About the Authors

Igor Vojnovic

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

vojnovic@msu.edu

Affiliation Global Urban Studies Program / Department of Geography, Environment, and Spatial Sciences / School of Planning, Design and Construction, Michigan State University, East Lansing, Michigan, United States of America

Arika Ligmann-Zielinska

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Geography, Environment, and Spatial Sciences, Michigan State University, East Lansing, Michigan, United States of America

Timothy F. LeDoux

Roles Data curation, Formal analysis, Visualization, Writing – review & editing

Affiliation Geography, Planning and Sustainability, Westfield State University, Westfield, Massachusetts, United States of America

Competing Interests

The authors have declared that no competing interests exist.