Bonsai is out! Finally, we can visually explore high-dimensional data in a distortion-free way. Try it out! It works from scRNA-seq data (bonsai.unibas.ch/bonsai-scout...) up to football statistics (bonsai.unibas.ch/bonsai-scout...). 
Ever wondered why low-dimensional embeddings like t-SNE