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Closes #944
This PR address typos in #944. Mostly this involved updating the dictionary, but there were a few actual typos that I also fixed including in 1 notebook which I also re-rendered (it also got styled by pre-commit along the way; recommended to turn off whitespace).
I ran spell check locally as well and caught a few more words that needed to be added to the dictionary, which weren't there yet when the GHA for #944 was run. So, I pre-fixed some typos!