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Mobile voice search provides users an easier way to search for information using voice from mobile devices. Most mobile search applications have access to the latitude/longitude coordinates of the device, which can be exploited to deliver location-specific search results. Geography and queries users submit are inextricably intertwined. In this paper we present the findings of a study on the spatial proximity of queried location and device location in a local search application. We then propose a location-aware query parsing model to parse queries into concepts that are necessary for high precision search.