You may be interested in the structural relationship explorer by JKU Labs [0], which condenses hundreds of chess matches in a lower-dimensional space, revealing multiple win/loss states and trajectories and the (dis)similar strategies of expert matches. It's one of my favourite visualisations.

[0]: https://jku-vds-lab.at/publications/2022_embedding_structure...