Remove and discard any bean skins that have risen to the top of the water. Drain and rinse the beans and place them in two separate small pots. Add cold water to cover by 2 inches and bring to a boil. Remove and discard any beans that come to the surface. Drain the beans and run under cold water to cool.
Return the beans to t