visualize entities with networkx graph and build knowledge graph

I want to extract the pdf content and perform entity and relationship extraction on the data.
Extract entity and relationship should be visualized on networkx graph in meaningful way.

I can provide sample code and explain as required

Visualization should be something like this

https://service.tib.eu/webvowl/