it is not actually necessary to visualize a network in order to understand it, visual inspection can facilitate an intuitive understanding of properties that may be quantified by other means. For example, Figure 3 shows the adjacency matrix and a spring-embedded layout of a graph containing several dozen nodes. It is visually evident that the network is clumped in certain areas where nodes are richly connected, a property that can be quantified using measures of community structure.