UQO Working Paper No. 3 — Hedonic housing price models for the US: parametric, quantile, and machine-learning approaches.
1input,raw_column,missing_share,imputation2avg_school_rating,avg_school_rating,0.9303878343191666,state median3school_count,school_count,0.9303396624419085,state median (= 3 in every state)4nearest_school_distance,nearest_school_distance,0.9303396624419085,state median5transit_score,transit_score,0.702387803894823,set to 06hoa_fee_value (ln HOA),hoa_fee_value,0.627038114096359,set to 07has_garage,has_garage,0.3277246901153843,set to False8roof_type / construction_material / foundation_type,roof_type,0.31185585960179607,'Unknown' category9flooring (central air / forced air / hardwood dummies),flooring,0.2978086866571506,dummy set to False10stories,stories,0.2561818463012872,set to 111parking_spaces,parking_spaces,0.2427507663131527,set to 012"year_built (age, age^2, interactions)",year_built,0.18861445004196023,state median year built13lot_size_sqft (ln lot),lot_size_sqft,0.15711891608205444,state median in lot_size_sqft; ln(lot) coded 014cooling_type (central air / forced air / hardwood dummies),cooling_type,0.11358168048861496,dummy set to False15heating_type (central air / forced air / hardwood dummies),heating_type,0.08283661366915047,dummy set to False16bike_score,bike_score,0.059654531579200906,state median17walk_score,walk_score,0.030596748144748886,state median18property_tax_rate,property_tax_rate,4.9439558238531924e-05,state median19has_pool / has_spa / has_basement / has_fireplace / on_waterfront,has_pool,0.0,set to False20