Or does it only apply to ones you haven't joined?
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Saying it with other words, it is retroactive; it is applied to the accounts you already have, and the accounts you will create in the future.
It applies to both - the ones which you have joined, but haven't gotten the association rep bonus as well as future sites that you will join