The MIT Technology Review has gathered together 70 databases that contain large datasets of various types of information about the world we live in: social science data, climate data, financial data, urban data, scientific data, traffic data, and others. It includes familiar datasets like Wikipedia, the Wayback Machine, and Google Maps as well as lesser knowns like the Global Urban Observatory, the National Household Travel Survey, and Gapminder World, which contains multiple datasets on diverse socio-economic indicators.
A good resource for empirical researchers to bookmark.
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