This dashboard visualizes election irregularities across Thai provinces using a dot-grid map layout, where each circle represents an electoral district colored by problem severity. Users can switch between different irregularity metrics via tab navigation, updating both the map and accompanying bar chart. The visualization uses D3 v7 to render SVG elements, with interactive tooltips on hover revealing province details, and displays summary statistics alongside the geographic dot distribution.