UQO Working Paper No. 3 — Hedonic housing price models for the US: parametric, quantile, and machine-learning approaches.
1variable,pooled_state_fe,weighted_mean,min,p10,median,p90,max,share_positive,n_states_sign_differs_from_pooled2ln_sqft,0.6253359297481904,0.5841151018922306,0.06243052682092076,0.3164434973212912,0.5062653693600458,0.7201690998431676,1.148624330257187,1.0,03bedrooms,-0.06636616071340727,-0.044702437708658685,-0.13047135046405836,-0.07337410930177288,-0.02008293127266575,0.03539621517783931,0.05717291906824712,0.37254901960784315,194bathrooms,0.20362072800548395,0.16851083285014107,0.019286320012768143,0.05199535751378051,0.14936685578777903,0.1988139551654034,0.2853411372897583,1.0,05age,-0.0016799830449126948,-0.006543899101083063,-0.020970891414288984,-0.01483891078552975,-0.0019053023023655608,0.007774332870428058,0.015715634088070043,0.3137254901960784,166ln_lot,0.08690867415712335,0.08859740338294524,-0.010748685279161105,0.03376378285637305,0.0907508203384734,0.1407702142678374,0.16512363628701304,0.9607843137254902,27has_pool,0.05574511110762864,0.02317992219476645,-0.1402245203190539,-0.06693637390648638,0.007933814012961025,0.11020871361202769,0.3127474188389918,0.5686274509803921,228has_garage,0.09511599318423476,0.09604411010449583,-0.0046768366850057745,0.029160316246884116,0.07088990911788101,0.13864281507728254,0.23222360010599735,0.9607843137254902,29has_central_air,0.06620613489416126,0.0717841003499202,-0.2591698934831419,-0.04154987460614171,0.09013689633089639,0.22502959518053214,0.30905718376500546,0.803921568627451,1010has_hardwood,0.09989129065690862,0.09715851150430535,-0.054432818109731315,0.016137629562522564,0.07470305053577703,0.16294396644916617,0.2802014216842597,0.9607843137254902,211luxury_score,0.007960469247211594,0.010187053409813355,-0.09746735875290602,-0.0522380573551168,0.008610260378737994,0.05515787929503811,0.115322218847693,0.5686274509803921,2212tag_foreclosure,-0.3778871237506259,-0.3537123847450042,-0.6598867886280644,-0.5389623516046007,-0.34445181928403146,-0.13109850474313678,6.993188523107505e-14,0.058823529411764705,313is_condo,-0.11974982960595595,-0.10828079135032573,-0.9324904046724732,-0.40617275329426517,-0.11394574569784835,0.05353426681384989,0.5887860120350161,0.19607843137254902,1014has_hoa,-0.006372644080509562,-0.056537289915597526,-0.48191144267790903,-0.15125330290015437,-0.01967061917786228,0.07408096236659983,0.25326222289289224,0.45098039215686275,2315