The document introduces CommunityExplorer, a framework for visualizing collaboration networks. It aims to support users in analyzing groups of collaboration, the evolution of groups, and identifying new and key authors. The framework uses graphs and bi-graphs to visualize collaboration networks with the goal of decreasing edge crossings that obstruct comprehension. It presents case studies on two scientific communities and plans to use formal concept analysis and extend the data extraction pipeline to further improve the visualizations.