fig2

Figure 2. PINK code deployment process. To deploy and run the web application, one first uploads the code - along with the “app.py”, “requirements.txt”, and any other necessary files to GitHub. Then, we use the Streamlit platform to deploy the application online. PINK: Physical-informed kappa.