Hi, John.
This question was answered in the following question asked by a user previously. Take note that this applies to HipChat Cloud only:
If you are referring to HipChat Server / Data Center instead, take note that this can be achieved by exporting the data from your end itself:
Not exported by default.
History retention settings can change how this works. (History retention is set on the Group admin > Group info page.)
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