Generating user preference activity maps is disclosed, including: collecting a plurality of user activities recorded by a plurality of GPS recording devices; determining a user preference map based at least in part on analyzing the plurality of user activities to aggregate user activity data associated with a base map; and determining one or more suggested routes between a user input first endpoint and a user input second endpoint based at least in part on the user preference map.