Graphs are essential structures in various computational fields, including computer science, data analysis, and network theory.SciPy provides tools to work with graphs through its scipy.sparse module.Sparse matrices are often used to represent graphs, especially when most possible edges between nodes are absent.A graph can be represented by an adjacency matrix, where each non-zero value represents an edge between two nodes.