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DOC: FIx nagging issues in docs

Fix issue with contextmanager appearing in docs
Remove double indexing for many entries due to
Attributes and cache_readonly interaction
Add a new required docbuild package to fix the contextmanager
and monkey patch in docbuild
Fix broken dataset names

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