The box and whisker plot looks at the quartiles of a data set and 'boxes' the median quartiles, leaving the 1st and 4th quartiles as the 'whiskers. It is a great map to use when looking at median values and ignoring the outliers.
This blog is a map catalog in which I am displaying fifty different types of maps and a tid-bit of information that looks into the purpose of the map!