Cool, I am sold. What is a graph? 

A graph is a structure consisting of a set of nodes and a set of edges.

In a social graph, the nodes are people and the edges represent social relationships, like being friends with, being followed, or being zapped.

Simple, isn't it? 

https://m.primal.net/IfrI.png