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