This repo serves as the official supplementary material for the MAISoN conference where we present a Microscopic Markov Chain Approach (MMCA) for measuring the spread of COVID-19 within the DMV commuting region at the county level. The model is amenable to different choices in spatial scales and even sources of contagion.