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The Queen is an Arsenal footballer supporter or "Gooner". The Sun said the 81-year-old monarch told midfielder Cesc Fabregas she was a Gunners fan at a Palace reception for the team in February.
Prince Harry is also a fan as was the late Queen Mother.
A Buckingham Palace spokesman said: "We don't discuss Her Majesty's personal preferences."