pyEDS provides a systematic data processing approach to produce high-quality energy dispersive X-ray Spectroscopy (EDS) data analysis for material science study. Here we use the non-rigid registration (NRR) to reduce image distortion and non-local principal component analysis (NLPCA) to increase signal-to-noise ratio.