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Liniker Fernandes da Silva's study correlates environmental, economic, and social variables with oil and mineral royalties collected in major producing municipalities in Brazil between 2004 and 2010. The dataset includes city-level data on total municipal revenue, investments in sanitation and environmental management, population, and the FIRJAM municipal development index. Analysis using Principal Component Analysis suggests royalty collection does not directly correlate with greater social or environmental development.
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