Abstract: A separate panel may be used to display business icons near images of business entries, if the GIS does not include a business's front door geolocation. Users may place icons that represent business entities near the entrances to the entity. Also, a concise but extensive display of business listing data (e.g., reviews, summaries, services, hours, etc.) in the display near the geolocation and the presentation of further information upon user actions such as a mouse-overs, may avoid browsing away from the viewing application in order to learn more about the business.

Abstract: Data may be received from the source and based on training; a confidence level may be determined that a specific element in the data is correctly assigned to a master category given that the source assigned the data to one of the plurality of assigned source categories. If the confidence level meets a threshold, the element may be stored in the assigned master category and if the confidence level does not meet a threshold, the element may be stored for reassignment.

Abstract: A separate panel may be used to display business icons near images of business entries, if the GIS does not include a business's front door geolocation. Users may place icons that represent business entities near the entrances to the entity. Also, a concise but extensive display of business listing data (e.g., reviews, summaries, services, hours, etc.) in the display near the geolocation and the presentation of further information upon user actions such as a mouse-overs, may avoid browsing away from the viewing application in order to learn more about the business.