Explore the spatial distribution of fast food chains and retail locations across Manhattan with this data-rich GIS visualization. Featuring brand-level analysis, catchment areas, and clustering patterns, the map highlights consumer behavior and commercial hotspots. A powerful tool for site selection, competitive analysis, and retail strategy.