About the Authors

Joseph Shingleton

Roles Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Data, Analytics and Surveillance; UK Health Security Agency; Porton Down, United Kingdom

David Mustard

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

Affiliation Data, Analytics and Surveillance; UK Health Security Agency; Porton Down, United Kingdom

Steven Dyke

Roles Conceptualization, Formal analysis, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

Affiliation Data, Analytics and Surveillance; UK Health Security Agency; Porton Down, United Kingdom

Hannah Williams

Roles Writing – review & editing

Affiliation Data, Analytics and Surveillance; UK Health Security Agency; Porton Down, United Kingdom

Emma Bennett

Roles Writing – review & editing

Affiliation Data, Analytics and Surveillance; UK Health Security Agency; Porton Down, United Kingdom

Thomas Finnie

Roles Conceptualization, Investigation, Project administration, Supervision, Writing – review & editing

Thomas.Finnie@ukhsa.gov.uk

Affiliation Data, Analytics and Surveillance; UK Health Security Agency; Porton Down, United Kingdom

Competing Interests

The authors declare that they have no competing interests.