An illustration of a hypergraph with hyperedges of sizes two through five, visualized using XGI. This hypergraph is decomposed using different types of filtering (uniform, GEQ, LEQ, and exclusion) for different filtering parameters, \(k\). (Fig. 1 in Filtering higher-order datasets)