CODE EXAMPLE FOR PYTHON

Shuffle the data before GridSearchCV

model = XGBClassifier()
param_grid = {"n_estimators": [100]}
cv = StratifiedKFold(n_splits=5, shuffle=True)
gs = GridSearchCV(model, param_grid=param_grid)