Abstract Motivated by the Covid-19 epidemic, we build a SIR model with private decisions on social distancing and population heterogeneity in terms of infection-induced fatality rates, calibrate it to UK data understand quantitative importance these assumptions. Compared our model, calibrated benchmark version constant mean contact rate significantly over-predicts rate, death toll, herd immunit...