Reducing Athena WFI particle background Algorithm: DBSCAN and Deep learning files: "experiment.ipynb": an experiment on a test sample. "error_analysis.ipynb": averaged error over 1000 test samples calculated. "identify_photon.ipynb": Comparison of fully-condensed network and CNN network.