Exploring the causes and influence mechanism of spatial distribution of housing prices is of great significance to maintain the stable development of the real estate market and improve the urban livability.This paper takes Haidian Island in Haikou City as the research area,based on POI data and housing price data of commercial residential quarters,selects 9 explanatory factors from three dimensions of endogenous factors,location characteristics,and neighborhood characteristics,and builds a GWR model to analyze the impact of each factors on hous...