I developed an LA Crime Map using Pandas, Streamlit, and Pydeck to visualize crime density in real time. The app processes crime data and displays it on an interactive map, allowing users to explore crime hotspots and patterns across Los Angeles. With real-time updates and a user-friendly interface, it provides valuable insights for residents, researchers, and law enforcement.