Urban design and layout significantly influence crime patterns and community safety. Our study examines the effects of local-level urban layout on crime incidence in Coral Gables, a planned, higher-income area in Miami-Dade County, Florida. We assess key environmental attributes, including streetlights, layout, and sidewalks. Our analysis incorporates crime data, UAV orthophotos, and site-specific factors [e.g., streetlight il...