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Algorithm Complexity Optimization
Optimize an algorithm for better time and space complexity.
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Analyze the algorithm provided in the snippet. Determine its current Big O notation for time and space complexity. Propose an optimized version of the algorithm that reduces complexity. Provide a side-by-side comparison of the before and after states, including pseudo-code for the optimized solution and a proof of its complexity.