Reading Network Diagrams by Using Contour Lines and Word Clouds

This text aims to discuss the problem of scalability that severely affects networks that are characterized by millions or even billions of nodes and edges, producing what is commonly known as the spaghetti effect. The idea hereby presented is simple and can be summarized by the question, “do we really need to visualize links to make network diagrams meaningful?”