""" Entity Search & Filter Module — NEW feature Search, filter and rank extracted entities. """ def search_entities(entities: list[dict], query: str) -> list[dict]: """Case-insensitive keyword search within extracted entities.""" if not query.strip(): return entities q = query.lower() return [e for e in entities if q in e["word"].lower()] def filter_by_label(entities: list[dict], labels: list[str]) -> list[dict]: """Filter entities to only include specified label types.""" if not labels: return entities return [e for e in entities if e["label"] in labels] def filter_by_confidence(entities: list[dict], min_score: float = 80.0) -> list[dict]: """Keep only entities above a confidence threshold.""" return [e for e in entities if e["score"] >= min_score] def get_context(text: str, entity: dict, window: int = 80) -> str: """ Return surrounding context for an entity. Shows 'window' characters before and after the entity span. """ start = max(0, entity["start"] - window) end = min(len(text), entity["end"] + window) snippet = text[start:end] return f"...{snippet}..." if start > 0 or end < len(text) else snippet