In particular embodiments, a method includes receiving a query for a specified place or a type of place, receiving an identification of a location of the computing device within a first map tile, identifying first places that are located at least partially within the first map tile and correspond to the query, the first places being identified in an index by records that correspond to the first map tile, and identifying second places that correspond to the query and are each located at least partially within second map tiles that include a parent map tile associated with the first map tile. The second places are identified in the index by one or more records that correspond to the second map tiles. The method further includes determining scores for places that include the first and second places based on one or more relevance factors.