Open Street Map and Lebanese Arabic Institute (administrative level 4). (2024). Lebanon: Administrative level 4 (Beirut Neighborhoods) Boundary. The Centre for Humanitarian Data. https://data.humdata.org/dataset/817f63dc-740c-4ab8-8929-f886af76e559 (dataset)