Doing some light digging for Herkimer Diamonds at Paradise Falls in Middleville, New York, U.S.A..  These are alluvial deposits and crystals are found on the surface, just below the surface, and in the rock ledge in pockets.  Some footage of the waterfalls as well in this video.