Excessive smartphone use causes personal and social problems. To address this issue. we sought to derive usage patterns that were directly correlated with smartphone dependence based on usage data. This study attempted to classify smartphone dependence using a data-driven prediction algorithm. https://herbsdailyes.shop/product-category/bath-accessories/