marouane-ouaomar/morocco-healthcare-optimization

Identified 1.8M underserved people across Morocco's 12 regions. KMeans model recommending optimal health facility locations. Python, Streamlit, # Morocco Healthcare Optimization > A geospatial healthcare access analysis and optimization platform for Morocco. > Built for data scientists, GIS analysts, and public health professionals. --- ## What This Project Does HealthAccess Morocco maps **where healthcare facilities exist**, measures **how accessible they are** to the population, identifies **underserved regions**, and simulates the impact of **adding new facilities or mobile health units**. | Layer | What it answers | |---|---| | **Facility Map** | Where are hospitals, clinics, pharmacies, and doctors in Morocco? | | **Access Metrics** | What % of the population lives within 5 / 10 / 20 km of a facility? | | **Optimization** | Where should new facilities be placed to maximize coverage? | | **Triage Bot** | Can a safe, rule-based AI help patients know when to seek emergency care? | --- ## Quick Start ```bash # 1. Clone the repository git clone github.com cd morocco-healthcare-optimization # 2. Set up Python 3.10 virtual environment python3.10 -m venv .venv source .venv/bin/activate # Windows: .venv\Scripts\activate # 3. Install dependencies pip install -r requirements.txt # 4. Fetch facility data for Morocco (optional — processed data is included) python scripts/fetch_osm_facilities.py python -c "from src.data_prep import run_pipeline; run_pipeline()" # 5. Run the Streamlit dashboard streamlit run webapp/streamlit_app.py ``` --- ## Project Structure ``` morocco-healthcare-optimization/ ├── src/ │ ├── data_prep.py # Facility & population data cleaning │ ├── access_metrics.py # KD-tree nearest-neighbor, coverage ratios │ ├── kmeans_placement.py # Weighted KMeans optimization │ ├── scenario_simulator.py # Scenario runner & output │ ├── facility_locator.py # Nearest-facility lookup (triage bot) │ ├── spatial_utils.py # Morocco boundary & spatial integrity │ └── triage_engine.py # Safe …