shabh2412/stock_price_prediction_application — reverse-engineered prompt

Build me a simple Python web app for stock price prediction using machine learning. I want to be able to run it locally from app.py, open it in my browser, enter a stock ticker or company name, and see an easy to understand prediction instead of raw code output.

Please make the interface clean and beginner friendly, with a small form, a chart of recent stock prices, and a clear predicted result. If it makes sense, also show a short summary of what data was used and how accurate the model seems, but keep the wording simple. Handle bad or missing stock input nicely so the app does not crash.

Set it up so installing the requirements and starting the app is straightforward, and make sure it works as a complete little project, not just a notebook or script. If anything is unclear, look up current docs online and fill in the gaps with sensible defaults.