This scatter plot displays the relationship between GDP per capita and happiness scores for countries in the 2024 World Happiness Report. Each black circle represents a country, positioned by its logged GDP contribution and overall ladder score. Built with React and D3 v7, the visualization uses `scaleLinear` to map data coordinates and idempotent `select` operations to render circles and axes. The SVG rendering handles axis labels and margins through helper modules.