This dashboard visualizes election irregularities across Thailand’s 69 provinces, with a dot-matrix map encoding the number of problem districts per province and a bar chart ranking them. Users toggle between views for problem districts, invalid ballots, and voter turnout. Built with D3 v7, it renders an SVG map and bar chart, using tab buttons and a legend, with tooltips for interaction.