About the Authors

Clio Andris

clio@psu.edu

Affiliation Department of Geography, The Pennsylvania State University, University Park, Pennsylvania, United States of America

David Lee

Affiliations Department of Urban Studies and Planning, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America, Senseable City Lab, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America

Marcus J. Hamilton

Affiliations Santa Fe Institute, Santa Fe, New Mexico, United States of America, School of Human Evolution and Social Change, Arizona State University, Tempe, Arizona, United States of America

Mauro Martino

Affiliation IBM Thomas J. Watson Research Center, Cambridge, Massachusetts, United States of America

Christian E. Gunning

Affiliation Department of Entomology, North Carolina State University, Raleigh, North Carolina, United States of America

John Armistead Selden

Affiliation United States Senate Budget Committee, Washington, District of Columbia, United States of America

Competing Interests

The authors have the following interests: At the time of the study, David Lee was a member of Senseable. Clio Andris and Mauro Martino were past members. Senseable's partners are a group of corporations, including AT&T, General Electric, Audi, ENEL, SNCF. Mauro Martino is employed by IBM Thomas J. Watson Research Center. There are no patents, products in development or marketed products to declare. This does not alter their adherence to all the PLOS ONE policies on sharing data and materials, as detailed online in the guide for authors.

Author Contributions

Conceived and designed the experiments: CA MJH. Performed the experiments: CA CEG MJH. Analyzed the data: CA DL CEG MJH MM JAS. Contributed reagents/materials/analysis tools: DL CA. Wrote the paper: JAS CA DL MJH. Designed Interactive Website: MM.