This visualization presents a Thai election dashboard, analyzing anomalies across district and party-list results. It combines a bivariate choropleth map, colored by problem severity and margin of victory, with a horizontal bar chart showing reporting inconsistencies. The bar chart uses d3.csv to load the data and offers interactive sorting, with tooltips and color-coded severity levels. The map rendering leverages D3 v7’s geoPath, while the interface includes tabs for different electoral issues and radio buttons to switch between election types.