I have an imbalanced dataset. I am looking at aggregating the individual data and thinking about using the aggregated data for binary prediction. The problem is I cannot make my mind whether aggregation on individual data is fine or not. Is aggregating individual data still a part of data preprocessing?, is this ok to do for binary prediction, and what information do I lose?