Make cookbook again to include spelling fixes

[probjects]

I fixed a couple of spelling mistakes in the RMD files and these changes were merged (pull request). However, I've realised I didn't update the cookbook with these changes.

The guidance for making the cookbook in the README does not work for me (not sure why). Raising this issue for the cookbook HTML and PDF to be re-made so that these changes can be included.