This dashboard examines potential irregularities in Thailand’s 69th election by mapping districts with reported issues. It displays a grid-based map using D3.js, with colored squares representing the number of problems per district. Users can switch between district-level and party-list data, with a summary card updating the total count and percentage. A bar chart ranks districts by problem counts. The visualization is built with D3.v7 and SVG, with data loaded from an included CSV file.