Why is GridSearchCV's 'best_score_' so much lower than the normal XGBoost algorithm's 'roc_auc_score'?

Question

I\'m running GridSearchCV to find the best set of hyperparameters for XGBClassifier:

xgb_parameters = {\'n_estimators\'    : [100, 200, 300],