On 15 August 2020, the Danish Heath Authority issued regulations, that among other things, required enforcement of physical distancing, both onboard trains and in public facilities. This article describes the research that was conducted by a team at the Technical University of Denmark to study the impact of COVID-19 on the passenger flow in the Copenhagen Metro, using passenger flow data and station floorplan drawings as well as Bentley Legion software for simulation of pedestrian flow.