The problem is that both Pandas and Seaborn are customized by passing their kwargs onto matplotlib, or by giving you back matplotlib axes objects. You have to b

The problem is that both Pandas and Seaborn are customized by passing their kwargs onto matplotlib, or by giving you back matplotlib axes objects. You have to break through the abstraction pretty much immediately. You can't really put the finishing touches on your graphs without also knowing matplotlib.