Network / relationship / connection type diagrams in Python

Does anyone know a library for building relationships between different elements to show a visualization of their interconnectedness in Python?

I don’t even understand how these graphs are called. The best example is something like a Visual Thesaurus .

I am a little familiar with Matplotlib, but have not seen this type of plot.