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ESMValTool: A community diagnostic and performance metrics tool for routine evaluation of Earth system models in CMIP

License: Apache License 2.0

Shell 0.03% Python 40.90% Emacs Lisp 1.78% R 8.10% Julia 0.25% XSLT 0.08% TeX 1.73% NCL 47.12% Dockerfile 0.01%

esmvaltool-2.0's Introduction

Introduction

ESMValTool is a community-developed climate model diagnostics and evaluation software package, driven both by computational performance and scientific accuracy and reproducibility. ESMValTool is open to both users and developers, encouraging open exchange of diagnostic source code and evaluation results from the Coupled Model Intercomparison Project CMIP ensemble. For a comprehensive introduction to ESMValTool please visit our documentation page.

Running esmvaltool

Diagnostics from ESMValTool are run using recipe files that contain pointers to the requested data types, directives for the preprocessing steps that data will be subject to, and directives for the actual diagnostics that will be run with the now preprocessed data. Data preprocessing is done via the ESMValCore package, a pure Python, highly-optimized scientific library, developed by the ESMValTool core developers, and that performs a number of common analysis tasks such as regridding, masking, levels extraction etc. Diagnostics are written in a variety of programming languages (Python, NCL, R, Julia) and are developed by the wider scientific community, and included after a scientific and technical review process.

Input data

ESMValTool can run with the following types of data as input:

CMIP6
CMIP5
CMIP3
observational and re-analysis datasets
obs4MIPs
ana4mips
CORDEX (work in progress)

Getting started

Please see getting started on readthedocs as well as ESMValTool tutorial. The tutorial is a set of lessons that together teach skills needed to work with ESMValTool in climate-related domains.