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Fifty challenging problems in probability with solutions by Frederick Mosteller. It deserves to be better known than it is. Some things I like about it:

  1. It is elementary enough to be readable by high school students, but it introduces some serious ideas of probability.
  2. It is entertaining!
  3. It sells for $6.95.