INTRODUCTION In the realm of data science and network analysis, Jupyter Notebooks have become an increasingly popular platform for exploring and visualizing complex relationships. When dealing with large datasets, we’ll compare two prominent network visualization libraries for Jupyter Notebooks—ipycytoscape and ipysigma—in the context of our use case.