Dataset src: https://www.kaggle.com/datasnaek/chess
UMAP repository: https://github.com/lmcinnes/umap
UMAP whitepaper: https://arxiv.org/abs/1802.03426
Understanding UMAP: https://pair-code.github.io/understanding-umap/
UMAP beauty for mere mortals: https://johnhw.github.io/umap_primes/index.md.html
