maps

Geocoding converts addresses to coordinates instantly without external API keys by interfacing directly with OpenStreetMap and Nominatim. You can translate physical addresses into precise latitude and longitude points for geographic data analysis using standard Python library modules.

Routing services calculate travel distances, times, and turn-by-turn directions for driving, walking, or cycling by interfacing with OSRM. You can generate navigation paths and plan travel between two landmarks directly without needing manual map lookups.

POI discovery finds nearby restaurants, hospitals, or services using category-based search. You can query for specific points of interest within a defined radius of a location, such as finding coffee shops within 500 meters of the Eiffel Tower.

Reverse geocoding executes location intelligence tasks without external API keys or paid services. It interfaces directly with Nominatim to convert coordinates back into physical addresses, requiring only Python 3.8+ and standard library modules to run.

Navigation queries rely on OpenStreetMap and Nominatim public endpoints, which may impose rate limits or usage restrictions. This approach is designed for standard geographic data analysis and location-based queries rather than high-volume commercial routing applications.