This visualization allows for you to view a scatterplot in three dimensions. Better yet, you can zoom, rotate, and orbit around the points, change aspect ratios, colors, sizes, opacity, labels and more ! Currently, this visualization supports 50,000 points and does not limit your categorical values. Download the app to see some examples. This app was built with plotly.js, which combines WebGL and d3.js. Check the source code & submit bugs as github issues here: https://github.com/metasyn/scatterplot3d_app