Remote sensing and geographic information systems (GIS) provide powerful tools for efficiently mapping flood risk. By gathering spatial data through satellites and aerial platforms, we can observe changes in land use, topography, and water bodies that influence flood vulnerability. GIS then allows for the interpretation of this data to create detai