People still upvote hairball graphs every time. Fortunately there is a cure:
[1] https://jgaa.info/accepted/2015/NocajOrtmannBrandes2015.19.2...
[1] https://pytorch-geometric.readthedocs.io/en/latest/generated... [2] https://umap-learn.readthedocs.io/en/latest/
Your visualisation tool may require it in a specific format, but it still about properties of your data.