This dashboard visualizes election irregularities in Thailand by combining a bivariate choropleth map, bar chart, pie chart, and scatter plot to explore relationships between district-level and party-list outcomes. Users can filter by issue type—reported anomalies, invalid ballots, or voter turnout—across election modes, with interactive tooltips and a modal detailing party-specific counts. Built with D3 v7, the map uses `d3.geoPath` and a custom dot-grid layout while other views rely on `d3.csv`, scales, and transitions. Data comes from a CSV file containing per-constituency vote margins, party rankings, and ballot statistics, rendered as SVG with animations.