Data science is about analyzing the data and visualizing it, and graphs are a helpful tool for the purpose to provide a contrasting and comparative view of what we wish to present. There is a website https://python-graph-gallery.com/ which helps with this and this is a great resource to learn about graphs their types and their usage. Do check this amazing work of Yan Holtz. I am leaving a screenshot of the website here.