jumanak825-lang/ghana-idp-agent

**Ghana IDP Healthcare Agent** — AI system analyzing 753 Ghana healthcare facilities to identify medical deserts, detect anomalies, and guide NGO resource allocation. Built on Databricks with LangGraph, Mosaic AI, MLflow & Delta Lake. 6 specialized agents, 170 regions scored. # 🏥 Ghana IDP Healthcare Agent > Bridging Medical Deserts — An Intelligent Document Parsing Agent for the Virtue Foundation Ghana Dataset Built for the **Databricks + Accenture Hackathon 2026** 🔗 **Live Demo:** huggingface.co **Demo Video:** drive.google.com 📡 **API Endpoint:** `dbc-625f49f0-72cc.cloud.dat…` --- ## 🎯 Problem By 2030, the world will face a shortage of over 10 million healthcare workers — not because expertise doesn't exist, but because it is not intelligently coordinated. In Ghana, skilled doctors remain disconnected from hospitals that urgently need them, and critical medical deserts go undetected. --- ## 🤖 What We Built An Intelligent Document Parsing (IDP) agent that: - **Extracts** medical facility capabilities from unstructured free-form text - **Detects** anomalies and suspicious capability claims automatically - **Maps** medical deserts across Ghana's 170 regions - **Reasons** over workforce distribution and NGO coverage gaps - **Plans** resource allocation for non-technical NGO planners --- ## 🏗️ Architecture ### 4-Stage LLM Extraction Pipeline ``` Stage 1: Organization Classification (NGO vs Facility) Stage 2: Structured Field Extraction (address, contacts, type) Stage 3: Free-form Facts (procedure, equipment, capability) Stage 4: Medical Specialty Classification ``` ### 6-Agent LangGraph System | Agent | Role | |-------|------| | 🗃️ Genie Text2SQL | SQL counts & statistics | | 🔍 Keyword Search | Facility lookup | | 🗺️ Geospatial | Distance calculations & cold spots | | ⚠️ Anomaly Detection | Data quality checks (Q3.1, Q4.4, Q4.8, Q4.9) | | 🧠 Medical Reasoning | Workforce & NGO gap analysis | | 📋 Planning | Resource allocation recommendations | --- ## 🛠️ Tech Stack | Component | Technology | |-----------|------------| | Orchestration | LangGraph Multi-Agent | | LLM | Meta …