SO4GP stands for: “Some Optimizations for Gradual Patterns”. SO4GP is a high-performance Python library designed to optimize the extraction of gradual patterns from large-scale datasets. By integrating advanced computation techniques and data management strategies, the library significantly reduces processing time and memory overhead during knowledge discovery.