Interpretation Our study shows that non - pharmaceutical interventions ( including border restrictions , quarantine and isolation , distancing , and changes in population behaviour ) were associated with reduced transmission of COVID - 19 in Hong Kong , and are also likely to have substantially reduced influenza transmission in early February , 2020 .