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Any books recommendations on proba/stats that focuses on traps, pitfall and paradoxes?

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Counterexamples in Probability by Stoyanov is great
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Not sure if it’s exactly what you’re looking for, but Humble Pi by Matt Parker is a survey of a wide sort of mathematical mishaps
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_Conned Again, Watson!_ is a series of short stories about pitfalls in probability, and related areas like game theory and mechanism design. It's an enjoyable read!
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On a less academic note, "**The Green-Eyed Dragons and Other Mathematical Monsters**" (by David Morin) is a great text with a major stats/probability section. Great puzzles that commonly employ stats/probability tricks that help illustrate paradoxes and head-scratchers.  


Also, "**Statistics Done Wrong**" (by Alex Reinhart) is a good source of information about common statistics misunderstandings/pitfalls. (What a p-value isn't, pseudoreplication, etc.)

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