Almonds are the edible seeds of Prunus dulcis, more commonly called the almond tree. They are native to the Middle East, but the United States is now the world's largest producer. The almonds you can buy in stores usually have the shell removed, revealing the edible nut inside. They are sold either raw or roasted.
