Healthcare Management & Insurance Premium Prediction System

A comprehensive healthcare application built with FastAPI that combines patient data management with AI-powered insurance premium prediction capabilities.

Features

Patient Management System:-

CRUD Operations: Create, read, update, and delete patient records

BMI Calculation: Automatic BMI computation with health verdict classification

Data Sorting: Sort patients by weight, height, or BMI in ascending/descending order

JSON Storage: Persistent data storage using JSON format

Insurance Premium Prediction ML-Powered Predictions: Machine learning model for insurance premium category prediction

Risk Assessment: Automatic lifestyle risk calculation based on smoking habits and BMI

City Classification: Tier-based city classification for accurate premium estimation

Interactive Web Interface: Streamlit-based user interface for easy interaction

Technology Stack Backend: FastAPI

Data Validation: Pydantic

Machine Learning: Scikit-learn (pickled model)

Frontend: Streamlit

Data Processing: Pandas

Storage: JSON file system