Chenyu and Andy have published a paper in Nanotechnology applying advanced methods in data science to STEM EDS spectrum images. They built on our past work using non-rigid registration and incorporated a new method for denoising called non-local principle component analysis. The combination of the two makes for a significant improvement in the data quality for STEM EDS at atomic resolution.