XGBoost regressor for estimating community-level education percentile rank in China

We employ an extreme gradient boosting (XGBoost) regressor combined with missing value imputation and Bayesian hyperparameter optimization to train our model and then predict the community’s mean education percentile rank in China. The code for our XGBoost machine learning algorithm is available to download here.