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How to remove Jupyter + all its components completely (As if it never existed)

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After I totally messed up my base (root) environment and the Jupyter installation within, I want to install it from scratch. To do so, I need to remove it entirely from my system. I tried the solutions recommended in this thread but the jupyter command would not stop working and still returned an output.

How do I successfully eliminate Jupyter from my system (Linux) and I mean everything:

  • Jupyter
  • Jupyter Lab
  • All its dependencies
  • All its files, cached/uncached
  • All installed extensions
  • All configurations
  • All kernels
  • All data directories
  • All paths and directories
  • IPython included

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