In July 2025, Tim Schmid worked on the CLIMADA-project/climada_python repository, delivering a feature that updates Jupyter Notebook plot execution references and refreshes log timestamps to the current date. By aligning notebook outputs with the latest changes from the develop branch, Tim ensured that analyses remain reproducible and traceable, directly addressing the need for up-to-date and accurate reporting in data-driven workflows. The work demonstrated practical use of Python, Jupyter Notebook, and Git for version control, focusing on maintaining consistency between code and output. This update improved analyst confidence in notebook-driven analytics, though no major bug fixes were reported during this period.