This interactive scatter plot visualizes top football league scorers using D3.js, letting users explore relationships between performance metrics like goals, shots, expected goals (xG), and minutes played. Three dropdown menus allow selection of the x-axis variable, y-axis variable, and season year (2016–2020). The chart renders circles colored by league, with player labels on hover and a color legend that supports filtering by league via click, with double-click to clear. All visual elements—including axes, scatter points, and legend—update in response to user input, creating a dynamic, animated exploration of the dataset. The visualization is built with D3 v7 and is responsive to container resizing.