backend/db/schemas.py

from pydantic import BaseModel, Field
from typing import Optional
from datetime import datetime

class LoanApplicationBase(BaseModel):
    applicant_name: Optional[str] = "Applicant"
    gender: str = Field(..., description="Male or Female")
    married: str = Field(..., description="Yes or No")
    dependents: str = Field(..., description="0, 1, 2, 3+")
    education: str = Field(..., description="Graduate or Not Graduate")
    self_employed: str = Field(..., description="Yes or No")
    applicant_income: float = Field(..., description="Monthly Applicant Income")
    coapplicant_income: float = Field(..., description="Monthly Co-applicant Income")
    loan_amount: float = Field(..., description="Total Loan AmountRequested")
    loan_amount_term: float = Field(..., description="Loan Term in Months")
    credit_history: float = Field(..., description="1.0 for Yes, 0.0 for No")
    property_area: str = Field(..., description="Urban, Semiurban, Rural")

class LoanApplicationCreate(LoanApplicationBase):
    pass

class LoanApplicationResponse(LoanApplicationBase):
    id: int
    prediction: str
    confidence: float
    dti_ratio: float
    explanation_text: Optional[str] = None
    optimized_suggestion: Optional[str] = None
    feature_importance_json: Optional[str] = None
    benchmarks_json: Optional[str] = None
    created_at: datetime

    class Config:
        from_attributes = True