This reminds me a lot of R's dplyr which is by far my favorite data manipulation suite. I have never enjoyed pandas even though I use it every day. This project is one of the few SQL offshoots that I actually hope succeeds. Well done and may you find your way to the hall of the data kings next to dplyr and ggplot.