This dataset is designed for teaching the betweenness centrality measure. The dataset is a subset of data derived from the Florentine Families dataset collected by Padgett (1994), and the example examines the betweenness centrality for the major Florentine families in around 1430. The dataset file is accompanied by a Teaching Guide, a Student Guide, and a How-to Guide for R