Data Science Tools/Tips

I was recently talking data science with a friend who wanted some good links and ideas on how to train non programmers on how to do data analysis.
First thing is to determine what type of analysis is needed, visualization, correlation, causation, classification. Then you just start exploring. A few links came to mind,

http://www.amazon.com/Data-Science-Scratch-Principles-Python/dp/149190142X

http://www.datacommunitydc.org/blog/2013/07/python-for-data-analysis-the-landscape-of-tutorials

http://kenanbek.me/post/guide-to-python-data-mining-data-analysis-and-data-visualisation-with-tutorials-and-samples/

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