* fixed spelling, minor errors and reformatted using black
* polishing
* added codespell to pre-commit hooks, fixed a number of spelling errors and a few minor bugs in the code
* update autogen library version in notebooks
* update autogen library version in notebooks
* update autogen library version in notebooks
* update autogen library version in notebooks
* update autogen library version in notebooks