2025. Which Features Matter Most? Evaluating Numerical and Textual Features for Helpfulness Classification in Imbalance Dataset using XGBoost. Scientific Journal of Informatics. 12, 4 (Nov. 2025). DOI:https://doi.org/10.15294/sji.v12i4.33443.