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To give you a sense of what I'm talking about, here's a link to a GitHub page where I put my Python code for a particular project alongside an explanation of the program and the underlying mathematical entities.
A different flavor than other answers here: THREE.js is a great library for 3d graphics, which you can do lots of math visualizations with. Here are some examples: