from pydantic import BaseModel, Field, field_validator from typing import List, Union # Pydantic Model for Response Validation class ContinentStats(BaseModel): continent: str = Field(..., title="Continent Name", example="Asia") Total_Countries: int = Field(..., title="Total Number of Countries", example=48) Total_Population: int = Field(..., title="Total Population", example=4600000000) Average_Population: float = Field(..., title="Average Population Per Country", example=96000000) Total_Area: int = Field(..., title="Total Land Area (sq km)", example=44679000) max_population: int = Field(..., title="Highest Country Population", example=1400000000) min_population: int = Field(..., title="Lowest Country Population", example=100000) Population_Density: float = Field(..., title="Population Density (people/sq km)", example=103) @field_validator("Total_Countries", "Total_Population", "Total_Area", "max_population", "min_population") @classmethod def must_be_positive(cls, value): if value < 0: raise ValueError("Value must be non-negative") return value