About the Authors

Fulvio D. Lopane

Roles Formal analysis, Investigation, Methodology, Project administration, Software, Supervision, Writing – original draft, Writing – review & editing, Conceptualization

f.lopane@ucl.ac.uk

Affiliations Centre for Advanced Spatial Analysis, University College London, Gower Street, London, United Kingdom,, Northeastern University London, Devon House, 58 St Katharine's Way, London, United Kingdom,

Eleni Kalantzi

Roles Formal analysis, Investigation, Software, Writing – original draft, Writing – review & editing

Affiliation Centre for Advanced Spatial Analysis, University College London, Gower Street, London, United Kingdom,

Francesca Fermi

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

Affiliation TRT TRASPORTI E TERRITORIO srl, Milano, Italy

Francesco Chirico

Roles Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Writing – original draft

Affiliation TRT TRASPORTI E TERRITORIO srl, Milano, Italy

Davide Fiorello

Roles Conceptualization, Investigation, Methodology, Software

Affiliation TRT TRASPORTI E TERRITORIO srl, Milano, Italy

Michael Batty

Roles Conceptualization, Formal analysis, Funding acquisition, Project administration, Supervision, Writing – review & editing

Affiliation Centre for Advanced Spatial Analysis, University College London, Gower Street, London, United Kingdom,

Competing Interests

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this article.