13. A non-transitory computer-readable medium including instructions stored therein that, when executed by at least one computing device, cause the at least one computing device to: receive a request for mapping information to be displayed to a user; determine point of interest (POI) data associated with the mapping information, the POI data including one or more POIs; analyze the request to identify a specified area of interest; determine a value of a distance function based at least in part on the specified area of interest; determine a relevance score of each POI in the POI data based at least in part on the distance function applied as a multiplier to a baseline score of the each POI within the specified area of interest; select a portion of the POI data based at least in part upon the relevance score of the each POI of the POI data; and provide the portion of the POI data for display with the mapping information.
13. A non-transitory computer-readable medium including instructions stored therein that, when executed by at least one computing device, cause the at least one computing device to: receive a request for mapping information to be displayed to a user; determine point of interest (POI) data associated with the mapping information, the POI data including one or more POIs; analyze the request to identify a specified area of interest; determine a value of a distance function based at least in part on the specified area of interest; determine a relevance score of each POI in the POI data based at least in part on the distance function applied as a multiplier to a baseline score of the each POI within the specified area of interest; select a portion of the POI data based at least in part upon the relevance score of the each POI of the POI data; and provide the portion of the POI data for display with the mapping information. 14. The non-transitory computer-readable medium of claim 13 , wherein the request includes one or more parameters including at least one of at least one query keyword, a query constraint, the specified area of interest, or a location of a user.