In order to improve the prediction accuracy of gas emission in the mining face. a method combining least absolute value convergence and selection operator (LASSO). whale optimization algorithm (WOA). and extreme gradient boosting (XGBoost) was proposed. https://cosmeticssquadets.shop/product-category/toothbrushes/