Although there is increasing awareness of disparities in COVID-19 infection risk among vulnerable communities, the effect of behavioral interventions at the scale of individual neighborhoods is not well understood. Having a more localized picture of activity before and after social distancing mandates could shed light on the disparate impact of COVID-19 on vulnerable communities and provide a tool for the design and evaluation of equitable, targeted public health interventions.