In my opinion, this is the bible of understanding the basics of regression analysis. This is a must read for anyone preparing to using regression analysis.
Linear Regression
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This books builds well on the book by Cohen, Cohen, Aiken, & West (above), which covers the basics. This book gets into some more advanced topics in regression and how to test interaction effects.
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This one was recommended by Karen Grace-Martin (@analysis_factor)!