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Choosing Core Data Structures

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Your question is Choosing Core Data Structures. Take a moment with it on the right.

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Problem

What data structures would you use for algorithmic fundamentals problems? Compare arrays, hash tables, trees, and graphs, and explain how you decide which one fits a problem best.