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Shakil wants to remove numbers from the set $\{1, 2, 3,..., 16\}$ so that no two remaining numbers add to make a perfect square. What is the smallest number of numbers that he needs to remove?

 
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This problem is taken from the UKMT Mathematical Challenges.