1Data from the 2012 Chilean census are not included in the CHIM database. This census has been questioned due to problems of imputation of unobserved housing units, with no identification of imputed versus collected census data (Bianchini et al. 2013). A recommendation has been made to not use these data (Bravo et al. 2013).