{% with messages = get_flashed_messages(with_categories=true) %}
{% if messages %}
{% for category, message in messages %}
{{ message }}
{% endfor %}
{% endif %}
{% endwith %}
๐ก System Status:
{% if cds_ready %}โ CDS API Ready{% else %}โ CDS API Not Configured{% endif %}
{% if not cds_ready %}
Please configure CDS API credentials via environment variables (CDSAPI_URL and CDSAPI_KEY) to enable data download.
{% endif %}
๐ Method 1: Upload File
Upload your own NetCDF (.nc) or ZIP (.zip) file containing CAMS data
๐ Method 2: Download by Date
Download CAMS data for a specific date (requires CDS API)
๐๏ธ Method 3: Choose from Recent Files
Select a previously uploaded or downloaded file for visualization.
๐ฎ Method 4: Aurora ML Predictions
Generate AI-powered air pollution forecasts using Microsoft's Aurora foundation model
๐ Enhanced Aurora Features:
Uses dual timestamps (T-1 and T) for improved prediction accuracy
Forward predictions from 1-4 steps (12-48 hours coverage)
Organized storage with run metadata and easy browsing