This interactive scatter plot visualizes the Auto MPG dataset from the UCI Machine Learning Repository, with menus for selecting the x- and y-axis columns. It also demonstrates k-means clustering through step, restart, and reset buttons that animate the clustering process. The visualization uses D3 v5 for rendering, relying on scaleLinear, axisLeft, and axisBottom for axes, and SVG transitions to animate the movement of circles between positions. The implementation shows clusters being computed and drawn dynamically, with each point's group assignment changing the fill color as the algorithm progresses.