In this post I’ll look at building graphs in Python using the graphviz module. This assumes that you’ve installed graphviz itself, which is easy enough on a Mac using homebrew. (Simply run: brew install graphviz.) I had two requirements for my graphs: I needed them to be directed, and I wanted to use the edge thickness to illustrate the strength of a connection. The first part was dead simple, but the second part required a little hunting.