After many attempts to visualize and intuitively understand data, I came up with an idea to use pseudo dimensions for plotting 4D, 5D..6D data. I used different colors, size and shapes for adding pseudo dimensions. Although it isn’t a true dimensional representation, it provides fairly good intuition about data.

I used plot.ly for drawing plots.

Here’s the article link: https://link.medium.com/iaHQMM8gVX

Repo: https://github.com/ostwalprasad/PythonMultiDimensionalPlots