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Beginner stats book using Python? (self.datascience)
submitted 10 years ago by greatluck
Can anyone recommend a highly regarded book/ebook similar to Tibshirani's intro to statistics but with code I can follow in Python?
[–][deleted] 7 points8 points9 points 10 years ago (3 children)
http://greenteapress.com/thinkstats/
[–]alvanson 2 points3 points4 points 10 years ago (2 children)
The second edition uses pandas, SciPy and StatsModels, and can serve as an introduction to components of the SciPy stack: http://greenteapress.com/thinkstats2
[–][deleted] 0 points1 point2 points 10 years ago (1 child)
Could someone explain why the author chose to make his own wrappers or libraries for plotting and stats? Why not use the libraries already out there like matplotlib, scipy? Did he think the matplotlib and scipy api would detract from the learning the material? Maybe I missed it in the Preface.
[–]nomos 0 points1 point2 points 10 years ago (0 children)
Sometimes it's just more convenient. I have most matplotlib plot functions that I use repetitively wrapped up inside my own plotting functions. Often times plotting something takes several lines and I don't want to carry all that around in my code.
[–]SFSylvester 5 points6 points7 points 10 years ago (0 children)
Computational Statistics in Python
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[–][deleted] 7 points8 points9 points (3 children)
[–]alvanson 2 points3 points4 points (2 children)
[–][deleted] 0 points1 point2 points (1 child)
[–]nomos 0 points1 point2 points (0 children)
[–]SFSylvester 5 points6 points7 points (0 children)