Projects Overview

Real-Time EMS Call Prediction

This full-stack project forecasts 911 EMS calls with a Django + XGBoost backend and K-Means clustering, generating daily predictions. React + Mapbox visuals provide interactive heatmaps, while TDD ensures reliability and additional research explores LSTM, Holt Winters, and more.

ICU Insulin Infusion Calculator

A Flask-based web app that automates ICU insulin infusion calculations. It references standardized dose-adjustment tables based on the patient's current and previous blood glucose levels, dynamically suggesting holds, rate increases, or boluses. The interface streamlines critical care workflows by replacing manual lookups with reliable, real-time guidance for nurses.

Automated ICD-10 Coding for EMR Data

This microservice automates ICD-10 coding for EMR systems to reduce manual entry. It processes patient data, extracts chief complaints, and assigns ICD-10 codes using RabbitMQ for efficient data exchange.

Patient Charting Database

This system digitizes patient charts, for record keeping. It reliably stores details, diagnoses, and treatments in a normalized database to improve care.

Ping Trace

This project implements raw socket-based ICMP ping and traceroute functionality to diagnose network paths. It sends echo requests with increasing TTL values, processes responses from routers or the destination, and reports round-trip statistics and packet loss.

Ambulance Billing Invoice Report Tool

This system automates billing report generation by integrating data from emergency service platforms. It efficiently extracts, cleans, and merges trip details to enable timely invoicing and prompt payments.