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date: 17 September 2025
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bibliography: paper.bib
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---
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<!-- TODO: Get people's agreement on authorship, and their preferred names and ORCIDs. -->
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# CSET: Toolkit for evaluation of weather and climate models.
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It gives users easy access to a wide selection of peer-reviewed diagnostics, including spatial plots, time series, vertical profiles, probability density functions, and aggregated analysis over multiple model simulations, replacing bespoke evaluation scripts.
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To cater for the full evaluation process, CSET provides a range of verification diagnostics to compare against observations and derived diagnostics based on model output, allowing for both physical process-based and impact-based understanding.
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The verification side of CSET utilises the Model Evaluation Tools (METplus) verification system [@metplus] to provide a range of verification metrics that are aligned with operational verification best practices.
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## Conclusion
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CSET shows the benefits of open source evaluation software.
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It reduces redundant evaluation diagnostics development and supports easier collaboration across organisations involved in atmospheric model evaluation, helping to build a clear and consistent understanding of model characteristics and model improvement benefits.
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Major items on CSET's development roadmap are integrating METplus verification into the workflow, and increasing the number of supported observation sources.
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The CSET documentation is hosted at https://metoffice.github.io/CSET
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## Related software
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## Acknowledgements
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<!-- A list of key references, including to other software addressing related needs. Note that the references should include full names of venues, e.g., journals and conferences, not abbreviations only understood in the context of a specific discipline. -->
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