from typing import Dict, Any class RelationshipGraph: def update(self, interaction_data): # Placeholder for implementation return {} class InteractionAnalyzer: def process(self, interaction_data): # Placeholder for implementation return {} class GroupDynamicsProcessor: def analyze(self, social_context): # Placeholder for implementation return {} class SocialDynamicsModeler: def __init__(self): self.relationship_graph = RelationshipGraph() self.interaction_analyzer = InteractionAnalyzer() self.group_dynamics = GroupDynamicsProcessor() async def analyze_social_context(self, interaction_data: Dict[str, Any], social_context: Dict[str, Any]) -> Dict[str, Any]: relationships = self.relationship_graph.update(interaction_data) interaction_patterns = self.interaction_analyzer.process(interaction_data) group_state = self.group_dynamics.analyze(social_context) return { 'social_model': self._integrate_social_information( relationships, interaction_patterns, group_state ), 'recommendations': self._generate_social_strategies(group_state), 'predicted_dynamics': self._predict_social_evolution(relationships) } def _integrate_social_information(self, relationships, interaction_patterns, group_state): # Placeholder for implementation return {} def _generate_social_strategies(self, group_state): # Placeholder for implementation return [] def _predict_social_evolution(self, relationships): # Placeholder for implementation return {}