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I am looking for the data sets on micro-finance institutions per country. I have tried to find it in the World Banks data base but I couldn't find anything.

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Check out MIX Market (Micro-finance Information Exchange). Here's the link to the dataset page. Yes, you can also get information per country as well; check this page. The idea of MIX Market was to serve as the Bloomberg of Micro-finance data.

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