This example presents contrasting pairs of data visualizations, where a “black hat” version intentionally distorts data through misleading scales and truncated axes, while a “white hat” version corrects these issues for accurate representation. The project showcases four parts, including a redesigned boxplot assignment, and embeds multiple interactive charts within a single HTML page using React. The visualizations are built with D3.js, leveraging its data-binding and SVG rendering capabilities to create both the flawed and corrected charts, with links to each interactive version hosted on VizHub.