What do they eat in japan on thanksgiving day?

In Japan, Thanksgiving is not celebrated. It is an American holiday. Japanese traditional holidays are centered around their culture, such as the Obon festival, the Tanabata festival, the Cherry Blossom Festival, and others.
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