src/core/social_dynamics.py

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 {}