""" Data validation using Pydantic """ import pandas as pd from pydantic import BaseModel, Field from typing import Optional class User(BaseModel): customerID: str gender: str SeniorCitizen: int = Field(ge=0, le=1) Partner: str Dependents: str tenure: int = Field(ge=0) PhoneService: str MultipleLines: Optional[str] = None InternetService: str OnlineSecurity: Optional[str] = None OnlineBackup: Optional[str] = None DeviceProtection: Optional[str] = None TechSupport: Optional[str] = None StreamingTV: Optional[str] = None StreamingMovies: Optional[str] = None Contract: str PaperlessBilling: Optional[str] = None PaymentMethod: Optional[str] = None MonthlyCharges: float = Field(ge=0) TotalCharges: float = Field(ge=0) Churn: Optional[str] = None