I have historical purchase data for some 10k customers for 3 months, I want to use that data for making predictions about their purchase in next 3 months. I am using Customer ID as input variable, as I want xgboost to learn for individual spendings among different categories. Is there a way to tweak, so that emphasis is to learn more based on the each Individual purchase? Or better way of addressing this problem?