Proteins are like tiny machines in our bodies, but understanding how they work is tricky due to their complex shapes. Scientists are using a method called UMAP to simplify this complexity and compare it with other methods like t-SNE, PCA, and tICA. They found that UMAP does a better job at showing the structure of protein data compared to the other methods.