This dashboard visualizes Thai election irregularities across districts, comparing constituency and party-list results through multiple coordinated views. It maps problem reports, invalid ballots, and voter turnout by district using the d3.geoPath projection, while bar charts, pie charts, and a scatterplot with trend lines reveal relationships between margin of victory and reported anomalies. The visualization uses d3.csv for data loading, d3.rollup for aggregation, and animated tooltips with transitions for interactive exploration.