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Also see Shalizi’s “Data Analysis from an Elementary Point of View” is a good introductory textbook:

https://www.stat.cmu.edu/~cshalizi/ADAfaEPoV/

It is rightly over-weight on linear and additive models and simulation. 90% of the book is useless without a computer but that is a modern truth.



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