This interactive visualization employs an adjacency matrix to explore football player statistics from a soccer dataset, with matrix rows and columns that can be sorted by structure, attributes, similarity, or name. Users can click on matrix cells to open responsive overlays—bar charts, parallel coordinate plots, or node-link diagrams—that visualize selected node and edge attributes via React and Canvas. The viewport and matrix support smooth spring-based animations for layout transitions, while similarity calculations and color scale selection adjust visual encodings dynamically.