ahrifat7/student-dropout-upgrade ? reverse-engineered prompt

Build me a Streamlit app for student dropout risk that lets an advisor see whether a university student is likely to drop out, stay enrolled, or graduate, and also shows how early that prediction can be made.

I want an overview page with the main results, a single student prediction page with a form for choosing the timing and entering student details, and a clear breakdown of the predicted probabilities with an explanation of the biggest factors behind the result. It should also let me upload a CSV of many students and download the scored results. Please include pages for model comparison, error analysis, and an about page that explains the limits of the model in simple language.

Use the existing data and trained models if they are there, and make it easy to retrain or regenerate everything if needed. If you need to check the latest docs for anything, look them up online. The app should feel polished, trustworthy, and practical for school staff, not like a research notebook.