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semantica/plugins/skills/deduplicate/SKILL.md
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deduplicate Detect duplicate entities, duplicate groups, and relationship duplicates in Semantica using fuzzy matching, schema heuristics, and graph similarity.

/semantica:deduplicate

Remove duplicates from the knowledge graph. Usage: /semantica:deduplicate <strategy> [args]

$ARGUMENTS = deduplication strategy + optional entity or threshold.


entities [--threshold <score>] [--field <name>]

Detect duplicate entities and group them by similarity.

from semantica.deduplication import DuplicateDetector

finder = DuplicateDetector()
candidates = finder.detect_duplicates(entities, threshold=threshold)
groups = finder.detect_duplicate_groups(entities, threshold=threshold)

Output: duplicate candidate list, duplicate groups, and representative merge recommendations.


relations [--similarity <score>]

Detect duplicate relationships and normalize edge representations.

from semantica.deduplication import DuplicateDetector

finder = DuplicateDetector()
relations = finder.detect_duplicates(relation_list, threshold=similarity)

Result: duplicate relation candidates, normalized relationship groups, and cleanup summary.