All pharmacies surveyed within study catchment areas as indicated by GPS including road networks. OpenStreetMap contributors. (2019) Data Extracts. Retrieved from https://planet.openstreetma…. Global Administrative Areas. (2021) GADM database. Retrieved from https://gadm.org/data.html.