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6 changes: 3 additions & 3 deletions docs/DEDUPE.md
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# everyrow_sdk.clean Documentation
# everyrow_sdk.dedupe Documentation

AI-powered deduplication for messy datasets.

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## How It Works

The `clean` operation deduplicates data through a five-stage pipeline:
The `dedupe` operation deduplicates data through a five-stage pipeline:

1. **Semantic Item Comparison**: Each row is compared against others using an LLM that understands context—recognizing that "A. Butoi" and "Alexandra Butoi" are likely the same person, or that "BAIR Lab (Former)" indicates a career transition rather than a different organization.

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### Example Output

After running `clean`, duplicate rows are merged into canonical representatives:
After running `dedupe`, duplicate rows are merged into canonical representatives:

| row_id | name | organization | email | github |
|--------|------|--------------|-------|--------|
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