The question is not really the graduate box so much as it is if you were an undergraduate anytime during the year or had you finished your first four years of college before 2019. That is the main purpose of the graduate box, to help with education credits.
Please see the following regarding credits:
What education tax credits are available?
What are qualified education expenses for the American Opportunity and Lifetime Learning credits?
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