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Change"],"sub_categories":["Earth and Climate Modeling"],"readme":"\u003cdiv\u003e\n\u003cimg src=\"share/pcmdi/PMPLogo_1359x1146px_300dpi.png\" height=\"90\" align=\"right\" /\u003e\n\u003cimg src=\"share/pcmdi/PCMDILogo_400x131px_72dpi.png\" height=\"60\" align=\"right\" /\u003e\n\u003c/div\u003e\n\n\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\n\n# PCMDI Metrics Package (PMP)\n\n\u003c!-- badges: start --\u003e\n[![latest version](https://img.shields.io/conda/vn/conda-forge/pcmdi_metrics.svg?kill_cache=1)](https://anaconda.org/conda-forge/pcmdi_metrics/)\n[![Last updated](https://anaconda.org/conda-forge/pcmdi_metrics/badges/latest_release_date.svg?kill_cache=1)](https://anaconda.org/conda-forge/pcmdi_metrics/files)\n![platforms](https://img.shields.io/badge/platforms-linux%20|%20osx-lightgrey.svg)\n[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.592790.svg)](https://doi.org/10.5281/zenodo.592790)\n[![License](https://anaconda.org/conda-forge/pcmdi_metrics/badges/license.svg)](https://github.com/PCMDI/pcmdi_metrics/blob/main/LICENSE)\n[![Formatted with black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/python/black)\n[![All Contributors](https://img.shields.io/github/all-contributors/PCMDI/pcmdi_metrics?color=ee8449\u0026style=flat-square)](#contributors)\n\nConda-forge (CURRENT, recommended):\n[![Download](https://anaconda.org/conda-forge/pcmdi_metrics/badges/downloads.svg?kill_cache=1)](https://anaconda.org/conda-forge/pcmdi_metrics/)\n\nPCMDI Conda Channel (old, deprecated):\n[![Download](https://anaconda.org/pcmdi/pcmdi_metrics/badges/downloads.svg?kill_cache=1)](https://anaconda.org/pcmdi/pcmdi_metrics)\n\n\u003c!-- badges: end --\u003e\n\nThe PCMDI Metrics Package (PMP) is used to provide \"quick-look\" objective comparisons of Earth System Models (ESMs) with one another and available observations.  Results are produced in the context of all model simulations contributed to CMIP6 and earlier CMIP phases.  Among other purposes, this enables modeling groups to evaluate changes during the development cycle in the context of the structural error distribution of the multi-model ensemble. Currently, the comparisons emphasize metrics of large- to global-scale annual cycle, tropical and extra-tropical modes of variability, ENSO, MJO, regional monsoons, high frequency characteristics of simulated precipitation, and cloud feedback.\n\n**PCMDI uses the PMP to produce [quick-look simulation summaries across generations of CMIP](https://pcmdi.llnl.gov/research/metrics/).**\n\nThe metrics package consists of the following parts: \n* Analysis software\n* Observation-based reference database of global (or near global, land or ocean) [time series and climatologies](https://github.com/PCMDI/PCMDIobs-cmor-tables/tree/master/catalogue)\n* [Package documentation](http://pcmdi.github.io/pcmdi_metrics/) and [interactive jupyter notebook demos](https://github.com/PCMDI/pcmdi_metrics/blob/main/doc/jupyter/Demo/README.md)\n* [Database](https://github.com/PCMDI/pcmdi_metrics_results_archive) of performance metrics computed for CMIP models\n\nThe package expects model data to be [CF-compliant](http://cfconventions.org/). To successfully use the package some input data \"conditioning\" may be required. We provide several demo scripts within the package.\n\n\nDocumentation\n-------------\n\n### Getting Started\n\n\n* Installation requirements and instructions are available on the [Install](http://pcmdi.github.io/pcmdi_metrics/install.html) page\n\n* Users will need to contact the PMP developers (pcmdi-metrics@llnl.gov) to obtain supporting datasets and get started using the package.\n\n* An overview for using the package and template scripts are detailed on the [Using-the-package](http://pcmdi.github.io/pcmdi_metrics) page\n\n* [View Demo](https://github.com/PCMDI/pcmdi_metrics/blob/main/doc/jupyter/Demo/README.md)\n\n\n### References\n\nLatest: \n\n* Lee, J., Gleckler, P. J., Ahn, M.-S., Ordonez, A., Ullrich, P. A., Sperber, K. R., Taylor, K. E., Planton, Y. Y., Guilyardi, E., Durack, P., Bonfils, C., Zelinka, M. D., Chao, L.-W., Dong, B., Doutriaux, C., Zhang, C., Vo, T., Boutte, J., Wehner, M. F., Pendergrass, A. G., Kim, D., Xue, Z., Wittenberg, A. T., and Krasting, J.: Systematic and objective evaluation of Earth system models: PCMDI Metrics Package (PMP) version 3, Geosci. Model Dev., 17, 3919–3948, https://doi.org/10.5194/gmd-17-3919-2024, **2024**. \n\nEarlier versions:\n\n* Gleckler, P. J., Doutriaux, C., Durack, P. J., Taylor, K. E., Zhang, Y., Williams, D. N., Mason, E., and Servonnat, J.: A more powerful reality test for climate models, Eos T. Am. Geophys. Un., 97, https://doi.org/10.1029/2016eo051663, **2016**. \n\n* Gleckler, P. J., Taylor, K. E., and Doutriaux, C.: Performance metrics for climate models, J. Geophys. Res., 113, D06104, https://doi.org/10.1029/2007jd008972, **2008**. \n\n\nContact\n-------\n\n[Report Bug](https://github.com/PCMDI/pcmdi_metrics/issues)\n\n[Request Feature](https://github.com/PCMDI/pcmdi_metrics/issues)\n\nSome installation support for CMIP participating modeling groups is available: pcmdi-metrics@llnl.gov\n\n\nAcknowledgement\n---------------\nContent in this repository is developed by climate and computer scientists from the Program for Climate Model Diagnosis and Intercomparison ([PCMDI][PCMDI]) at Lawrence Livermore National Laboratory ([LLNL][LLNL]). This work is sponsored by the Regional and Global Model Analysis ([RGMA][RGMA]) program, of the Earth and Environmental Systems Sciences Division ([EESSD][EESSD]) in the Office of Biological and Environmental Research ([BER][BER]) within the [Department of Energy][DOE]'s [Office of Science][OS]. The work is performed under the auspices of the U.S. Department of Energy by Lawrence Livermore National Laboratory under Contract DE-AC52-07NA27344.\n\nLLNL-CODE-2004137 \n\nDOE CODE ID: #153383\n\n\n\u003cp\u003e\n    \u003cimg src=\"https://pcmdi.github.io/assets/PCMDI/100px-PCMDI-Logo-NoText-square-png8.png\"\n         width=\"65\"\n         style=\"margin-right: 30px\"\n         title=\"Program for Climate Model Diagnosis and Intercomparison\"\n         alt=\"Program for Climate Model Diagnosis and Intercomparison\"\n    \u003e\u0026nbsp;\n    \u003cimg src=\"https://github.com/PCMDI/assets/blob/main/DOE/480px-DOE_Seal_Color.png?raw=true\"\n         width=\"65\"\n         style=\"margin-right: 30px\"\n         title=\"United States Department of Energy\"\n         alt=\"United States Department of Energy\"\n    \u003e\u0026nbsp;\n    \u003cimg src=\"https://github.com/PCMDI/assets/blob/main/LLNL/212px-LLNLiconPMS286-WHITEBACKGROUND.png?raw=true\"\n         width=\"65\"\n         title=\"Lawrence Livermore National Laboratory\"\n         alt=\"Lawrence Livermore National Laboratory\"\n    \u003e\n\u003c/p\u003e\n\n\n[PCMDI]: https://pcmdi.llnl.gov/\n[LLNL]: https://www.llnl.gov/\n[RGMA]: https://climatemodeling.science.energy.gov/program/regional-global-model-analysis\n[EESSD]: https://science.osti.gov/ber/Research/eessd\n[BER]: https://science.osti.gov/ber\n[DOE]: https://www.energy.gov/\n[OS]: https://science.osti.gov/\n\n\n\nLicense\n-------\n\nDistributed under the BSD 3-Clause License. See [`LICENSE`](https://github.com/PCMDI/pcmdi_metrics/blob/main/LICENSE) for more information.\n\n\nRelease Notes and History\n-------------------------\n\n| \u003cdiv style=\"width:300%\"\u003e[Versions]\u003c/div\u003e | Update summary   |\n| ------------- | ------------------------------------- |\n| [v3.9.1]      | New capability (**new modes for modes of variability metrics: EA, SCA**) and technical update\n| [v3.9]        | New capability (**Decision-Relevant metrics, Database access API**) and new demo notebooks\n| [v3.8.2]      | Technical update\n| [v3.8.1]      | Technical update with new figure (modes of variability multi-panel plot)\n| [v3.8]        | New capability (**figure generation for ENSO**, xCDAT migration completed for **Monsoon Wang** with figure generation), major dependency update (`numpy` \u003e= 2.0)\n| [v3.7.2]      | Technical update\n| [v3.7.1]      | Technical update with documentation improvements\n| [v3.7]        | New capability (**figure generation for mean climate**) and technical update\n| [v3.6.1]      | Technical update, additional QC repair functions\n| [v3.6]        | New capability (**regional application of precip variability**) and technical update\n| [v3.5.2]      | New capability (**QC**, **new modes for modes of variability metrics: PSA1, PSA2**) and technical update\n| [v3.5.1]      | Technical update\n| [v3.5]        | Technical update: MJO and Monsoon Sperber [xCDAT](https://xcdat.readthedocs.io/en/latest/) conversion\n| [v3.4.1]      | Technical update\n| [v3.4]        | Technical update: Modes of variability [xCDAT](https://xcdat.readthedocs.io/en/latest/) conversion\n| [v3.3.4]      | Technical update\n| [v3.3.3]      | Technical update\n| [v3.3.2]      | Technical update\n| [v3.3.1]      | Technical update\n| [v3.3]        | New metric added: **Sea-Ice**\n| [v3.2]        | New metric added: **Extremes**\n| [v3.1.2]      | Technical update\n| [v3.1.1]      | Technical and documentation update\n| [v3.1]        | New metric added: **Precipitation Benchmarking -- distribution bimodality**\n| [v3.0.2]      | Minor patch and more documentation added\n| [v3.0.1]      | Minor technical patch                 \n| [v3.0.0]      | New metric added: **Cloud feedback metric** by @mzelinka. [**xCDAT**](https://xcdat.readthedocs.io/en/latest/) implemented for mean climate metrics\n\n\u003cdetails\u003e\n\n  \u003csummary\u003eClick here for older versions\u003c/summary\u003e\n\n| \u003cdiv style=\"width:300%\"\u003e[Versions]\u003c/div\u003e | Update summary   |\n| ------------- | ------------------------------------- |\n| [v2.5.1]      | Technical update\n| [v2.5.0]      | New metric added: **Precipitation Benchmarking -- distribution**. Graphics updated\n| [v2.4.0]      | New metric added: **AMO** in variability modes\n| [v2.3.2]      | CMEC interface updates\n| [v2.3.1]      | Technical update\n| [v2.3]        | New graphics using [archived PMP results](https://github.com/PCMDI/pcmdi_metrics_results_archive)\n| [v2.2.2]      | Technical update\n| [v2.2.1]      | Minor update\n| [v2.2]        | New metric implemented: **precipitation variability across time scale**\n| [v2.1.2]      | Minor update\n| [v2.1.1]      | Simplified dependent libraries and CI process\n| [v2.1.0]      | [**CMEC**](https://cmec.llnl.gov/) driver interfaced added.\n| [v2.0]        | New capabilities: **ENSO** metrics, demos, and documentations.\n| [v1.2]        | Tied to CDAT 8.0. Extensive regression testing added. New metrics: **Diurnal cycle and intermittency of precipitation**, sample **monsoon** metrics.\n| [v1.1.2]      | Now managed through Anaconda, and tied to UV-CDAT 2.10.  Weights on bias statistic added. Extensive provenance information incorporated into json files.\n| [v1.1]        | First public release, emphasizing **climatological statistics**, with development branches for ENSO and regional monsoon precipitation indices\n| [v1.0]        | Prototype version of the PMP\n\n\u003c/details\u003e\n\n[Versions]: https://github.com/PCMDI/pcmdi_metrics/releases\n[v3.9.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.9.1\n[v3.9]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.9\n[v3.8.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.8.2\n[v3.8.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.8.1\n[v3.8]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.8\n[v3.7.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.7.2\n[v3.7.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.7.1\n[v3.7]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.7\n[v3.6.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.6.1\n[v3.6]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.6\n[v3.5.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.5.2\n[v3.5.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.5.1\n[v3.5]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.5\n[v3.4.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.4.1\n[v3.4]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.4\n[v3.3.4]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.3.4\n[v3.3.3]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.3.3\n[v3.3.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.3.2\n[v3.3.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.3.1\n[v3.3]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.3\n[v3.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.2\n[v3.1.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.1.2\n[v3.1.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.1.1\n[v3.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.1\n[v3.0.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.0.2\n[v3.0.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.0.1\n[v3.0.0]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v3.0.0\n[v2.5.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.5.1\n[v2.5.0]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.5.0\n[v2.4.0]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.4.0\n[v2.3.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.3.2\n[v2.3.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.3.1\n[v2.3]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.3\n[v2.2.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.2.2\n[v2.2.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.2.1\n[v2.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.2\n[v2.1.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.1.2\n[v2.1.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.1.1\n[v2.1.0]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.1.0\n[v2.0]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v2.0\n[v1.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v1.2\n[v1.1.2]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/1.1.2\n[v1.1]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v1.1\n[v1.0]: https://github.com/PCMDI/pcmdi_metrics/releases/tag/v1.0\n\nCurrent Core Development Team\n-----------------------------\n* [Jiwoo Lee](https://people.llnl.gov/lee1043) ([LLNL](https://www.llnl.gov/), PMP Lead)\n* [Peter Gleckler](https://pcmdi.llnl.gov/staff/gleckler/) ([LLNL](https://www.llnl.gov/))\n* [Paul Ullrich](https://people.llnl.gov/ullrich4) ([LLNL](https://www.llnl.gov/), [PCMDI](https://pcmdi.llnl.gov/) Project PI)\n* [Bo Dong](https://people.llnl.gov/dong12) ([LLNL](https://www.llnl.gov/))\n* [Kristin Chang](https://people.llnl.gov/chang61) ([LLNL](https://www.llnl.gov/))\n* [Shixuan Zhang](https://www.pnnl.gov/science/staff/staff_info.asp?staff_num=9376) ([PNNL](https://www.pnnl.gov/))\n\nAll Contributors\n----------------\n\nThanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --\u003e\n\u003c!-- prettier-ignore-start --\u003e\n\u003c!-- markdownlint-disable --\u003e\n\u003ctable\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://sites.google.com/view/jiwoolee\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/17091564?v=4?s=100\" width=\"100px;\" alt=\"Jiwoo Lee\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJiwoo Lee\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=lee1043\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=lee1043\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/pulls?q=is%3Apr+reviewed-by%3Alee1043\" title=\"Reviewed Pull Requests\"\u003e👀\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=lee1043\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"#tutorial-lee1043\" title=\"Tutorials\"\u003e✅\u003c/a\u003e \u003ca href=\"#research-lee1043\" title=\"Research\"\u003e🔬\u003c/a\u003e \u003ca href=\"#ideas-lee1043\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#infra-lee1043\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/gleckler1\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/4553389?v=4?s=100\" width=\"100px;\" alt=\"Peter Gleckler\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ePeter Gleckler\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=gleckler1\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=gleckler1\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#research-gleckler1\" title=\"Research\"\u003e🔬\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/pulls?q=is%3Apr+reviewed-by%3Agleckler1\" title=\"Reviewed Pull Requests\"\u003e👀\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=gleckler1\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"#data-gleckler1\" title=\"Data\"\u003e🔣\u003c/a\u003e \u003ca href=\"#ideas-gleckler1\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/acordonez\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/18147700?v=4?s=100\" width=\"100px;\" alt=\"Ana Ordonez\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAna Ordonez\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=acordonez\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=acordonez\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/pulls?q=is%3Apr+reviewed-by%3Aacordonez\" title=\"Reviewed Pull Requests\"\u003e👀\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=acordonez\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"#tutorial-acordonez\" title=\"Tutorials\"\u003e✅\u003c/a\u003e \u003ca href=\"#infra-acordonez\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/msahn\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/46369397?v=4?s=100\" width=\"100px;\" alt=\"Min-Seop Ahn\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMin-Seop Ahn\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=msahn\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=msahn\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/pulls?q=is%3Apr+reviewed-by%3Amsahn\" title=\"Reviewed Pull Requests\"\u003e👀\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=msahn\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"#tutorial-msahn\" title=\"Tutorials\"\u003e✅\u003c/a\u003e \u003ca href=\"#research-msahn\" title=\"Research\"\u003e🔬\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://climate.ucdavis.edu/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5330916?v=4?s=100\" width=\"100px;\" alt=\"Paul Ullrich\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ePaul Ullrich\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-paullric\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#research-paullric\" title=\"Research\"\u003e🔬\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/doutriaux1\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/2781425?v=4?s=100\" width=\"100px;\" alt=\"Charles Doutriaux\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eCharles Doutriaux\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=doutriaux1\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/taylor13\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/4993439?v=4?s=100\" width=\"100px;\" alt=\"Karl Taylor\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eKarl Taylor\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#research-taylor13\" title=\"Research\"\u003e🔬\u003c/a\u003e \u003ca href=\"#ideas-taylor13\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/durack1\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/3229632?v=4?s=100\" width=\"100px;\" alt=\"Paul J. Durack\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ePaul J. Durack\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=durack1\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://mzelinka.github.io/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/11380489?v=4?s=100\" width=\"100px;\" alt=\"Mark Zelinka\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMark Zelinka\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=mzelinka\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/bonfils2\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/3536584?v=4?s=100\" width=\"100px;\" alt=\"Celine Bonfils\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eCeline Bonfils\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#research-bonfils2\" title=\"Research\"\u003e🔬\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://pcmdi.llnl.gov/staff/covey/\"\u003e\u003cimg src=\"https://pcmdi.llnl.gov/staff/covey/curt.jpg?s=100\" width=\"100px;\" alt=\"Curtis C. Covey\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eCurtis C. Covey\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#research\" title=\"Research\"\u003e🔬\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/zshaheen\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/4239938?v=4?s=100\" width=\"100px;\" alt=\"Zeshawn Shaheen\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eZeshawn Shaheen\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=zshaheen\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/muryanto1\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/35277663?v=4?s=100\" width=\"100px;\" alt=\"Lina Muryanto\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eLina Muryanto\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#infra-muryanto1\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/tomvothecoder\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/25624127?v=4?s=100\" width=\"100px;\" alt=\"Tom Vo\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eTom Vo\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#infra-tomvothecoder\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/jasonb5\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/2191036?v=4?s=100\" width=\"100px;\" alt=\"Jason Boutte\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJason Boutte\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#infra-jasonb5\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/painter1\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/2799665?v=4?s=100\" width=\"100px;\" alt=\"Jeffrey Painter\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJeffrey Painter\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#data-painter1\" title=\"Data\"\u003e🔣\u003c/a\u003e \u003ca href=\"#infra-painter1\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=painter1\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/pochedls\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/3698109?v=4?s=100\" width=\"100px;\" alt=\"Stephen Po-Chedley\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eStephen Po-Chedley\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#data-pochedls\" title=\"Data\"\u003e🔣\u003c/a\u003e \u003ca href=\"#infra-pochedls\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://xylar.github.io/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/4179064?v=4?s=100\" width=\"100px;\" alt=\"Xylar Asay-Davis\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eXylar Asay-Davis\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#infra-xylar\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.gfdl.noaa.gov/john-krasting-homepage\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/6594675?v=4?s=100\" width=\"100px;\" alt=\"John Krasting\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJohn Krasting\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=jkrasting\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=jkrasting\" title=\"Tests\"\u003e⚠️\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.cgd.ucar.edu/staff/apgrass/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/16008440?v=4?s=100\" width=\"100px;\" alt=\"Angeline G Pendergrass\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAngeline G Pendergrass\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=apendergrass\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#research-apendergrass\" title=\"Research\"\u003e🔬\u003c/a\u003e \u003ca href=\"#ideas-apendergrass\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/mfwehner\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/10789148?v=4?s=100\" width=\"100px;\" alt=\"Michael Wehner\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMichael Wehner\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=mfwehner\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#research-mfwehner\" title=\"Research\"\u003e🔬\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://sites.google.com/uw.edu/kimresearchgroup\"\u003e\u003cimg src=\"https://scholar.googleusercontent.com/citations?view_op=view_photo\u0026user=3xLjsIsAAAAJ\u0026citpid=3?s=100\" width=\"100px;\" alt=\"Daehyun Kim\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDaehyun Kim\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#research\" title=\"Research\"\u003e🔬\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/bosup\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/130708142?v=4?s=100\" width=\"100px;\" alt=\"Bo Dong\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eBo Dong\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=bosup\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/zhangshixuan1987\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/33647254?v=4?s=100\" width=\"100px;\" alt=\"Shixuan Zhang\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eShixuan Zhang\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=zhangshixuan1987\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://kristinchang.github.io/portfolio/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/143142064?v=4?s=100\" width=\"100px;\" alt=\"Kristin Chang\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eKristin Chang\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=kristinchang3\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ajonko\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/13386754?v=4?s=100\" width=\"100px;\" alt=\"Alex Jonko\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAlex Jonko\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/PCMDI/pcmdi_metrics/commits?author=ajonko\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\n\u003c!-- markdownlint-restore --\u003e\n\u003c!-- prettier-ignore-end --\u003e\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:END --\u003e\n\nThis project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FPCMDI%2Fpcmdi_metrics","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FPCMDI%2Fpcmdi_metrics","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FPCMDI%2Fpcmdi_metrics/lists"}