Determinants and spatial patterns of adult overweight and hypertension in a high HIV prevalence rural South African population

► Determinants and spatial patterns of chronic diseases in rural South Africa. ► Localized clustering of overweight identified, but no clustering for hypertension. ► Additional insights into chronic disease control for rural South Africa were provided.