Catalysis research often involves complex datasets, intricate mathematical models, and detailed visualizations. Jupyter Notebooks provide a unified platform for integrating these aspects, making it easier to document the research process, reproduce results, and share findings with collaborators. This can significantly enhance the efficiency and clarity of catalytic research.