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What are my options for evaluating the performance of stocks during a specific date range? Are there any stock screeners available that offer this functionality?

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Have you tried You can change the date interval on their charting tool and compare different stocks for custom date ranges.

Here is a comparison between Walmart and Target for Oct, 2001 through November, 2010 which were arbitrary dates I entered.

enter image description here

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