company_similarity bert, clustering, and umap for fun Check it out here https://sheganinans.github.io/company_similarity/ Kepler Map KMeans 5 KMeans 10 KMeans 25 KMeans 50 KMeans 75 KMeans 100 KMeans 150 KMeans 200 KMeans 250 Spectral 5 Spectral 10 Spectral 25 Spectral 50 Spectral 75 Spectral 100 Spectral 150 Spectral 200 Spectral 250 HDBSCAN w/ noise HDBSCAN cleaned