from typing import Dict, List, Optional from datetime import datetime, timedelta from .database import DatabaseManager class ImpactTracker: def __init__(self, db_manager: DatabaseManager): self.db_manager = db_manager def track_narrative_impact(self, narrative_id: str) -> Dict: """Track the real-world impact of a narrative""" # This would integrate with social media APIs in production # For now, return mock data return { "reach": 45000, "engagement": 12500, "sentiment_shift": -0.3, "geographic_spread": ["US", "UK", "Canada"], "impact_score": 75 }