This interactive dashboard visualizes election irregularities across Thai constituencies, comparing district and party-list results through multiple linked views. It includes a choropleth-style map with dot grids, bar charts ranking problem counts, a pie chart showing party shares, and a scatter plot correlating score margins with reported issues. Built with D3 v7, the visualization uses `d3.csv` for data loading, `d3.rollup` for aggregation, SVG rendering, and animated transitions. Users can toggle between election types and metrics like invalid ballots or voter turnout. Data comes from the MainPointComplete.csv file.