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Crunchbase looks most promising but they seem to be payware. Are there any free datasets of companies (established business & startups) to do some data science analysis? Ideally, the data should be name, a description of what it does, location(s), products/services offered etc.

I am looking for US businesses

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Opencorporates is a good start, if you tell us more about the geographies you are interested in we might be able to help more.

Look also at the datasets listed here, all trade registries are free and available to download if you follow the link from their logo.

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