Aniket

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@josef-pkt Please review these changes when you get a chance .

Thanks for correcting me. I’ll update the changes as per your suggestion.

@josef-pkt I've updated the changes. Please let me know if they need further improvement. I also had a small suggestion, maybe adding a `pre-commit run` step could help contributors run...

Thanks! I’m working on fixing these test failures and will update soon.

@josef-pkt There are` isort` issues in several other files as well. Could you please confirm if I should run `isort` on all files and include those changes in this PR,...

@josef-pkt I’m currently getting three test failures. Could you please review my changes and guide me on how to fix them? I’m stuck at this point and would appreciate your...

> in general, `squeeze` should not be replaced by `ravel`. squeeze only removes extra dimensions, while ravel converts a 2-d array to 1-d even if neither axis has shape=1. @josef-pkt...

@josef-pkt Thank you! I have made the suggested updates and reverted the changes in `try_ols_anova.py` and `ols_anova_original.py` Please let me know if any further improvements are needed.

I haven’t used interactive rebase for squashing commit before, but I can give it a try.