There is the Kenilworth Aquatic Gardens in Washington D.C., which, I think, is part of the National Arboretum. Either way, it is a national park. The emphasis is on water lilies, but they have other aquatic plants. It's in a very rough neighborhood in NE DC, well away from the usual attractions, which is probably the average tourist never sees it.