“…This approach capitalizes on geographic location as a principal variable, 18 which reflects variation in a wide range of place-based characteristics associated with health. 19,20 This information may include but is not limited to age, 30 education, 43 income, 29,43 racial segregation, 14,44 employment, 45 household composition, 14,43 healthcare access, 14,31 comorbidities, 46,47 availability of recreational facilities, 19,29 and quality of food sources. 15,19 Geographic location reflects multivariate effects of unequal distribution of resource and its influences on physical and social environments.…”