Bottomless Lake State Park, New Mexico
I wasn't able to confirm if there was a bottom or not to this lake. But I was able to get my first one handed handstand picture! Thanks to Annie for the tip about the "Bottomless Lake". It's right outside of Roswell, New Mexico.