In the center of the Puerta del Sol square, right next to the only statue with a horse. Look for the YELLOW AND ORANGE bicolor umbrella. Reference #1: The Puerta del Sol square is the only one with a giant "TIO PEPE" sign.
Royal Palace of Madrid (Only 5 minutes from Puerta del Sol).
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