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    Broad yet limiting

    The author makes much of the fact that the book examples run in ipython notebook. The examples are interesting but fairly basic in scope and mostly only useful for looking at your personal data. ultimately the book falls short on providing a solid practical grounding for real life dev outside the carefully configured virtual machine. By focusing on all major social networks the book lacks a clear focus on really exploring the depths of possibility.
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