abdullah234452/CodeAlpha_DiseasePredictionTask — reverse-engineered prompt

Build me a complete Jupyter Notebook for a disease prediction machine learning project. I want it to take patient health details like glucose level, blood pressure, age, BMI, and similar medical indicators, then predict whether the person is likely to have the disease or not.

Please make it beginner friendly and easy to run from top to bottom. Include data loading, basic cleaning, simple charts to understand the data, model training, testing, accuracy results, and a clear final section where I can enter example patient values and see the prediction. If there is no dataset already included, use a suitable public medical dataset and mention where it came from.

Keep the explanations simple, like this is for a student project, and add comments in the code so I can understand what each step is doing. Use common machine learning methods and show which one performs best. Look up current docs online if you need to.