Why Is New York City Called The Big Apple?

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New York City has been called many things - 'The Great American Melting Pot,' 'Gotham,' 'The City that Never Sleeps' - but its most famous nickname, without a doubt, is 'The Big Apple.' But where did this now ubiquitous moniker come from?