from dataclasses import dataclass, field from datetime import date from typing import Dict @dataclass class EntityState: tenant_id: str entity_id: str entity_type: str day: date metrics: Dict[str, float] = field(default_factory=dict) signals: Dict[str, float] = field(default_factory=dict) health: float = 0.0 confidence: float = 1.0