This interactive scatter plot visualizes the cleaned Palmer Penguins dataset, enabling comparison of six attributes such as bill length, flipper length, and body mass. Users select attributes for both the x- and y-axes via dropdown menus built with ReactDropdown. The visualization, rendered as SVG using React, employs D3’s `scaleLinear` for axis scaling and `extent` for domain calculation. Circles representing each penguin include a tooltip showing the x-value. The code uses the D3 `csv` module and a custom `useData` hook for data loading.