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In addition to the Croft-Falconer-Guy and Brass-Moser-Pach books others have mentioned, there's Victor Klee and Stan Wagon, Old and New Unsolved Problems in Plane Geometry and Number Theory, No. 11 in the MAA series, Dolciani Mathematical Expositions, from 1991.