Determining top venues from aggregated user activity location data is disclosed, including: receiving a set of location data associated with user activities; determining a plurality of stop events using the set of location data associated with the user activities; and selecting a plurality of top venues based at least in part on the plurality of stop events. Furthermore, top venues associated with user activities can be used to detect group activities and/or tour activities.