About the Authors

Alec Davies

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

a.e.davies@liverpool.ac.uk

Affiliation Geographic Data Science Lab, Department of Geography & Planning, University of Liverpool, Liverpool, United Kingdom

Mark A. Green

Roles Conceptualization, Methodology, Resources, Supervision, Validation, Writing – review & editing

Affiliation Geographic Data Science Lab, Department of Geography & Planning, University of Liverpool, Liverpool, United Kingdom

Alex D. Singleton

Roles Conceptualization, Funding acquisition, Methodology, Resources, Supervision, Writing – review & editing

Affiliation Geographic Data Science Lab, Department of Geography & Planning, University of Liverpool, Liverpool, United Kingdom

Competing Interests

The authors have declared that no competing interests exist.