DeePZeeRa/databricks_accenture_hackathon_virtue_foundationtrack

The Virtue Foundation Ghana Healthcare Intelligence Platform is an AI-powered healthcare analytics and decision-support system built on Databricks to identify medical deserts, infrastructure gaps, and healthcare anomalies across Ghana. It combines Medallion Architecture pipelines, Intelligent Document Processing (IDP), LangGraph-based AI agents,etc ### *Bridging Medical Deserts with AI, Agentic Orchestration & Databricks* **🚀 Live Demo** · **📖 Architecture** · **🤖 Agent Docs** · **⚡ Quickstart** > ⚠️ *Initial load may take ~2 min due to cold starts. Refresh once for optimal performance.* --- ## 🌍 What Is This? The **Virtue Foundation Ghana Healthcare Intelligence Platform** is a next-generation, full-stack agentic AI system built for the **Databricks × Accenture Hackathon**. It transforms raw, unstructured healthcare facility data from across Ghana into a living, queryable intelligence layer — exposing critical medical deserts, data anomalies, staffing gaps, and intervention opportunities through a conversational AI agent and an interactive geospatial dashboard. Designed for **NGO planners, clinicians, and data scientists**, the platform enables evidence-based healthcare resource allocation where it matters most. --- ## 📊 Pipeline Results at a Glance | Metric | Value | |:---|---:| | 🏥 Facilities Processed | **900+** | | 🗺️ Ghana Regions Scored | **16** | | ⚠️ Anomalies Flagged | **340+** | | 🔴 Severe Medical Deserts | **2** (Savannah, Upper East) | | 🟢 Adequate Coverage Regions | **5** (incl. Greater Accra, Eastern) | | 🩺 Specialties Mapped | **30+** | | 🧠 IDP Extraction Phases | **15** per record | | 🤖 LangGraph Agent Nodes | **14** | | 💬 MoSCoW Query Categories | **59** | | 📐 Dashboard Views | **6** distinct pages | --- ## 🌵 Medical Desert Score Sample Output | Region | Label | MDS Score | Critical Gaps | |:---|:---|:---:|:---| | Savannah | 🔴 **Severe Desert** | `0.87` | Emergency Medicine · Surgery · Obstetrics · Pediatrics | | Upper East | 🔴 **Severe Desert** | `0.84` | Emergency Medicine · Surgery · Obstetrics | | Bono East | 🟡 **Moderate Desert** | `0.68` | General Surgery | | Oti | 🟡 **Moderate Desert** | `0.71` | Pediatrics · Mental Health | | Greater Accra | 🟢 **Adequate** | `0.39` | — | | Eastern | 🟢 **Adequate** | `0.49` | — | > **MDS (Medical Desert Score):** `0 …