Azie88/Estimated-Time-of-Arrival-ETA-Prediction ? reverse-engineered prompt

Build me a simple app that predicts the estimated time of arrival for a ride hailing trip based on the trip details. I want it to use the historical trip data in this repo, train a regression model, and give me a clear prediction for a single journey when I enter the origin and destination information.

Please make it work as a clean Gradio web app so I can run it locally and also deploy it easily to Hugging Face Spaces. Use the best performing model you can from the data, and if you need to check current docs online while setting it up, go ahead. I’d also like the project to include the full notebook workflow for cleaning the data, exploring it, training the models, and comparing results, plus a saved pipeline or toolkit I can reuse later.

Keep the app simple and user friendly, with a basic form for inputs and a readable ETA output. If there are any missing pieces in the repo, fill them in so everything runs end to end.