Embodiments are disclosed for a method that may include identifying a mobile device based on events including interactions between the mobile device and one or more network devices on a network at a locale, generating geographic position patterns for the mobile device using the interactions, determining a characteristic of the mobile device based on the geographic position patterns, and assigning the mobile device to a cluster sharing the characteristic.