 And after several days of trying to get south to their planned destination of the Colony of Virginia, strong winter seas forced them to return to the harbor at Cape Cod hook, where they anchored on November 11/21.The Mayflower Compact was signed that day.There were forty-one of the adult males, including the servants, who signed the Mayflower Compact on November 11, 1620.