About the Authors

Cate Heine

Roles Conceptualization, Data curation, Formal analysis, Methodology, Visualization, Writing – original draft, Writing – review & editing

cheine@mit.edu

Affiliation Senseable City Lab, Massachusetts Institute of Technology, Cambridge, MA, United States of America

Cristina Marquez

Roles Conceptualization, Data curation, Methodology, Visualization, Writing – original draft, Writing – review & editing

Affiliation Universidad Carlos III de Madrid, Leganés, Spain

Paolo Santi

Roles Conceptualization, Data curation, Methodology, Supervision, Writing – original draft, Writing – review & editing

Affiliations Senseable City Lab, Massachusetts Institute of Technology, Cambridge, MA, United States of America, Instituto di Informatica e Telematica del CNR, Pisa, Italy

Marcus Sundberg

Contributed equally to this work with: Marcus Sundberg, Miriam Nordfors

Roles Data curation, Writing – original draft, Writing – review & editing

Affiliation Department of Urban Planning and Environment, Division of Systems Analysis and Economics, KTH Royal Institute of Technology, Stockholm, Sweden

Miriam Nordfors

Contributed equally to this work with: Marcus Sundberg, Miriam Nordfors

Roles Writing – review & editing

Affiliation Strategi- och utvecklingsenheten, Stockholms Stad, Stockholm, Sweden

Carlo Ratti

Roles Conceptualization, Methodology, Supervision

Affiliation Senseable City Lab, Massachusetts Institute of Technology, Cambridge, MA, United States of America

Competing Interests

We have received funding from three commercial sources: Dover Corporation, Teck Resources, and Ford. They have not participated in this project in any way, including the study design, data collection and analysis, decision to publish, or preparation of the manuscript. Author MN, an employee of Stockholm Stads, assisted with data collection and reviewed this manuscript before submission. This funding source and employment relationship, respectively, do not alter our adherence to PLOS ONE policies on sharing data and materials.