Refactor core.py: Extract specialized functions into focused modules#454

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Commits on Jul 16, 2025

refactor: extract scan and factorize functions to separate modules

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refactor: extract dask-specific functions to dask.py

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Move _postprocess_numbagg to aggregate_numbagg.py

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