Context would be nice, looked through it baffled until I realized this was a port of the Grammar of Graphics to Python to work and look exactly like Hadley's ggplot.

I learned R because of my frustrations where Panda's was years ago, seeing this kind of port continues to make me think about moving back to Python from start to finish.