Hadoop: The Definitive Guide
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What I really liked most about this books was that I could read the vast majority of it straight through and enjoyed the process. Very well structured and the example surrounding weather station data was an appropriate choice to give a good perspective on most of the problems. A good mix of practical theory, examples and code snippets.
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