Dashboard, Python, Jupyter, Research Data, Streamlit.
Notebooks often contain hidden state that is difficult to reason about. This can make them difficult to use for beginners. Notebooks are difficult to share with a non-technical audience. They would need to know how to set up Python, install libraries, manage environments, and modify the code.