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Pakistan next-day PM2.5 forecast: live results

Updated every hour by the pipeline in the project's GitHub repository. Gold-level results only (city averages, forecasts, quality logs); no raw files and no keys.

Sources and licences

  • OpenAQ (data owners recorded per location, e.g. The Urban Unit): Per location (recorded in each manifest row); mostly CC BY 4.0. Data from OpenAQ and the original owner of each location
  • NASA ESDIS / LANCE - Fire Information for Resource Management System: NASA open data policy. We acknowledge the use of data and/or imagery from NASA's Fire Information for Resource Management System (FIRMS), part of NASA's Earth Science Data and Information System (ESDIS).
  • Open-Meteo (ECMWF ERA5 / IFS reanalysis): CC BY 4.0. Weather data by Open-Meteo.com
  • Copernicus Atmosphere Monitoring Service (CAMS), via Open-Meteo: CC BY 4.0. Air quality model data: CAMS, served by Open-Meteo.com
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