In April 2025, Alex Hall enhanced the malariagen/malariagen-data-python repository by improving its citation and attribution workflows. Focusing on documentation and technical writing, Alex updated the README to include a dedicated citation section with a DOI and contact email, making it easier for users to properly attribute the package. He also revised the Python module malariagen_data/anoph/dipclust.py to embed comprehensive citations for both the package and its original manuscript, supporting data provenance and reproducibility. All updates were implemented in Markdown and Python, maintaining backward compatibility and ensuring that the new guidance integrated smoothly with existing user workflows and APIs.