.6905624781831742,0.17356366154056654,0.08678183077028329,0.8717792902284881,1.2099183973433847,1.6455277918833855,0.4340058337384541,plex,,, svr,4-6,property_class,208487,0.25148705899032225,0.36843585309896254,0.16442077781594833,-0.00830447163105231,0.7194574016970469,NaN,NaN,NaN,NaN,NaN,NaN,house,,, ridge,7-12,property_class,426657,0.2604691897605097,0.3555380463869733,0.19547025233447535,-0.06680773217897677,0.7460159456357166,0.1711482508065556,0.08557412540327781,0.9071432087133224,1.1642851196522075,1.6559118095211984,0.5897594554876634,house,,, hshn_partial,4-6,property_class,208487,0.25071309535169234,0.35371329203611773,0.17866485541355814,-0.034765936626642825,0.7172432365996766,0.16656918934112513,0.08328459467056257,0.8501153549142153,1.1661050750784459,1.639844841778118,0.4248802083583149,house,,, hshn_partial,4-6,property_class,61980,0.173298121824169,0.2462792830961151,0.12605967351773018,-0.06912486729811178,0.5060949838702229,0.11430491366966002,0.05715245683483,0.8849144885446918,0.7201763375107801,1.134618563307021,0.4692804130364634,condo,,, hshn_partial,4-6,region_code,58433,0.2134874858139169,0.3110986281841599,0.1500486986091616,-0.032599211712084186,0.6503327934859917,0.1444867610962061,0.07224338054810303,0.839149110947581,1.0139339810420802,1.4867260386908328,0.4311091335375558,,16,, ridge,7-12,region_code,34742,0.31255514976443577,0.4024768049702279,0.2562470248540416,-0.10854354576826411,0.8365215976366297,0.19718318934560564,0.09859159467280282,0.8758850958494042,1.1639764611232142,1.7755012104367442,0.46511427091128893,,12,, elastic_net,7-12,region_code,119935,0.21510014342683062,0.30908523239091734,0.15243464207269675,-0.04541189751056134,0.6534535706922304,0.14883141026231184,0.07441570513115592,0.934989786134156,1.1646267010020124,1.5339057454929117,0.689798640930504,,16,, svr,7-12,region_code,5160,0.36681335588570124,0.4774065022161712,0.28379962101966516,0.039489161225841125,0.8588816729562312,NaN,NaN,NaN,NaN,NaN,NaN,,11,, random_forest,4-6,region_code,4928,0.2677253247377059,0.36133736078941675,0.20605075639557136,-0.04678058016808154,0.7278159606092129,NaN,NaN,NaN,NaN,NaN,NaN,,08,, xgboost,7-12,region_code,63769,0.2369019171666103,0.3141462803566399,0.18762236553373235,-0.10482062519695198,0.6654871985563712,NaN,NaN,NaN,NaN,NaN,NaN,,03,, svr,4-6,region_code,2534,0.3761950248844733,0.491869463975141,0.29164797684276333,0.06335150288186497,0.8544388369270485,NaN,NaN,NaN,NaN,NaN,NaN,,11,, svr,4-6,region_code,9361,0.28308429012801706,0.40293032568865716,0.18994220863071298,-0.022309915957154768,0.8017725955303522,NaN,NaN,NaN,NaN,NaN,NaN,,17,, hshn_partial,1-3,region_code,10589,0.2695736130364669,0.3789850325940112,0.19123173403091442,0.008496933372664751,0.7405729385357056,0.17650864676819084,0.08825432338409542,0.894040985928794,1.2483982911516558,1.6615887610725362,0.4847483237321749,,04,, hshn_partial,4-6,region_code,9361,0.27018047974768683,0.3736670045092033,0.1986859924263804,-0.03357794270675714,0.7652254542665604,0.17807009335795576,0.08903504667897788,0.8584552932379019,1.2433600224512356,1.6958330526864493,0.42100202969768186,,17,, lightgbm,7-12,region_code,63769,0.23387715261376799,0.3115894691613891,0.18466427180106848,-0.09787911160326919,0.6569902555487382,0.14411036601989569,0.07205518300994783,0.8019100189747369,0.9003545141673364,1.436353971130472,0.38567328952939517,,03,, naive_mun_median,7-12,region_code,119935,0.32917433322610223,0.43422420060079725,0.257829109302099,-0.038523347696306665,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,16,, hedonic_ols,7-12,region_code,5160,0.3518637440913999,0.4438264352996232,0.2964065305010939,-0.04306366318990383,0.8238776378470608,0.2224358797949153,0.11121793989745768,0.826937984496124,1.1655322645074486,1.9744374901764647,0.40794573643410853,,11,, hshn_full,4-6,region_code,51070,0.22094751146514185,0.3050285029789044,0.16322696691505367,-0.07959290815004283,0.5870047124679044,0.1440347300063732,0.07201736500318659,0.8601918934795378,0.907449507484563,1.3892754267186147,0.4285882122576855,,06,, lightgbm,7-12,region_code,49940,0.226672259308344,0.3224562092797265,0.16145681155581393,-0.06333665116645064,0.6801035863120659,0.1382000152653423,0.06910000763267116,0.8481778133760512,0.9640239627304587,1.4186102372713985,0.4379855826992391,,14,, hshn_full,7-12,region_code,19184,0.2798727359130657,0.3722463719601557,0.2199633040806317,-0.08064524641930047,0.7835594960383971,0.18406499500399923,0.0920324975019996,0.8118744787322769,1.2220826933938727,1.7511278675786195,0.36285446205170974,,17,, random_forest,7-12,region_code,1074,0.2943861554899501,0.3698633160703752,0.24394737879922612,0.011515935886937131,0.8028747583529078,NaN,NaN,NaN,NaN,NaN,NaN,,10,, elastic_net,7-12,region_code,26927,0.1780322726428291,0.26126433851007536,0.1264668539609346,-0.03971935269765358,0.5631071237649699,0.1298007748513118,0.0649003874256559,0.9565120511011252,1.1647664845676802,1.4102724213922346,0.7717903962565454,,13,, hshn_full,1-3,region_code,24242,0.21912840368825642,0.33440449737441674,0.13763219186073528,0.014488429331604625,0.6584069711042196,0.1480123324292195,0.07400616621460973,0.8896543189505817,1.1042371943744238,1.5092930692074529,0.4916261034568105,,14,, hshn_partial,7-12,region_code,34836,0.21365868554834339,0.29922154202952034,0.15957001631321077,-0.08365088910868454,0.6577179153449827,0.14098113020821773,0.07049056510410888,0.8445573544609025,0.9630832534691047,1.41808424760666,0.4072511195315191,,07,, lightgbm,1-3,region_code,4850,0.2515289999195752,0.3444211866100461,0.18666389549246443,-0.027760872316410397,0.6947946453426066,0.1577048143022691,0.07885240715113455,0.8810309278350515,1.057251731845805,1.4808353472504663,0.4995876288659794,,08,, svr,1-3,region_code,17319,0.1962912701434491,0.3046487517448341,0.12102110288992662,-0.005819403223133764,0.6111365882352482,NaN,NaN,NaN,NaN,NaN,NaN,,07,, hshn_none,7-12,region_code,119935,0.22416609252976655,0.3121277810360613,0.16795711786489065,-0.07116677022632771,0.6809950530857217,0.15066407265546924,0.07533203632773462,0.7962896568974861,0.9945045755301827,1.537943432372104,0.3668403718680952,,16,, mlp,1-3,region_code,10589,0.31198622782665647,0.42962347652608107,0.22436231118458672,-0.015619266170097838,0.8570889224718065,0.23726843161503056,0.11863421580751529,0.9760128435168571,2.555338587028265,2.679259178559556,0.8029086788176409,,04,, ridge,1-3,region_code,13121,0.1689016912040993,0.259604964175718,0.11255659560218945,-0.00218261924592235,0.5441067774521959,0.12835059908758786,0.06417529954379393,0.9522902217818764,1.164822687847294,1.4412810985205324,0.8045880649340752,,13,, hshn_partial,4-6,region_code,24433,0.23193262022406966,0.33500072790198154,0.16239612644853985,-0.02918258252924629,0.6928378798364928,0.15489099245047228,0.07744549622523614,0.8615397208693161,1.1013696390515055,1.5497711243130767,0.4342487619203536,,14,, hedonic_ols,1-3,region_code,6577,0.30409213829091136,0.4015933387031486,0.2394210886631356,-0.03566947451285858,0.8045925578035271,0.19561564249233096,0.09780782124616547,0.8750190056256651,1.1646994686301608,1.8200401040662881,0.5009882925345902,,01,, hshn_full,7-12,region_code,119935,0.2284771747786231,0.3154670383071355,0.17370430645378931,-0.07711559738040638,0.6940917067847067,0.15330067684649376,0.07665033842324688,0.7897611206069954,0.9957039706916824,1.561738966904393,0.35933630716638176,,16,, ridge,1-3,region_code,4850,0.2768345464563554,0.3784306481922441,0.20834091598701754,-0.015187479851632794,0.7646957630540626,0.1812105616680287,0.09060528083401437,0.9004123711340206,1.1638304411880536,1.7414005307094922,0.5531958762886598,,08,, lightgbm,7-12,region_code,5118,0.300369850549939,0.37791388583565044,0.25796401358472476,-0.10032544274105766,0.8208621857572829,0.17851412123320182,0.08925706061660091,0.8249316139116842,1.104619964797401,1.5942730877498603,0.40855803048065653,,09,, hshn_none,4-6,region_code,51070,0.21822146473256182,0.30276644115728324,0.15994177145157007,-0.07593915904599997,0.5797622580595203,0.14228654661810558,0.07114327330905279,0.8679263755629528,0.913437831632914,1.3725135885871191,0.4406696690816526,,06,, ridge,4-6,region_code,2590,0.3055943639584223,0.39106277181056703,0.2503342486188682,-0.07285997448392298,0.8446141860940257,0.19307652689918983,0.09653826344959493,0.8706563706563707,1.1671982914270267,1.7040417686804534,0.48185328185328186,,09,, naive_mun_median,1-3,region_code,2547,0.3690727938746971,0.485633695069812,0.28570035536430005,0.00859974170044698,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,09,, elastic_net,1-3,region_code,515,0.316812252375326,0.3987137649385473,0.2727150966866194,0.003269309868767416,0.9003559639647873,0.19756217938632128,0.09878108969316064,0.883495145631068,1.16512092634315,1.6983065021698531,0.44271844660194176,,10,, naive_mun_median,1-3,region_code,30345,0.3490439448417264,0.46586672425805875,0.2706690370678917,-0.0027526152680311796,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,15,, lightgbm,7-12,region_code,63338,0.2304205902082262,0.32595799220676525,0.16520126889210562,-0.05942384641968664,0.6580384676606101,0.14067233722931963,0.07033616861465981,0.8499794751965645,0.9688620973566647,1.4408626039278638,0.44365152041428524,,15,, elastic_net,4-6,region_code,10444,0.28681386759947586,0.37421787946744417,0.2320030070233967,-0.0874991517959286,0.829762769806685,0.18232132373181606,0.09116066186590802,0.8986020681731137,1.1672593500095287,1.647495124681243,0.5151283033320567,,02,, svr,1-3,region_code,2538,0.3829497960438175,0.5006371089890808,0.29435474830612485,0.0784246370850466,0.8888241219698628,NaN,NaN,NaN,NaN,NaN,NaN,,11,, lightgbm,7-12,region_code,5160,0.34232203134787836,0.4307598601267308,0.2910236513627673,-0.06636159036459155,0.8015360244010739,0.20660382803739857,0.10330191401869933,0.8701550387596899,1.3308028935572795,1.7523281770625199,0.45949612403100776,,11,, hedonic_ols,7-12,region_code,42020,0.3005781720023941,0.40349751491948727,0.22936291993953972,-0.0780121094973475,0.7913061489167615,0.1953083412380883,0.09765417061904416,0.8721323179438363,1.1642090575377546,1.866061668126934,0.5165159447881961,,05,, ridge,4-6,region_code,31383,0.23883618654025812,0.3278654634341497,0.17767965544518205,-0.07400217599592462,0.6741550136436808,0.15894384798250555,0.07947192399125276,0.9220597138578212,1.1670217171938886,1.5440506532383744,0.6271866934327502,,03,, hshn_full,7-12,region_code,13565,0.31159680257154176,0.4013188390179591,0.2561015606334429,-0.09733476642432176,0.8166449817422954,0.2006181794188318,0.1003090897094159,0.84511610762993,1.2966798153830505,1.8047980906276297,0.37110210099520824,,01,, mlp,4-6,region_code,10606,0.3153131833842174,0.429746156788602,0.2319500403352741,-0.054468067479365286,0.8602020650114663,0.23718769480525675,0.11859384740262838,0.9778427305298888,2.5618106350007652,2.6714091225274523,0.8056760324344711,,04,, hshn_none,7-12,region_code,21387,0.2946559909241276,0.3841623628459351,0.23544977175858683,-0.09407667256632236,0.8007799967802312,0.19156747993483075,0.09578373996741538,0.8341983447888904,1.2351560527102143,1.7523484060366812,0.3716743816337027,,04,, hshn_partial,7-12,region_code,104191,0.22996276517267455,0.3116169700671753,0.1753466300235953,-0.10363121882533796,0.6048145380121024,0.14889631496041444,0.07444815748020725,0.8467909896248237,0.9018031068484395,1.4208213889000185,0.40629229012102774,,06,, svr,7-12,region_code,63769,0.24148173828661185,0.3336329252569374,0.17788924330228184,-0.07245271798321329,0.6783524905028928,NaN,NaN,NaN,NaN,NaN,NaN,,03,, random_forest,4-6,region_code,24433,0.2236802164263144,0.3286600644862793,0.15083851142679983,-0.029829812445969883,0.6681859876392346,NaN,NaN,NaN,NaN,NaN,NaN,,14,, svr,4-6,region_code,10606,0.2948650736687719,0.4045320780773705,0.21361727298562982,-0.020074549039436704,0.8044178253104135,NaN,NaN,NaN,NaN,NaN,NaN,,04,, hshn_full,7-12,region_code,63338,0.2489975982121704,0.340752719955086,0.1877185868309459,-0.07208169160028113,0.7110909568916611,0.16458227858846344,0.08229113929423174,0.8239603397644384,1.1103380851687787,1.622340623359952,0.3815876724872904,,15,, hshn_none,4-6,region_code,532,0.342009056456845,0.42905403466545405,0.28797250345366,-0.04774370407144417,0.9447318032054297,0.21458017056213155,0.10729008528106576,0.868421052631579,1.3135721056084884,1.8575290872643655,0.42857142857142855,,10,, lightgbm,7-12,region_code,42020,0.28458106756643475,0.3860967884457199,0.21134582507826494,-0.07498066026454511,0.7491919560573498,0.17156627915382777,0.08578313957691389,0.8580437886720609,1.1462500927486978,1.66987362775246,0.4500237981913375,,05,, svr,7-12,region_code,21407,0.28538276211391606,0.3798440807135403,0.22178359379736,-0.09056331864699768,0.832313299620861,NaN,NaN,NaN,NaN,NaN,NaN,,02,, hshn_full,1-3,region_code,31001,0.21768183321834822,0.3179486372438233,0.14696629368045144,-0.008574469312924105,0.6211668205547872,0.1451194383950543,0.07255971919752716,0.8836489145511435,1.0442883626656634,1.4492057894759705,0.4877907164285023,,03,, ridge,4-6,region_code,17375,0.1952466634947235,0.2925844958487004,0.1313837814851908,-0.019799016806566188,0.5997666406893088,0.14065344181424164,0.07032672090712083,0.9442302158273381,1.1669510953806173,1.5047881916453338,0.7428489208633093,,07,, hedonic_ols,4-6,region_code,2534,0.35283329070617636,0.4489356915530527,0.2982293459220955,-0.02225286962723834,0.801378132612756,0.22427804925082237,0.11213902462541121,0.8224151539068666,1.1667866864126002,2.018304339984976,0.4104183109707972,,11,, hedonic_ols,4-6,region_code,10606,0.30022776671076884,0.39248629726654277,0.24052496902312814,-0.07740232118728943,0.8190477230496631,0.19139225410830696,0.0956961270541535,0.8808221761267208,1.166907092366641,1.76084614510928,0.49839713369790684,,04,, naive_mun_median,1-3,region_code,515,0.35187444194873624,0.4655092604555341,0.273293334999682,-0.014410006853340152,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,10,, ridge,1-3,region_code,515,0.3128621715595284,0.3981775353286706,0.26738061996095297,0.01994852526896677,0.8891301392247992,0.1964269643720867,0.09821348218604335,0.8815533980582524,1.164652372368455,1.727129488200654,0.4446601941747573,,10,, lightgbm,4-6,region_code,51070,0.18125693696040018,0.2660893091021,0.12508204980585447,-0.02791613107724258,0.4815563454763732,0.11643940083946147,0.058219700419730736,0.8638731153318974,0.7334092517545532,1.1978582349170366,0.46835715684354806,,06,, mlp,7-12,region_code,5118,0.4073581154779245,0.5181137496036913,0.34802357049888055,-0.16698954038667504,1.113243797421614,0.2688565874047564,0.13442829370237816,0.9771395076201641,2.616236681302761,2.745358184491287,0.7354435326299336,,09,, random_forest,4-6,region_code,6680,0.28992215155013135,0.3798974178994704,0.23179306412193235,-0.06928777999472865,0.7569034315350298,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hshn_none,1-3,region_code,24242,0.21746915182980014,0.333638030577128,0.1360645958683726,0.018753467841019153,0.6534214787078098,0.14699773613980943,0.07349886806990472,0.891964359376289,1.0973760298244355,1.5009034680534954,0.49731870307730386,,14,, hshn_none,4-6,region_code,24433,0.23182044270578903,0.33489722347606266,0.16225184148714789,-0.02926250697876179,0.6925027789185806,0.15485875719594902,0.07742937859797451,0.8603528015389023,1.1015866778863221,1.5505000295967097,0.43351205337044163,,14,, lightgbm,7-12,region_code,34742,0.27447674711450404,0.36451186218948195,0.211768534036195,-0.09000135731026328,0.7346086832463891,0.16562067386405108,0.08281033693202552,0.8335156294974383,1.0827990075713076,1.5873237346854208,0.42680329284439583,,12,, elastic_net,1-3,region_code,20131,0.28398480851060937,0.40240681258205874,0.19465728979642272,-0.01017127922379332,0.7465309290873963,0.19201151623707285,0.09600575811853643,0.8715414038050767,1.1649342666372584,1.9579072179894146,0.5802990412796185,,05,, xgboost,1-3,region_code,13121,0.16137674677980335,0.24916909227885453,0.10874601682218454,-0.01601217023703848,0.5198656154364589,NaN,NaN,NaN,NaN,NaN,NaN,,13,, hshn_none,4-6,region_code,10606,0.28343782280915425,0.38306818239586543,0.21317682887044054,-0.045390546283431185,0.773243281064132,0.18481042405223702,0.09240521202611848,0.8650763718649821,1.2405727632131618,1.7120770192694021,0.424759570054686,,04,, hshn_partial,1-3,region_code,24242,0.21759499519596467,0.33375484826830304,0.13619837918697097,0.01898276475070108,0.6537995955934136,0.1470531202778196,0.07352656013890982,0.8917168550449633,1.0976772733218954,1.501190693260319,0.4979374639056183,,14,, hshn_full,7-12,region_code,34836,0.21749107694670833,0.3018311651793971,0.1643181011385959,-0.09099672231381005,0.6695153879113311,0.14309295146507264,0.07154647573253632,0.8383568722011712,0.9648070527842267,1.4322003526644238,0.391979561373292,,07,, random_forest,7-12,region_code,104191,0.19346203583022248,0.27589762921128036,0.1376396516905256,-0.050304392661017584,0.5088156412438218,NaN,NaN,NaN,NaN,NaN,NaN,,06,, mlp,1-3,region_code,30345,0.2596912717068592,0.3795516820502089,0.16996273884527469,0.0575393734838857,0.7440073822928397,0.2224065856840518,0.1112032928420259,0.977821716922063,2.56191501212014,2.6576251558517665,0.8585928489042676,,15,, ridge,1-3,region_code,57634,0.20592538038882383,0.30960500633528737,0.13668299453479538,-0.007490197511287736,0.63175971202689,0.14745726519773578,0.07372863259886789,0.9328694867612868,1.1646465524759937,1.5858578331111512,0.7263247388694174,,16,, hshn_partial,1-3,region_code,2547,0.2884951083062428,0.3806483496471643,0.22615895161382937,-0.02636219835586409,0.7816753580709311,0.18749645913160476,0.0937482295658024,0.8755398508048685,1.2829124539049177,1.7052373528307947,0.4503337259521005,,09,, elastic_net,4-6,region_code,10606,0.2945369333344092,0.3899065548641856,0.2311097314891999,-0.05938195805859436,0.8035226296506481,0.18939991610670878,0.09469995805335439,0.8840279087309071,1.167380563159025,1.7713835812787273,0.5174429568168961,,04,, mlp,1-3,region_code,20131,0.3086319026526815,0.44399205007506637,0.20399544434941141,0.08480665201042055,0.8113224867262909,0.24584829732563254,0.12292414866281628,0.9694004272018281,2.6559509648561868,2.8077144193541894,0.814663951120163,,05,, mlp,7-12,region_code,13565,0.341582808430364,0.45604307403421035,0.26501531728526295,-0.08108572814142045,0.8952334685464239,0.24682679973579522,0.12341339986789761,0.9798009583486915,2.569309505852131,2.6645940808826447,0.7767784740140067,,01,, svr,4-6,region_code,16757,0.29076928079223985,0.40984546590970794,0.19864117350296873,-0.005023431273239636,0.7655595465823658,NaN,NaN,NaN,NaN,NaN,NaN,,12,, hshn_partial,7-12,region_code,42020,0.2897867783803046,0.3973565003571457,0.21257768703252733,-0.06527654482576924,0.7628965805450684,0.19041884828478783,0.09520942414239392,0.8473584007615421,1.275911419848951,1.8230698218159123,0.3912660637791528,,05,, mlp,1-3,region_code,6577,0.33025877748317967,0.44767000693404113,0.24603442873530135,-0.010518572886053798,0.873826452751144,0.24544935467582335,0.12272467733791168,0.9752166641325832,2.572376491633052,2.690623980506459,0.7842481374486848,,01,, lightgbm,1-3,region_code,24242,0.2141833373511436,0.32308397760693225,0.13643153060362945,-0.01492349568147155,0.6435487140543492,0.13671475728242588,0.06835737864121294,0.8828892005610098,0.9638424532576096,1.4187111167720694,0.4853972444517779,,14,, ridge,4-6,region_code,16757,0.3015875168919149,0.3989865683102579,0.23798473939590892,-0.0703632720629894,0.7940426239580871,0.19385403659461342,0.0969270182973067,0.8764098585665692,1.1665141421755016,1.8085383494458211,0.5014620755505163,,12,, elastic_net,4-6,region_code,51070,0.2056672515062684,0.2958320067085285,0.1419042324213411,-0.020498069309923598,0.5464087150560556,0.14396695009885155,0.07198347504942577,0.940728411983552,1.1664759968061653,1.4685849876639157,0.7069512433914236,,06,, xgboost,4-6,region_code,16757,0.2737079007595055,0.3666494033894759,0.2067618755302103,-0.07448806208760472,0.7206390435418049,NaN,NaN,NaN,NaN,NaN,NaN,,12,, ridge,4-6,region_code,2534,0.3528327147923719,0.44893462984323845,0.29822967919437726,-0.022253190701170676,0.8013768245595158,0.2242775318391095,0.11213876591955477,0.8224151539068666,1.1667867188384644,2.0182968423085,0.4104183109707972,,11,, ridge,4-6,region_code,24433,0.2333603200844163,0.33687759751514224,0.163196602891313,-0.031193494374326152,0.6971027587626645,0.16016046618203358,0.08008023309101678,0.9178979249375844,1.166461915057028,1.6512195783177166,0.6655752465927229,,14,, naive_mun_median,4-6,region_code,2590,0.36181533413695516,0.4770389589817664,0.2820008232685849,-0.023712555717228984,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,09,, hshn_none,1-3,region_code,2547,0.2882434182135025,0.3804245359343261,0.2246459735873536,-0.02552493745695499,0.7809934056297936,0.1874217451007522,0.0937108725503761,0.8747546132705143,1.2810449225789293,1.7041624577240233,0.45151158225363175,,09,, elastic_net,1-3,region_code,50179,0.20347380674854906,0.29434058301499744,0.1385683093493153,-0.008596069264557301,0.5451407059204864,0.14308967156351823,0.07154483578175912,0.9420474700571952,1.1649844940471537,1.4707132611642417,0.7108152812929711,,06,, svr,7-12,region_code,21387,0.29876471994978315,0.40107383083467213,0.2248514461807023,-0.05892436615715703,0.8119461977646955,NaN,NaN,NaN,NaN,NaN,NaN,,04,, elastic_net,7-12,region_code,19184,0.29136159484367363,0.3833145354564234,0.23234332141398895,-0.09455263987688041,0.8157248460656311,0.18641525534789552,0.09320762767394777,0.8889178482068391,1.1645969289072355,1.725367735053665,0.5140221017514596,,17,, hshn_full,1-3,region_code,515,0.37895270070026127,0.46091897697653006,0.3418697911350197,0.023623243018882654,1.07695432098325,0.23043059648999314,0.11521529824499657,0.8699029126213592,1.3986587302198688,1.8468402436972027,0.3825242718446602,,10,, elastic_net,7-12,region_code,34836,0.19627094687242186,0.2924327597587839,0.1329142437959545,-0.03106067431702891,0.6041922315884812,0.14076148980655914,0.07038074490327956,0.9445114249626823,1.1658264345285692,1.5003090787615743,0.7376851532897003,,07,, mlp,7-12,region_code,21387,0.31858947381824976,0.42687225898307923,0.24241702979099955,-0.08611874385487973,0.8658234879876775,0.23590396645036574,0.11795198322518285,0.9812502922335998,2.556664483445877,2.645359881637395,0.8017487258615047,,04,, naive_mun_median,4-6,region_code,6680,0.3830371741903163,0.5061860488648623,0.29202341568123114,-0.017561195956048024,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hshn_partial,7-12,region_code,34742,0.29045913539062745,0.384837836039158,0.226388034283298,-0.08701565608837197,0.7773838958284502,0.19196786052475978,0.09598393026237988,0.8088480801335559,1.254549698195277,1.840286285680789,0.3608312705083185,,12,, mlp,4-6,region_code,51070,0.2315801106872666,0.32555022989728083,0.1691464814997694,0.008190239771275658,0.6152529864936315,0.20649098472239405,0.10324549236119704,0.9889171725083219,2.536788091534431,2.59365120344065,0.8994713138829058,,06,, xgboost,4-6,region_code,9361,0.26105730837726215,0.3574024339903665,0.19176847025440935,-0.05632153120108966,0.7393861228581459,NaN,NaN,NaN,NaN,NaN,NaN,,17,, svr,1-3,region_code,57634,0.19824622930947047,0.31604470620143144,0.11711257806554354,0.02672928435358141,0.6082007982818092,NaN,NaN,NaN,NaN,NaN,NaN,,16,, ridge,1-3,region_code,2547,0.2990264058384102,0.38595805826222923,0.24319060678245208,-0.05010405991233579,0.8102098306924564,0.18989251006998933,0.09494625503499465,0.8814291323125245,1.165139460561525,1.7021847213680625,0.48998822143698467,,09,, svr,4-6,region_code,58433,0.2033614658032332,0.31543617521041284,0.12627055797529785,0.00040733322038996345,0.6194865691495314,NaN,NaN,NaN,NaN,NaN,NaN,,16,, hshn_full,7-12,region_code,21407,0.27995777291085633,0.3617342414688441,0.23258761669035088,-0.1117349575977976,0.8164914236583465,0.18345749557985902,0.09172874778992952,0.8137525108609334,1.182264675222887,1.7272867833884917,0.35437006586630543,,02,, hedonic_ols,4-6,region_code,4928,0.28360012263805073,0.38114647778880995,0.21817878532865453,-0.04118035448429529,0.7709718753312742,0.18365548642231366,0.09182774321115683,0.895900974025974,1.1660144906224132,1.733619175245811,0.5355113636363636,,08,, naive_mun_median,1-3,region_code,16488,0.37053525191738673,0.4917314549767396,0.284013118335233,-0.01200062650380516,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,12,, mlp,1-3,region_code,2547,0.3770201239455293,0.49085792451550075,0.30313513665323555,-0.10272278666923003,1.0215332319334554,0.2600236204634501,0.13001181023172506,0.9787985865724381,2.6067954113214773,2.7320505496594354,0.7632508833922261,,09,, mlp,7-12,region_code,34742,0.3031021978094131,0.42046128166630975,0.21637219634544547,-0.0191482361338396,0.8112217474253707,0.23807955011504658,0.11903977505752328,0.9802832306718093,2.60610830304152,2.705929539070697,0.8244487939669565,,12,, hshn_full,4-6,region_code,532,0.38272265857062476,0.46707507432456175,0.33723509591742395,-0.016960450566626525,1.057195008532254,0.23556850763805617,0.11778425381902809,0.8609022556390977,1.3701709446154142,1.9231273726185716,0.3815789473684211,,10,, naive_mun_median,7-12,region_code,19184,0.3571812189477326,0.4810608192498866,0.26076265756814543,-0.07827732281473311,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,17,, naive_mun_median,7-12,region_code,26927,0.316160576077415,0.41547046837865015,0.2502945403801604,-0.052873479642835196,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,13,, lightgbm,7-12,region_code,34836,0.18304171201338168,0.27370557039602944,0.12232748296506113,-0.04841876768680787,0.563467911157668,0.11370521611573384,0.056852608057866925,0.8669479848432656,0.7598016209803422,1.1485810717006817,0.468710529337467,,07,, hshn_partial,4-6,region_code,10444,0.26635591056461067,0.35712441655547955,0.20496340190136308,-0.05872528078050101,0.7705771689293203,0.17451151558241051,0.08725575779120524,0.8563768671007277,1.1804183322047421,1.6407305462530914,0.40903868249712755,,02,, random_forest,4-6,region_code,16757,0.2687320555925948,0.3672445882769444,0.19587995123389135,-0.03998019708618601,0.7075382587564751,NaN,NaN,NaN,NaN,NaN,NaN,,12,, svr,7-12,region_code,1074,0.43977495275468304,0.5515657312885168,0.36819023158846687,0.07966362576990736,1.1993913515903478,NaN,NaN,NaN,NaN,NaN,NaN,,10,, naive_mun_median,1-3,region_code,50179,0.37325007019055284,0.4765862607634646,0.315722732607302,-0.03776121683870145,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,06,, hshn_full,4-6,region_code,9361,0.2710652510136409,0.3744850066749563,0.2000878219704969,-0.03150901244668334,0.7677313699216957,0.17891278509306283,0.08945639254653141,0.8501228501228502,1.2420272423713945,1.699425065820786,0.4137378485204572,,17,, elastic_net,7-12,region_code,42020,0.2959610974671315,0.4015589976418794,0.22152474576200998,-0.0667357049844136,0.7791511762338775,0.193788677123287,0.0968943385616435,0.8728700618752975,1.164677665008252,1.873377286134336,0.5317467872441695,,05,, hshn_partial,7-12,region_code,21407,0.2771249990983146,0.35884865025144025,0.2284787133305599,-0.10867767700997502,0.8082296936872313,0.18149055158038593,0.09074527579019297,0.8152473489979913,1.170532218454464,1.7112246741776413,0.3567057504554585,,02,, hshn_none,7-12,region_code,1074,0.3342477968542421,0.4149099069676215,0.2821149886503198,-0.04098707898146039,0.9115887895023745,0.20804248116093646,0.10402124058046824,0.8528864059590316,1.3116031252472093,1.7895165723091788,0.4236499068901304,,10,, xgboost,1-3,region_code,2547,0.27988182061337563,0.36513080596051656,0.22207861107244398,-0.04048533541767624,0.7583377188956322,NaN,NaN,NaN,NaN,NaN,NaN,,09,, hedonic_ols,1-3,region_code,2538,0.3495252931682406,0.44733797812175424,0.28584466570092815,-0.001645527144178001,0.811246056313276,0.2228871018119572,0.11144355090597857,0.8266351457840819,1.1644182403822512,2.0226059017488267,0.4180457052797478,,11,, hedonic_ols,4-6,region_code,20425,0.29447045792757426,0.40416846001473944,0.21636505488465652,-0.04650889709529101,0.7695293186527107,0.19452341337213944,0.09726170668606972,0.8712362301101592,1.1659918091883303,1.917814403919638,0.5444308445532435,,05,, hedonic_ols,1-3,region_code,10305,0.27764366746262126,0.36995988919572004,0.21677705886218135,-0.055532277771813465,0.81473051609884,0.17905923923953176,0.08952961961976588,0.9001455604075691,1.164845513459842,1.6698759193520152,0.5429403202328966,,02,, ridge,7-12,region_code,21387,0.3095677691537677,0.3955171283831751,0.2553635330357107,-0.11527085374003494,0.8413054029844902,0.19433021331587344,0.09716510665793668,0.8794127273577407,1.1649889755825376,1.7237275691392842,0.4684153925281713,,04,, hshn_partial,7-12,region_code,5118,0.3231694911204734,0.4043700616386804,0.281440894399287,-0.12272025085789649,0.8831699132437262,0.2096613280161633,0.10483066400808165,0.8096912856584604,1.2672339169575675,1.8948738559892593,0.3634232121922626,,09,, mlp,4-6,region_code,17375,0.21656908336471287,0.32766197787793855,0.1419758178187127,0.011877051383256232,0.6652657171287693,0.2012310837341947,0.10061554186709738,0.9846330935251798,2.49233500204841,2.5745936655562804,0.8936978417266187,,07,, elastic_net,4-6,region_code,31383,0.23957122823056534,0.32834911393653227,0.17857011716099613,-0.07517981054700501,0.6762297915403468,0.1592324912836276,0.0796162456418138,0.922378357709588,1.1674956973926183,1.5434372877714797,0.624860593314852,,03,, random_forest,1-3,region_code,24242,0.2189604077212139,0.32879523958338835,0.1417805172713722,-0.011439841906223042,0.6579021998652727,NaN,NaN,NaN,NaN,NaN,NaN,,14,, hedonic_ols,4-6,region_code,31383,0.23883737145386993,0.32786713957562197,0.17767612072180228,-0.07400070266128671,0.6741583582601884,0.15894449143096923,0.07947224571548461,0.9220597138578212,1.1670216842494985,1.5440645897295349,0.6271229646623968,,03,, naive_mun_median,7-12,region_code,21407,0.3428790123189367,0.45815523211167464,0.25707670692933426,-0.10095111198163408,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,02,, random_forest,1-3,region_code,30345,0.22794027927669874,0.33542079778149675,0.15119392142579535,-0.01608215181903661,0.6530417806848304,NaN,NaN,NaN,NaN,NaN,NaN,,15,, hedonic_ols,7-12,region_code,5118,0.318451183407599,0.39963407416634156,0.27248165909485955,-0.11081336015707315,0.8702755419372371,0.19879315186415933,0.09939657593207969,0.870652598671356,1.1654979932082417,1.6976211478693801,0.43982024228214145,,09,, xgboost,4-6,region_code,2590,0.2933512975347894,0.3753990372173551,0.24050522578862132,-0.07660755813949778,0.8107762990049211,NaN,NaN,NaN,NaN,NaN,NaN,,09,, naive_mun_median,4-6,region_code,58433,0.32827421276044794,0.4347868791572169,0.2565783274004474,-0.02055946646075052,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,16,, svr,4-6,region_code,17375,0.19889891686751096,0.304902969487113,0.12600372441610297,-0.01974234830653037,0.6109857811198552,NaN,NaN,NaN,NaN,NaN,NaN,,07,, hshn_partial,7-12,region_code,1074,0.33458687048777275,0.41514682222464755,0.28340546137694034,-0.04130253295657669,0.9125135397207796,0.2082286990021361,0.10411434950106804,0.851024208566108,1.3151568398573323,1.791239042009234,0.4171322160148976,,10,, mlp,1-3,region_code,17319,0.21985855477455551,0.328582047085898,0.14594595748992134,0.013780335650414192,0.6845113741485384,0.20073090919898878,0.10036545459949439,0.9842369651827473,2.469612936932548,2.546754336801006,0.8928921993186674,,07,, hshn_full,4-6,region_code,17375,0.20685305819776953,0.2960337416930021,0.14993582103553926,-0.05892284381411127,0.6354196359157714,0.13742364932119355,0.06871182466059676,0.8687194244604316,0.9841091594009949,1.3910990591647325,0.424863309352518,,07,, xgboost,1-3,region_code,50179,0.17456426577626882,0.26202818191123634,0.11705323028237657,-0.013459256994149042,0.4676871612834519,NaN,NaN,NaN,NaN,NaN,NaN,,06,, naive_mun_median,4-6,region_code,9361,0.35307304303755105,0.478987788978648,0.25642952894767745,-0.04077130179614801,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,17,, hshn_full,1-3,region_code,17319,0.19143870261898926,0.2895059821854787,0.12601362280353534,-0.018042292225674158,0.5960285217434867,0.12834274667614717,0.06417137333807357,0.8945666608926612,0.9720037730036531,1.3383095555987552,0.49200300248282236,,07,, random_forest,7-12,region_code,10145,0.2745851370384482,0.3610763104737911,0.22061168614627746,-0.0794438325173306,0.7679979760126044,NaN,NaN,NaN,NaN,NaN,NaN,,08,, xgboost,4-6,region_code,20425,0.2838382721328094,0.39027458552875927,0.20519867195710972,-0.057130682191658365,0.7417446004571531,NaN,NaN,NaN,NaN,NaN,NaN,,05,, hshn_partial,1-3,region_code,30345,0.22285118004661925,0.33708960292373075,0.1406457915262962,0.012338524091286574,0.6384616703426007,0.1505696855064165,0.07528484275320824,0.8915801614763552,1.125332861815632,1.5288802024286572,0.49958807052232657,,15,, elastic_net,4-6,region_code,6680,0.3098253441823103,0.40541581518642716,0.2443397740309763,-0.05445437115630362,0.8088649485189918,0.19796451654101746,0.09898225827050874,0.8705089820359282,1.1675083829102724,1.8186912568834857,0.49206586826347304,,01,, hshn_partial,4-6,region_code,2590,0.3059107522631963,0.3920318377595365,0.24758654242088074,-0.06919375880942343,0.845488633014659,0.1966799300977805,0.09833996504889027,0.859073359073359,1.272036108731303,1.7567441117799398,0.4092664092664093,,09,, mlp,4-6,region_code,20425,0.3083126684807187,0.44438046205085885,0.20502822941484844,0.05684997742394118,0.8057026819522932,0.24581234381564313,0.12290617190782156,0.9723378212974296,2.66741267084054,2.813119727752005,0.8151774785801713,,05,, random_forest,1-3,region_code,31001,0.2191652890863583,0.30901258479066673,0.1586375348390252,-0.04414812295723224,0.6253999416717013,NaN,NaN,NaN,NaN,NaN,NaN,,03,, hshn_partial,7-12,region_code,26927,0.19868335486253794,0.2741476057368635,0.15482597493694072,-0.07062933234878097,0.6284254581250776,0.13265257536429143,0.06632628768214573,0.8260482044045011,0.8840834947028525,1.3422113759642162,0.37467968953095404,,13,, naive_mun_median,4-6,region_code,51070,0.3763981902908873,0.48021831071652177,0.3184339378733778,-0.04872784402961934,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,06,, xgboost,7-12,region_code,104191,0.18556025357581873,0.26883886907925586,0.12971380617325146,-0.040929786738638056,0.48803352558226726,NaN,NaN,NaN,NaN,NaN,NaN,,06,, lightgbm,1-3,region_code,50179,0.17559847805223944,0.2626104072552365,0.1177730615598982,-0.012747734849863482,0.47045799070470995,0.11449972311441024,0.05724986155720513,0.872237390143287,0.7256829189154906,1.1798381073117035,0.47729129715618085,,06,, hshn_full,1-3,region_code,16488,0.2674577194665541,0.38721980871650835,0.17807909932235866,0.016420779433451282,0.7218145050506168,0.17701021350681506,0.08850510675340754,0.8891921397379913,1.2813205252221231,1.7048176171909362,0.47143377001455605,,12,, hedonic_ols,4-6,region_code,24433,0.23336132677107996,0.3368778233475243,0.16318752943947779,-0.031197301874772838,0.697105765975074,0.16016070199436624,0.08008035099718312,0.9178979249375844,1.1664618830934876,1.6512166733902822,0.6655752465927229,,14,, elastic_net,7-12,region_code,5118,0.32181447461234675,0.4016203725686933,0.2785572778783614,-0.12012089384950411,0.8794668724406576,0.2001951784244909,0.10009758921224546,0.8673309886674482,1.165967627970033,1.6886066774161752,0.43278624462680737,,09,, svr,7-12,region_code,104191,0.2017394151756685,0.2963907531609918,0.13596473628597394,-0.03513609891726203,0.5305855976148358,NaN,NaN,NaN,NaN,NaN,NaN,,06,, naive_mun_median,4-6,region_code,2534,0.44028315266829643,0.5595917794376947,0.3627304607860191,-0.003441455779571448,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,11,, naive_mun_median,1-3,region_code,9172,0.355528170271,0.48154431571495787,0.25931470645389076,-0.01661941689156399,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,17,, lightgbm,1-3,region_code,20131,0.26930001480636756,0.3848147145418439,0.1799386929451643,-0.01874278102048317,0.7079279744259154,0.17032857873486365,0.08516428936743183,0.8824698226615667,1.1470896561009138,1.6830925596055135,0.4979881774377825,,05,, hshn_none,7-12,region_code,34742,0.29034543341710717,0.3847277460932191,0.22642826272621974,-0.08677779095989407,0.7770795842321917,0.19195917546897384,0.09597958773448692,0.8097403718841748,1.2558591447204006,1.8401190861343417,0.3599677623625583,,12,, hedonic_ols,7-12,region_code,21387,0.3095716874620269,0.39551984242760757,0.2553926536968376,-0.11528024964423982,0.8413160516832163,0.19433194894648242,0.09716597447324118,0.8794127273577407,1.1649889450045992,1.723728693676537,0.4684153925281713,,04,, naive_mun_median,4-6,region_code,17375,0.3255377179203022,0.4358718345087246,0.24974664822894788,-0.026495130341855622,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,07,, elastic_net,7-12,region_code,1074,0.30857809624117805,0.38517775396857507,0.26399594467889465,-0.007289358223043361,0.8415802164347839,0.19152885328730704,0.0957644266436535,0.8780260707635009,1.1656217141848206,1.6216884332475583,0.46089385474860334,,10,, elastic_net,7-12,region_code,13565,0.31535781176570155,0.4046505086748879,0.2605892702720958,-0.09181713850888873,0.8265019804642,0.19877079173254006,0.09938539586627003,0.8743088831551787,1.1648752547808499,1.7803118574471817,0.46199778842609657,,01,, hshn_full,1-3,region_code,13121,0.17488825102997985,0.266168148598588,0.11857733761230627,-0.004817782225911723,0.5633921247548971,0.11926725259071978,0.059633626295359884,0.8891090618093133,0.8941112955426418,1.2599250582885886,0.48875847877448364,,13,, random_forest,7-12,region_code,49940,0.22954437063154945,0.326978468138375,0.1633970676354206,-0.05696242331611173,0.6887210202105051,NaN,NaN,NaN,NaN,NaN,NaN,,14,, hshn_partial,1-3,region_code,17319,0.19008298264033524,0.2886104991445893,0.1243174278315351,-0.014068265546287198,0.591807600039982,0.1275193305540718,0.06375966527703592,0.8966453028465847,0.9695689164296096,1.3327117331408895,0.5028581326866447,,07,, ridge,7-12,region_code,104191,0.20875356500393544,0.29826816787112126,0.14490834448807988,-0.023675012249376712,0.5490331918796965,0.1451543195246916,0.0725771597623458,0.9383248073250089,1.1645982265358619,1.469444256804143,0.6977282106899828,,06,, hedonic_ols,4-6,region_code,532,0.30732964989191325,0.39428591905796395,0.24756731601473447,0.007943867955224983,0.8489368595346436,0.19412825078681373,0.09706412539340688,0.8853383458646616,1.1666937142337062,1.7053288404845526,0.4924812030075188,,10,, elastic_net,7-12,region_code,34742,0.3105622475999182,0.4013915690144989,0.25336098690353026,-0.10509984257829345,0.8311878006927873,0.1964324999025934,0.09821624995129671,0.8763168499222843,1.1644447917103975,1.7771372832484722,0.471964768867653,,12,, hedonic_ols,4-6,region_code,6680,0.31243277491821164,0.40658188229335146,0.24950474366550068,-0.06030471346907151,0.8156722009519001,0.198850605728329,0.09942530286416451,0.8690119760479041,1.1670339656906599,1.8155854504076967,0.4808383233532934,,01,, hshn_partial,4-6,region_code,31383,0.23034371777608387,0.32204483624996755,0.16717926678093775,-0.050868646084836475,0.6501836026170883,0.15234475052663482,0.07617237526331742,0.858330943504445,1.0541767101155957,1.4971360213535518,0.4454322403849218,,03,, random_forest,4-6,region_code,9361,0.25747343025460107,0.3618809009477318,0.18217470765771715,-0.02345882857340214,0.7292355939708983,NaN,NaN,NaN,NaN,NaN,NaN,,17,, hshn_partial,1-3,region_code,50179,0.20418126314935434,0.2928941502442827,0.1429865241012802,-0.042886580477774446,0.5470361011455807,0.13425334796368282,0.06712667398184141,0.8907112537117121,0.9080260415211103,1.326387931555264,0.4852029733553877,,06,, lightgbm,1-3,region_code,10305,0.24333216616299655,0.3345136181415713,0.17968166500165061,-0.030765199345245912,0.7140452477567022,0.1524052900350485,0.07620264501752425,0.8768558951965065,1.014999547442284,1.437584611055528,0.4729742843279961,,02,, naive_mun_median,7-12,region_code,21387,0.3679612279388567,0.48586896544239633,0.2821571543584902,-0.08609286710114826,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,04,, elastic_net,1-3,region_code,30345,0.2320429142645824,0.34326525901009847,0.1532687423093968,0.0014016614023061428,0.6647957017842038,0.16237400973477106,0.08118700486738553,0.9105948261657604,1.1651053890951018,1.705579030046594,0.6774427418026034,,15,, mlp,4-6,region_code,2534,0.39330800197239046,0.5142513508136366,0.306941381984541,0.03721446897993074,0.8933069539199552,0.2782515161967911,0.1391257580983956,0.9723756906077348,2.840082366916262,2.950155849919769,0.712707182320442,,11,, mlp,7-12,region_code,5160,0.3923483746406191,0.507717677389173,0.31021514048049426,0.026399050293584813,0.9186710979465973,0.27666935881730126,0.13833467940865063,0.9755813953488373,2.8463027294292007,2.9530073515620736,0.7176356589147287,,11,, hedonic_ols,7-12,region_code,1074,0.3036940346365435,0.38329883608001875,0.2536475979438926,0.009570283016850154,0.828259991595829,0.18989845418789927,0.09494922709394964,0.8798882681564246,1.1651489155239567,1.6376737143542923,0.4729981378026071,,10,, svr,7-12,region_code,34742,0.28936913046265256,0.40109376520330886,0.20720568174722853,-0.038246048809987734,0.7744666101447283,NaN,NaN,NaN,NaN,NaN,NaN,,12,, elastic_net,4-6,region_code,2590,0.30876680973016685,0.3927741257318254,0.25311267719552966,-0.08219646805060406,0.8533823213067353,0.1943723762299024,0.09718618811495118,0.8667953667953668,1.1676719369466853,1.6969124677645568,0.4745173745173745,,09,, elastic_net,7-12,region_code,10145,0.2918401458401903,0.3799900269757995,0.2381320633783055,-0.08082748062208403,0.8162591891967763,0.1846344741552942,0.0923172370776471,0.8964021685559389,1.1644083647806658,1.6721500195870502,0.5013307047806801,,08,, mlp,4-6,region_code,4928,0.3148509900652416,0.4307171777545924,0.2292123431150932,-0.017570422894222813,0.8559279030013333,0.23976965712541512,0.11988482856270755,0.979099025974026,2.5845002557163115,2.700070669977751,0.8041801948051948,,08,, hshn_full,4-6,region_code,20425,0.2871881125143749,0.4034449243176986,0.20085446056755885,-0.02783211644499147,0.7504986208249805,0.189533425660201,0.09476671283010052,0.8623255813953489,1.2921658287842095,1.8218801850184672,0.43422276621787026,,05,, hshn_partial,4-6,region_code,30821,0.23472704236481953,0.33799161597500865,0.16348005494048934,-0.030413504345263073,0.6702713308580112,0.15693695762037926,0.07846847881018965,0.8677849518185653,1.1255794734131148,1.5693092065538745,0.45241880535998186,,15,, hshn_none,1-3,region_code,16488,0.26516112196521224,0.38627213145451855,0.17590122685892062,0.014746057288985216,0.7156164510477715,0.1757198376286528,0.0878599188143264,0.8906477438136827,1.27823949831889,1.699680975132549,0.4724648229015041,,12,, naive_mun_median,1-3,region_code,4850,0.36201919747891126,0.4903121357607529,0.2616646579450421,0.032840588626421946,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,08,, lightgbm,7-12,region_code,21407,0.2629927784213959,0.3436653328033484,0.2123758354623,-0.10544000807969288,0.7670133457359799,0.157415316811986,0.078707658405993,0.8291213154575606,1.0159945481371497,1.503692442120169,0.41262203951978327,,02,, hshn_full,7-12,region_code,26927,0.20184900275128767,0.2758156460278808,0.1590851490799121,-0.07779953374148368,0.6384382431725547,0.1346233544963779,0.06731167724818896,0.8121587997177554,0.876518690453719,1.3592701623274563,0.35733650239536524,,13,, lightgbm,4-6,region_code,9361,0.2588775151315637,0.3568050148173925,0.1881798276364819,-0.05350318691923248,0.7332123486528277,0.15837652481603817,0.0791882624080191,0.8864437560089734,1.1384102995980216,1.5473677683289762,0.483281700673005,,17,, lightgbm,4-6,region_code,2590,0.2897740521501706,0.37160079410015606,0.23629450650050288,-0.06571334241927955,0.8008893620868061,0.17368717725627048,0.08684358862813522,0.8528957528957529,1.1073384588542967,1.5560634583384276,0.4366795366795367,,09,, hshn_none,1-3,region_code,31001,0.21611127827766632,0.31720136221471845,0.1444610305648215,-0.003520509265270258,0.6166851575488008,0.1442152963212218,0.0721076481606109,0.8869713880197413,1.043618343317956,1.4427234774073248,0.49288732621528336,,03,, ridge,1-3,region_code,24242,0.22745853817794212,0.33637786088582267,0.1531271485227661,-0.010485421573512906,0.6834362166330077,0.1590563051196945,0.07952815255984727,0.9168797953964194,1.1651099896855168,1.6732399424568947,0.6858345021037868,,14,, xgboost,1-3,region_code,4850,0.2547427714605444,0.3480213854446783,0.18968406613065447,-0.0315914739254094,0.7036719964978763,NaN,NaN,NaN,NaN,NaN,NaN,,08,, hshn_full,4-6,region_code,4928,0.2840289434375719,0.3841718852856833,0.2165220686342897,-0.035398362765292485,0.7721376321472888,0.18588702860231998,0.09294351430115999,0.877435064935065,1.3094417061898616,1.732760588511346,0.4277597402597403,,08,, elastic_net,4-6,region_code,2534,0.350081899805406,0.4466964861952325,0.292343848570658,-0.01605930115788971,0.7951289929759204,0.2229815014468974,0.11149075072344869,0.8216258879242304,1.1672588393295074,2.0157377492676734,0.4187056037884767,,11,, naive_mun_median,1-3,region_code,17319,0.32119050621771905,0.4326428711200407,0.24526135656782877,-0.003032836536204247,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,07,, hshn_none,7-12,region_code,42020,0.28955836846587957,0.3971894161286051,0.21227732803568955,-0.06482966400313589,0.7622952655242403,0.19036171385371092,0.09518085692685546,0.847144217039505,1.2765293299272367,1.8238066234577208,0.39064731080437887,,05,, elastic_net,1-3,region_code,24242,0.22640074801472485,0.33675607657051976,0.15043935902060923,-0.0032191994875013616,0.6802579138401916,0.15901034795335894,0.07950517397667947,0.9164260374556554,1.165581195862537,1.6812191574540207,0.6897120699612244,,14,, random_forest,7-12,region_code,34742,0.27942193363675477,0.37149551019731647,0.21567149421921172,-0.0771923305063283,0.7478439645505751,NaN,NaN,NaN,NaN,NaN,NaN,,12,, hshn_none,7-12,region_code,49940,0.24193669259423678,0.3341367063440991,0.181846162403005,-0.06975458860047495,0.7259027319703578,0.1601580070356238,0.08007900351781193,0.8205847016419704,1.0843835810637255,1.5873607552571094,0.3731878253904686,,14,, mlp,4-6,region_code,30821,0.2573540669334059,0.374595536357928,0.17014231509393518,0.031929845899316384,0.7348835958878388,0.22144238000385139,0.1107211900019257,0.9802082995360306,2.570437304255198,2.657723882795261,0.8631452581032413,,15,, random_forest,7-12,region_code,19184,0.2632496243085143,0.3611314966807697,0.1946064564943919,-0.06065014549820433,0.7370197825183983,NaN,NaN,NaN,NaN,NaN,NaN,,17,, mlp,1-3,region_code,2538,0.3885905785324917,0.5066061757472281,0.30486717137498953,0.06372045369375057,0.901916343442531,0.2749165891725906,0.1374582945862953,0.9736012608353034,2.8227423870065627,2.9330249162733626,0.7123719464144996,,11,, hedonic_ols,4-6,region_code,2590,0.3055917904521412,0.39106099106768166,0.25033151000788045,-0.07285300440944095,0.8446070733322427,0.1930753810044044,0.09653769050220222,0.8706563706563707,1.1671982578620879,1.704042608342655,0.48185328185328186,,09,, random_forest,7-12,region_code,13565,0.2985121946463231,0.38287596227272275,0.24402148323749273,-0.1058285892372521,0.7823523339615406,NaN,NaN,NaN,NaN,NaN,NaN,,01,, ridge,7-12,region_code,26927,0.17591199007096123,0.25996557835759576,0.12438987314263272,-0.036062078455482476,0.5564007766353749,0.1291607148042244,0.06458035740211218,0.9564377762097523,1.1642980875184268,1.4116461032733392,0.778029487131875,,13,, hshn_full,4-6,region_code,10444,0.2689527421781637,0.3601595066220415,0.20771929268372702,-0.059907991799911076,0.7780898955991211,0.17642354679237704,0.08821177339618852,0.8522596706242819,1.1920719069112355,1.6582262779100725,0.40951742627345844,,02,, hshn_none,1-3,region_code,17319,0.18993019113760415,0.2884867689510896,0.12437834891205846,-0.014004085450881767,0.591331896369502,0.12740597280426472,0.06370298640213234,0.8978001039320977,0.9695605733899983,1.3317674272525248,0.5021652520353369,,07,, random_forest,4-6,region_code,2590,0.2919162155075984,0.37435453213020453,0.24025367182220325,-0.06523564506906823,0.8068099606776246,NaN,NaN,NaN,NaN,NaN,NaN,,09,, ridge,1-3,region_code,30345,0.23227942853003727,0.34270534033200345,0.153946514724975,-0.004365374803819693,0.6654733077674908,0.16226108772118258,0.08113054386059129,0.9105289174493326,1.1646349008164467,1.699303654075587,0.6751359367276323,,15,, mlp,7-12,region_code,21407,0.2651697795693563,0.3705898896882029,0.19150185812310205,0.0017716346795007755,0.7733625274290705,0.2233398699649518,0.1116699349824759,0.9862194609239968,2.6306653500115593,2.694353290175959,0.862801887233148,,02,, hedonic_ols,1-3,region_code,50179,0.20329587919386127,0.29457003777079677,0.13868244144680908,0.0005789369054972916,0.544664007939969,0.14306319503851964,0.07153159751925982,0.9422866139221586,1.1645140740549855,1.4744468694258421,0.7121505012056837,,06,, naive_mun_median,4-6,region_code,31383,0.3542748799706963,0.4635143674252532,0.2788299627825399,-0.05733484869389715,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,03,, svr,4-6,region_code,20425,0.29181422982079114,0.42055508335253455,0.19091000356229415,-0.008346027415200324,0.7625878909129483,NaN,NaN,NaN,NaN,NaN,NaN,,05,, hshn_none,7-12,region_code,5160,0.35361527466414533,0.4429690761165802,0.30037384031669845,-0.05654055804375839,0.8279787903389627,0.22308763843326967,0.11154381921663484,0.8736434108527131,1.4891024754028912,1.909151766847844,0.4375968992248062,,11,, xgboost,4-6,region_code,24433,0.22454723243746516,0.32646676379175665,0.15319759303388203,-0.04333641185098051,0.6707759706022592,NaN,NaN,NaN,NaN,NaN,NaN,,14,, mlp,1-3,region_code,4850,0.3141562229761816,0.4306442250214098,0.23059914901698164,0.007578384436847468,0.8677888497735875,0.23945331130513306,0.1197266556525665,0.9764948453608248,2.5759876532407153,2.7009142766614906,0.8107216494845361,,08,, random_forest,4-6,region_code,58433,0.20782373900265352,0.3047904912552247,0.14351508674090852,-0.03682263668306395,0.6330796965593793,NaN,NaN,NaN,NaN,NaN,NaN,,16,, hshn_full,1-3,region_code,2547,0.2916452954820381,0.3837272701419576,0.2267381615735733,-0.01980017731229855,0.7902107668793755,0.18843353838096616,0.09421676919048308,0.8712210443659207,1.3027617994083065,1.6887751016290975,0.45308205732234,,09,, ridge,4-6,region_code,51070,0.20498944935516344,0.2956657236856126,0.1410446119896518,-0.01175280843682704,0.5446079567936921,0.14375716607253225,0.07187858303626612,0.9414137458390445,1.166003361681886,1.471736120230976,0.7091051497943999,,06,, lightgbm,4-6,region_code,13235,0.16958462410654138,0.25188010004248657,0.12122929624795198,-0.03416336776592629,0.5425397867921179,0.10601684063334571,0.053008420316672855,0.8626369474877219,0.7477091448196385,1.1659687728159636,0.4571968265961466,,13,, mlp,4-6,region_code,31383,0.2515936365900278,0.3621372292999079,0.1755435656745874,0.11986160049742817,0.7101650464487865,0.22212273442631333,0.11106136721315667,0.9812318771309307,2.639484418280641,2.7216432022435804,0.8778956760029315,,03,, hshn_partial,7-12,region_code,5160,0.3539791114002115,0.44314395755094166,0.3021610303006268,-0.05781696739253457,0.828830702352365,0.223087574481124,0.11154378724056202,0.8757751937984496,1.4897009441094806,1.9070918107041288,0.437984496124031,,11,, hedonic_ols,4-6,region_code,17375,0.19524781578414313,0.2925854481692756,0.13138486206209343,-0.01980026793910932,0.5997701803388064,0.14065385061681251,0.07032692530840626,0.9442302158273381,1.1669510631810889,1.5047886163887318,0.7428489208633093,,07,, elastic_net,4-6,region_code,13235,0.17348709086276273,0.2603859450056461,0.12027801212386713,-0.019579585939575903,0.555024665613169,0.12906190133008574,0.06453095066504289,0.9544389875330563,1.1667365910377985,1.4261573735223234,0.7883641858707972,,13,, svr,4-6,region_code,10444,0.2771221390462025,0.3787832604292854,0.20628017957706124,-0.045759844907362596,0.8017242527158421,NaN,NaN,NaN,NaN,NaN,NaN,,02,, xgboost,4-6,region_code,58433,0.20279939354349036,0.29920600996471164,0.13897094951226308,-0.038718007163680165,0.6177743656382766,NaN,NaN,NaN,NaN,NaN,NaN,,16,, naive_mun_median,7-12,region_code,104191,0.38022030014112024,0.4846440332635315,0.32217070584087004,-0.061050438791956374,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,06,, ridge,1-3,region_code,9172,0.2798173429849737,0.38477345750353986,0.20319898278701132,-0.03777045543033926,0.7870468963730328,0.18465610431840404,0.09232805215920202,0.8874836458787615,1.1647939593625314,1.8080953589075297,0.5657435673789795,,17,, xgboost,4-6,region_code,30821,0.23098480435193677,0.33230056900269106,0.15892813559456265,-0.04620575510614003,0.659585238501495,NaN,NaN,NaN,NaN,NaN,NaN,,15,, hshn_full,1-3,region_code,9172,0.26172172530618576,0.3790166511443876,0.17579074411146767,0.019880857536596973,0.7361490514427855,0.17292294359523744,0.08646147179761873,0.8803968600087222,1.2277624215094012,1.6586595400134132,0.46412996075010904,,17,, lightgbm,4-6,region_code,20425,0.2783562436107857,0.3865706874231622,0.19777236549443877,-0.04528864955266206,0.7274186076119721,0.17154242538968867,0.08577121269484435,0.8746144430844554,1.15783633300976,1.6862893419090965,0.48259485924112605,,05,, xgboost,7-12,region_code,1074,0.29943598614360273,0.37178600271418744,0.25476850519774175,-0.046194875096021444,0.8166470825270072,NaN,NaN,NaN,NaN,NaN,NaN,,10,, naive_mun_median,4-6,region_code,10444,0.34565767233241457,0.4629914017805095,0.2570451029898919,-0.0732088168496313,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,02,, elastic_net,7-12,region_code,63338,0.2383353307837066,0.3380251456816725,0.16980099104744362,-0.040614648536857534,0.6806414987331104,0.16170605335223812,0.08085302667611904,0.916369320155357,1.164768114096015,1.6298231931803295,0.6433736461523888,,15,, naive_mun_median,1-3,region_code,31001,0.35044021350645943,0.46076997330960356,0.27376347531780354,-0.028081656331120395,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,03,, naive_mun_median,4-6,region_code,20425,0.38266307831276936,0.5217050919766282,0.2767618280342976,-0.03844552688731709,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,05,, lightgbm,7-12,region_code,10145,0.2717848554256369,0.3559565695386072,0.21755272061969322,-0.09144461515430316,0.7601657581653462,0.16231929990896427,0.08115964995448213,0.8563824544110399,1.067160281479628,1.5145454219095302,0.451848201084278,,08,, ridge,7-12,region_code,10145,0.2891730538209672,0.3784863398591785,0.23332053740433345,-0.07514088532117828,0.8087994945654682,0.18353630563682258,0.09176815281841129,0.8964021685559389,1.1639397570171788,1.674125053337606,0.5103992114342041,,08,, mlp,4-6,region_code,24433,0.2538146043642186,0.3766491263231614,0.16551273942268097,0.09273517135429633,0.7582045690224721,0.2199975614225397,0.10999878071126985,0.9770801784471821,2.5569390834136527,2.671529254907491,0.8578971063725289,,14,, lightgbm,4-6,region_code,24433,0.22182763466683666,0.3249931758450588,0.14928767238585827,-0.037323481866137764,0.662651885462403,0.1380576521235419,0.06902882606177095,0.8689068063684361,0.972460124477362,1.433096181231344,0.47022469610772316,,14,, random_forest,1-3,region_code,2547,0.28390525258788396,0.36855915374741643,0.22814693036337097,-0.04347963610435807,0.7692391780150337,NaN,NaN,NaN,NaN,NaN,NaN,,09,, xgboost,1-3,region_code,10305,0.24438741683748183,0.33497969833755203,0.1825855448683278,-0.0376682925433671,0.7171418245109795,NaN,NaN,NaN,NaN,NaN,NaN,,02,, svr,4-6,region_code,51070,0.19685568557874117,0.29310562230364007,0.13088611312348775,-0.020872965703092446,0.5229984911101926,NaN,NaN,NaN,NaN,NaN,NaN,,06,, xgboost,4-6,region_code,6680,0.2897230175676561,0.3816998968728742,0.22467982892880567,-0.07599257430072927,0.7563835499258983,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hshn_full,7-12,region_code,10145,0.3003776112224319,0.38845160321101885,0.24514168027623917,-0.09156888852130599,0.8401379621141943,0.19522956622037163,0.09761478311018582,0.8367668802365698,1.2907150297696042,1.7903416198215851,0.3724987678659438,,08,, xgboost,1-3,region_code,2538,0.3348482544555001,0.432520296747546,0.27323396842637937,-0.0061866738489480665,0.7771807397058829,NaN,NaN,NaN,NaN,NaN,NaN,,11,, hedonic_ols,1-3,region_code,13121,0.16890095212352524,0.259604525157544,0.11255353224694176,-0.0021818006849431315,0.5441043965479754,0.12835040282370308,0.06417520141185154,0.9522902217818764,1.1648226587998647,1.441281396496297,0.804664278637299,,13,, elastic_net,4-6,region_code,58433,0.21026048798753524,0.31028366089887127,0.1435178845219678,-0.023648301957883578,0.6405026036600961,0.1484420597762938,0.0742210298881469,0.9330857563363169,1.1667825159337162,1.5695896408603591,0.7103520271079699,,16,, xgboost,7-12,region_code,63338,0.23455001309789547,0.3286900689038734,0.17070733922452952,-0.06787882818463295,0.6698313335159795,NaN,NaN,NaN,NaN,NaN,NaN,,15,, elastic_net,1-3,region_code,2547,0.3017850709575274,0.3869628417766394,0.24717646309174945,-0.0595397212352338,0.8176844133896947,0.1908319152384022,0.0954159576192011,0.8790734197094621,1.1656093734521649,1.6911525973562227,0.48095798979191207,,09,, elastic_net,4-6,region_code,17375,0.1947200778180132,0.2926111414047686,0.1299745392731939,-0.017391437963274605,0.5981490533938201,0.1406109972774041,0.07030549863870203,0.9443453237410072,1.1674244226751407,1.5078050071688736,0.7441151079136691,,07,, naive_mun_median,4-6,region_code,16757,0.37981275537650977,0.5016073642340674,0.2903523010076583,-0.04205838472263584,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,12,, naive_mun_median,7-12,region_code,49940,0.3332907866836851,0.44165854051330394,0.2606521710165408,-0.042591092918141824,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,14,, ridge,7-12,region_code,13565,0.3182974669761083,0.4063321299302426,0.2659738910019964,-0.09760583520827472,0.8342063428190738,0.19995231766834487,0.09997615883417243,0.8729082196830077,1.1644059024384095,1.7784021272381423,0.4489495023958717,,01,, naive_mun_median,7-12,region_code,63769,0.35598268108014275,0.46449220609196007,0.28410425110389603,-0.08808363832876197,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,03,, xgboost,7-12,region_code,49940,0.23069284802073406,0.3245035385669652,0.16664783742318434,-0.06970477752637426,0.6921668922089849,NaN,NaN,NaN,NaN,NaN,NaN,,14,, random_forest,4-6,region_code,20425,0.28070519066854105,0.39358487849668133,0.19549304988306382,-0.03270658518833278,0.7335570285647127,NaN,NaN,NaN,NaN,NaN,NaN,,05,, hshn_none,7-12,region_code,34836,0.21343081839450043,0.29904246688150876,0.1592433563093012,-0.08333319105475359,0.657016458678166,0.1408542515234903,0.07042712576174516,0.8446147663336778,0.9629669848122434,1.4184861142801293,0.4066195889309909,,07,, hedonic_ols,4-6,region_code,51070,0.20499044038001368,0.29566662861392334,0.14103808413951047,-0.011745477560551849,0.5446105897097788,0.1437575427856211,0.07187877139281054,0.9414137458390445,1.1660033305320692,1.4717384104291336,0.7090855688271,,06,, mlp,4-6,region_code,10444,0.26456925648135426,0.37808968659166753,0.1851962732821164,0.032886233955661384,0.7654083148107339,0.22530785010597926,0.11265392505298961,0.9835312140942167,2.6327760931816377,2.7207355771613786,0.8571428571428571,,02,, lightgbm,7-12,region_code,1074,0.290968693416253,0.36379942773639046,0.2530415575903042,-0.026345522108087684,0.7935543674804726,0.17957501545330304,0.08978750772665153,0.8566108007448789,1.1176727338622519,1.5419421368785484,0.4590316573556797,,10,, xgboost,4-6,region_code,13235,0.16846969114173452,0.25140997894028727,0.11937448118026417,-0.03445479849147901,0.5389728626313887,NaN,NaN,NaN,NaN,NaN,NaN,,13,, ridge,4-6,region_code,6680,0.3124323463482621,0.4065819052467721,0.24948093588902154,-0.06030502903874023,0.815671082078907,0.19885055120834333,0.09942527560417168,0.8690119760479041,1.167033998673752,1.8155889120989142,0.4808383233532934,,01,, lightgbm,1-3,region_code,30345,0.22030303837535067,0.32766428332348835,0.14341788717390358,-0.015596350751799003,0.631161324042584,0.140303191494326,0.070151595747163,0.8781018289668808,0.973159853058193,1.441349730262345,0.4825836216839677,,15,, ridge,4-6,region_code,13235,0.17193406050503138,0.2595465793458213,0.11866770868127219,-0.01692019062792676,0.5500561682414031,0.12863334263368337,0.06431667131684168,0.9541367585946354,1.16626309402011,1.4274894764030468,0.7926709482432943,,13,, svr,4-6,region_code,532,0.4359697636375961,0.5526221701230923,0.3533331045367012,0.1101213414770376,1.2042795159032926,NaN,NaN,NaN,NaN,NaN,NaN,,10,, xgboost,7-12,region_code,119935,0.20883812562198917,0.29877326445308044,0.1498213758587621,-0.061324365375065096,0.6344301622038772,NaN,NaN,NaN,NaN,NaN,NaN,,16,, hshn_full,4-6,region_code,24433,0.2347996502227121,0.3367698726422,0.16696216088258886,-0.03565574142935066,0.7014023800942315,0.15678435378518746,0.07839217689259373,0.8561781197560676,1.1076616074818084,1.5667761365891724,0.4243031964965416,,14,, lightgbm,4-6,region_code,30821,0.22700425831414262,0.3294496134279034,0.15438148131831042,-0.03709538812977339,0.6482186491924237,0.14105266310142778,0.07052633155071389,0.8674929431231952,0.9795491712892305,1.4536085477688305,0.4717887154861945,,15,, hshn_none,4-6,region_code,9361,0.2699548509979998,0.3734449031921635,0.19857437931277566,-0.033458767444257055,0.7645864115694859,0.17799014566051422,0.08899507283025712,0.8563187693622476,1.2431994458444988,1.6958988409600042,0.41961328917850654,,17,, lightgbm,4-6,region_code,16757,0.26562870409516304,0.36146017871345565,0.19595445560978852,-0.057264007315723675,0.6993675181652189,0.16229910842050382,0.08114955421025191,0.8588052754072925,1.088356829354731,1.5552624845310008,0.47013188518231186,,12,, ridge,1-3,region_code,31001,0.2289790688421719,0.3227989073078951,0.1635529578136019,-0.04641055128654809,0.6534040901043775,0.15570345488746534,0.0778517274437327,0.9251959614205993,1.1649742031338055,1.558491059759293,0.6551078997451695,,03,, random_forest,7-12,region_code,21407,0.2640188800697592,0.3454164381936005,0.21180350752560706,-0.08975556074424389,0.7700059513242417,NaN,NaN,NaN,NaN,NaN,NaN,,02,, hedonic_ols,7-12,region_code,19184,0.29530593418146706,0.38528056167600155,0.2381313683763251,-0.1033613873116686,0.8267678100529694,0.18781268141799093,0.09390634070899545,0.8876668056713928,1.1641282614926558,1.7202758850544115,0.5013552960800667,,17,, random_forest,7-12,region_code,26927,0.18388642824010837,0.26155180913342,0.13775974606459407,-0.057970987386656,0.581623523468916,NaN,NaN,NaN,NaN,NaN,NaN,,13,, hshn_none,7-12,region_code,26927,0.19810545787210346,0.2736948748258201,0.15386042294525737,-0.07030571438972923,0.6265975990111917,0.13243305166820032,0.06621652583410016,0.8251940431537119,0.8830016817203468,1.3427078643675447,0.3738255282801649,,13,, xgboost,1-3,region_code,57634,0.1931796277836904,0.2950123470907426,0.12540577081742033,-0.016659069881599164,0.5926569410125498,NaN,NaN,NaN,NaN,NaN,NaN,,16,, hedonic_ols,1-3,region_code,9172,0.2798185484312753,0.3847737727576006,0.20320779565211122,-0.03777251537259855,0.7870502869519023,0.18465644027935021,0.09232822013967511,0.8873746184038378,1.164793930353969,1.8080927618475657,0.5657435673789795,,17,, hshn_full,1-3,region_code,57634,0.20241344995922766,0.3104595981602919,0.1296224713180143,0.00534395733941123,0.6209854395565861,0.1379039492298481,0.06895197461492406,0.8718291286393448,1.0095797117071579,1.4404593660987515,0.4812784120484436,,16,, hshn_full,4-6,region_code,6680,0.30298945849923514,0.4017545836752629,0.2348289403668682,-0.05110277236734932,0.7910184152222558,0.19520471501183623,0.09760235750591811,0.8766467065868263,1.3168693516782657,1.7734788014220269,0.4224550898203593,,01,, xgboost,1-3,region_code,515,0.29843981497550903,0.37729692570338125,0.245870604736103,-0.015255475607269317,0.8481429151907203,NaN,NaN,NaN,NaN,NaN,NaN,,10,, elastic_net,7-12,region_code,63769,0.2561362486444878,0.338446028325832,0.20256894045352958,-0.11244699702265284,0.7195188481285234,0.16502732758367797,0.082513663791839,0.919804293622293,1.1648229572053252,1.5259197713752901,0.5745424892973074,,03,, hshn_none,1-3,region_code,9172,0.26064401102635193,0.3772939325315756,0.17470374468246597,0.014956556460672003,0.7331177465562773,0.17224707654268986,0.08612353827134492,0.8822503270824248,1.228402924340103,1.6581897790048907,0.46391190580026165,,17,, elastic_net,7-12,region_code,21387,0.3026355090448708,0.39132311001854136,0.2449988052958325,-0.09765316535941972,0.8224657547211986,0.1915067684978366,0.09575338424891831,0.8831533174358255,1.165458542631737,1.7269690563733042,0.48856782157385326,,04,, elastic_net,1-3,region_code,16488,0.29056211321655273,0.3945492365164141,0.21875272457174155,-0.038690634453565895,0.7841686093644215,0.19013942610754897,0.09506971305377447,0.8782144590004852,1.1650523463171192,1.8295208473025453,0.5403323629306163,,12,, naive_mun_median,4-6,region_code,10606,0.3665571104854466,0.4870159733230187,0.2732610354560663,-0.049303640276831866,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,04,, ridge,4-6,region_code,20425,0.29446833475761225,0.40416752595343514,0.21635742697062277,-0.04650349732727789,0.7695237702471227,0.1945227313579594,0.09726136567897971,0.8712362301101592,1.165991840305699,1.9178181705781838,0.5444308445532435,,05,, svr,1-3,region_code,10305,0.2723614212998791,0.37938455215766537,0.19686530547154568,-0.011357276128125163,0.7992300468042848,NaN,NaN,NaN,NaN,NaN,NaN,,02,, hshn_full,1-3,region_code,10589,0.2700098924192704,0.37848662711307346,0.19237110976612115,0.008550060840527831,0.7417714857559102,0.17665322481070142,0.08832661240535072,0.8942298611766928,1.2516724396184253,1.6594681420253214,0.4821985078855416,,04,, hshn_none,1-3,region_code,10305,0.25341920777978266,0.3529544511616544,0.1850803485480057,-0.0034732463984494468,0.7436451327368307,0.16596520671583548,0.08298260335791771,0.888015526443474,1.1887307005562522,1.5806012764389563,0.45084910237748665,,02,, hshn_partial,7-12,region_code,13565,0.30556170042231817,0.3950395244929815,0.24928964228913664,-0.10123970673034163,0.8008279520302077,0.1967781759215432,0.0983890879607716,0.8521194249907851,1.2799220716825852,1.7780925100247227,0.3701437523037228,,01,, xgboost,4-6,region_code,4928,0.2682502174620539,0.3589589515020707,0.20726629968673205,-0.0639023413660422,0.729242890626993,NaN,NaN,NaN,NaN,NaN,NaN,,08,, mlp,7-12,region_code,19184,0.2988588896681207,0.417050657836847,0.20326281373606658,-0.05075672820875339,0.8367150169557309,0.23520252180654716,0.11760126090327358,0.9801918265221018,2.6176950928069234,2.702553571147402,0.8093202668890742,,17,, naive_mun_median,1-3,region_code,57634,0.32595522707224944,0.4337098735913694,0.25221832680926237,-0.004107769520711947,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,16,, hshn_none,7-12,region_code,63769,0.25120583633850146,0.33337758665279027,0.1970316690732261,-0.10596804399385876,0.7056687015679486,0.16459931511087408,0.08229965755543703,0.8012357101412912,1.0263766330018556,1.5922907025930098,0.36931737991814206,,03,, xgboost,4-6,region_code,532,0.3061109258877133,0.38233300782620266,0.26729454809423014,-0.04230108295509281,0.8455703775530683,NaN,NaN,NaN,NaN,NaN,NaN,,10,, mlp,7-12,region_code,63769,0.2410218399247574,0.3499724499602135,0.16519208870318813,0.06724834996658154,0.6770605783220558,0.21721509551966106,0.10860754775983054,0.9832206871677461,2.614820010231857,2.6848340872485386,0.8850225030971162,,03,, hshn_none,1-3,region_code,57634,0.19980417898564568,0.3084737063949211,0.12732355178751043,0.008083629840228616,0.6129804414560229,0.13638835747325326,0.06819417873662663,0.8743797064232918,1.007328326297459,1.4299446833436884,0.4846791824270396,,16,, hshn_none,7-12,region_code,5118,0.32293960326242044,0.4042646290043489,0.281254064041045,-0.12165012150361411,0.8825416669357332,0.2098534888934752,0.10492674444673762,0.8096912856584604,1.2651486189955146,1.8978577984186424,0.36186010160218834,,09,, hedonic_ols,1-3,region_code,31001,0.22898030998598112,0.3228002529093566,0.1635498728652216,-0.04640887714000249,0.6534076317750003,0.15570392146891335,0.07785196073445666,0.9251959614205993,1.1649741736805526,1.5584928891046772,0.6550756427212026,,03,, hshn_full,1-3,region_code,6577,0.28885398253200606,0.39453030316376597,0.21225344090178133,0.0013902213354806054,0.7642741635590264,0.18693246155127047,0.09346623077563523,0.8946328113121484,1.3132198225569178,1.719850598709485,0.4602402311084081,,01,, ridge,7-12,region_code,21407,0.2985524613091516,0.3789536473904295,0.25278500554331806,-0.13184116170608196,0.8707224723088219,0.18616526625724447,0.09308263312862222,0.8949876208716775,1.1641339374805857,1.612592960954624,0.4714812911664409,,02,, hshn_none,7-12,region_code,21407,0.277197660067449,0.3588346750364507,0.22850183549258674,-0.10917202583294397,0.8084416079967219,0.1815377328328806,0.0907688664164403,0.814266361470547,1.1699581333794253,1.711537440835544,0.35581819031158035,,02,, mlp,4-6,region_code,58433,0.24047929350345473,0.35143035911217724,0.1628496952292906,0.02920222014562283,0.7325561501808857,0.21232806827732567,0.10616403413866282,0.9816884294833399,2.5356306985086685,2.6210277891852116,0.8806325192956035,,16,, svr,7-12,region_code,26927,0.1840397366539851,0.2694467462191642,0.13022983848498448,-0.05339093116984704,0.5821084302709557,NaN,NaN,NaN,NaN,NaN,NaN,,13,, lightgbm,1-3,region_code,57634,0.19173286176505155,0.2945638271858419,0.12377686859432124,-0.01045213783891973,0.5882183988494626,0.12359164500837296,0.061795822504186484,0.8820487906444113,0.8670502984715555,1.3154640606481833,0.48275323593712044,,16,, mlp,1-3,region_code,50179,0.23113370801824565,0.324986712578186,0.1702809423018472,0.029333226362060486,0.6192462546631177,0.20611580649875308,0.10305790324937654,0.9885011658263417,2.527810296621007,2.5875261367902476,0.8978058550389605,,06,, naive_mun_median,7-12,region_code,5160,0.4270825277050639,0.5438322069416689,0.3525958500880009,-0.0202164141011778,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,11,, xgboost,7-12,region_code,5118,0.3053838640644615,0.38468943499546276,0.2601457976766417,-0.11142972019137971,0.8345646731587714,NaN,NaN,NaN,NaN,NaN,NaN,,09,, random_forest,4-6,region_code,10606,0.2803559433744815,0.37367364455958485,0.21909509674227134,-0.054699782083791476,0.7648356432185823,NaN,NaN,NaN,NaN,NaN,NaN,,04,, hshn_none,4-6,region_code,2534,0.3540636822476992,0.4479167503424488,0.2943600495789118,-0.029242475923026725,0.8041726786544706,0.22259608568036252,0.11129804284018126,0.8839779005524862,1.5063759590004406,1.8963931092426496,0.4664561957379637,,11,, hshn_partial,1-3,region_code,2538,0.34188434027407666,0.44113380735685037,0.27165617214699633,0.013660381756075304,0.7935114516279369,0.21578784563446257,0.10789392281723129,0.904649330181245,1.491657364922682,1.831642751350236,0.4936958234830575,,11,, naive_mun_median,4-6,region_code,532,0.36201708812641287,0.4795787082113256,0.2691445527643701,-0.04633521331079746,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,10,, xgboost,7-12,region_code,21387,0.2872202886530162,0.37352496889692566,0.23201188405009532,-0.0963007183935108,0.7805721550117855,NaN,NaN,NaN,NaN,NaN,NaN,,04,, hshn_partial,1-3,region_code,20131,0.27232259524233937,0.4004484087534668,0.17221325916109187,0.023587748618697744,0.7158736451571831,0.18155331346236253,0.09077665673118128,0.8895732949182852,1.2891729674249996,1.770202442042146,0.48676171079429736,,05,, hedonic_ols,4-6,region_code,10444,0.2863229330445014,0.37374373460730903,0.23178094880146727,-0.08885381041876535,0.8283424785929482,0.18207882468985268,0.09103941234492634,0.8979318268862505,1.1667854781710236,1.6455234727346304,0.5146495595557258,,02,, naive_mun_median,1-3,region_code,24242,0.33281604433919404,0.44729250588026054,0.25491306171645256,0.0015426177296775467,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,14,, random_forest,7-12,region_code,34836,0.19022075022764745,0.28254052167156063,0.1284293748551466,-0.04597615909583558,0.5855675605884911,NaN,NaN,NaN,NaN,NaN,NaN,,07,, mlp,1-3,region_code,16488,0.2979742996021976,0.4319745982885173,0.20013086752518472,0.0691204745366001,0.8041726072223567,0.24131295187551666,0.12065647593775833,0.9736778262979137,2.6162400190139614,2.7643636183501803,0.8252668607472101,,12,, hshn_none,1-3,region_code,10589,0.2695649397783655,0.3789598477330803,0.19142605774001709,0.008559587496665409,0.7405491113511141,0.17652609939163474,0.08826304969581736,0.8937576730569459,1.2481608160697815,1.6621937422134172,0.484276135612428,,04,, hshn_full,7-12,region_code,1074,0.376262287285581,0.4572363216081924,0.34048622559599373,-0.010426843910011748,1.0261742522468458,0.23095010566489516,0.11547505283244759,0.839851024208566,1.3756599763696198,1.879121139570451,0.388268156424581,,10,, naive_mun_median,4-6,region_code,24433,0.33475741868906606,0.4474634570418359,0.2576246451678035,-0.021243901906322225,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,14,, ridge,7-12,region_code,119935,0.2151103249849191,0.30885320309111214,0.15290080276191098,-0.0466971712336906,0.6534845012875437,0.14872427006112895,0.0743621350305645,0.9349564347354817,1.1641585505750605,1.5327377670018625,0.6899820736232126,,16,, hshn_partial,7-12,region_code,63338,0.24544794897919228,0.33836748062219263,0.18350412613963663,-0.0694708385581291,0.7009538170644836,0.1623811293393293,0.08119056466966464,0.831617670276927,1.11029622349177,1.604416416285578,0.39069752755060155,,15,, ridge,7-12,region_code,42020,0.30057568346443636,0.4034961477747435,0.2293598283153475,-0.07800709301684998,0.7912995975581759,0.19530740072374608,0.09765370036187304,0.8721323179438363,1.164209086568843,1.8660626332190329,0.5165397429795335,,05,, svr,7-12,region_code,119935,0.20347255081249668,0.3100702851536683,0.13078324252824558,-0.017510579849272952,0.6181300614125832,NaN,NaN,NaN,NaN,NaN,NaN,,16,, random_forest,4-6,region_code,17375,0.18739942599185794,0.28131458788453806,0.12419205890725848,-0.03154818361427578,0.575661177417656,NaN,NaN,NaN,NaN,NaN,NaN,,07,, hshn_none,7-12,region_code,104191,0.2299302703211056,0.3115420178681226,0.17522034428709432,-0.10382497013180522,0.6047290747910253,0.14885781988363495,0.07442890994181746,0.8460519622616157,0.9004470585456393,1.4201927012222235,0.4059083798024781,,06,, ridge,4-6,region_code,30821,0.23554415224829836,0.3415877756288165,0.16070766522596713,-0.023231119944053902,0.6726046168890487,0.16244951483350137,0.08122475741675068,0.9116835923558613,1.166092123148048,1.6737459959110221,0.6607183413906103,,15,, lightgbm,1-3,region_code,31001,0.20669154126691647,0.2971159936322175,0.1450865687579963,-0.0318489702372268,0.5898054312853758,0.13154099680280604,0.06577049840140302,0.8673913744717913,0.8956930704369682,1.3322727840661308,0.46956549788716495,,03,, xgboost,4-6,region_code,31383,0.21947155897791887,0.3039471824319978,0.16336558820926683,-0.06757460627874923,0.6194951191461059,NaN,NaN,NaN,NaN,NaN,NaN,,03,, lightgbm,7-12,region_code,21387,0.2854257447225701,0.3720643234278615,0.22910072595662534,-0.09436705811664559,0.7756951631056048,0.17187653187894128,0.08593826593947065,0.8307850563426381,1.1197940448788302,1.6302018982614073,0.4079581053911254,,04,, hshn_full,7-12,region_code,104191,0.23246117563288343,0.3135054134914392,0.17862966277750303,-0.1082084855102886,0.6113854929539653,0.1505068885897074,0.0752534442948537,0.8372988069986851,0.8939482488019949,1.4359317775213942,0.3953508460423645,,06,, ridge,4-6,region_code,532,0.3073329890733203,0.39428665331443047,0.24758488158593206,0.007936577579872895,0.8489460833572657,0.19412911421505222,0.09706455710752612,0.8853383458646616,1.1666937467638288,1.7053171310766781,0.4924812030075188,,10,, hshn_none,1-3,region_code,20131,0.27225412139474037,0.4003997820488548,0.17211154284125207,0.023602053449203318,0.71569364311646,0.18152280031413323,0.09076140015706662,0.8893745963936218,1.28940153721222,1.7703553729547303,0.48606626595797525,,05,, lightgbm,1-3,region_code,17319,0.17273809067458934,0.26928475123875734,0.10803349740864476,-0.011926108453568444,0.537805717574662,0.11149020105872073,0.05574510052936037,0.8882729949766153,0.7433676635654514,1.1217367913113994,0.4901553207460015,,07,, hshn_partial,1-3,region_code,6577,0.2819169534132579,0.38698543467058977,0.20630637529322726,-0.007097595356661148,0.7459195884174896,0.18319558919848244,0.09159779459924122,0.895849171354721,1.2953643778527926,1.6985545051577462,0.46176068116162383,,01,, lightgbm,4-6,region_code,6680,0.2822638058599397,0.37455262497470543,0.2168212845637889,-0.06494109538302448,0.7369096914851763,0.17276897531637586,0.08638448765818793,0.859880239520958,1.1314194063713499,1.5993031993312714,0.4676646706586826,,01,, naive_mun_median,1-3,region_code,13121,0.3104201201003027,0.4110080273648321,0.2443538070197544,-0.01821511537958346,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,13,, elastic_net,4-6,region_code,532,0.3120134012441618,0.39502669960963627,0.2592538629057124,-0.009222752293030389,0.861874788449792,0.19515577368180326,0.09757788684090164,0.881578947368421,1.1671680810841178,1.6771582642657417,0.4699248120300752,,10,, hshn_partial,7-12,region_code,10145,0.2947232237265038,0.38423004146868095,0.236726589485027,-0.08511337353920563,0.8243229831998196,0.19205193265924966,0.09602596632962486,0.8409068506653524,1.2784635687649926,1.7740879942982573,0.38284869393790044,,08,, naive_mun_median,1-3,region_code,6577,0.37794550215708983,0.5013453843120009,0.28792904701842126,0.0066465699673479315,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hshn_none,1-3,region_code,13121,0.17397855127775325,0.26593091573704225,0.11788624406135284,-0.0007829060475485095,0.5604615809746399,0.11880605981203737,0.05940302990601869,0.8939867388156391,0.8996545439694642,1.2579834452442646,0.49371236948403324,,13,, hshn_none,4-6,region_code,2590,0.30579815687910056,0.3920038747153711,0.24906846548554462,-0.06829038105553603,0.8451774372927742,0.1967198609713661,0.09835993048568306,0.8586872586872587,1.2705306447150624,1.7560283851667764,0.41003861003861003,,09,, elastic_net,4-6,region_code,16757,0.2992495891274857,0.39767058397227917,0.23469518760133035,-0.06615747695957663,0.7878871493687423,0.19298358876849142,0.09649179438424571,0.8778420958405443,1.1669874444424997,1.8095529270339337,0.5078474667303217,,12,, naive_mun_median,1-3,region_code,2538,0.4308499134734353,0.5523029283931651,0.35323070743316,0.021253547731749665,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,11,, hshn_none,4-6,region_code,31383,0.23023629023288406,0.32194869446071345,0.1669945550182792,-0.0509717040521588,0.6498803704398346,0.15236732772244171,0.07618366386122084,0.8584265366599751,1.0530425927662026,1.4975738659664593,0.4444444444444444,,03,, svr,4-6,region_code,4928,0.30857137416782204,0.4186863425475065,0.22860194811087808,-0.013053141203240207,0.8388566577572945,NaN,NaN,NaN,NaN,NaN,NaN,,08,, mlp,4-6,region_code,532,0.4652290684338064,0.5918047545676514,0.3915306928821023,-0.12411925486497002,1.2851025095018522,0.3020353494806009,0.15101767474030042,0.9680451127819549,2.6588913175396454,2.8946874294557343,0.6522556390977443,,10,, naive_mun_median,1-3,region_code,10305,0.34077975720371645,0.457339294953342,0.2507577365342524,-0.03363148909570602,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,02,, random_forest,4-6,region_code,31383,0.22849563276520662,0.313663544527024,0.17190517494710456,-0.0692066073925467,0.6449670741095348,NaN,NaN,NaN,NaN,NaN,NaN,,03,, random_forest,7-12,region_code,63769,0.24633978537127757,0.3245592812299777,0.19731706727236364,-0.10760435863016406,0.6919993540804275,NaN,NaN,NaN,NaN,NaN,NaN,,03,, random_forest,7-12,region_code,119935,0.21396273770495883,0.30434152589671354,0.1547051620335278,-0.05919878279224007,0.6499982413816959,NaN,NaN,NaN,NaN,NaN,NaN,,16,, elastic_net,1-3,region_code,6577,0.3020068272848553,0.4009181150321048,0.23629504324367723,-0.02996961374862084,0.7990750665404895,0.19500483338289262,0.09750241669144631,0.8744108256043789,1.1651695582332067,1.8236321291302682,0.505701687699559,,01,, random_forest,4-6,region_code,30821,0.23127208116990036,0.334880589994152,0.15811802980925194,-0.033178270801695275,0.660405567566102,NaN,NaN,NaN,NaN,NaN,NaN,,15,, mlp,4-6,region_code,6680,0.34248393202664346,0.46580929075003996,0.25849607178817724,-0.047081005853227914,0.8941271372696492,0.2502759793771432,0.1251379896885716,0.9761976047904192,2.5842091077815987,2.7087367480428703,0.7690119760479042,,01,, hedonic_ols,4-6,region_code,9361,0.2874901207406819,0.3848673920039476,0.222286142164128,-0.06798521388446957,0.8142511200157129,0.18614455408861794,0.09307227704430895,0.8867642345903215,1.1661823407646823,1.76236291899226,0.5327422283944023,,17,, hedonic_ols,1-3,region_code,17319,0.19012761367316508,0.29189607376362525,0.12379849320893754,0.000542070911009153,0.5919465550587819,0.13955389472511673,0.06977694736255835,0.9436457070269646,1.1644171843214028,1.5192453753430706,0.7554131300883423,,07,, hedonic_ols,7-12,region_code,21407,0.298552039420906,0.3789535334387164,0.25277262848990567,-0.13183958437260962,0.8707212418799232,0.18616515941069822,0.09308257970534911,0.8949876208716775,1.1641339081565736,1.6125954900859467,0.4714812911664409,,02,, ridge,7-12,region_code,63769,0.25524224792269196,0.3377698152828868,0.2011802794174944,-0.11108398806976771,0.7170074879716662,0.16464759970621967,0.08232379985310981,0.9200081544324045,1.164354419927288,1.5262052004365294,0.5770358638209788,,03,, hedonic_ols,7-12,region_code,119935,0.21511067612043946,0.30885327164036874,0.1529086731246032,-0.04669785671946425,0.6534855680035202,0.1487243173051031,0.07436215865255155,0.9349564347354817,1.1641585215280987,1.5327366182766349,0.6899653979238755,,16,, hshn_partial,4-6,region_code,20425,0.28445454705037576,0.40236710114448054,0.196540576480011,-0.023080840963374035,0.7433550900823441,0.18791684115917617,0.0939584205795881,0.868984088127295,1.291657491144673,1.8081724249729605,0.43833537331701344,,05,, hedonic_ols,7-12,region_code,63338,0.23908175145124747,0.33807226885206226,0.17138368542053417,-0.0462851865366287,0.6827731377149172,0.161866416297111,0.0809332081485555,0.9157219994316208,1.1642995332613988,1.6262452752758494,0.6408633048091193,,15,, naive_mun_median,7-12,region_code,34836,0.32484851113759955,0.4366727841100178,0.2482613392958335,-0.03522254459655664,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,07,, mlp,1-3,region_code,13121,0.19534869096651744,0.287038289504681,0.13307204236583914,0.008839308605350914,0.6293042181138148,0.19253510240547042,0.09626755120273522,0.9875771663745141,2.5085306852276883,2.5564693626632162,0.9171557045956863,,13,, naive_mun_median,7-12,region_code,5118,0.3659199507074797,0.47705329126044177,0.28691306212614265,-0.05778947142203846,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,09,, naive_mun_median,7-12,region_code,10145,0.357533672763145,0.4825298886369311,0.2636697735674769,-0.022075407184751653,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,08,, xgboost,7-12,region_code,5160,0.3444352981762796,0.43608756766265655,0.285879563448999,-0.05496451272651516,0.8064841706990666,NaN,NaN,NaN,NaN,NaN,NaN,,11,, random_forest,1-3,region_code,515,0.29293261721100305,0.37710721942275366,0.24096604991269466,0.03230833913941147,0.8324918842888843,NaN,NaN,NaN,NaN,NaN,NaN,,10,, elastic_net,4-6,region_code,4928,0.28559341262074517,0.38179843694458887,0.22270688666098248,-0.04609608070904817,0.7763906688837661,0.18430104291353655,0.09215052145676828,0.8950892857142857,1.1664882004689763,1.7295455559415762,0.5284090909090909,,08,, svr,4-6,region_code,6680,0.3263428823034798,0.4396434540291789,0.24474253869132934,-0.014292858821957868,0.8519874944078736,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hedonic_ols,1-3,region_code,24242,0.2274590271441405,0.33637786774404166,0.1531221211251914,-0.010488515582940694,0.6834376858115726,0.1590564127541711,0.07952820637708555,0.9168797953964194,1.165109960292207,1.6732374273357484,0.6858345021037868,,14,, xgboost,4-6,region_code,51070,0.1803657801155254,0.2658150159313638,0.12349280802221596,-0.02814846255437533,0.47918875480282064,NaN,NaN,NaN,NaN,NaN,NaN,,06,, mlp,1-3,region_code,31001,0.26755606585113745,0.37524408776268975,0.19635879385735855,0.15643784597717264,0.7634856261900028,0.22603125735052645,0.1130156286752632,0.9783877939421309,2.6284563177412763,2.7250075163178096,0.8643269571949292,,03,, xgboost,4-6,region_code,10444,0.2545259664892186,0.3394639395945137,0.19590225575643316,-0.07272445737203304,0.7363527179123172,NaN,NaN,NaN,NaN,NaN,NaN,,02,, hshn_partial,4-6,region_code,17375,0.20363310567627937,0.29423335551123575,0.1455854338366418,-0.051931038003388746,0.6255284548198885,0.13557046543721724,0.06778523271860862,0.8751654676258993,0.9826657887740101,1.3814032134034036,0.4386187050359712,,07,, hshn_none,4-6,region_code,16757,0.27807930183089197,0.3820501561150453,0.20522992306078436,-0.040303050015086106,0.7321484017966456,0.18311911706078818,0.09155955853039409,0.8605955719997613,1.2755867814707529,1.7330622404185991,0.4164826639613296,,12,, lightgbm,7-12,region_code,13565,0.286914372857372,0.37349533141555846,0.22598361426680924,-0.09615599053011491,0.7519563129339698,0.17444848833593488,0.08722424416796741,0.8433468485071877,1.1272467153618182,1.6078709571588,0.4335422042019904,,01,, hshn_partial,4-6,region_code,532,0.34222992440878514,0.4294291698662499,0.2882410762893777,-0.04880415405887001,0.9453419068695502,0.2148015995261532,0.1074007997630766,0.8646616541353384,1.3161445918836092,1.8595203569097043,0.4323308270676692,,10,, ridge,7-12,region_code,1074,0.3036970505354244,0.3833015714973551,0.2536542449518242,0.009564252402929222,0.8282682168096852,0.18989996857511102,0.09494998428755551,0.8798882681564246,1.1651489463237656,1.6376778771098612,0.4729981378026071,,10,, naive_mun_median,1-3,region_code,20131,0.3804059516432484,0.5201673342736379,0.2743962629331822,-0.015103924297663137,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,05,, naive_mun_median,7-12,region_code,34742,0.37363667674268974,0.4932200554125096,0.28707439169140603,-0.06933105764733251,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,12,, random_forest,7-12,region_code,63338,0.236385420234857,0.33268751527939594,0.17048188112585283,-0.05672603424900596,0.6750729158713066,NaN,NaN,NaN,NaN,NaN,NaN,,15,, random_forest,1-3,region_code,20131,0.27431465757789614,0.39352565724893745,0.18278231404665846,-0.009500813235657338,0.7211103201538587,NaN,NaN,NaN,NaN,NaN,NaN,,05,, lightgbm,1-3,region_code,9172,0.250592063264911,0.35727215252496825,0.17242119755605145,-0.02111433650956754,0.7048444658376808,0.15857436615386675,0.07928718307693336,0.8940252943741823,1.1323842267773807,1.5513584132722384,0.5040340165721762,,17,, hshn_none,1-3,region_code,4850,0.27206058562735036,0.38132237106832934,0.19461046428981277,0.014057012418446311,0.7515087252885221,0.1788741409578666,0.0894370704789333,0.8944329896907216,1.2925423921014845,1.7028158417495978,0.4775257731958763,,08,, mlp,7-12,region_code,42020,0.3038951069349801,0.43216535255106714,0.20706082699154837,0.023148182865125842,0.800038356549228,0.2416280238988197,0.12081401194940984,0.9761066158971918,2.654765618000639,2.7699504491618385,0.8198238933841028,,05,, lightgbm,1-3,region_code,13121,0.1631954305897298,0.25027389645150644,0.11113894718715933,-0.016778962243272726,0.5257243974295166,0.10453080560134548,0.05226540280067273,0.8764575870741559,0.7402631426405554,1.150584253898664,0.4684856337169423,,13,, elastic_net,7-12,region_code,5160,0.3495872381412258,0.4420595117181821,0.29181130093157837,-0.037289212294698414,0.8185472723966009,0.22138270720171033,0.11069135360085518,0.8275193798449613,1.16600215115878,1.9711349467677588,0.4131782945736434,,11,, svr,1-3,region_code,24242,0.22410811292043922,0.34185044355367483,0.1390836084757634,0.006896071067167613,0.6733693183734747,NaN,NaN,NaN,NaN,NaN,NaN,,14,, hedonic_ols,7-12,region_code,34836,0.19645604638847355,0.2920999295875473,0.13350203514491277,-0.03272769404703421,0.60476203415708,0.14068442953963348,0.07034221476981674,0.9448846021357217,1.1653572769078535,1.4964171989389587,0.7371971523711104,,07,, ridge,4-6,region_code,4928,0.2836014295852147,0.3811465936191651,0.2181963649319254,-0.04118472002100712,0.770975428289914,0.18365574352048702,0.09182787176024351,0.895900974025974,1.1660145214923814,1.733614438179488,0.5355113636363636,,08,, elastic_net,7-12,region_code,104191,0.2100812897818056,0.299096195075797,0.14633265841991872,-0.033290199318199744,0.5525251800175665,0.14564652714076937,0.07282326357038467,0.9377873328790395,1.165066725409256,1.4675853340314664,0.6940810626637618,,06,, hshn_partial,7-12,region_code,21387,0.2949162322282822,0.3844021100708649,0.23613467326410031,-0.09458618788532468,0.8014872487524359,0.19166943509660386,0.09583471754830193,0.8340580726609622,1.2353861148780898,1.7521901510839968,0.37158086688175057,,04,, hedonic_ols,1-3,region_code,515,0.31285836388494376,0.3981747654474142,0.267369469516078,0.01995362399832636,0.8891193181075747,0.19642509537845762,0.09821254768922882,0.8815533980582524,1.1646523421623287,1.727125868727266,0.4446601941747573,,10,, ridge,7-12,region_code,5118,0.3184528050888362,0.39963527330343596,0.2724834577134949,-0.11081907258924767,0.8702799737295843,0.1987939020274161,0.09939695101370805,0.870652598671356,1.1654980247578877,1.697618562513115,0.43982024228214145,,09,, xgboost,1-3,region_code,31001,0.20763792320077745,0.2984836745441981,0.1459730642395609,-0.03695886247600692,0.5925059830410992,NaN,NaN,NaN,NaN,NaN,NaN,,03,, elastic_net,7-12,region_code,49940,0.23635341343540442,0.3337283654046877,0.17262839085328796,-0.051018851702070565,0.709150756272538,0.1594863039442886,0.0797431519721443,0.9211253504205046,1.1647848144096702,1.6098341505496918,0.6468562274729676,,14,, hshn_none,7-12,region_code,63338,0.24524119598561825,0.33821128892130803,0.18314231011185367,-0.06916653979648672,0.7003633688629892,0.16230702199863248,0.08115351099931624,0.8311598092772111,1.1100946043374025,1.6046547176336687,0.39005020682686536,,15,, ridge,7-12,region_code,19184,0.29530457522165654,0.38527961291144663,0.23813530656235127,-0.10336000135993155,0.8267640053741722,0.1878121187699566,0.09390605938497829,0.8876668056713928,1.164128290557239,1.7202755817477822,0.5013552960800667,,17,, hshn_full,4-6,region_code,13235,0.1887519689663238,0.27071062656842143,0.1395064851446115,-0.038152549417451734,0.603860482865744,0.12754865339207572,0.06377432669603784,0.850623347185493,0.8977361378599483,1.3198691645186367,0.427956176803929,,13,, hedonic_ols,7-12,region_code,13565,0.31829829836787144,0.40633262910349466,0.2659831607656873,-0.09760615862675001,0.8342085217628423,0.1999526354587827,0.09997631772939136,0.8729082196830077,1.1644058726540998,1.7784008969517202,0.44887578326575744,,01,, lightgbm,1-3,region_code,515,0.29067176608552586,0.3695216556561465,0.24823666319948146,0.0000605031945009588,0.8260667199235605,0.18144696301449037,0.09072348150724519,0.8737864077669902,1.1163175323904106,1.4962840407242852,0.4621359223300971,,10,, elastic_net,1-3,region_code,10305,0.2779786904082916,0.3704231818353814,0.21620612329270728,-0.054161882845712064,0.8157136230428068,0.17929999838333482,0.08964999919166741,0.9005337214944202,1.1653159967265598,1.6728344804299136,0.5428432799611839,,02,, hshn_partial,1-3,region_code,13121,0.17437551187757316,0.26625987841118076,0.11825210409038256,-0.0007789371168479775,0.5617403659957,0.11897867160315738,0.05948933580157869,0.8939867388156391,0.9007406349580432,1.2583567476021855,0.49371236948403324,,13,, random_forest,7-12,region_code,5118,0.3050648957870068,0.38387225604376757,0.26207508168355087,-0.10253193534652734,0.8336929844824966,NaN,NaN,NaN,NaN,NaN,NaN,,09,, random_forest,7-12,region_code,21387,0.29088040184980013,0.3774663032458185,0.2361457451143476,-0.09486508433016838,0.7905191627910728,NaN,NaN,NaN,NaN,NaN,NaN,,04,, svr,4-6,region_code,31383,0.22789788703572564,0.32630680236972176,0.15941240394732858,-0.037032903262916264,0.6432798369858346,NaN,NaN,NaN,NaN,NaN,NaN,,03,, mlp,7-12,region_code,49940,0.2449160534614386,0.364918306170993,0.1566593140682251,0.047206530714840884,0.7348419555740077,0.2154226517995659,0.10771132589978297,0.9800360432519023,2.53550993640947,2.631856081241201,0.8654585502603124,,14,, random_forest,1-3,region_code,13121,0.17206795320973642,0.25800684717226385,0.12107498799971417,-0.02365061344558078,0.5543067026523215,NaN,NaN,NaN,NaN,NaN,NaN,,13,, hshn_full,4-6,region_code,16757,0.2803527927804347,0.3837276892841213,0.20755051788913192,-0.04069993816885979,0.7381342222235794,0.18443027450498484,0.0922151372524924,0.8571343319209882,1.2779438205811646,1.74052825553055,0.41236498179865133,,12,, hshn_full,7-12,region_code,63769,0.255556052190792,0.33616763451195303,0.20345567467775183,-0.11411146898165173,0.7178890035194112,0.16744820828940463,0.0837241041447023,0.7906976744186046,1.0258180716122658,1.619710370218285,0.3549216704041149,,03,, random_forest,4-6,region_code,13235,0.17705077665984317,0.25906693300900246,0.12769405121487587,-0.037032322878298586,0.5664257070856992,NaN,NaN,NaN,NaN,NaN,NaN,,13,, hedonic_ols,1-3,region_code,2547,0.29902411888747177,0.3859566912861897,0.24318805594752568,-0.05009755063436944,0.8102036342158361,0.1898916133259297,0.09494580666296483,0.8814291323125245,1.1651394304704623,1.7021879195967846,0.48998822143698467,,09,, hshn_none,4-6,region_code,13235,0.185858192147655,0.26932048172302514,0.13505050066950552,-0.031347112778354114,0.594602632594848,0.12595090129488667,0.06297545064744334,0.859463543634303,0.9038637198003949,1.3096349720481422,0.44193426520589346,,13,, random_forest,1-3,region_code,4850,0.26113632489248995,0.35623810739338985,0.1959525411074292,-0.025864689853412514,0.7213328097267603,NaN,NaN,NaN,NaN,NaN,NaN,,08,, random_forest,4-6,region_code,2534,0.34039488490630315,0.4297788623233671,0.28076595703383944,-0.04229135229494309,0.7731272088049942,NaN,NaN,NaN,NaN,NaN,NaN,,11,, elastic_net,1-3,region_code,17319,0.19012773924740892,0.29239121035059823,0.12343907621453098,0.0018899408148800782,0.5919469460237744,0.13969217005939444,0.06984608502969722,0.9438189271897915,1.1648872513634037,1.5228836943170037,0.7570875916623362,,07,, hshn_partial,1-3,region_code,31001,0.2162030373633513,0.31731259829823893,0.1447552483989849,-0.0034072857194418628,0.616946997035676,0.1442404368498626,0.07212021842493128,0.887293958259411,1.044951704570445,1.4431565477488935,0.49401632205412727,,03,, lightgbm,4-6,region_code,17375,0.17976197063124352,0.27264181601090437,0.11819837657552235,-0.032803004825162414,0.5522001314614261,0.11298869273826866,0.05649434636913434,0.8787338129496403,0.7602558393272671,1.1407349193765857,0.4815539568345324,,07,, xgboost,7-12,region_code,34742,0.2846351290776031,0.372090365640786,0.22452187442914262,-0.10715786679792036,0.7617965440625657,NaN,NaN,NaN,NaN,NaN,NaN,,12,, mlp,4-6,region_code,9361,0.304532572546998,0.42631510474589995,0.20560326541503748,-0.018775794117826563,0.8625200324755733,0.23856418723821293,0.1192820936191065,0.9784211088558915,2.6233916924990797,2.728053853111177,0.7966029270377096,,17,, hedonic_ols,4-6,region_code,13235,0.17193340394667603,0.25954611978476205,0.11866646785292723,-0.01692012929982339,0.5500540677618814,0.12863314734480935,0.06431657367240468,0.9541367585946354,1.166263062499831,1.4274893492654774,0.7926709482432943,,13,, svr,4-6,region_code,2590,0.33043779601309176,0.4336762501436801,0.25719895530331804,0.0006530067220160109,0.9132774784166934,NaN,NaN,NaN,NaN,NaN,NaN,,09,, random_forest,1-3,region_code,9172,0.25334186425098526,0.36542964326458727,0.17031193562093971,0.004712782116175685,0.7125788768239557,NaN,NaN,NaN,NaN,NaN,NaN,,17,, svr,4-6,region_code,24433,0.22825814743561829,0.3417410669873246,0.14661143513374597,-0.013510390562592596,0.6818613559917313,NaN,NaN,NaN,NaN,NaN,NaN,,14,, random_forest,1-3,region_code,50179,0.18293331029597124,0.2688430260930164,0.12541122289024997,-0.026476002376334126,0.4901092455323037,NaN,NaN,NaN,NaN,NaN,NaN,,06,, hshn_none,4-6,region_code,20425,0.2841462158325927,0.4021973325622299,0.19603471834671105,-0.022601157816891454,0.7425493389261506,0.18784348511895255,0.09392174255947626,0.8690330477356181,1.2922436290913726,1.8090886318059662,0.4383843329253366,,05,, xgboost,1-3,region_code,30345,0.2230693867020074,0.329451417190814,0.14693891067499365,-0.023159785393783876,0.6390868255948631,NaN,NaN,NaN,NaN,NaN,NaN,,15,, svr,1-3,region_code,30345,0.2305886983971109,0.3510208583740842,0.13983275680890017,0.018613446951552703,0.660629418744597,NaN,NaN,NaN,NaN,NaN,NaN,,15,, lightgbm,1-3,region_code,16488,0.25454398035043174,0.35573429907211,0.1777777444229418,-0.026973915597116566,0.6869629246698071,0.16001338050862193,0.08000669025431098,0.8756065016982048,1.0866678758401684,1.528598932316071,0.4901140223192625,,12,, ridge,1-3,region_code,17319,0.19012700386222872,0.29189579359080464,0.12379652828012766,0.000542158589361714,0.5919446564630123,0.13955371328296307,0.06977685664148155,0.9436457070269646,1.1644172130902941,1.5192459469701813,0.7554708701426179,,07,, svr,4-6,region_code,30821,0.23456282233461853,0.35045807766404785,0.14847505374777903,-0.004690795577376775,0.6698023947819314,NaN,NaN,NaN,NaN,NaN,NaN,,15,, random_forest,1-3,region_code,16488,0.2625822218042654,0.3654473276547762,0.18465587852412746,-0.01563834013046826,0.708656519036979,NaN,NaN,NaN,NaN,NaN,NaN,,12,, elastic_net,4-6,region_code,30821,0.23470788115250676,0.3416863404171533,0.15977368323371266,-0.016675649956709344,0.6702166153418596,0.1623211200415906,0.08116056002079532,0.9119756010512313,1.1665651201318659,1.6789408352251074,0.6645793452516141,,15,, hedonic_ols,1-3,region_code,4850,0.27683344647411195,0.3784305879553004,0.20834359882510523,-0.015182935812010502,0.7646927245902155,0.18121032297271203,0.090605161486356,0.9004123711340206,1.163830413348773,1.7414061315985496,0.5531958762886598,,08,, hshn_full,7-12,region_code,5160,0.355776132735291,0.445100186174781,0.3049003856454853,-0.053283001010190005,0.8330383700009009,0.22417725683833167,0.11208862841916582,0.8738372093023256,1.5072766721710678,1.9097468983730095,0.44476744186046513,,11,, svr,1-3,region_code,20131,0.28777117822820913,0.42157513222421916,0.17835392412805362,0.01822470693084698,0.7564844266634559,NaN,NaN,NaN,NaN,NaN,NaN,,05,, mlp,4-6,region_code,16757,0.31516086145668165,0.43676466142987724,0.22445468212003838,-0.00222776945706677,0.8297795611004731,0.2436165895398247,0.12180829476991237,0.9768454974040699,2.607276368156825,2.7252369068967335,0.8120785343438564,,12,, ridge,4-6,region_code,9361,0.28748861912640933,0.3848663069231032,0.2223310207785545,-0.06798321944250876,0.814246867030949,0.1861439331739409,0.09307196658697045,0.8867642345903215,1.166182372424326,1.7623622689738943,0.5327422283944023,,17,, lightgbm,7-12,region_code,104191,0.18647010571892017,0.2691627822247747,0.1310784664764313,-0.04026334705951329,0.4904264860390439,0.11913675925955088,0.05956837962977544,0.8509756120970141,0.7319825319770429,1.2174395094574855,0.4493286368304364,,06,, mlp,7-12,region_code,104191,0.23861216248339365,0.3305294949448767,0.17769131169612074,-0.014013896843007903,0.6275629217977888,0.20703943196121002,0.10351971598060501,0.98960562812527,2.5236273666884013,2.5771495310717887,0.8960274879788082,,06,, svr,7-12,region_code,5118,0.33832607947152465,0.4389011041333579,0.2696793315206545,-0.04576305810736835,0.9245904160661251,NaN,NaN,NaN,NaN,NaN,NaN,,09,, hshn_none,1-3,region_code,515,0.3353712448910463,0.41981646552681384,0.27760342255218085,-0.00802230219987209,0.9530991879765617,0.20878007094457396,0.10439003547228698,0.8699029126213592,1.336755432202978,1.8008561709350854,0.4174757281553398,,10,, mlp,7-12,region_code,34836,0.22622107425438265,0.33326811068161666,0.15325983220148842,-0.031045291213289066,0.6963894446127222,0.2023561284758002,0.1011780642379001,0.9855322080606269,2.4763101716993705,2.5498544546166584,0.8873291996784936,,07,, hedonic_ols,1-3,region_code,16488,0.2926658332742784,0.39545303079044286,0.22195377000198668,-0.04288225482991662,0.7898461260024193,0.1908088918087227,0.09540444590436135,0.8774866569626395,1.1645820964594866,1.8265695497289491,0.533539543910723,,12,, hshn_partial,7-12,region_code,63769,0.2512588686933425,0.33342948224645486,0.19709509700863492,-0.10597183610886313,0.7058176761042382,0.1645241379302243,0.08226206896511216,0.8021766061879597,1.027807210548273,1.5916765435281481,0.37082281359281155,,03,, svr,1-3,region_code,31001,0.22217829042957868,0.3268781370172121,0.14815102041285044,-0.006744706722766441,0.6339977030789117,NaN,NaN,NaN,NaN,NaN,NaN,,03,, svr,1-3,region_code,13121,0.17500365203625712,0.26692479776487954,0.11733339964114009,-0.017575300698538462,0.5637638822499975,NaN,NaN,NaN,NaN,NaN,NaN,,13,, mlp,4-6,region_code,13235,0.19586106268111392,0.28304771176682875,0.13742784100265482,-0.00871859052584003,0.626604090717151,0.19225484474396382,0.09612742237198192,0.9888930865130336,2.5200087730687297,2.559379829014908,0.9209671326029467,,13,, hshn_full,4-6,region_code,58433,0.2169200619574135,0.31362398966048083,0.15347278147027943,-0.03787909505685173,0.6607892229284148,0.14664182740153342,0.07332091370076674,0.8334502763849195,1.0159650884249032,1.5050002650184262,0.4207896223024661,,16,, hshn_full,7-12,region_code,5118,0.32882695096638764,0.4078533609972728,0.2869847497551543,-0.11987943749354185,0.8986308353251158,0.21223224186295864,0.1061161209314793,0.8034388432981634,1.2854319500149858,1.8944860647130957,0.3542399374755764,,09,, random_forest,4-6,region_code,51070,0.18742167026071505,0.271575619643272,0.1305593485758365,-0.037215479095728886,0.4979345679528167,NaN,NaN,NaN,NaN,NaN,NaN,,06,, random_forest,1-3,region_code,10305,0.24766647403629383,0.34043678470373556,0.18372825658874348,-0.01656439470128245,0.726764042760439,NaN,NaN,NaN,NaN,NaN,NaN,,02,, hshn_full,4-6,region_code,2534,0.3548228451900811,0.44901998426277334,0.29942909886713664,-0.02427103493862744,0.8058969393666534,0.22271074830551804,0.11135537415275902,0.888318863456985,1.5252589961159577,1.8721383069151243,0.46685082872928174,,11,, elastic_net,7-12,region_code,21407,0.2986423687274527,0.3791427139386239,0.2526368516469937,-0.13055145990860567,0.8709846855533512,0.18625091607463337,0.09312545803731669,0.8954547577895081,1.164602848405559,1.613421065581064,0.4717148596253562,,02,, naive_mun_median,7-12,region_code,13565,0.3815572366669741,0.5040349541056898,0.2876820724517817,-0.048621296814291996,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,01,, svr,1-3,region_code,16488,0.2875237931342801,0.4131468274186953,0.1916108228678235,0.035198723087816595,0.775968795536856,NaN,NaN,NaN,NaN,NaN,NaN,,12,, hshn_partial,1-3,region_code,4850,0.2721501494918824,0.3814547980766861,0.19462194437297864,0.013704426242468742,0.7517561261588509,0.1789564515322674,0.0894782257661337,0.8952577319587629,1.2935417861545209,1.703027265963058,0.4775257731958763,,08,, hshn_partial,4-6,region_code,4928,0.27976240596186186,0.3811238493096292,0.20975065334455145,-0.030786236438112242,0.7605389756720324,0.18336950690550236,0.0916847534527512,0.8762175324675324,1.2976857460551448,1.7221950621634083,0.43851461038961037,,08,, mlp,7-12,region_code,63338,0.25778349211789786,0.37044865063752513,0.1750604845348791,-0.007930147680720043,0.7361818402954794,0.2190830038440317,0.10954150192201587,0.9820644794594082,2.549996471016561,2.628458160604034,0.8640942246360794,,15,, hshn_full,1-3,region_code,10305,0.25578914868852703,0.35594588397693777,0.18654229156570068,-0.0017180129373480016,0.750599597779564,0.16747727087753736,0.08373863543876867,0.8877244056283358,1.2010973969690433,1.5886101391077239,0.4499757399320718,,02,, lightgbm,4-6,region_code,31383,0.21795690586082325,0.30270125167028433,0.16160705943344666,-0.062332744809365376,0.6152197578299976,0.13555063880712215,0.06777531940356106,0.8432272249306949,0.9032092852478559,1.3650535597442237,0.43861326195711053,,03,, hshn_full,4-6,region_code,31383,0.23341179842642837,0.3237253745060638,0.17226776800224997,-0.05824930680774119,0.6588437725128435,0.15432017059643943,0.07716008529821972,0.8494089156549725,1.0529412752856557,1.513770279011403,0.4334512315584871,,03,, lightgbm,4-6,region_code,532,0.2913498853671336,0.37110163330055607,0.24866683729104633,-0.024468866667643696,0.8047959472714089,0.1791678652352662,0.08958393261763309,0.8627819548872181,1.11337541106102,1.50787930693975,0.4605263157894737,,10,, svr,7-12,region_code,63338,0.23054491371927077,0.34049085211287244,0.15032070613237547,-0.02190368850080476,0.6583935125488645,NaN,NaN,NaN,NaN,NaN,NaN,,15,, hedonic_ols,7-12,region_code,10145,0.28917097835418065,0.37848518513081075,0.2333242623438032,-0.07513561920881846,0.8087936896107334,0.1835354763768729,0.09176773818843645,0.8964021685559389,1.16393972833242,1.6741260556117985,0.5103992114342041,,08,, ridge,1-3,region_code,6577,0.30409167571424334,0.4015933541132776,0.2394391501050599,-0.03566929045819164,0.8045913338792697,0.1956155638552372,0.0978077819276186,0.8750190056256651,1.1646994977996363,1.8200402862215606,0.5008362475292687,,01,, ridge,4-6,region_code,58433,0.21042985534069586,0.3101095820304034,0.1439921328834366,-0.025621145705938864,0.6410185362145797,0.1483817545042441,0.07419087725212206,0.9332568925093697,1.1663092504904937,1.5678759424752269,0.7098386185888111,,16,, hshn_none,1-3,region_code,50179,0.2040724203945569,0.29277422814755644,0.14270587693832226,-0.04314228892003018,0.5467444930160982,0.13420149385423033,0.06710074692711517,0.8902528946371988,0.9068719726710286,1.3255885404129064,0.4850435441120788,,06,, xgboost,7-12,region_code,42020,0.29042735119945956,0.3895485700708346,0.220756848130522,-0.08695868945561672,0.7645829611869143,NaN,NaN,NaN,NaN,NaN,NaN,,05,, random_forest,7-12,region_code,42020,0.2864216275243393,0.3926558947273154,0.20787459826418875,-0.06434448898100148,0.7540374390225209,NaN,NaN,NaN,NaN,NaN,NaN,,05,, hedonic_ols,7-12,region_code,26927,0.175910743730067,0.2599647484692527,0.12438402510126245,-0.036060716498061425,0.5563968345218144,0.12916033648008038,0.06458016824004019,0.9564377762097523,1.1642980584031186,1.4116464670375772,0.778029487131875,,13,, lightgbm,1-3,region_code,2538,0.33482736794273077,0.4279228249756403,0.2741042902571653,-0.021151292616677413,0.7771322622381704,0.20551724817861183,0.10275862408930594,0.8841607565011821,1.3174255994551065,1.7505104705000887,0.47793538219070136,,11,, elastic_net,1-3,region_code,9172,0.2771067639583517,0.3842885084814946,0.19895594679425077,-0.02849388461908257,0.7794228056447065,0.18399906345829678,0.09199953172914838,0.8872655909289141,1.1652647674627463,1.8175828710572575,0.5763192324465766,,17,, hshn_partial,1-3,region_code,10305,0.2534505713448334,0.3530725265286237,0.18492205015502705,-0.002946963193517972,0.7437371674436692,0.1659952991209972,0.0829976495604986,0.8877244056283358,1.1890936401270942,1.5810001544116739,0.4520135856380398,,02,, lightgbm,7-12,region_code,119935,0.20478768072796028,0.29583274233697315,0.14574498059790741,-0.05257228857031498,0.6221252997489825,0.12593885395265922,0.0629694269763296,0.852003168382874,0.8724597757446063,1.327199444253587,0.440938841872681,,16,, svr,7-12,region_code,10145,0.3012490530816897,0.4081116976815152,0.22450084995956132,-0.02518546147614702,0.8425753321457301,NaN,NaN,NaN,NaN,NaN,NaN,,08,, xgboost,1-3,region_code,16488,0.2625556035235059,0.3600784252446224,0.1894608304690042,-0.04518462628149902,0.7085846816595047,NaN,NaN,NaN,NaN,NaN,NaN,,12,, hshn_none,1-3,region_code,2538,0.34171327560449244,0.4410613787511743,0.2708126719539514,0.01460480302675992,0.7931144115816592,0.21574155844340737,0.10787077922170366,0.901103230890465,1.4904172268319638,1.8317772726311206,0.4921197793538219,,11,, xgboost,1-3,region_code,6577,0.27577637886129697,0.37008273956764987,0.2093523602913283,-0.04110907860348053,0.7296723397614951,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hshn_none,7-12,region_code,10145,0.2942518671168196,0.3839073793736491,0.23609202653457118,-0.0841995422222685,0.8230046273480718,0.1919032062965071,0.09595160314825354,0.8398225726959093,1.2776146589328996,1.7765963449182713,0.384228684080828,,08,, lightgbm,4-6,region_code,4928,0.2647416624644148,0.3548321005468274,0.20343528967252666,-0.05928095415049216,0.7197048227267718,0.16135047431788194,0.08067523715894098,0.8654626623376623,1.0636472433536004,1.5289606827020155,0.4811282467532468,,08,, hshn_none,4-6,region_code,10444,0.2662061193726125,0.35690608450507355,0.20497061266403094,-0.05904698414673714,0.770143817657273,0.17447483727824292,0.08723741863912146,0.8558023745691306,1.1801380197100602,1.6413958167505172,0.40913443125239374,,02,, elastic_net,4-6,region_code,20425,0.29058484495144077,0.40305601372134536,0.2084323767599514,-0.0348177764873507,0.7593751825566288,0.19345729878226614,0.09672864939113308,0.8718727050183599,1.166464792270716,1.92877414923571,0.557796817625459,,05,, hshn_full,4-6,region_code,2590,0.3098242395287158,0.39575295363386737,0.2531870124225053,-0.06550627396511256,0.8563048889780897,0.19876376375475985,0.09938188187737992,0.8513513513513513,1.2912351136962419,1.7436355355763362,0.41235521235521233,,09,, xgboost,4-6,region_code,10606,0.27708348945765787,0.370801951736184,0.21378215692094926,-0.05958949592930644,0.7559081014434691,NaN,NaN,NaN,NaN,NaN,NaN,,04,, elastic_net,1-3,region_code,4850,0.27845281247760484,0.3786817979267715,0.21204875076295338,-0.020739523674525404,0.7691658741214286,0.18166989890582855,0.09083494945291429,0.8993814432989691,1.1643008651203577,1.734560507165073,0.5461855670103093,,08,, lightgbm,4-6,region_code,10444,0.2542007253374262,0.3392907446797781,0.19702070175165343,-0.06761440076087216,0.735411783635934,0.15466384888596943,0.07733192444298473,0.859728073535044,1.0223275124933,1.471452296027438,0.4459019532746074,,02,, ridge,7-12,region_code,34836,0.1964555570414997,0.2920994781751597,0.1334970943744409,-0.03272756069985499,0.6047605277719279,0.1406842264385748,0.07034211321928742,0.9448846021357217,1.1653573079202602,1.4964171697359863,0.737225858307498,,07,, hshn_full,7-12,region_code,34742,0.2935206216952197,0.38741288694929565,0.22991355987362105,-0.08898807752510013,0.7855776479281686,0.19383860088280513,0.09691930044140258,0.804357837775603,1.257754248539529,1.8519417968782463,0.3522249726555754,,12,, hshn_full,7-12,region_code,21387,0.29608490134060333,0.38495395501777435,0.2387387533704075,-0.0976947325509245,0.8046633146626065,0.1925866327496497,0.09629331637482484,0.8306447842147099,1.2381506372859257,1.7611374272253228,0.3691027259550194,,04,, hedonic_ols,7-12,region_code,63769,0.25524356623595273,0.3377729560186105,0.2011765637638252,-0.11108376697282239,0.7170111912789642,0.16464889422383863,0.0823244471119193,0.9199924728316267,1.1643543903112576,1.5262268834487596,0.5769888190186454,,03,, hshn_full,1-3,region_code,50179,0.205190542425367,0.2937772605633717,0.1445345695200615,-0.043741419077553786,0.5497401308474301,0.13497217135350292,0.06748608567675148,0.8854500886825166,0.9012326782935998,1.332248843932743,0.47770979891986687,,06,, svr,1-3,region_code,9172,0.28070826879662614,0.4029336825490622,0.1852260447710785,0.004346014198844721,0.7895528182271951,NaN,NaN,NaN,NaN,NaN,NaN,,17,, naive_mun_median,1-3,region_code,10589,0.36400683715162485,0.48513996970884954,0.27388875031944515,-0.013091449062065528,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,04,, elastic_net,1-3,region_code,13121,0.17020460761399614,0.2601762404290732,0.11394171577996204,-0.0054527619651207945,0.548304045366002,0.12867146136821545,0.06433573068410772,0.9525188628915479,1.1652939621165836,1.439343747294669,0.8015395168051216,,13,, ridge,4-6,region_code,10444,0.28632345834655304,0.37374396131271836,0.2317841532676379,-0.08885524202057633,0.828343998310558,0.18207897110074808,0.09103948555037404,0.8979318268862505,1.166785510814878,1.6455218029939818,0.5146495595557258,,02,, ridge,7-12,region_code,5160,0.35186370180022103,0.443826051972117,0.2964405064050073,-0.04306441581588867,0.8238775388236258,0.222435721750686,0.111217860875343,0.826937984496124,1.1655322959007646,1.9744326854695557,0.40794573643410853,,11,, xgboost,1-3,region_code,24242,0.2150557965562297,0.32305324650089956,0.13794562583400438,-0.019049883157873725,0.6461701598047137,NaN,NaN,NaN,NaN,NaN,NaN,,14,, hshn_partial,4-6,region_code,16757,0.2782870334174459,0.3821641691858826,0.20517339977276983,-0.04060757631663814,0.7326953333665135,0.18315463101146115,0.09157731550573056,0.8602375126812676,1.2743515846246523,1.7328597687830993,0.41606492808975354,,12,, hshn_partial,7-12,region_code,19184,0.27821874954388104,0.37137828399417255,0.21734009860307069,-0.08060666257790504,0.7789288315984879,0.182601239990014,0.091300619995007,0.8204232693911593,1.22387481854298,1.736589750923509,0.3677022518765638,,17,, hshn_none,4-6,region_code,6680,0.2967642629238596,0.3955020835702693,0.22964141447477626,-0.0569490199261715,0.7747662183211725,0.1919148576466435,0.09595742882332176,0.8812874251497006,1.300777528814213,1.754352754744502,0.4211077844311377,,01,, hshn_partial,4-6,region_code,51070,0.2182813670556033,0.3028341971851124,0.1600687595263448,-0.0755121888399404,0.5799214042100244,0.14233900939376656,0.07116950469688328,0.86818092813785,0.9148104499972262,1.373742438823147,0.4417662032504406,,06,, svr,1-3,region_code,2547,0.32822574956817174,0.4266261144852749,0.2621921584925069,0.00849724149040983,0.8893252361473352,NaN,NaN,NaN,NaN,NaN,NaN,,09,, hshn_full,1-3,region_code,4850,0.2760867491467165,0.38394881819225224,0.19960143498343008,0.010176072738169855,0.7626301341734768,0.18114748283586357,0.09057374141793177,0.8948453608247423,1.308043475986756,1.7159287419205416,0.4738144329896907,,08,, ridge,1-3,region_code,2538,0.3495250716877465,0.4473371557250024,0.28584843550574934,-0.001646266485617714,0.811245542258411,0.22288671909301913,0.1114433595465096,0.8266351457840819,1.1644182695614733,2.0226001802886286,0.4180457052797478,,11,, hedonic_ols,1-3,region_code,30345,0.23227936880798014,0.3427051423655596,0.15395319830063592,-0.004367209963674367,0.6654731366656624,0.16226103421590835,0.08113051710795417,0.9105289174493326,1.1646348720842865,1.6993016048621525,0.6751359367276323,,15,, random_forest,1-3,region_code,6577,0.28267890848324895,0.37477820718887045,0.21944795257146588,-0.04863847065244735,0.7479356332325285,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hshn_partial,1-3,region_code,57634,0.2000141299275314,0.308683048855314,0.12752767184188674,0.008305356504354683,0.6136245512123583,0.13650669732939014,0.06825334866469508,0.8744838116389632,1.0077658512873864,1.4308009835788456,0.4854252698060173,,16,, elastic_net,1-3,region_code,10589,0.2851223788744868,0.3872357263228008,0.2160108170665218,-0.027841509119813902,0.7832885258573339,0.18670386018748883,0.0933519300937444,0.8860137878930966,1.165869903677252,1.7946244009603018,0.5454717159316271,,04,, mlp,1-3,region_code,57634,0.24444684565686692,0.3561365211754771,0.16571255847168054,0.054457585679736326,0.7499399468218504,0.21320591729775168,0.10660295864887584,0.9798209390290453,2.5233802127901015,2.6167987195435773,0.8765312142138321,,16,, mlp,1-3,region_code,10305,0.26939947542408405,0.3861431690399273,0.1865366212866455,0.07246397761440389,0.7905383747985899,0.22780241577345073,0.11390120788672535,0.9803008248423095,2.623487563875912,2.7230069678802318,0.8489082969432314,,02,, hshn_none,4-6,region_code,58433,0.21322952961509062,0.31086519208567065,0.14971893138039682,-0.03280072965774146,0.6495469985962343,0.1443409465626567,0.07217047328132835,0.8393202471206339,1.0135723273011075,1.4862898180396662,0.43092088374719767,,16,, lightgbm,1-3,region_code,6577,0.26999633540685153,0.3653189953950924,0.19885359116137202,-0.03387888042216243,0.7143790146089101,0.16915524861454795,0.08457762430727397,0.8734985555724495,1.1248842912650623,1.565073463971435,0.4816785768587502,,01,, hedonic_ols,7-12,region_code,34742,0.3125543921622601,0.4024763051545636,0.2562485051882133,-0.10854225859398992,0.8365195699926032,0.19718283897479685,0.09859141948739843,0.8758850958494042,1.1639764321291404,1.7755013409268705,0.46511427091128893,,12,, random_forest,1-3,region_code,10589,0.27206932518871935,0.37177410861537047,0.19940006700282709,-0.024233017500261564,0.7474291618192614,NaN,NaN,NaN,NaN,NaN,NaN,,04,, random_forest,7-12,region_code,5160,0.3474769139790867,0.4346528418774524,0.298095920936408,-0.06377584136487818,0.8136060162569996,NaN,NaN,NaN,NaN,NaN,NaN,,11,, ridge,1-3,region_code,10589,0.2897395407330346,0.38853890888676845,0.22223846709437822,-0.045726237711874895,0.7959727982041869,0.1880094169433082,0.09400470847165408,0.8840305977901596,1.1653993159783973,1.7803822544190229,0.5311171970913212,,04,, mlp,7-12,region_code,119935,0.24399324065015407,0.35037307696380376,0.1684498383075983,-0.001531136658225345,0.7412280242474457,0.21130070557890812,0.10565035278945405,0.9831742193688248,2.519225927169939,2.5936440415411193,0.8776920832117396,,16,, hshn_partial,1-3,region_code,16488,0.26529587248124886,0.3865292443561715,0.17620328657618423,0.014727689977434443,0.7159801155448452,0.1758213947079881,0.08791069735399407,0.8893134400776322,1.2771101698951777,1.7012050839829989,0.47337457544881123,,12,, svr,1-3,region_code,4850,0.30292413040538685,0.4162019900227307,0.21824328854490993,0.010113794792903422,0.836762615118037,NaN,NaN,NaN,NaN,NaN,NaN,,08,, hshn_full,7-12,region_code,49940,0.24581015781510493,0.33668221415335436,0.18673266649300757,-0.0774311666172946,0.7375246110490146,0.16252273169289178,0.0812613658464459,0.8165198237885463,1.0901109120441905,1.6050653386804843,0.3617340808970765,,14,, naive_mun_median,4-6,region_code,13235,0.31257546125648517,0.41271102802307946,0.24757182791166343,-0.03458951467327024,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,13,, lightgbm,7-12,region_code,26927,0.1755424704934634,0.253296233832676,0.1300633290267843,-0.05345771671747885,0.5552320047977143,0.10782611472846385,0.05391305736423193,0.8410145950161548,0.7381129895367429,1.178589355844368,0.42708062539458536,,13,, mlp,1-3,region_code,9172,0.30049745875930123,0.4268244977955806,0.19943099752592008,0.024033899463537015,0.8452142020989454,0.23846646537078106,0.11923323268539052,0.9739424334932403,2.619093630025858,2.7450103513348783,0.8058220671609245,,17,, random_forest,4-6,region_code,10444,0.254062584073555,0.34128115783543067,0.1957825523553396,-0.04786205994578472,0.7350121360223308,NaN,NaN,NaN,NaN,NaN,NaN,,02,, hshn_full,1-3,region_code,30345,0.22580650691071272,0.34000746134380994,0.14362596578964926,0.012592815305776162,0.6469285895021168,0.15235430121574564,0.0761771506078728,0.8858461031471412,1.126987514033862,1.539453768869017,0.4927994727302686,,15,, ridge,7-12,region_code,49940,0.23815848904967596,0.33418201886261895,0.17527547352559303,-0.05794896555919627,0.7145666744028663,0.15990677096270417,0.07995338548135209,0.9209251101321586,1.164316613430851,1.6047693545198083,0.6406287545054065,,14,, xgboost,7-12,region_code,21407,0.2667744863348687,0.3470237963178196,0.21683610530183195,-0.11367201100040591,0.7780426236375249,NaN,NaN,NaN,NaN,NaN,NaN,,02,, hshn_none,1-3,region_code,30345,0.22273758175107009,0.3370170835693327,0.14049963487472006,0.012333366235908095,0.6381362147739598,0.15050526691830457,0.0752526334591523,0.8916131158345691,1.1250789514108865,1.5280573464438638,0.4985335310594826,,15,, xgboost,4-6,region_code,2534,0.3420859721354498,0.4365469448720323,0.27873159256134006,-0.033061821504153675,0.7769681171361396,NaN,NaN,NaN,NaN,NaN,NaN,,11,, xgboost,7-12,region_code,13565,0.2936050023005595,0.38073359569148685,0.23497353180949965,-0.10569658662698997,0.76949137399488,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hshn_partial,4-6,region_code,2534,0.35449620139253846,0.44817906686452347,0.29569904470699004,-0.030880073974295093,0.8051550445301986,0.22271373449821372,0.11135686724910684,0.8839779005524862,1.506920557089838,1.8944831828610629,0.4676400947119179,,11,, svr,7-12,region_code,49940,0.23214494922625026,0.33759902464737584,0.15789144285327694,-0.04146361044750926,0.6965237519348865,NaN,NaN,NaN,NaN,NaN,NaN,,14,, mlp,7-12,region_code,10145,0.3238056438915753,0.4327018608600952,0.24881409974177515,-0.06572258110614515,0.9056647486909198,0.23949475872128081,0.1197473793606404,0.981370133070478,2.5657855922685813,2.6594357668099025,0.8042385411532775,,08,, ridge,1-3,region_code,16488,0.2926660360453366,0.39545336242055934,0.22195490646333393,-0.042882638078190705,0.7898466732406567,0.19080907467993422,0.0954045373399671,0.8774866569626395,1.1645821250493962,1.8265713470426885,0.533539543910723,,12,, mlp,7-12,region_code,1074,0.45016531696802253,0.5581848240915317,0.3792377294140197,-0.07127786820382248,1.2277288294282567,0.2904792740500883,0.14523963702504414,0.9767225325884544,2.6758556827708553,2.7704986509721796,0.680633147113594,,10,, ridge,7-12,region_code,63338,0.23908165598117648,0.3380721680125326,0.17137852815593124,-0.04628340094620272,0.6827728650701022,0.16186633141231313,0.08093316570615657,0.9157377877419559,1.164299562517396,1.626245419618624,0.6408475164987844,,15,, hshn_none,4-6,region_code,30821,0.23456510875069111,0.3378749997224681,0.1631187380879613,-0.030274124631965167,0.6698089237234988,0.1568629807277292,0.07843149036386461,0.8673307160702118,1.1253087489115519,1.568758315918456,0.4506991985983583,,15,, xgboost,7-12,region_code,26927,0.17432011932097866,0.25284644300063314,0.12756474308955568,-0.05400964072209084,0.5513657695205322,NaN,NaN,NaN,NaN,NaN,NaN,,13,, hshn_partial,7-12,region_code,119935,0.22432487219146457,0.3122969221614454,0.1682488087097216,-0.07112082301121123,0.6814774104437268,0.1507454228690338,0.0753727114345169,0.7966481844332347,0.9948129787437912,1.5378984430813143,0.3674740484429066,,16,, random_forest,1-3,region_code,2538,0.3409551708302397,0.4332178188261384,0.2818460306933819,-0.022093470278842276,0.7913548550619861,NaN,NaN,NaN,NaN,NaN,NaN,,11,, hedonic_ols,1-3,region_code,10589,0.2897426358050472,0.38854028141992886,0.222246099299932,-0.045735862175724416,0.7959813009895654,0.18801046484021067,0.09400523242010535,0.8839361601662102,1.16539928537372,1.7803764436096723,0.5312116347152706,,04,, hshn_full,1-3,region_code,20131,0.2738651811189186,0.40086095630702134,0.1765326443704165,0.021922423682242707,0.7199287496315366,0.1821819868669249,0.09109099343346246,0.8879837067209776,1.2908536604409968,1.7681074648754604,0.4831851373503552,,05,, svr,1-3,region_code,10589,0.29114762756701373,0.4048311682295898,0.20901928645381496,0.010037192944303296,0.7998410959674858,NaN,NaN,NaN,NaN,NaN,NaN,,04,, hshn_partial,7-12,region_code,49940,0.24202929855314476,0.3342572747673297,0.18199371753340632,-0.06978729193367768,0.7261805853122681,0.16017785535383894,0.08008892767691947,0.8212454945935123,1.0845287759923725,1.586302012492055,0.3736283540248298,,14,, lightgbm,7-12,region_code,19184,0.26627166069533487,0.35733881942679235,0.20461140356665997,-0.08818835677001194,0.7454805756018745,0.15875314340094085,0.07937657170047044,0.8697873227689742,1.1303809185017935,1.5404025941035628,0.4475083402835696,,17,, hshn_full,4-6,region_code,30821,0.23865781821320411,0.3406436771937371,0.16844913874068368,-0.03163907235104963,0.6814957996395262,0.1590521913282647,0.07952609566413235,0.8593815904740274,1.1266007758042447,1.5793301746253408,0.43905129619415334,,15,, xgboost,1-3,region_code,10589,0.26717275568950444,0.36715714406588934,0.19518246345521462,-0.02520465618088438,0.7339773004819007,NaN,NaN,NaN,NaN,NaN,NaN,,04,, hedonic_ols,1-3,region_code,57634,0.20592590141465852,0.3096050817913513,0.13668330635970527,-0.007491238314865979,0.6317613104851794,0.14745734539201882,0.0737286726960094,0.9328694867612868,1.1646465238096986,1.5858560829400936,0.726342089738696,,16,, ridge,1-3,region_code,50179,0.20329528644375797,0.2945696055454024,0.1386862668546538,0.0005711015610646728,0.544662419862295,0.14306304222011218,0.07153152111005609,0.9422666852667451,1.1645141026697978,1.474444135651592,0.7121505012056837,,06,, mlp,7-12,region_code,26927,0.2024959808711065,0.2878352916267475,0.14551651063421822,-0.032993861373265584,0.640484602424065,0.19263816112705873,0.09631908056352936,0.9900100271103354,2.504642241273929,2.541982130439497,0.9176662829130613,,13,, svr,7-12,region_code,19184,0.2814834687268095,0.39181387184728433,0.20020925999751693,-0.05128767414765983,0.7880690635304648,NaN,NaN,NaN,NaN,NaN,NaN,,17,, random_forest,1-3,region_code,57634,0.20265186902168233,0.3031634711438975,0.1358963666232782,-0.020970055780550258,0.6217168868310973,NaN,NaN,NaN,NaN,NaN,NaN,,16,, hedonic_ols,4-6,region_code,30821,0.23554465785905437,0.3415879661120331,0.16069439767281501,-0.023233746318966127,0.6726060606783578,0.16244968415471797,0.08122484207735897,0.9116835923558613,1.1660920918046862,1.6737450177300406,0.6607183413906103,,15,, xgboost,7-12,region_code,10145,0.27729557175795305,0.3616602952196787,0.22464159395401317,-0.0988922677182927,0.7755788975480717,NaN,NaN,NaN,NaN,NaN,NaN,,08,, naive_mun_median,7-12,region_code,42020,0.3798506714675009,0.515151508354171,0.2776317365982788,-0.06507689082793079,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,05,, hshn_none,4-6,region_code,4928,0.27936343640874844,0.3808327308764884,0.210150633168797,-0.03018649837281374,0.7594543699895572,0.18321650501606168,0.09160825250803083,0.8764204545454546,1.2965869259137612,1.722386660766473,0.43770292207792205,,08,, hedonic_ols,4-6,region_code,16757,0.3015876843026753,0.3989868492352332,0.23797677113619464,-0.07036246912883055,0.7940430647299097,0.1938541376207215,0.09692706881036076,0.8764098585665692,1.1665141101134935,1.8085409068191307,0.5014620755505163,,12,, hshn_partial,4-6,region_code,10606,0.28362760740068765,0.3832372376869549,0.21330887118350006,-0.04583032187371815,0.773761030102698,0.18486872821646858,0.09243436410823429,0.8650763718649821,1.240788360328106,1.711339666247534,0.42447671129549314,,04,, svr,1-3,region_code,50179,0.19381974009918443,0.2921644208390568,0.1263905229807385,-0.0073507705709685974,0.519275830277098,NaN,NaN,NaN,NaN,NaN,NaN,,06,, svr,1-3,region_code,515,0.42424217829155575,0.5313867053519471,0.3580153157860124,0.10664439490476993,1.2056635200386694,NaN,NaN,NaN,NaN,NaN,NaN,,10,, ridge,4-6,region_code,10606,0.30022401470377635,0.39248409108399507,0.24050603766315515,-0.07739217453621888,0.8190374872449682,0.19139075807534933,0.09569537903767468,0.8808221761267208,1.166907125293437,1.760849250136828,0.49839713369790684,,04,, xgboost,4-6,region_code,17375,0.18018623311158155,0.27240921209497,0.11784384422010952,-0.038726135299575234,0.5535033982012939,NaN,NaN,NaN,NaN,NaN,NaN,,07,, lightgbm,4-6,region_code,2534,0.3404800016840011,0.4309189268944706,0.2855153407660307,-0.045231257800773854,0.7733205316182387,0.207007270059364,0.103503635029682,0.8749013417521705,1.3220773239272534,1.7538769030672028,0.468034727703236,,11,, xgboost,1-3,region_code,20131,0.273681413447324,0.3879935290120932,0.1866167511403205,-0.030153502137867137,0.7194456665703994,NaN,NaN,NaN,NaN,NaN,NaN,,05,, svr,7-12,region_code,34836,0.19910552699157827,0.3023344163532142,0.12899976469307983,-0.03084307177133614,0.6129180838610678,NaN,NaN,NaN,NaN,NaN,NaN,,07,, ridge,1-3,region_code,10305,0.2776439974620313,0.3699599195659157,0.21677766420303257,-0.05553389388635124,0.8147314844644867,0.17905930690283486,0.08952965345141743,0.9001455604075691,1.1648455428743103,1.6698738045687298,0.5430373605046094,,02,, svr,7-12,region_code,13565,0.3198294865977331,0.42900386442265404,0.2421987480534522,-0.03768075912944089,0.838221519244523,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hshn_partial,1-3,region_code,515,0.3355153321720873,0.42001483038015697,0.27847412971341257,-0.00777671161955219,0.953508672906024,0.2090895897862689,0.10454479489313447,0.8718446601941747,1.3404843672965336,1.8038952141312612,0.41941747572815535,,10,, hshn_none,4-6,region_code,17375,0.20332758536957948,0.29400410418186085,0.14501884779803298,-0.0517077318277726,0.6245899451176896,0.13540871387453576,0.06770435693726787,0.8755683453237411,0.9822576150139459,1.38117381270798,0.4386187050359712,,07,, xgboost,1-3,region_code,9172,0.2519766785876517,0.35845337446443176,0.17143606765410002,-0.021900378181994966,0.7087389963939664,NaN,NaN,NaN,NaN,NaN,NaN,,17,, naive_mun_median,4-6,region_code,4928,0.367847559311022,0.49888944228434123,0.26885481081858575,-0.0017494648599983554,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,08,, lightgbm,4-6,region_code,10606,0.27749076025171354,0.3711034162780319,0.21389882523763237,-0.05845159569731529,0.7570191719490073,0.1694618533648382,0.08473092668241909,0.8542334527625872,1.1212000798961468,1.6123147672490052,0.443711106920611,,04,, hedonic_ols,4-6,region_code,58433,0.21043054282419502,0.31010979073397094,0.14398793041406321,-0.025622456910531805,0.6410206304500464,0.14838189433955376,0.0741909471697769,0.9332568925093697,1.166309218947792,1.5678742737658151,0.7098386185888111,,16,, svr,1-3,region_code,6577,0.31199514724094785,0.4274553339446294,0.2271383856993605,0.025896119562855487,0.8255030036348197,NaN,NaN,NaN,NaN,NaN,NaN,,01,, hshn_full,4-6,region_code,10606,0.284793281224373,0.3836795293212955,0.21587067481453026,-0.04754655232120424,0.7769410906999173,0.18553766835830787,0.09276883417915391,0.8625306430322459,1.2433212059254064,1.7158211257264895,0.42193098246275695,,04,, elastic_net,1-3,region_code,31001,0.22948091328813092,0.323021260946457,0.1644724148139538,-0.04741842963090989,0.6548361302259652,0.15586122045523068,0.07793061022761533,0.9251959614205993,1.165444523522228,1.5575154175165817,0.653559562594755,,03,, hshn_none,7-12,region_code,19184,0.27812840897569563,0.3712511776198999,0.2169854046604449,-0.08066662718701138,0.7786759051751683,0.18259725111946615,0.09129862555973307,0.8198498748957465,1.223107734006877,1.7368936008672917,0.36728523769808175,,17,, xgboost,7-12,region_code,19184,0.268892241918643,0.3592403556003048,0.20508114581369075,-0.09067983422213971,0.7528174149548184,NaN,NaN,NaN,NaN,NaN,NaN,,17,, hshn_full,1-3,region_code,2538,0.34632189702902794,0.4453169374487728,0.2783757781960121,0.021455135447716267,0.8038109935709222,0.21785504344695492,0.10892752172347744,0.9074074074074074,1.511986862495248,1.8326787488116947,0.4933018124507486,,11,, lightgbm,1-3,region_code,10589,0.2660503242786542,0.3660045468892303,0.19479166383283975,-0.023800975027909357,0.7308937556242455,0.16670308944836035,0.08335154472418017,0.8730758334120313,1.1165441274143846,1.5848384426086763,0.47539899896118615,,04,, elastic_net,1-3,region_code,57634,0.20587164093345942,0.30979022503677994,0.1363594773953416,-0.0059461761587242664,0.6315948444288241,0.14753077038459245,0.07376538519229622,0.93259187285283,1.165117293702298,1.58732777644275,0.7261165284380747,,16,, lightgbm,1-3,region_code,2547,0.28042591152984786,0.3633188251489034,0.22610794995202177,-0.035690255341752214,0.7598119292018433,0.17088812557317098,0.08544406278658548,0.8621908127208481,1.096550129528421,1.5377567036934903,0.45661562622693364,,09,, elastic_net,1-3,region_code,2538,0.3473838195562574,0.44562033134797163,0.2884091192511029,0.00382662927111108,0.8062757092271665,0.22205416313312895,0.11102708156656449,0.8270291568163909,1.1648876488516042,2.0215188346134756,0.4219858156028369,,11,, hedonic_ols,7-12,region_code,104191,0.20875374296242222,0.29826845267543306,0.1449101186766999,-0.023666557141923377,0.5490336599201633,0.1451544727674917,0.07257723638374583,0.9383344050829726,1.1645981968577566,1.4694451894988045,0.6977186129320191,,06,, hedonic_ols,7-12,region_code,49940,0.23815911534287368,0.3341822039589934,0.17527163714792415,-0.05795179976544567,0.7145685535223101,0.15990695116991746,0.07995347558495872,0.920905086103324,1.1643165840823553,1.6047670721977232,0.6406287545054065,,14,, hshn_none,7-12,region_code,13565,0.3053137215639344,0.39480654742060695,0.24903988088565043,-0.1010055344450135,0.8001780394232554,0.19679945819087472,0.09839972909543736,0.8520457058606709,1.2802663026943972,1.7786243716483912,0.36970143752303725,,01,, elastic_net,4-6,region_code,9361,0.284042936453447,0.38352016496792013,0.2162110116806506,-0.05872687929197052,0.8044877456794051,0.18507550155951585,0.09253775077975793,0.8851618416835808,1.1666554715973563,1.7699634023604074,0.5445999359042837,,17,, hshn_partial,1-3,region_code,9172,0.26091197796506915,0.3775536183547651,0.1752392113787975,0.01500550879624095,0.7338714616233926,0.17240622487329954,0.08620311243664977,0.881160052333188,1.2286897464657371,1.6599594829442843,0.46631051024858267,,17,, mlp,4-6,region_code,2590,0.4023307690254759,0.5246820402816786,0.32061252926391415,-0.12628890498862264,1.1119782139282819,0.27179165791862053,0.13589582895931024,0.9725868725868726,2.6272223815034255,2.798349892988728,0.7397683397683398,,09,, random_forest,1-3,region_code,17319,0.1826411593597593,0.27988281894102895,0.11668420236297727,-0.014971006004754267,0.5686381005170681,NaN,NaN,NaN,NaN,NaN,NaN,,07,, mlp,1-3,region_code,24242,0.2609045861529061,0.38388571269123367,0.17090354891021065,0.12428370898435774,0.7839303140295774,0.22217876838709286,0.11108938419354641,0.9750020625360943,2.550927999713773,2.6772598228317417,0.8519099084233974,,14,, hshn_partial,4-6,region_code,13235,0.18642793625767046,0.2697641550674784,0.13585515795630876,-0.031249044794690047,0.596425373598653,0.12620921853952724,0.06310460926976362,0.8605969021533811,0.904975820641541,1.309780048854762,0.440347563279184,,13,, naive_mun_median,7-12,region_code,1074,0.366665102405114,0.47431682907060874,0.29669518402741435,-0.033821665658487925,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,10,, xgboost,7-12,region_code,34836,0.18449428003448548,0.2749943691807853,0.12369176175254104,-0.05520401324618363,0.5679394354876304,NaN,NaN,NaN,NaN,NaN,NaN,,07,, xgboost,1-3,region_code,17319,0.1732767172323635,0.2696912437298694,0.1086137830683942,-0.01801440125791307,0.5394826866859752,NaN,NaN,NaN,NaN,NaN,NaN,,07,, naive_mun_median,4-6,region_code,30821,0.35019704940139174,0.46549903925440594,0.2711677009991007,-0.02089179906896037,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,15,, ridge,1-3,region_code,20131,0.28695158358426115,0.4028496068227644,0.20104134868070211,-0.02158729507331076,0.7543299003201968,0.19265571136167128,0.09632785568083564,0.8717401023297402,1.1644636114402314,1.9452743704342563,0.5689732253738016,,05,, elastic_net,4-6,region_code,24433,0.23163126004512166,0.33678079549968715,0.1600703531817249,-0.023270785926372512,0.6919376453319727,0.1598761162321822,0.07993805811609112,0.9177751401792658,1.1669352198335416,1.658290414398754,0.6709777759587443,,14,, lightgbm,4-6,region_code,58433,0.19973328690907802,0.297349029650109,0.13504467422293764,-0.031074256394439566,0.608434287998216,0.1251634297139297,0.06258171485696487,0.870740848493146,0.880261472760115,1.3284832524508827,0.46684236647100097,,16,, naive_mun_median,7-12,region_code,63338,0.3501627967547148,0.4626938716522739,0.2730637386464885,-0.04382811435734399,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,15,, mlp,1-3,region_code,515,0.4775741332671427,0.6004396787675294,0.40211517605443703,-0.1128818061588612,1.3572288189567328,0.30603804614677904,0.15301902307338952,0.9650485436893204,2.651941058705154,2.9380386244859897,0.6368932038834951,,10,, svr,4-6,region_code,13235,0.17924289605364435,0.2665376224260277,0.12428455300490882,-0.03830133253746648,0.5734387956531425,NaN,NaN,NaN,NaN,NaN,NaN,,13,, hshn_partial,4-6,region_code,6680,0.2967685231683478,0.3955813753910013,0.22935937107757898,-0.05707313935356123,0.7747773405953936,0.19183810475908855,0.09591905237954428,0.879940119760479,1.2999441920640227,1.753741889783159,0.42260479041916166,,01,, svr,7-12,region_code,42020,0.29142262652344175,0.4144930566240044,0.19567173201078525,-0.03414925576483443,0.7672031364261394,NaN,NaN,NaN,NaN,NaN,NaN,,05,, random_forest,4-6,region_code,532,0.29079695460881133,0.3733022740016395,0.24493147159638085,0.016474300583296228,0.8032685863360899,NaN,NaN,NaN,NaN,NaN,NaN,,10,, hedonic_ols,1-3,region_code,20131,0.28695317841810436,0.40285016701216514,0.20104619043257266,-0.021592386046951628,0.7543340927725921,0.19265615050540677,0.0963280752527034,0.8717401023297402,1.1644635828963943,1.9452692025553382,0.5689732253738016,,05,, hshn_none,1-3,region_code,6577,0.28186132191225666,0.3869831171991581,0.20662323650750025,-0.007096647482401402,0.7457723939127695,0.18323294510200383,0.09161647255100192,0.8960012163600426,1.2959669158689624,1.6983072190318695,0.4614565911509807,,01,, hshn_full,7-12,region_code,42020,0.29272591429695716,0.3983856111761664,0.21841636622046323,-0.07078174057235673,0.7706341893935603,0.19213353029539254,0.09606676514769627,0.8389576392194193,1.2760830439595254,1.8386143633132286,0.3818419800095193,,05,, hshn_none,1-3,mun_size,155716,0.19163959129033556,0.2870940555495903,0.1282402633512092,-0.013321234679362278,0.5776875879258562,0.12896587522067918,0.0644829376103396,0.8982635053559044,0.9677172681185296,1.322162138063538,0.5006678825554214,,,large, random_forest,7-12,mun_size,321641,0.20247341297835733,0.2842292853761029,0.14902375627551478,-0.06579396312883348,0.5998390437140176,NaN,NaN,NaN,NaN,NaN,NaN,,,large, random_forest,4-6,mun_size,50687,0.3217963526985181,0.42302272845214717,0.25102996773715347,-0.04482388919829867,0.725869176583859,NaN,NaN,NaN,NaN,NaN,NaN,,,small, xgboost,4-6,mun_size,50687,0.3231851156952385,0.4218062242279616,0.2550801754405718,-0.06611231453749179,0.7290017796865548,NaN,NaN,NaN,NaN,NaN,NaN,,,small, hshn_none,1-3,mun_size,49994,0.31984271657589286,0.43723410914388183,0.2335716821191074,0.02385796104505728,0.7295141710096593,0.20816430413589712,0.10408215206794857,0.8596431571788614,1.3441191626276099,1.9316037410117894,0.44227307276873223,,,small, hshn_none,7-12,mun_size,104134,0.3329331087273984,0.43438077548175535,0.2637690347949997,-0.07176474484831673,0.7601085539854561,0.2175642657078827,0.10878213285394137,0.8068354235888374,1.3279256731569955,2.0508055705761263,0.3801256073904776,,,small, elastic_net,1-3,mun_size,49994,0.32909260945708024,0.44305360695032414,0.24564606194848526,0.022248412791228436,0.7506118155312796,0.2163614424903797,0.10818072124518982,0.8383806056726807,1.1648820641433886,2.1024958726411445,0.48885866303956477,,,small, xgboost,1-3,mun_size,155716,0.1786261041749748,0.26939284766812926,0.11972918707091562,-0.020575774394634993,0.5384591073621112,NaN,NaN,NaN,NaN,NaN,NaN,,,large, elastic_net,4-6,mun_size,157750,0.20616186341387302,0.2936463460510395,0.14639833756426945,-0.04725190954006503,0.615979321279188,0.14327063670807444,0.07163531835403722,0.941946117274168,1.1669371325886666,1.4643391255296556,0.701838351822504,,,large, ridge,7-12,mun_size,210963,0.2441139015748162,0.33880692193440626,0.18047239121652225,-0.06328063670708882,0.7300092491681849,0.1626937881488601,0.08134689407443005,0.9199480477619298,1.1643652280298158,1.5982846139161728,0.6205637955470864,,,medium, lightgbm,7-12,mun_size,104134,0.3213644918152771,0.416400239888301,0.2565082783041799,-0.08667115485416237,0.7336966278592258,0.19501908630495454,0.09750954315247728,0.861553383140953,1.281898669735523,1.7746670071581891,0.45264755027176523,,,small, hshn_full,4-6,mun_size,50687,0.3290699792472546,0.4388674663105142,0.24898477374000016,-0.013049338706332332,0.7422761410178415,0.21400296463499643,0.10700148231749824,0.8427604711267189,1.3557654190259152,1.9807626201642727,0.42129145540276597,,,small, random_forest,4-6,mun_size,157750,0.19310911327360844,0.2793904030194001,0.13613599147219535,-0.04227290536529884,0.576979750557972,NaN,NaN,NaN,NaN,NaN,NaN,,,large, xgboost,4-6,mun_size,103170,0.22650873455123077,0.32354280407503255,0.15965159513488736,-0.046496667892418256,0.6750001959303739,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, naive_mun_median,1-3,mun_size,49994,0.4384324928647039,0.572994976591482,0.34442534057210583,0.0019288157314189768,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,small, lightgbm,4-6,mun_size,103170,0.22351447051578252,0.32165801244655834,0.1560652212405138,-0.03927174743557609,0.6660772340207628,0.13955826901917545,0.06977913450958774,0.8698652709120869,0.9622400738770385,1.4350093266787045,0.47024328777745467,,,medium, elastic_net,1-3,mun_size,101843,0.23350687422395824,0.3398557566913724,0.15998750445643672,-0.014007203352891478,0.7004687653340446,0.1611643330825966,0.08058216654129831,0.9172157143839046,1.165137442011299,1.6661838872250045,0.6643068252113548,,,medium, ridge,7-12,mun_size,104134,0.33350855413838093,0.4381083924762514,0.26069137185314517,-0.04208943194398888,0.7614223343448544,0.21553923458268762,0.1077696172913438,0.8377763266560393,1.1643406051472345,2.020258742846948,0.46348935026024163,,,small, svr,7-12,mun_size,104134,0.3464131339958828,0.4657424893200408,0.2562476495375883,-0.022502439762203303,0.7908843532253708,NaN,NaN,NaN,NaN,NaN,NaN,,,small, xgboost,7-12,mun_size,104134,0.3288188098832226,0.4229443741720841,0.2661912978850145,-0.09888137166020466,0.7507153345574925,NaN,NaN,NaN,NaN,NaN,NaN,,,small, naive_mun_median,4-6,mun_size,50687,0.443325551048993,0.5782549017583498,0.3478070074693278,-0.026277848937806474,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,small, naive_mun_median,4-6,mun_size,157750,0.3346895850103249,0.43629320805464034,0.2691741259674929,-0.04625830234655829,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,large, lightgbm,1-3,mun_size,155716,0.1786024059883688,0.2695574002553433,0.11974833634492299,-0.017471735601608425,0.5383876704102452,0.11452425741744271,0.05726212870872135,0.8757802666392663,0.7807925986323142,1.2046827882547886,0.4783002388964525,,,large, hshn_partial,1-3,mun_size,155716,0.1917906459526815,0.2872457404738891,0.1284363807555593,-0.013168781832783341,0.5781429343547858,0.12904063126185925,0.06452031563092961,0.8982378175653112,0.9684573758799557,1.3228398553813605,0.501361452901436,,,large, ridge,4-6,mun_size,50687,0.332859109920101,0.44265294731406873,0.2540421070079244,-0.007698191973720164,0.7508232023453029,0.21707906635146385,0.10853953317573192,0.8352634797877168,1.1662688111788302,2.0762482506072573,0.47442144928679936,,,small, mlp,1-3,mun_size,49994,0.36949929440270807,0.5016662708198804,0.27220453768145436,0.06336736327561987,0.8427735179671823,0.26458000315589164,0.13229000157794582,0.9629955594671361,2.587712863876795,2.7837588093823578,0.7362683522022643,,,small, hshn_partial,4-6,mun_size,50687,0.32922967104244655,0.4381527021324226,0.25200542333967846,-0.02717238498948868,0.74263635439786,0.21482866816170107,0.10741433408085055,0.834967545919072,1.3432265596696267,2.0061534960733445,0.41069702290528143,,,small, random_forest,7-12,mun_size,210963,0.2345673044923941,0.3274005981963135,0.17289897710270097,-0.06111470836741738,0.7014606735922289,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, naive_mun_median,7-12,mun_size,104134,0.4380073174834561,0.5705915996534133,0.34398767425653265,-0.05337622315292378,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,small, naive_mun_median,4-6,mun_size,103170,0.33556839822694673,0.4493976644510866,0.2548922496287904,-0.02249722964461644,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, mlp,4-6,mun_size,157750,0.2204570432437875,0.3187907217697519,0.15388186650316538,0.027910949405197102,0.6586910770975636,0.2047682817301126,0.10238414086505629,0.9870491283676703,2.5531477502680806,2.6089858247413855,0.904,,,large, mlp,4-6,mun_size,103170,0.2630243281332143,0.376757175895466,0.18098666562344334,0.03625350172166018,0.7838173365637652,0.22278670714718987,0.11139335357359495,0.9809537656295435,2.593170000220311,2.685202512997478,0.8617233691964719,,,medium, elastic_net,7-12,mun_size,210963,0.24331159802015742,0.3385834770486131,0.17934365385532303,-0.06043724848988925,0.7276100043412289,0.1624963492584907,0.08124817462924536,0.920204016818115,1.1648336795660417,1.6010297732291459,0.6232419903016169,,,medium, hshn_full,1-3,mun_size,49994,0.3215361695219478,0.4400017466186625,0.23168304996879563,0.04044103047734789,0.7333766879845988,0.20858585222832232,0.10429292611416115,0.8672440692883145,1.3579260816420347,1.9173928415723722,0.4533544025283034,,,small, lightgbm,7-12,mun_size,321641,0.1953274424004038,0.2767078018981464,0.14301833726020163,-0.06123837798426939,0.5786686979642459,0.12050155240968047,0.06025077620484024,0.8345733286490218,0.7847195364880083,1.2544677126931358,0.42508884128578134,,,large, lightgbm,1-3,mun_size,49994,0.30834690088279776,0.41206708119599295,0.23206451034502074,-0.02445394417240846,0.7032939070461428,0.19331421599037937,0.09665710799518969,0.87848541825019,1.2785061412667527,1.757707895501127,0.48891867024042884,,,small, hshn_none,4-6,mun_size,157750,0.20612850050508855,0.29307830284261643,0.14901113496391627,-0.05295275380110251,0.6158796381391122,0.1370021328110179,0.06850106640550895,0.8721774960380348,0.9748285022560277,1.3641187489201845,0.44547068145800317,,,large, random_forest,7-12,mun_size,104134,0.32750131116856057,0.4237183722610196,0.26233297014592516,-0.07999979862544125,0.7477073968768354,NaN,NaN,NaN,NaN,NaN,NaN,,,small, mlp,1-3,mun_size,155716,0.2239945806463518,0.3236035265486987,0.15699649335339316,0.05262071769723623,0.6752200217647838,0.20559559456566984,0.10279779728283492,0.9856405250584397,2.541857374559927,2.6051491560677587,0.899278173084333,,,large, hshn_full,7-12,mun_size,210963,0.2531858482048361,0.34194633473623803,0.1962108776414464,-0.08841548465484483,0.7571384085693956,0.16794625183028497,0.08397312591514247,0.8063357081573546,1.1047065236542084,1.6609806067762007,0.3659978290031901,,,medium, hshn_none,7-12,mun_size,321641,0.22094501032410113,0.3008626603917747,0.16978668416934184,-0.09148639589976015,0.6545622052627673,0.14522213174862797,0.07261106587431397,0.8339079905857774,0.9562518516986301,1.4178280280908309,0.3844006205676515,,,large, ridge,7-12,mun_size,321641,0.21577938019421772,0.2992894500676441,0.1593637765849234,-0.07007706476638922,0.6392587311339404,0.1462970202971399,0.07314851014856995,0.9407662580330244,1.1644280348026537,1.4494837441721438,0.6715748303232486,,,large, lightgbm,4-6,mun_size,157750,0.18705273487467508,0.27316981599404283,0.13122240442941102,-0.03923998484952955,0.558884241554468,0.11693684266888554,0.058468421334442765,0.8598415213946117,0.7898780228612291,1.226929310408891,0.4603423137876387,,,large, mlp,4-6,mun_size,50687,0.375081122417916,0.5084085319870095,0.27900235348070623,0.021659593805281818,0.8460624963537571,0.2664482968661787,0.13322414843308933,0.964823327480419,2.592818801254925,2.7875787448711074,0.7318839150077929,,,small, hshn_full,1-3,mun_size,155716,0.19309200076222807,0.2876989327244902,0.12984808479606436,-0.017484191468257443,0.5820658007932961,0.12982826025468802,0.064914130127344,0.8936332811014924,0.9651361085885404,1.3280807497704652,0.4921138482879088,,,large, naive_mun_median,7-12,mun_size,321641,0.3375462386121194,0.43879386754429084,0.27193371548364276,-0.06647192411074807,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,large, mlp,7-12,mun_size,321641,0.2229129550372543,0.3183807889688063,0.1576922245261656,-0.005650023276276991,0.6603923538114365,0.20368765831767277,0.10184382915883639,0.9883441476677414,2.5357082144246097,2.5845410848904096,0.9032337295307501,,,large, ridge,1-3,mun_size,101843,0.23403947581503975,0.3397381280689698,0.16098743091030165,-0.017018043020306475,0.7020664518268285,0.16119683742128954,0.08059841871064476,0.9175888377208056,1.1646668556932493,1.6622864288849846,0.6621564565065836,,,medium, hshn_partial,1-3,mun_size,101843,0.2248307369231672,0.3356740078121013,0.14749833803643675,0.005473504355803191,0.6744422802331181,0.1511758590406146,0.0755879295203073,0.8851860216215155,1.116323582680779,1.5292001747076034,0.48606187955971447,,,medium, hedonic_ols,1-3,mun_size,155716,0.2004259502966084,0.29083972775452316,0.13864273974481378,-0.028498503441146104,0.6041736104998375,0.14150345769952977,0.07075172884976487,0.9427547586632073,1.1648140978239119,1.474723923820412,0.7192131829741324,,,large, xgboost,1-3,mun_size,49994,0.31350219757512154,0.4162626722212706,0.23970160754319547,-0.03569866603583696,0.7150523801890416,NaN,NaN,NaN,NaN,NaN,NaN,,,small, mlp,1-3,mun_size,101843,0.26565454387958526,0.3819398182651038,0.18282581755283012,0.0654944522843509,0.7969046349283854,0.22389306723018831,0.11194653361509414,0.9783883035652917,2.5838756366504736,2.689615760742407,0.8596074349734395,,,medium, hedonic_ols,1-3,mun_size,49994,0.3289413953001431,0.4424237382491659,0.2464324358353034,0.018981776831991256,0.7502669182907739,0.21610396373738164,0.1080519818686908,0.8377605312637516,1.1644118446924498,2.096581345008134,0.48821858623034764,,,small, naive_mun_median,1-3,mun_size,155716,0.3317356912209298,0.4336771369474599,0.2663481250922164,-0.027649154255282662,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,large, elastic_net,4-6,mun_size,103170,0.23801637260529068,0.3398298491389487,0.16845753359010285,-0.03422299743898857,0.7092931690317242,0.1619896618172263,0.08099483090861316,0.9180381893961422,1.1668422188641714,1.642250346243688,0.6483958515072211,,,medium, svr,1-3,mun_size,49994,0.34814418569490146,0.47324435117077046,0.2514619121249835,0.03401141230670883,0.7940656574519339,NaN,NaN,NaN,NaN,NaN,NaN,,,small, hshn_partial,7-12,mun_size,321641,0.2210865399759552,0.3009891897902777,0.17000651390407384,-0.09148791304191722,0.6549814949353052,0.14526856458667672,0.07263428229333835,0.8343992214922848,0.9570152219909638,1.4179402053783667,0.3852027571111892,,,large, lightgbm,1-3,mun_size,101843,0.21605452130378217,0.3194824540281381,0.14377150073859113,-0.016052025313114632,0.648115582401859,0.1385262512537269,0.06926312562686344,0.8810227507045157,0.952959459184049,1.4240362258278838,0.4840489773474858,,,medium, hedonic_ols,7-12,mun_size,321641,0.2157796252402141,0.2992896874610899,0.15936337598821915,-0.0700758379394906,0.6392594570966925,0.14629715017488065,0.07314857508744033,0.9407693670893947,1.1644280052738445,1.4494838274583473,0.6715655031541377,,,large, random_forest,1-3,mun_size,49994,0.3166537772608715,0.4210883265189269,0.24091142123290243,-0.021092715355226305,0.7222406696909388,NaN,NaN,NaN,NaN,NaN,NaN,,,small, mlp,7-12,mun_size,210963,0.26164910716532963,0.370996149267784,0.18279774479854005,0.0017509046140410495,0.7824473208411218,0.22030494635596296,0.11015247317798149,0.9829780577636836,2.578452378256723,2.6577700931923256,0.864876779340453,,,medium, hshn_partial,7-12,mun_size,210963,0.24805969563637809,0.33774003131271335,0.19056682729289776,-0.07924600173990877,0.741808930143626,0.16443983971648488,0.08221991985824244,0.8161999971558994,1.102701224320049,1.6234731832561522,0.37599484269753464,,,medium, hedonic_ols,4-6,mun_size,50687,0.3328596261452607,0.44265341777811357,0.254036523690619,-0.0076980489270716025,0.7508243667833969,0.21707934039039184,0.1085396701951959,0.8352634797877168,1.1662687795412323,2.076250731962624,0.47442144928679936,,,small, ridge,4-6,mun_size,157750,0.20697936910404433,0.2941504682797051,0.14752241359268403,-0.04789434155472646,0.6184219000948571,0.1435109527546356,0.0717554763773178,0.9419778129952456,1.1664638420521363,1.4635867191639422,0.6993280507131537,,,large, svr,1-3,mun_size,155716,0.1913127149634419,0.2923226461885946,0.12280081998206249,-0.001428311801974043,0.5767022362270667,NaN,NaN,NaN,NaN,NaN,NaN,,,large, naive_mun_median,7-12,mun_size,210963,0.3343983680384513,0.4458178449851629,0.25647985713130694,-0.04351804192269172,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, hedonic_ols,4-6,mun_size,157750,0.20698015633740185,0.29415108891009956,0.14751847116693106,-0.047894081823984434,0.6184242522246896,0.14351124198747353,0.07175562099373675,0.9419778129952456,1.1664638101543543,1.463587069255364,0.6993153724247226,,,large, hshn_partial,4-6,mun_size,103170,0.23794966512616755,0.33741972275691984,0.1709081500960421,-0.03873777797726476,0.7090943795167532,0.1585510698547617,0.07927553492738085,0.8550838422021906,1.119222733530065,1.5733677323640014,0.4324416012406707,,,medium, hshn_full,7-12,mun_size,104134,0.33191959648752684,0.4344393970142756,0.2602558502013963,-0.05923564219267119,0.7577946377575386,0.2161341452200266,0.10806707261001332,0.8187623638773119,1.3402357326089738,2.0182290649823083,0.39258071331169453,,,small, hshn_partial,7-12,mun_size,104134,0.3331383939788972,0.4345926490874443,0.26389498468354144,-0.0721314726715449,0.7605772339442254,0.21761176338939886,0.10880588169469944,0.807766915704765,1.3279578314626654,2.048786021475415,0.380298461597557,,,small, ridge,1-3,mun_size,49994,0.3289414443904043,0.4424238859452783,0.24642485104440315,0.018981522796256606,0.7502670302584359,0.21610403201734812,0.10805201600867405,0.8377805336640397,1.1644118734044127,2.0965826664561877,0.48815857902948356,,,small, hshn_none,1-3,mun_size,101843,0.22469379855133578,0.3355625272932162,0.1472782888330002,0.005393369755768932,0.6740314955289745,0.15109988365378144,0.07554994182689073,0.8852842119733315,1.1160343813071898,1.528205756638344,0.4851388902526438,,,medium, hedonic_ols,7-12,mun_size,210963,0.24411495975411396,0.33880814314333807,0.18047200594669555,-0.06328123559614791,0.7300124135954038,0.1626943675434513,0.08134718377172565,0.9199385674265156,1.1643651986047563,1.598289403859539,0.620549575043965,,,medium, random_forest,4-6,mun_size,103170,0.2288258121719269,0.3282615049877893,0.1611481675453419,-0.03558834874436751,0.6819051298661645,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, hshn_full,4-6,mun_size,103170,0.2422291282537304,0.34080803716813496,0.175999778462681,-0.04666848663441512,0.7218472583640296,0.1614620573244787,0.08073102866223937,0.8459048172918484,1.121880682260939,1.6026378723455943,0.4230881070078511,,,medium, xgboost,7-12,mun_size,321641,0.196819670808576,0.27767488408750696,0.14484683285870226,-0.06536251424803481,0.583089509804152,NaN,NaN,NaN,NaN,NaN,NaN,,,large, random_forest,1-3,mun_size,101843,0.22443461795183417,0.3283130218528584,0.1527027286786371,-0.016777441264481968,0.6732540112894427,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, random_forest,1-3,mun_size,155716,0.18678068983522716,0.2769504507273594,0.12798246617068187,-0.025085573357762025,0.5630406820194536,NaN,NaN,NaN,NaN,NaN,NaN,,,large, hshn_none,4-6,mun_size,103170,0.23776004204911602,0.33727200208500696,0.17070269705195518,-0.038712878111200756,0.708529299258739,0.1584640246342038,0.07923201231710189,0.8549772220606765,1.11906613311738,1.5728052130261772,0.4319181932732383,,,medium, xgboost,1-3,mun_size,101843,0.21803786173095502,0.32054264939568267,0.1469122878788749,-0.0219697986126333,0.654065163222021,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, hedonic_ols,1-3,mun_size,101843,0.23404039857919515,0.3397385996469308,0.16098103545160924,-0.017018427283961482,0.7020692199143667,0.16119707556110618,0.08059853778055309,0.9175986567559872,1.1646668268509008,1.6622847775277956,0.6621368184362204,,,medium, elastic_net,4-6,mun_size,50687,0.33263817916654054,0.44285343340164046,0.25324665360049714,-0.004136491870067616,0.7503248535516507,0.21709768077032285,0.10854884038516144,0.8358356186004301,1.1667419883375068,2.0795881417212274,0.47649298636731313,,,small, hshn_none,7-12,mun_size,210963,0.24791281582243627,0.33761264937693714,0.19045662184948142,-0.07911512203591378,0.74136969410667,0.16439483300933472,0.08219741650466736,0.8160293511184425,1.1024366631990694,1.6234634322331871,0.3754260225726786,,,medium, hedonic_ols,7-12,mun_size,104134,0.3335087603042847,0.4381086946625432,0.2606903997349601,-0.042088944517920265,0.7614228050354013,0.21553938500534076,0.10776969250267036,0.837766723644535,1.1643405757589584,2.020261311987915,0.4634701442372328,,,small, mlp,7-12,mun_size,104134,0.3699547037967336,0.4962250387162447,0.27894348174270434,-0.010122003116272255,0.844631331554654,0.2621863041283466,0.1310931520641733,0.9689534638062497,2.585739740417898,2.7454127411291656,0.7373960474004648,,,small, hshn_none,4-6,mun_size,50687,0.3290123901317166,0.4379574557517605,0.25183435402301235,-0.026878543627583244,0.7421462384769171,0.21477122857542744,0.10738561428771372,0.8342967624834771,1.3433873522224495,2.007745759109409,0.4110126856985026,,,small, hshn_partial,1-3,mun_size,49994,0.3199570104762075,0.43739377936712076,0.23362357742904383,0.023865446932530038,0.7297748585776994,0.2082211792025046,0.1041105896012523,0.8599031883826059,1.3442299208717545,1.931441110738524,0.4425731087730528,,,small, naive_mun_median,1-3,mun_size,101843,0.33335801077811344,0.44895691242346697,0.25107232683921943,0.000010430224646961886,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, hshn_full,1-3,mun_size,101843,0.2279675098319039,0.3378660209802717,0.15120592430228008,-0.0005141684613135777,0.6838519023430382,0.1531990964668457,0.07659954823342287,0.879706999990181,1.1193965514244202,1.5469353259758807,0.478874345806781,,,medium, lightgbm,4-6,mun_size,50687,0.31765418937478024,0.4172478662346891,0.24776898927709645,-0.054619784224800315,0.7165257870275009,0.19519018914556172,0.09759509457278084,0.8723144001420483,1.2850880496894748,1.7768553242604517,0.47262611715035413,,,small, xgboost,7-12,mun_size,210963,0.23227416986159682,0.32266885337214085,0.17159154763944073,-0.07153558422077716,0.6946031801054975,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, ridge,4-6,mun_size,103170,0.23877705005856975,0.33987066693428647,0.16969745948191406,-0.03761866751145385,0.7115600018362979,0.16211335296804003,0.08105667648402001,0.9179606474750412,1.166368990005868,1.6383282142874225,0.6455849568673064,,,medium, svr,4-6,mun_size,103170,0.2340852829665028,0.34642452040905447,0.15341946777002669,-0.01123576272060593,0.6975784495898498,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, svr,7-12,mun_size,321641,0.202252061496242,0.2943559898187472,0.13956966626095735,-0.045126709825804336,0.5991832773128708,NaN,NaN,NaN,NaN,NaN,NaN,,,large, lightgbm,7-12,mun_size,210963,0.22863272904424656,0.3202744400356888,0.16707704819320668,-0.06367820137920363,0.6837136508332388,0.14010557577235674,0.07005278788617837,0.8525333826310775,0.9541512631176922,1.4274349666366497,0.4433668463190228,,,medium, svr,4-6,mun_size,157750,0.19671729736323332,0.2931245542788833,0.1312640642223517,-0.02371259055154354,0.5877604388471328,NaN,NaN,NaN,NaN,NaN,NaN,,,large, hshn_full,7-12,mun_size,321641,0.22506511413948174,0.303487860160601,0.17542534017131572,-0.09924017329869135,0.666768248003226,0.1477943478314274,0.0738971739157137,0.8223018831554435,0.9526397208934192,1.4397645113420492,0.3681153833000146,,,large, elastic_net,7-12,mun_size,321641,0.2152076099645019,0.29894936254882626,0.15835620344969037,-0.07018978996537409,0.6375648291901155,0.1461326402236557,0.07306632011182786,0.9408160029349492,1.164896492283298,1.4501200473886469,0.673685879598683,,,large, elastic_net,1-3,mun_size,155716,0.19968973390945396,0.2904100004321257,0.1375524891609503,-0.028250600195624972,0.6019543244638828,0.1412947235270781,0.07064736176353903,0.9427354928202625,1.1652847661465757,1.4754441154877358,0.7214094890698451,,,large, xgboost,4-6,mun_size,157750,0.18786927567308997,0.27360715689020426,0.13219416239644755,-0.04276047861022013,0.561323937424866,NaN,NaN,NaN,NaN,NaN,NaN,,,large, hedonic_ols,4-6,mun_size,103170,0.2387781463439767,0.33987132949348536,0.16969185887105187,-0.03761925800673958,0.7115632687869784,0.16211370519528157,0.08105685259764078,0.9179606474750412,1.1663689582697814,1.6383298090326883,0.6455752641271687,,,medium, svr,7-12,mun_size,210963,0.23450674915180666,0.3404812635189179,0.15882991677840153,-0.03389950796553777,0.7012795861636548,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, hshn_full,4-6,mun_size,157750,0.20955980099701454,0.29513980934492734,0.15332261319341178,-0.0598191158937146,0.6261318259740583,0.1390965967665797,0.06954829838328984,0.862973058637084,0.9718839693870484,1.3801820851093674,0.4298446909667195,,,large, ridge,1-3,mun_size,155716,0.20042545383611424,0.29083941941259883,0.13864473080090267,-0.02849934880351658,0.6041721139454802,0.14150330448363627,0.07075165224181815,0.9427611806108557,1.1648141268798464,1.4747236177431178,0.7192131829741324,,,large, elastic_net,7-12,mun_size,104134,0.33325209549555285,0.43816859636308414,0.25999275740118666,-0.03903473637440428,0.7608368221111741,0.21549125406375497,0.10774562703187748,0.8384197284268347,1.1648096158767927,2.022150948574217,0.46476655079032786,,,small, svr,4-6,mun_size,50687,0.3509066871516,0.4742610628973564,0.2571394332517585,0.005475688697946379,0.7915327377844288,NaN,NaN,NaN,NaN,NaN,NaN,,,small, hshn_partial,4-6,mun_size,157750,0.20632168921248462,0.29323337511512304,0.14921202656585741,-0.052818401505503536,0.6164568557044275,0.137080060855356,0.068540030427678,0.8722662440570523,0.9756159054533993,1.3644852250466941,0.4462820919175911,,,large, svr,1-3,mun_size,101843,0.230895687675759,0.3482388860314275,0.14549762970087166,0.013319958318233108,0.6926357855832226,NaN,NaN,NaN,NaN,NaN,NaN,,,medium, hshn_none,4-6,segment,111336,0.23023839561986148,0.30075937150838883,0.18762977384667767,-0.18902319077472965,0.5705346632007388,0.15441727482804743,0.07720863741402371,0.8104117266652295,1.106917479432776,1.6420244991517547,0.37598800028741824,,,,>500k hedonic_ols,7-12,segment,243363,0.23409171089641453,0.3066311243293646,0.1881836794649434,-0.1920836703221154,0.5769019483922203,0.1510031607195294,0.07550158035976472,0.9419755673623352,1.1621649459368142,1.391595421383006,0.6091476518616223,,,,>500k mlp,1-3,segment,107310,0.2106502170281855,0.2916676616118677,0.15537422811539514,-0.07699511476767261,0.5383444396035324,0.20129059384612072,0.10064529692306037,0.998574224210232,2.6455361262204073,2.6535724542185104,0.9322803093840276,,,,>500k hshn_partial,7-12,segment,95650,0.4048549335020182,0.5425416536636758,0.2829655268781943,0.29529874336620704,0.7407224140766901,0.2625959099301942,0.1312979549650971,0.8119498170412964,1.1914007452103834,2.210572353006778,0.38810245687401984,,,,<250k mlp,1-3,segment,53389,0.48977432133607557,0.6391251366327912,0.3661272154383166,0.38057031410091346,0.8773652074311702,0.32811150704212577,0.16405575352106289,0.8941916874262489,2.5305804668094196,3.049931093117254,0.5787147165146378,,,,<250k hshn_none,1-3,segment,146854,0.16381110474001992,0.23157002300036833,0.11695751851829428,-0.02301876339523059,0.6732314760304551,0.11042224552301397,0.05521112276150697,0.9421942882046114,1.0189218728017968,1.1465530698373412,0.5544758739973035,,,,250-500k hshn_partial,4-6,segment,52026,0.41113527904062763,0.5547655494456959,0.28221677737688644,0.3165711002444412,0.7500274552617068,0.2674763951066426,0.1337381975533213,0.8088071348940914,1.1974776148892319,2.278589308743444,0.3914581170952985,,,,<250k ridge,1-3,segment,53389,0.4199734745523586,0.5662132733729502,0.2897706579392363,0.331153459342041,0.7523263237056907,0.29093538422317744,0.14546769211158872,0.7144542883365488,1.1681991734860815,3.1770650501843654,0.4415516304856806,,,,<250k hedonic_ols,1-3,segment,107310,0.2109139431568146,0.28366046173260573,0.16207948877143252,-0.15667141907193283,0.5390184265423004,0.14074230428261858,0.0703711521413093,0.9517472742521667,1.1621704565756001,1.3538811121691545,0.667980616904296,,,,>500k random_forest,4-6,segment,148245,0.1719542287874641,0.2377191096053589,0.1254650267103461,-0.058731213271228405,0.6995306504490089,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k hshn_none,1-3,segment,107310,0.20284449942856284,0.27463798848189186,0.15572090578747755,-0.1505213987627076,0.5183958977688471,0.13708654096047346,0.06854327048023671,0.858801602832914,1.0992451575448712,1.4985270035642486,0.44498182834777744,,,,>500k hshn_none,4-6,segment,148245,0.18011748604784228,0.2453657904776947,0.13635691709343511,-0.06177712852496978,0.7327397706980552,0.11969776303010271,0.05984888151505137,0.9157745623798442,1.023881577884147,1.200472522722594,0.49522074943505684,,,,250-500k random_forest,7-12,segment,95650,0.3987947344177882,0.5346447743151153,0.2773073628155105,0.29462116232065083,0.7296346764106904,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k random_forest,7-12,segment,297725,0.18278962657020226,0.24799024267736347,0.13718761278593483,-0.07646711445347568,0.7384499982778748,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k random_forest,7-12,segment,243363,0.23071311950030515,0.29821336814577387,0.19118628021309014,-0.19641449140340772,0.5685756563087763,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k ridge,7-12,segment,95650,0.415274412941194,0.5530215576436254,0.29660857638765314,0.3033349495305462,0.7597858892253023,0.28415944936083043,0.1420797246804152,0.7200940930475692,1.1682945398718636,3.0236289598051314,0.43118661787767903,,,,<250k naive_mun_median,7-12,segment,95650,0.5465676828568358,0.6685280777640105,0.48488230644758357,0.47253534144236625,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k naive_mun_median,4-6,segment,148245,0.24581371620684753,0.31779238374670654,0.19968665096016736,0.04622885645838288,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k hedonic_ols,1-3,segment,146854,0.1800080363065367,0.24702944448810868,0.13285317661536933,-0.04146546795305836,0.739797684487423,0.1267876671438487,0.06339383357192437,0.966000245141433,1.1652761653735133,1.2859154719942456,0.739373799828401,,,,250-500k xgboost,1-3,segment,53389,0.391239624416723,0.5319615088741959,0.261302931969837,0.2896459637337189,0.7008534732798528,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k naive_mun_median,4-6,segment,52026,0.548160305541309,0.6710018725316056,0.4849956685253831,0.47533248765977953,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k hshn_full,4-6,segment,52026,0.4113512635865601,0.5545204937692445,0.28301659146912606,0.3203659038887557,0.7504214723836127,0.26681289562936805,0.133406447814684,0.8125744819897743,1.2049347126272656,2.2586795987974537,0.3960327528543421,,,,<250k svr,1-3,segment,53389,0.4499754542088633,0.6001709571934084,0.3192133482344115,0.3689165768844836,0.8060708586026372,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k ridge,4-6,segment,148245,0.1880519962809909,0.2550444661473172,0.14130135497035745,-0.05910232501343106,0.7650183203070278,0.13004310956554352,0.06502155478277176,0.963020675233566,1.1669481649919369,1.2923697923554005,0.7188977705824817,,,,250-500k hshn_none,7-12,segment,95650,0.4048451550044898,0.5425644312506976,0.28293628901652124,0.29583252695532436,0.7407045233417728,0.26251997808946337,0.13125998904473168,0.8119707266074229,1.191299438965115,2.2085778409113157,0.38858337689492944,,,,<250k hshn_none,7-12,segment,297725,0.19437220160516622,0.2569663159724061,0.15327999687185212,-0.09363343687015703,0.7852423282098886,0.12732929299209628,0.06366464649604814,0.8850516416155848,1.0073432739364159,1.2398044618379462,0.43711814594004533,,,,250-500k lightgbm,1-3,segment,146854,0.16345911521827183,0.23180847715711855,0.11532141542288343,-0.04376415443979845,0.6717848682095152,0.09972513554407475,0.049862567772037375,0.9302913097362006,0.857552482631298,1.0082680135557767,0.5263390850776962,,,,250-500k lightgbm,4-6,segment,148245,0.17438345523039558,0.24193011040424742,0.12694845104062402,-0.0648560082978829,0.709413038138422,0.10316035013255943,0.051580175066279724,0.9181625012647981,0.8674164613507495,1.0366282002038687,0.5096293298256265,,,,250-500k elastic_net,4-6,segment,111336,0.2224879970590779,0.2949588923710662,0.17518124562847515,-0.17573459147441073,0.5513290436486943,0.1458389683128574,0.0729194841564287,0.9471868937270963,1.1646941644007704,1.3729518458299135,0.6394966587626644,,,,>500k hshn_partial,7-12,segment,297725,0.194663252139267,0.25730689756503283,0.1534988116769327,-0.09376709930738651,0.7864181403740594,0.12742897455571925,0.06371448727785964,0.8857805021412377,1.0078853724062697,1.2389113339696265,0.43778318918465026,,,,250-500k hshn_none,7-12,segment,243363,0.25247124244500674,0.32046462450444513,0.21414258697183897,-0.22192632201608758,0.6221969634114024,0.16858481535321448,0.08429240767660724,0.7528794434651118,1.0871261945713289,1.7739330721591913,0.3086541503844052,,,,>500k svr,7-12,segment,297725,0.18511213178542618,0.25896800940484993,0.13196279675752542,-0.05091950824864536,0.7478326640470605,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k elastic_net,1-3,segment,53389,0.4221932488025097,0.5688562987392716,0.29262838725711227,0.33683344437595913,0.7563027524619419,0.29266909691750853,0.14633454845875424,0.712000599374403,1.168670488265176,3.2006132320039455,0.4398846204274289,,,,<250k ridge,7-12,segment,243363,0.23409298530541944,0.30663205587835596,0.18818776908238988,-0.19208727678617651,0.5769050890802658,0.1510036385633742,0.07550181928168712,0.9419755673623352,1.1621649713971904,1.3915958913878013,0.6091517609496925,,,,>500k naive_mun_median,4-6,segment,111336,0.4035484791199333,0.5140194435766903,0.3387941334832325,-0.38202447128849526,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k xgboost,7-12,segment,243363,0.21773316271452167,0.28520059068983994,0.17687128058523705,-0.18194003980511197,0.5365874994830148,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k hshn_partial,1-3,segment,146854,0.16405038448458983,0.23183896626831932,0.11719347641026445,-0.022922784388292407,0.6742148687978542,0.11053844345718325,0.055269221728591625,0.942241954594359,1.0194450673026145,1.1466480308769973,0.5548299671782859,,,,250-500k xgboost,1-3,segment,146854,0.16566582364743848,0.23446194400661852,0.11683749973633262,-0.04968165067198134,0.6808540065642958,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k mlp,4-6,segment,148245,0.2146456954960359,0.29704331384058824,0.15731834425239555,0.01375548313809616,0.8732047129356104,0.1975740972069133,0.09878704860345663,0.9969307565179264,2.5232798733097366,2.5359368072945982,0.9080306249789201,,,,250-500k xgboost,4-6,segment,111336,0.2054130391335505,0.2740372940613063,0.1627029789822565,-0.1633190363491927,0.5090170072788266,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k hshn_full,1-3,segment,146854,0.16513844653936172,0.23230432552118557,0.11894342272724057,-0.02486208141592394,0.6786865902010483,0.11114101187670339,0.05557050593835169,0.9401786808667112,1.0197442834603638,1.147366166515873,0.5490555245345717,,,,250-500k elastic_net,1-3,segment,146854,0.17789455473734386,0.24485178447448158,0.1308286194855004,-0.03835201973039258,0.7311116902219607,0.12598140686379194,0.06299070343189597,0.9665790513026543,1.1657467830117514,1.2838810839934005,0.7448350061966307,,,,250-500k hshn_partial,1-3,segment,53389,0.42885898888584967,0.5789963683975228,0.29250916357134926,0.3595023766594827,0.7682435345244806,0.2801690009958978,0.14008450049794888,0.7956133285882859,1.1981278497929961,2.416747455086381,0.38017194553185113,,,,<250k hshn_full,4-6,segment,111336,0.23575704097492553,0.3064062106941962,0.19329573025996183,-0.19589034225541624,0.5842099603226588,0.15823957586106013,0.07911978793053007,0.7975497592872027,1.1068400218670607,1.683236139143588,0.36379068764820005,,,,>500k elastic_net,1-3,segment,107310,0.2111972864832476,0.2835647500620497,0.16273371438826167,-0.15901940339527348,0.5397425478199136,0.14076878538657397,0.070384392693287,0.9520641133165595,1.1626405954377435,1.352446068572736,0.6668809989749325,,,,>500k elastic_net,4-6,segment,148245,0.18568525821297446,0.25263206397696086,0.1386900822522712,-0.0555589758646007,0.7553901429028634,0.12911565097140912,0.06455782548570456,0.9637761813214611,1.1674214914743302,1.2898534879652868,0.7254882120813518,,,,250-500k hshn_partial,7-12,segment,243363,0.2525135528445599,0.32054175152285835,0.2141688354731759,-0.22182538857852832,0.6223012343052584,0.16855373011796837,0.08427686505898421,0.7531917341584382,1.087675194853488,1.7735343492909212,0.3096567678735058,,,,>500k elastic_net,4-6,segment,52026,0.41596086107501734,0.5599073407289844,0.28825114154981435,0.3192151061834256,0.7588306866989493,0.2871558344145332,0.14357791720726662,0.7177372852035521,1.1699786079576688,3.1093155803435804,0.4423365240456695,,,,<250k hedonic_ols,7-12,segment,297725,0.19797529958681512,0.26482632234005504,0.15181428610610226,-0.07570735573107419,0.7997984479868595,0.13399694769233106,0.06699847384616553,0.9598958770677639,1.1649605776084102,1.2961587485429225,0.6908858846250735,,,,250-500k random_forest,4-6,segment,52026,0.39631641691171104,0.5371580713915676,0.2672420072471917,0.30610299947860203,0.7229936442047697,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k svr,4-6,segment,52026,0.4409390633480179,0.5887515823833869,0.31399825397522285,0.34621688475541457,0.8043980180443566,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k elastic_net,7-12,segment,95650,0.4171682183104191,0.5554227472193125,0.2979711002415453,0.30884927147869407,0.763250794723056,0.2856856167917876,0.1428428083958938,0.7179508625196027,1.1687653562727538,3.045220091481122,0.4307161526398327,,,,<250k lightgbm,7-12,segment,297725,0.18440283306947958,0.2512639457754786,0.13769904276028555,-0.08176898767564335,0.7449671752039717,0.107771242171387,0.053885621085693516,0.8977579981526577,0.8629003935491563,1.0616969498643594,0.47756822571164664,,,,250-500k svr,7-12,segment,243363,0.2184662641004017,0.30178311359685833,0.16385097289865236,-0.16929459937329963,0.5383941743809157,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k lightgbm,4-6,segment,111336,0.20278780858976506,0.27021433700689745,0.1609791375176739,-0.15997250473725305,0.5025116413076536,0.1168214477167779,0.05841072385838895,0.8418480994467198,0.9356659189507218,1.3050980656265059,0.4429384924911978,,,,>500k xgboost,1-3,segment,107310,0.19082303682453922,0.2598612382847551,0.14683803021046238,-0.14345471834436122,0.4876734630138333,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k mlp,7-12,segment,297725,0.21788628721276077,0.3008411148612921,0.15953449674865894,-0.013718833348130757,0.8802366492895106,0.19750478858963225,0.09875239429481612,0.9967352422537576,2.504602378184073,2.518306741150589,0.9047409522210094,,,,250-500k mlp,4-6,segment,111336,0.21585902461454062,0.29831277358022174,0.15991595020792992,-0.09927779659318572,0.5349023371003413,0.20344541067652977,0.10172270533826488,0.9983653086153625,2.656230660427779,2.6665838059820146,0.9299687432636344,,,,>500k svr,1-3,segment,146854,0.17194444653467458,0.24677941873048573,0.11770802750754505,-0.015615302852755553,0.7066579138178429,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k hedonic_ols,4-6,segment,148245,0.18805446602164103,0.2550471338379292,0.14129994853507633,-0.05910423167808182,0.765028367511424,0.13004412837901677,0.0650220641895084,0.963020675233566,1.166948132188974,1.292374891485493,0.7188775338122703,,,,250-500k elastic_net,7-12,segment,297725,0.19556353484423297,0.2624275163178798,0.1489787533321021,-0.07268698397583756,0.7900551835389592,0.13303776492189037,0.0665188824609452,0.9608027542194979,1.1654289364883688,1.2935855210088458,0.6973918884876984,,,,250-500k hedonic_ols,4-6,segment,111336,0.2222876287988934,0.2951400253749389,0.17468493552940334,-0.17391362335028396,0.5508325276895177,0.1458443860674663,0.07292219303373314,0.9468725299992815,1.1642215470031891,1.3746578209441522,0.6407720773155134,,,,>500k mlp,4-6,segment,52026,0.48191334840106437,0.6321399842824286,0.35984445419464084,0.3508841163301753,0.8791467450843131,0.32392256869711034,0.16196128434855514,0.9009341483104601,2.535672384548851,3.0190123080764226,0.5854188290470149,,,,<250k lightgbm,4-6,segment,52026,0.3890254097692055,0.5272756783050788,0.2617655517097841,0.2770728278476594,0.7096927775261699,0.2775377667810259,0.1387688833905129,0.764194825664091,1.0812165155426892,2.550304290112998,0.38874793372544497,,,,<250k ridge,4-6,segment,52026,0.4138469310024599,0.5572770673003752,0.28711683581641445,0.3132696665640215,0.7549742781790548,0.28545683672216,0.14272841836108,0.719947718448468,1.169504153081164,3.085182288465054,0.44318225502633296,,,,<250k xgboost,7-12,segment,95650,0.3903996435924528,0.5222887436664042,0.27461212071748964,0.2565139865885927,0.7142750218086192,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k lightgbm,7-12,segment,243363,0.2145240350955467,0.28090078971906096,0.17452832994574408,-0.17800436608044987,0.5286788385187435,0.12327557374380087,0.061637786871900434,0.8111545304750517,0.928707429921917,1.3665896246288098,0.405098556477361,,,,>500k hshn_partial,4-6,segment,111336,0.230287626276261,0.30082409931571163,0.18774195175821617,-0.18877030718436635,0.5706566576052446,0.15439749587215118,0.07719874793607558,0.8104117266652295,1.1074908521571636,1.6421735805850117,0.3772364733778832,,,,>500k random_forest,1-3,segment,53389,0.40188909750430635,0.5449432219972352,0.26887146050068367,0.32275108397046265,0.7199305803422071,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k naive_mun_median,1-3,segment,146854,0.24332062681604263,0.31407068928781323,0.19716806491094907,0.06152977162911089,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k hedonic_ols,1-3,segment,53389,0.41997273411386415,0.5662123128739279,0.28977732362856123,0.3311519996741673,0.7523249973091343,0.29093474321088264,0.14546737160544132,0.714435557886456,1.16819913806944,3.177056210279352,0.4415516304856806,,,,<250k hshn_full,7-12,segment,95650,0.40449628923516134,0.5414944009806643,0.28220669491267536,0.2980763124146603,0.7400662386786457,0.2615446307993779,0.13077231539968898,0.8177940407736539,1.198973016903404,2.1876620251409697,0.39254573967590173,,,,<250k hedonic_ols,4-6,segment,52026,0.41384629100115866,0.5572762300381134,0.28710433597857143,0.31326822612134525,0.7549731106350084,0.28545626294802917,0.14272813147401459,0.719947718448468,1.1695041150895253,3.085173730116108,0.44318225502633296,,,,<250k xgboost,4-6,segment,52026,0.3875366250851707,0.5244136038677003,0.26441889450483647,0.2676761934791208,0.7069768116508871,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k hshn_partial,1-3,segment,107310,0.20287421513982665,0.27468559551853716,0.15557302467250533,-0.1502860179175804,0.5184718401920424,0.13706782418473415,0.06853391209236706,0.8588295592209486,1.0998140746555571,1.4991012151482137,0.4465753424657534,,,,>500k ridge,1-3,segment,146854,0.180006073811163,0.24702747810616496,0.13285589087317362,-0.041464226018572775,0.7397896190167746,0.12678694377023367,0.06339347188511683,0.9660070546256827,1.165276195115858,1.2859135422027193,0.7393806093126507,,,,250-500k hshn_none,4-6,segment,52026,0.41109804285541984,0.5547666199701105,0.28185473259108296,0.31702493173743185,0.7499595258898946,0.2673688645023355,0.13368443225116772,0.8091146734325145,1.1974865433272754,2.2765956828024003,0.391957867220236,,,,<250k xgboost,4-6,segment,148245,0.1777781494058545,0.24583002351491542,0.13010862222440167,-0.07174876066751584,0.7232230656171261,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k svr,7-12,segment,95650,0.4424367283060172,0.5854384803013652,0.32282809875461993,0.338218935121795,0.8094820498596988,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k ridge,7-12,segment,297725,0.19797298728327992,0.26482343024624055,0.15180830970168202,-0.07570584612747193,0.7997891065347562,0.13399580944029582,0.06699790472014791,0.9598992358720295,1.1649606080992134,1.2961520899196366,0.6909026786464019,,,,250-500k naive_mun_median,7-12,segment,243363,0.40577382612211566,0.5160569383081356,0.34217025773585164,-0.3854177424201922,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k hedonic_ols,7-12,segment,95650,0.4152738403936494,0.5530209037885604,0.29660766767707436,0.30333380764704726,0.7597848416925583,0.28415900056171406,0.142079500280857,0.720083638264506,1.1682945033678869,3.0236230713280254,0.43116570831155254,,,,<250k elastic_net,7-12,segment,243363,0.23473541889753938,0.30683061197662376,0.18928378928603706,-0.19432486137074434,0.5784883198131584,0.15116691652373854,0.07558345826186927,0.9422755307914514,1.1626328912489101,1.3902800429735487,0.6070561260339493,,,,>500k lightgbm,7-12,segment,95650,0.39116345092099725,0.5246010552839618,0.2721519439561382,0.2666849642214822,0.7156724833719376,0.2774338045484272,0.13871690227421357,0.7664715107161526,1.0899924672594463,2.517055006287546,0.38291688447464717,,,,<250k lightgbm,1-3,segment,53389,0.3929006819697874,0.5343626551621796,0.26135543114063076,0.29834866038670826,0.7038290357810143,0.282554813324245,0.14127740666212246,0.7559609657420068,1.0752271386081034,2.6117188187602594,0.38065893723426175,,,,<250k mlp,1-3,segment,146854,0.2155467847353057,0.295321105256113,0.16096490567383537,0.040694188831932425,0.885854962465904,0.19697004543279922,0.0984850227163996,0.9966974001389135,2.514946709451729,2.5274459710404367,0.9086984351805194,,,,250-500k svr,4-6,segment,111336,0.21163265703240763,0.29638599300313123,0.155986809570142,-0.15495230425273504,0.5244293262954192,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k svr,1-3,segment,107310,0.19975968117305418,0.28439210839318046,0.1423428443328012,-0.13576010974595012,0.5105122374599742,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k svr,4-6,segment,148245,0.17853222935851587,0.2534441448732185,0.12439214287591227,-0.03631028679794117,0.7262907542892538,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k hshn_full,7-12,segment,297725,0.1971871004230123,0.2588214832237114,0.15716792565309667,-0.09868270570496357,0.7966142100075272,0.12889807110783003,0.06444903555391503,0.8798891594592325,1.0073976382925744,1.2460295563114634,0.42600050382063986,,,,250-500k random_forest,1-3,segment,146854,0.16422558099623955,0.2304639127077483,0.11732190916748486,-0.04334595026043774,0.6749348920607491,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k ridge,1-3,segment,107310,0.21091468716325534,0.2836609638793711,0.1620870191972168,-0.15667482523539417,0.5390203279489832,0.14074255877756484,0.07037127938878243,0.951737955456155,1.1621704811646385,1.3538810937778423,0.6679619793122729,,,,>500k random_forest,1-3,segment,107310,0.20686781415107375,0.2752732366768797,0.16493795869575933,-0.16340723833471066,0.5286780096992088,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k naive_mun_median,1-3,segment,53389,0.5582331248011093,0.679874154297297,0.4938448960790023,0.4929331325273433,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,,<250k ridge,4-6,segment,111336,0.222288251906089,0.29514045149284485,0.17470072228539468,-0.17391672114168322,0.5508340717597542,0.1458446135487354,0.0729223067743677,0.9468725299992815,1.1642215745798394,1.3746575077896284,0.6407720773155134,,,,>500k mlp,7-12,segment,243363,0.2246571980039205,0.30742981357247445,0.16848466108223015,-0.12799673134014314,0.5536512794600779,0.2044661218617023,0.10223306093085113,0.9983851283884567,2.635256836912731,2.6455951782632026,0.9233079802599409,,,,>500k hshn_full,7-12,segment,243363,0.2587473452974424,0.3265798986207269,0.2211134918452462,-0.2295798439357997,0.6376639611535064,0.17291518380987905,0.08645759190493953,0.7382675262878909,1.0865048165480313,1.8221134356298994,0.29633099526222145,,,,>500k random_forest,4-6,segment,111336,0.21800406730143815,0.28608734391959023,0.1765708683119227,-0.1781175466390651,0.5402177893889375,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k naive_mun_median,1-3,segment,107310,0.39129264004903697,0.5022050812969052,0.32504260530773355,-0.3686611158353751,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,,>500k hshn_full,1-3,segment,53389,0.43069895564663335,0.5801804178827473,0.29499593630466414,0.36528304238467596,0.7715395889487665,0.2805176775202179,0.14025883876010894,0.799303227256551,1.2061773575900294,2.4046707924137687,0.3843675663526194,,,,<250k hshn_full,1-3,segment,107310,0.20607082641387034,0.27806305278476046,0.15886501033764944,-0.15473044623253732,0.5266412023186673,0.13930270811971293,0.06965135405985647,0.8513558848196813,1.099877586894417,1.52201858356619,0.4371726772900941,,,,>500k mlp,7-12,segment,95650,0.4796408254362644,0.6247659424019889,0.36379217694697985,0.34220763689158945,0.8775506501395148,0.32129013176864746,0.16064506588432376,0.9037323575535807,2.5279920998656555,2.9720176452000695,0.5823209618400418,,,,<250k xgboost,7-12,segment,297725,0.18882467980895284,0.25595475846072163,0.14224036221222747,-0.08957805883211407,0.762830949961972,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k hshn_none,1-3,segment,53389,0.4287680736959823,0.5788821690621407,0.2919841944290269,0.35963496716666604,0.7680806721183849,0.28003477763734647,0.1400173888186732,0.7958193635393058,1.1978964668685055,2.4144415239429793,0.38028432823240743,,,,<250k hshn_partial,4-6,segment,148245,0.18047927804649833,0.24576440433710112,0.13674073111793383,-0.061782611285429424,0.7342115844122729,0.11983802251489295,0.059919011257446475,0.916280481635131,1.0243459895817586,1.1998979413125597,0.4955782657087929,,,,250-500k hshn_full,4-6,segment,148245,0.1826651897465906,0.24689491300671507,0.1395369841238061,-0.06590707612183437,0.7431041382283214,0.12107475959707235,0.06053737979853617,0.9110054302000068,1.0243835132388772,1.2044382242196183,0.483692536004587,,,,250-500k lightgbm,1-3,segment,107310,0.18869805619990165,0.2565400025837098,0.14571707960224334,-0.14052335451628722,0.48224279448817114,0.11066429228322777,0.05533214614161389,0.8670300997111173,0.924531474506718,1.239270413316967,0.4715403969807101,,,,>500k naive_mun_median,7-12,segment,297725,0.24753148757056329,0.31849967053035905,0.2022822993564919,0.041915661085882606,1.0,NaN,NaN,NaN,NaN,NaN,NaN,,,,250-500k