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If I understand correctly, it sounds like you are trying to do Topic Modeling on documents. One python library I’ve enjoyed using is https://github.com/gregversteeg/corex_topic which, besides doing general topic modeling, also learns hierarchies of topics.
This https://github.com/ryanjgallagher/shifterator
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