Extensive documentation is probably not needed, but at a minimum, the docstring should say - what the red line is (median) - what the box shows (quartiles) - what the whiskers show (?) - by what rules the outliers are shown or not A link to wikipedia and/or matplotlib docs would be nice too. I could try to contribute this, if it is deemed useful.