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Fixed skip_existing and large memory handling issue along with many other related issues. - #116
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Correct stale counts, ASV notes, and claims about variable-set consistency, secondary caching, cross-file time comparisons, reruns, and the memory ceiling. Document skip_existing(), include_time(), and newly verified gotchas from the OOM investigation. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…parent process memory (and potentially large HFCollection footprint)
…sliced, unintentionally resulting in repeated timeseries for single-year slices with skip_existing()
… dimension (now uses time dimension)
…ly slicing the wrong indices
… filters when intializing HFCollection
… by which time alignment method was used
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