I use this along with Chris Albons similar repo of recipes (http://shop.oreilly.com/product/0636920023784.do http://shop.oreilly.com/product/0636920023784.do).

I use this along with Chris Albons similar repo of recipes (http://shop.oreilly.com/product/0636920023784.do http://shop.oreilly.com/product/0636920023784.do). It is a great compliment to Wear McKinney's "Python for Data Analysis" it is more like a recipe book than the internals as Wes' book is. Also, JVP includes more than just Pandas and NumPy goodies. Highly Recommend, and fork to create your own curated handbook.