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Consider the following problem: making a prediction for 1 month based on 5 years of stock close prices.

What would be the test data in this problem? The 1 month I would make a prediction for, or should those 5 past years be divided into training and test data? I intend on evaluating the final prediction results based on real values, anyway.

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