The Help by Kathryn Stockett spent over 100 weeks on the New York Times best-seller list.
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"The Brethren" by John Grisham was on the New York Times bestseller list for 18 weeks.
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The New York Time Best Seller list is generally published weekly
in The New York Times Book Review magazine. It is one of the most
popular gauges of book popularity in the US.
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A book makes it onto the New York Times Best Seller list by how
the book's sales go weekly. If a book sells well, and it shows to
sell well by independent sellers, it will then make it onto the
list.
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I am not sure of single book, but the Harry Potter series had at
least one book on the New York Times best seller list continuously
for 10 years up until about 2008.