This interactive dashboard visualizes voting irregularities across 400 electoral districts in Thailand. It displays a dot-grid map highlighting districts classified as having major issues, with color intensity representing margin of victory and reported problems. The visualization uses D3.js v7 with SVG rendering, featuring bivariate choropleth coloring, interactive tabs for different anomaly types, and radio buttons to switch between district-level and party-list election data. The interface includes a summary card and dynamic filtering by political party, with data sourced from the included CSV file.