The understanding and modeling of social influence on human economic behavior in city environments can have important implications. In this project, we study human purchase behavior at a community level and argue that people who live in different communities but work at similar locations could act as "social bridges" that link their respective communities and make the community purchase behavior similar through the possibility of social learning through face-to-face interactions.