Uruguay. Amethyst. Uruguay and Brazil are the source of most of the purple crystals of Quartz called Amethyst. This is perhaps the largest geode in the world. called "The Empress of Uruguay". Geodes are formed as gas bubbles within volcanic rocks, often basalt, which are then partly filled by mineral solutions that cool and crystallize inside them. URUGUAY