Brazil is the fifth largest country in the world and is one of the most populous. These characteristics make it very important to summarize up-to-date data from all the Brazilian regions for decision-makers, in the public or private sectors. In this work, we obtain a unified dataset with statistical data for all cities in the country, integrating data related to population, economy, employment, education, and health. We show the process of extraction of the data from different public sources, the processing, and the generation of the dataset. We discuss the possible uses of the dataset, analyze the limitations of the proposed methodology, and discuss its possible evolutions.