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Data Analysis with Open Source Tools by Philipp K. Janert (Paperback, 2010)

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Above all, you'll learn how to think about the results you want to achieve -- rather than rely on tools to think for you. --Austin King, Senior Web Developer, Mozilla "An indispensable text for aspiring data scientists.".