Keywords can be favorited and unfavorited by simply clicking on them or by ticking off keywords and going through the "Manage Selected Keywords" panel

Once you favorite keywords, they will appear above all the normal keywords, and you will be able to be able to selectively filter by favorited/unfavorited keywords.

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