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This deployment cost reduces the initial appeal of such services. However, there is much locationtagged data already available on the Web which can be easily used to create compelling locationaware applications with almost no deployment cost. Such tagged data can be used directly in applications as well as to provide evidence in models of ac-tivity. We describe three applications that take advantage of existing Web data combined with location measurements from a GPS receiver. The first applica-tion, “Pinpoint Search―, finds web pages of nearby places based on GPS coor-dinates, queries from a Web mapping service, and general Web searches. The second application, “XRay―, uses the mapping service to find businesses in a building by pointing a GPS-equipped electronic compass at the building. The third application is called “Travelogue―, and it builds a map and clickable points of interest to help automatically annotate a trip based on GPS coordi-nates. Finally, we discuss the use of Web-based data as rich sources of evidence for probabilistic models of a user’s activity, including a means for interpreting the explanation for the loss of Web signals as users enter structures. 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