The municipality-level variables we considered were types of municipalities where the participants were born (wards; cities; towns or villages, categorical), proportion of unemployed workers over 15 years of age in each municipality (continuous), and per capita tax income in each municipality (continuous). The types of municipalities and the proportion of unemployed workers were obtained from the 2000 National Census