This dashboard visualizes potential electoral irregularities using data from the MainPointComplete.csv file, which contains results from the 69th election in Thailand. The main map displays provinces as bivariate symbol grids, where each dot encodes a bivariate color scale based on two variables, with colors representing the winning party. Users can switch between constituency and party-list views, and toggle between three metrics: problem reports, invalid ballots, and voter turnout. The dashboard integrates multiple interactive D3 v7 charts, including a choropleth-style map using dot grids, a bar chart for ranking districts, a pie chart for party share of issues, and a scatter plot correlating vote margins with problem reports. The selection of parties in the map legend filters the visualizations across all chart types, allowing users to explore the spatial distribution of election anomalies.