KalyanM45/Diabetes-Prediction-using-Machine-Learning ? reverse-engineered prompt

Build me a simple diabetes prediction project from the CSV in this repo, using the notebook as the main starting point.

I want a clean end to end notebook that loads the data, explores it a little, prepares the features, trains a model, and checks how well it works. Use a support vector machine since that seems to be what this project is about, and make the steps easy to follow so I can understand what is happening. Include a way to test a prediction for a new person with sample input values, and show the result in a clear way.

If anything looks outdated, please clean it up and make the notebook run smoothly from top to bottom. Keep it simple and readable, with a few short explanations for each step. If you need to check current best practice for the model or notebook setup, look it up online and use whatever works best.