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CAMS data tutorials Jupyterbook

CAMS data tutorials Jupyterbook

Format: jupyterbook
Published: January 1, 2026

Jupyter notebook based tutorials that demonstrate how to access and handle atmospheric products available through CAMS.

CAMS Global Atmospheric Composition Forecast Practical

CAMS Global Atmospheric Composition Forecast Practical

Format: notebook
Published: January 1, 2025

Evaluating CAMS global aerosol forecasts by comparing model AOD with AERONET observations at selected sites.

CAMS Global Reanalysis Practical

CAMS Global Reanalysis Practical

Format: notebook
Published: January 1, 2025

Exploring CAMS global reanalysis fields to study atmospheric composition, trends, and long-term variability.

CAMS Regional Air Quality Forecast Practical

CAMS Regional Air Quality Forecast Practical

Format: notebook
Published: January 1, 2025

Investigating CAMS regional air-quality forecasts to examine high-resolution pollutant fields and time series.

Emissions

Emissions

Format: notebook
Published: January 1, 2024

Investigating and visualising CAMS NOx anthropogenic and natural emissions inventories.

CAMS-MOS

CAMS-MOS

Format: notebook
Published: January 1, 2024

Exploring bias in CAMS forecasts using observations and introducing how MOS helps address systematic errors.

Create Animations from CAMS Data

Create Animations from CAMS Data

Format: notebook
Published: January 1, 2021

Access CAMS global atmospheric composition forecasts and view time series as animations.

Create Maps from CAMS Data

Create Maps from CAMS Data

Format: notebook
Published: January 1, 2021

Create maps of CAMS global atmospheric composition forecast data for multiple parameters.

Profile Plots and Zonal Means

Profile Plots and Zonal Means

Format: notebook
Published: January 1, 2021

Visualising vertical profiles of species from CAMS data to examine atmospheric layering and profile behaviour.

Plot Time Series of CAMS Data

Plot Time Series of CAMS Data

Format: notebook
Published: January 1, 2021

Downloading, calculating and plotting global CO2 time series using CAMS reanalysis data.