Box and Whiskers plot. How ?

I am trying to produce box and whiskers plots. Actually, not the plot in itself, but the values for the boxes, the whiskers and so on. An example of box and whiskers is the following

Browsing the net, I found that many sites just explain that a box plot is made according to the following recipe:

Put […]