๐ŸŒ CAMS Air Pollution Visualization

๐Ÿ“Š View Plot Gallery
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๐Ÿ“ก System Status: {% if cds_ready %}โœ… CDS API Ready{% else %}โŒ 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 %}

๐Ÿ“ Method 1: Upload File

Upload your own NetCDF (.nc) or ZIP (.zip) file containing CAMS data

Supported formats: NetCDF (.nc) or ZIP (.zip)
Maximum size: 500MB

๐Ÿ“… Method 2: Download by Date

Download CAMS data for a specific date (requires CDS API)

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CDS API configuration required

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๐Ÿ—‚๏ธ Method 3: Choose from Recent Files

Select a previously uploaded or downloaded file for visualization.

๐Ÿ”ฎ Method 4: Aurora ML Predictions

Generate AI-powered air pollution forecasts using Microsoft's Aurora foundation model

๐Ÿš€ 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
  • Step-by-step visualization showing temporal evolution
  • Full pollution suite: PM1, PM2.5, PM10, Oโ‚ƒ, NOโ‚‚, CO, SOโ‚‚
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๐Ÿ”ฎ Generate Aurora Predictions ๐Ÿ“Š Browse Existing Predictions
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Aurora dependencies not installed. Requires PyTorch and aurora-forecast package.

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๐Ÿ“‹ How to Use

  1. Choose your method: Upload your own file or download data by date
  2. File Analysis: The system will detect air pollution variables in your data
  3. Variable Selection: Choose which pollutant to visualize and select pressure level (for atmospheric variables)
  4. Visualization: Generate and view the pollution map over India with your preferred color theme
๐Ÿ’ก Supported Variables: PM2.5, PM10, PM1, NOโ‚‚, SOโ‚‚, Oโ‚ƒ, CO, NO, NHโ‚ƒ, Total Column measurements, and more

๐Ÿงน Maintenance

Clean up old files to free up disk space

Clean Old Files