This interactive 3D scatter plot visualizes hotel booking data, comparing agents based on repeated guest status, previous cancellations, and prior non-canceled bookings. Two distinct traces plot these metrics as colored spheres—green for repeated guests against cancellations, and pink for cancellations against successful bookings—with opacity revealing data density. The visualization uses Plotly’s `scatter3d` type via the `Plotly.newPlot` API, loading CSV data through D3’s `d3.csv`. The chart is rendered inside a DIV element on a minimal HTML page, with a title indicating focus on agent performance. Marker size and green outline styling enhance point differentiation in the three-dimensional space.