SPB Git

spb/wp3_uqo

Public

UQO Working Paper No. 3 — Hedonic housing price models for the US: parametric, quantile, and machine-learning approaches.

15.7 KB · 53 lines csv
1state,n,r2,median_price,ln_sqft,bedrooms,bathrooms,age,ln_lot,has_pool,has_garage,has_central_air,has_hardwood,luxury_score,tag_foreclosure,is_condo,has_hoa2AK,808,0.727884659514936,448999.9999999996,0.5997354809767081,0.02312184964806341,0.04918435324695403,0.004367184487862899,0.04146092825010831,-0.0342850785761159,0.19214605454602807,-0.2591698934831419,0.0943721603403942,0.03616650696414134,-0.5389623516046007,-0.3320272337650979,-0.121787779048440743AL,16919,0.6976436148502795,317900.00000000023,0.5688277123884595,-0.028291497117003517,0.14119926149367923,-0.018973248201270096,0.09110185323978655,-0.035792735326403646,0.05802733893893042,0.05977808935246974,0.05653461819872663,0.012905575917587397,-0.44214332448553234,-0.030474478495764734,0.0079866577344255984AR,10665,0.7114810654318975,279998.99999999994,0.7201690998431676,0.03539621517783931,0.027030593653474905,0.007793929704221457,0.11736433797318448,0.03139393540787551,0.15279333072187712,0.18593222076663274,0.04635072299606653,-0.012500818996505488,-0.479607360124045,-0.21877169523075146,0.037033695816796555AZ,23871,0.7677350326205509,480000.0000000003,0.5912721737133729,-0.08628440112783772,0.19042095600008244,-0.008389906476340149,0.09551403875581535,0.00907231397802824,0.1245038135045294,0.05445104127041764,0.16294396644916617,0.04950384578100292,-0.36379469892863064,0.1560879823892207,-0.08684072045432526CA,47650,0.608776805673042,690500.0,0.7448336790028995,-0.08422723675733888,0.20568986121463217,0.015715634088070043,0.049843363425934734,0.019702368117341697,0.11690696551488627,-0.058839175827892644,0.2183897551949488,0.02749975850900993,-0.32692565771664234,0.04865519332377294,-0.125188763618553137CO,17480,0.6198984066920381,570000.0,0.5689135348910447,-0.06532790427967569,0.21020095807810252,-0.0025553600812181273,0.09338858124629004,-0.023791427701265605,0.020285099981510277,-0.057878638347243605,0.08621863816174316,0.0008612801255419092,-0.4328407966950246,0.23242547806300434,-0.114574646554503928CT,4127,0.7871575261803953,436999.9999999998,0.40651755212319785,0.006192408191986409,0.14224513332081778,-0.0008989893482663977,0.03376378285637305,0.07781494067201428,0.05099568837281131,0.14058546490049445,-0.015274032754345024,-0.02845912291138722,-0.160547988461111,-0.6079762489244368,-0.019655154924857819DC,1409,0.8102537376080671,494999.9999999999,0.5452275012369068,0.04502916358019582,0.14082222867360344,-0.009582735073183843,-0.010748685279161105,-0.1402245203190539,0.16427707195522168,0.04067532542541369,0.10731472525984265,-0.09746735875290602,-0.2359172879002729,-0.9324904046724732,-0.03053600205104123310DE,1998,0.6396685987003596,489000.00000000006,0.06243052682092076,0.006718094881624892,0.2853411372897583,-0.0024725713580384806,0.023970845055648116,0.03913620250137306,0.03966481420496337,0.041954038897274504,0.02451417722738991,-0.02462473908204038,-0.41081098701468655,-0.07494705865480722,-0.0909097986512881211FL,132186,0.706786583305629,433900.00000000023,0.7997544263870695,-0.13047135046405836,0.2339434204666037,-0.020226781710165273,0.034406350910258975,0.04590832096273016,0.13476295445097994,-0.012787626365480446,0.09662574721212946,0.03578581990911929,-0.30350217581316113,-0.08485225272765565,-0.0685938711265977712GA,31988,0.7126314270976872,380000.0000000003,0.5261665887110476,-0.056844881783489065,0.16345310147047454,-0.00817194012439144,0.10289288375648839,0.022334662964711337,0.1001017593844375,0.10054482967941167,0.0484398444094004,0.0008756279687138352,-0.43631432422566774,-0.012853092597525928,-0.04423364834893550613HI,5013,0.7030213843119074,848999.9999999994,1.148624330257187,-0.11603200556186444,0.019286320012768143,-0.009071420380317857,0.027628051462940117,0.08460062873636642,0.06132212923842331,0.18656477711463043,0.21687594819452966,-0.001212110594015492,-0.5938276549675785,0.02298872297111701,0.004150337987782290514IA,8265,0.6908120050478295,249500.00000000017,0.2844913576117811,0.04584788532273659,0.15892741228405632,-0.0019053023023655608,0.1367634512541611,0.08507669746999902,0.0832120071679519,0.1816575838361134,0.06436240810282162,-0.030418001792092503,-0.44699185718021245,-0.06329257631201973,0.1214260931462148915ID,4532,0.7305768178510894,548999.9999999998,0.49112704750166697,-0.06143711017816372,0.17217205817157766,0.0044226299191178695,0.12573619670328764,0.000507652512507395,0.0632071755545329,-0.030018426203617637,0.155407469353244,0.050629272104610795,-0.22919070170141298,0.15342046851904556,0.0632545758196992316IL,19170,0.7066810184465089,274899.99999999977,0.49305431308857395,0.03940956478066224,0.14611089171274783,0.0007197790674919081,0.12505753803556774,-0.030400259858491194,0.23222360010599735,0.2593869241708891,0.18457659707087828,-0.0522380573551168,-0.5198216845192212,-0.1474964708845352,-0.282828925816733217IN,14338,0.7014344443631549,275000.00000000006,0.44024045843280024,-0.0245030666629599,0.1643506122237038,-0.003490433914795598,0.14844534583537244,0.04704612897973287,0.1257388754216171,0.1914553193677888,0.04206257357042814,-0.0003510714162065359,-0.5283763821545657,-0.1672909763888084,0.02488811416092784318KS,5974,0.7697339541546352,269900.0000000002,0.21734499311704336,0.0037401794516803977,0.15985222782865133,-0.01483891078552975,0.16512363628701304,0.020358506113753616,0.11781122005836653,0.04247225659258458,0.061570314611663735,-0.004419479542042845,-0.3355985410525031,-0.23520808330084964,0.0507271179729981719KY,10637,0.6708495299903884,299899.9999999998,0.41971307921892187,-0.0018581999226160717,0.13222890368708684,-0.007250260360301779,0.11484202300608451,-0.005269517561110451,0.11466574715878872,0.05966110244709211,0.015500719931684281,0.01211286463090476,-0.5497082174895113,-0.11151968047264804,0.00579374081729028320LA,14934,0.6953332584229033,264999.9999999999,0.7265686000951557,-0.02306469711805756,0.11626675312167645,-0.0074216777397919514,0.07832996789926239,0.0007113281284120906,0.09695466861099863,0.2432718384349708,0.03283635688463206,0.014482347655828537,-0.5398535542922501,-0.40617275329426517,-0.0626818169387161621MA,5301,0.8027975837603368,668999.9999999995,0.5756805588496414,-0.03739869931244835,0.147654028879232,-0.00046382308385898435,0.028744932212454253,-0.04834104506529924,0.029608283497461654,0.039979739811784515,0.0697963380520798,0.03536376002650543,-0.21519823633401264,-0.3003190675438552,0.01212357583066808722MD,9666,0.7987391973174032,474999.99999999994,0.26524649407606793,0.05159213196530404,0.15061399499690492,-0.00033353504244471033,0.08465743913107235,-0.13591441618594508,0.0568161994507812,0.11748076207155775,0.07693443440414079,-0.05944594792328811,-0.27177106050146516,-0.056398671768712716,0.039439585919816523ME,3266,0.5880620697903294,394999.99999999994,0.5129734872480285,-0.07727400988694519,0.19065595213875114,-0.00018926681520217356,0.04757848641062552,0.3127474188389918,0.0286076134904948,0.22502959518053214,0.07817907112958983,-0.03769049910474356,-1.506496638877824e-16,-0.0699896716233816,0.1532447475312045424MI,19190,0.7258018581958157,257500.0000000002,0.5329392568080921,-0.028417959216242572,0.1918504053192635,-0.002649212755102279,0.09150053065566462,0.11020871361202769,0.12432553517631453,0.17233095458901962,0.0737758571942187,-0.03143799924062081,-0.2786478102066884,-0.11394574569784835,-0.0668029839633386725MN,8710,0.6943245763260637,359900.0000000003,0.4370890943333101,0.005425301860395831,0.1723079853314301,0.007312531059862562,0.07676195330260482,-0.03187770175419469,0.10147910385452188,0.16826863242062245,-0.054432818109731315,0.0025726502843029173,-0.4230791512222978,-0.4286188630410188,-0.05266307682328319526MO,14784,0.7205595038050294,279999.9999999998,0.42500923762497056,-0.027838819418672167,0.15903026830037642,-0.01625382919372234,0.1406972375414014,0.0016404432431520385,0.13864281507728254,0.09017480606147907,0.06373547681782304,-0.01659533840646829,-0.34445181928403146,-0.07651171014266973,-0.04052221323277524527MS,6773,0.6909562239923484,274899.99999999977,0.7574591360824477,-0.02008293127266575,0.05199535751378051,-0.013862926220443945,0.059566300081326795,0.05841160245111314,0.04455320326325035,0.16657415424332123,0.08614750429300705,-0.009437670726151967,-0.6598867886280644,-0.17229759865737312,0.0729007846035269228MT,3959,0.737629013947168,569899.9999999997,0.5178387643917945,-0.01942339969275672,0.12422429689880543,0.007774332870428058,0.12192637365784817,0.14420193226547373,0.12452501415858078,0.057119482900350876,0.2802014216842597,0.06314694648619022,-0.15075415670917547,-0.00519918801945185,0.01131399911009622929NC,29245,0.7346962717363494,403999.9999999997,0.5009954261560581,-0.004096814663526238,0.1450366594106609,0.0021796688916200253,0.08064432154258015,-0.01613642227655543,0.049766921880742304,0.057127852136599884,0.07470305053577703,0.046740090264241266,-0.44248144006725265,-0.14051832470718972,-0.025595506961165730ND,1339,0.7226055236099437,330805.00000000006,0.7149547348934031,0.05717291906824712,0.02078218623722683,-0.009146866645358055,0.0853207426745366,0.08779626142312469,0.16715254205186936,0.1753786031645309,0.00996991371046696,0.05515787929503811,-0.1938280043437115,-0.3658837153946002,0.2532622228928922431NE,3925,0.7646921210061666,298999.99999999977,0.38568637302083164,0.03297948354597055,0.10590286237497415,-0.00039933710334436046,0.146705493960677,0.15787489881213257,0.09918240569109893,0.1241738812508677,0.0053982375776022995,-0.007821042072270634,-0.23989737833846148,-0.727405488458208,-0.1512951763878123732NH,2289,0.6999446652855772,539899.9999999998,0.5558254326071821,-0.013481293995355803,0.13233445647118758,0.013554818866670166,0.06414389750695498,-0.11846201750495039,0.029160316246884116,0.1449873126545366,0.037688765168185645,0.03536385730994475,5.664333840753369e-16,-0.11450208892186131,0.0268716840578477933NJ,7321,0.7041046032128162,499000.0000000004,0.44961843010944125,0.010046594071456277,0.19870302638815904,0.004017351245910641,0.055214732635641306,-0.061953843268417796,0.06931394322648841,0.09013689633089639,0.09827690066544169,0.031636870708730336,-0.25275968620819045,-0.03922120693220987,0.01199293004685697634NM,4704,0.7338091146021104,394999.99999999994,0.5480354414635827,0.024261291670699514,0.03804645826749056,-0.013116917541370343,0.08211897966986094,-0.035815504727384706,0.04342273872151381,-0.02319229052245464,0.07201306110549194,0.06533206338948382,-0.48089261538219796,-0.010086622488188451,0.0875031449880269235NV,10760,0.8254360568437233,499900.0000000004,0.40268510801031343,0.0032744288373741104,0.17451439797308382,-0.007191169559689813,0.05722860937270899,-0.004690748076299156,0.10640956624044975,-0.10923170428955797,0.13927059546957232,0.03436179758695056,6.993188523107505e-14,-0.15080276413995466,-0.4819114426779090336NY,24823,0.7465897358441171,641539.9999999997,0.6152189793729131,-0.029270628632334653,0.18320060839457383,-0.010031894366242832,0.05646728318667562,0.18920723430414882,-0.0046768366850057745,0.30905718376500546,0.016137629562522564,-0.06784289733016077,-0.24015641540657057,-0.5637623468362767,0.0740809623665998337OH,19408,0.7267247146901499,269000.0000000002,0.4624776605752339,0.000907703756416689,0.14109110337291686,-0.0013132249789798468,0.11965252561944376,-0.00555949641735156,0.11317061590181902,0.2770534280810254,0.03365207724378111,-0.018428998409556335,-0.3992840374858622,-0.13927721808976434,0.0320039056094343938OK,12246,0.742932363353001,284060.99345035077,0.5382884801181946,-0.011545397761139949,0.09287548750680746,-0.019468340702424668,0.1407702142678374,0.007933814012961025,0.05752903598593875,0.04298980461759169,0.05561992856827086,-0.03268461947124028,-0.41651515190437477,-0.17886334222659883,-0.0196706191778622839OR,9485,0.7168063942484126,545000.0000000002,0.49484571979184605,-0.045217579060646884,0.12218394114278222,0.0011508230197276488,0.11677837537479382,-0.07543212839826152,0.07099676191310852,-0.003985895584183691,0.09090497298085715,0.06261188901806042,-0.2549632764602915,-0.17787046990214206,0.041517247265719740PA,15127,0.7016627178179877,307399.99999999994,0.5062653693600458,-0.010212724556739355,0.1474428392579486,-0.0011777454628459413,0.14057789328564604,-0.03690781628240343,0.09543682980926028,0.26179832710883577,0.08623790394449096,-0.027456369782938195,-0.44420160383553575,-0.030409536548864025,-0.1135135809028539241RI,1040,0.7967025310675282,499999.49999975006,0.2516774242760964,0.018246222715094795,0.20675691730526463,0.002291079267685306,-0.00233226140508791,-0.12611994285373251,-0.004209570332030621,0.08616524545456858,0.10081000574703983,0.115322218847693,-0.23844312129678746,-0.31233188686102387,-0.391165934158275642SC,20322,0.6998846498828274,379000.00000000023,0.6494138813846244,-0.05309281538315913,0.1670486257509965,-0.0003222613362191262,0.06614907805620283,0.047594570133178124,0.04614795543085104,0.04618967722602549,0.08734202272409042,0.008610260378737994,-0.6416717813143697,-0.05194154216015645,0.0273028589745328343SD,2051,0.7395915950553773,359999.99999999994,0.552798630839118,0.02298284133544859,0.07501166537716197,0.00012509826191087203,0.1290245773145427,0.06778975705808343,0.055429035022730444,-0.04154987460614171,0.06784717411019621,0.010314541260103005,-0.5169109872650544,0.01298629278710095,0.0714360858842514344TN,24597,0.7350938133477085,419000.0000000001,0.33559930136428545,-0.02393237351083928,0.1851801234902279,-0.013981609601679745,0.08156294574070978,-0.03940485854336957,0.05522310380941972,0.13560858400781664,0.12279355888447732,0.03986568352847969,-0.43745621909765103,-0.1320674432328056,-0.1462529752756770445TX,101669,0.6894207285363319,359949.9999999997,0.6090712297236184,-0.03716150302201705,0.14142938634946534,-0.009756138545027812,0.14339499351557655,0.031168113133297887,0.0898492262900764,0.02642066034236339,0.1330899374391084,0.018578972326003775,-0.30116100697259307,-0.12438977314335592,-0.0608362157733886846UT,6624,0.7656489803251226,595000.0000000001,0.6008478611927661,-0.04196038752413385,0.12068456401574748,0.008405500079194876,0.08235834524582161,-0.0293101503883047,0.06955020591033068,0.013799980772791612,0.16452090580230366,0.03666402127666046,-0.24387453936527548,0.05353426681384989,-0.477988506256991547VA,15719,0.7914988758064614,424000.00000000023,0.3164434973212912,0.026902855108744322,0.15352396437605692,-0.002518566164222663,0.09996748815046777,0.06312098765897983,0.07088990911788101,0.08505672337787537,0.04863213300750974,-0.030068025328246747,-0.3622061618796173,-0.09473325267138094,0.0777784046492429348VT,1685,0.6928856666284959,469999.99999999994,0.4092167201449073,-0.07337410930177288,0.14936685578777903,-0.014022881394253714,0.0907508203384734,-0.06693637390648638,0.02691230164198838,0.2015044096759933,0.03931251224315069,0.09093230847152256,-2.1872299516108018e-15,0.00726488339592718,-0.00668601218017927949WA,11934,0.6513583825579805,595000.0000000001,0.472670039586754,-0.025026431078565975,0.17597136130865942,0.014304641984775518,0.06572020053384116,-0.03460688350577826,0.06148785781403504,-0.06244924933845708,0.1382556939984616,0.019126965273340846,-0.13109850474313678,-0.11957456066174091,-0.125986805827932250WI,9114,0.70365498726612,345000.00000000006,0.4130658171514382,-0.023490838764457164,0.19081908006177922,-0.00026555778273236463,0.1002541773435276,0.05535078365489329,0.128816025614714,0.13275531849332806,0.08533627934055787,-0.05863311095000552,7.093273961558561e-16,-0.3086329776586047,-0.05524412164078329551WV,3179,0.6807397700734262,239000.00000000003,0.4848189398866607,-0.07122926374025962,0.1988139551654034,-0.020970891414288984,0.11554620701371233,0.0915410309780851,0.06275890933455786,0.22455829580675227,0.032044517177736154,-0.0632397807559941,-0.26723759705962413,0.08751241429920972,-0.1512533029001543752WY,1653,0.7353771457602591,424999.99999999965,0.4610631831149301,-0.020921528337119327,0.13029692962028327,0.0019187001564405504,0.15379997886751254,0.11567160657841358,0.061875246017470575,0.09783561489446063,0.09227365265568896,0.02276061625404696,-0.4462263686639467,0.5887860120350161,-0.04701519326440073453
Files · main
Menu

Theme