Given a Kaggle competition URL, Manus wrote code and generated predictions that ranked in the top 10% of competitors.
Please enter the Kaggle house price prediction competition at https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques. Create Python scripts for data preprocessing and model building, then generate a submission with a competitive score.