# HN Entity Recommendation Review and Ranking Handoff

Turn an authorized HN comment export into a traceable recommendation table: preserve context, separate praise from critique and reading intent, review disputed votes and deliver reconciled counts.

> Canonical page: https://elysiatools.com/en/hubs/hn-entity-recommendation-review-and-ranking-handoff

- **Keywords:** HN recommendation review, book recommendation counting, entity sentiment audit, comment recommendation ranking, reading intent versus recommendation

## Frequently asked questions

### Does every mention count as a recommendation?

No. A review of praise toward the named entity is required. Reading intent, critique and neutral mentions do not count, and unresolved or mixed cases remain outside automatic votes.

### Does before mean raw rows or independent readers?

Neither. It counts entity/comment groups in that run, falling back to context fingerprints without commentId. after counts eligible praise groups; neither field identifies unique readers.

### Can I add together rankings from several batches?

Not directly. The same entity/comment can recur in different batches. Preserve global keys, review conflicts and reconcile grouped evidence before computing a combined table.

### Can I reuse corrections after editing context?

No. Corrections bind to id and the entity/context fingerprint. Export a fresh template after changes and keep prior decisions as historical evidence.

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