Visualizing a graph with a billion nodes effectively is very challenging and often impractical in 2D or 3D due to limitations of layout algorithms. Instead of full visualization, consider computing measures and querying the graph, or visualizing at a subcomponent level. Tools like Neo4j or specialized simulations like those on visual6502.org might offer better insights by focusing on smaller, meaningful subgraphs.