The COVID-19 pandemic is a new phenomenon and has affected the population's lifestyle in many ways, such as panic buying (the so-called ``hamster shopping''), adoption of home-office, and decline in retail shopping. For transportation planners and operators, it is interesting to analyze the spatial factors' role in the demand patterns at a POI (Point of Interest) during the COVID-19 lockdown viz-a-viz before lockdown.