“…Based on a comprehensive consideration of the hazard, the environment, the vulnerability of the affected communities, the disaster prevention and reduction capacity (Shi et al 2020), the results of previous studies (Gong and Hu 2015;Hu et al 2018;Nigusse and Adhanom 2019;Yuan et al 2020), and the availability of data, the 2018 house structures for each county of the study area that is the ratio of steel-concrete houses (RS), the ratio of brick-concrete houses (RC), and the ratio of brick-wood houses (RB) were taken as the explanatory variables. The variables of the socioeconomic factors for each county included the population density (PD), per capita GDP (PG), the ratio of urban to rural population (UR), high school penetration rate (HS), per capita housing area (PA), and the proportion of the tertiary industry (PT).…”