Data availability statement: Data are available in a public, open access repository. All data relevant to the study are included in the article or uploaded as supplementary information. All model code are open source and available for download on GitHub: https://github.com/rdbooton/bricovmod. All data are freely available via the GOV.UK COVID-19 dashboard and ONS.