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‎README.html

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<link rel="index" title="Index" href="genindex.html" />
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<p aria-level="2" class="caption" role="heading">
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<span class="caption-text">
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Preamble
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</span>
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</p>
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<ul class="nav bd-sidenav">
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<li class="toctree-l1">
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<a class="reference internal" href="notebooks/how-to-cite.html">
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How to Cite This Cookbook
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</a>
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Visualization notebooks
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<div class="tex2jax_ignore mathjax_ignore section" id="arco-era-5-interactive-visualization-cookbook">
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<h1>ARCO ERA-5 Interactive Visualization Cookbook<a class="headerlink" href="#arco-era-5-interactive-visualization-cookbook" title="Permalink to this headline"><i class="fas fa-link"></i></a></h1>
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<p><a class="reference external" href="https://github.com/ProjectPythia/ERA5_interactive-cookbook/actions/workflows/nightly-build.yaml"><img alt="nightly-build" src="https://github.com/ProjectPythia/ERA5_interactive-cookbook/actions/workflows/nightly-build.yaml/badge.svg" /></a>
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<a class="reference external" href="https://binder.projectpythia.org/v2/gh/ProjectPythia/ERA5_interactive-cookbook/main?labpath=notebooks"><img alt="Binder" src="https://binder.projectpythia.org/badge_logo.svg" /></a></p>
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<a class="reference external" href="https://binder.projectpythia.org/v2/gh/ProjectPythia/ERA5_interactive-cookbook/main?labpath=notebooks"><img alt="Binder" src="https://binder.projectpythia.org/badge_logo.svg" /></a>
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<a class="reference external" href="https://zenodo.org/badge/latestdoi/657280462"><img alt="DOI" src="https://zenodo.org/badge/657280462.svg" /></a></p>
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<p>A team at <a class="reference external" href="https://research.google/">Google Research &amp; Cloud</a> are making parts of the <a class="reference external" href="https://www.ecmwf.int/en/forecasts/dataset/ecmwf-reanalysis-v5">ECMWF Reanalysis version 5</a> (aka <strong>ERA-5</strong>) accessible in a <a class="reference external" href="https://www.frontiersin.org/articles/10.3389/fclim.2021.782909/full">Analysis Ready, Cloud Optimized</a> (aka <strong>ARCO</strong>) format.</p>
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<p>This Project Pythia Cookbook covers accessing, regridding, and visualizing this reanalysis data.</p>
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<div class="section" id="motivation">
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<p class="prev-next-title">01_BasicVisualization</p>
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<p class="prev-next-title">How to Cite This Cookbook</p>
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‎_sources/README.md

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[![nightly-build](https://github.com/ProjectPythia/ERA5_interactive-cookbook/actions/workflows/nightly-build.yaml/badge.svg)](https://github.com/ProjectPythia/ERA5_interactive-cookbook/actions/workflows/nightly-build.yaml)
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[![Binder](https://binder.projectpythia.org/badge_logo.svg)](https://binder.projectpythia.org/v2/gh/ProjectPythia/ERA5_interactive-cookbook/main?labpath=notebooks)
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[![DOI](https://zenodo.org/badge/657280462.svg)](https://zenodo.org/badge/latestdoi/657280462)
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A team at [Google Research & Cloud](https://research.google/) are making parts of the [ECMWF Reanalysis version 5](https://www.ecmwf.int/en/forecasts/dataset/ecmwf-reanalysis-v5) (aka **ERA-5**) accessible in a [Analysis Ready, Cloud Optimized](https://www.frontiersin.org/articles/10.3389/fclim.2021.782909/full) (aka **ARCO**) format.
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3. Plot a map at a specific time using Matplotlib and Cartopy
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4. Create interactive visualizations, leveraging the [Holoviz](https://holoviz.org) ecosystem
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## Authors
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[Kevin Tyle](https://github.com/ktyle), [Michael Barletta](https://github.com/Michael-Barletta)
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We also gratefully acknowledge the Google Cloud Research team for making an ARCO-friendly version of the ERA-5 available. Citations for their effort and the ERA-5 reanalysis are below:
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- Carver, Robert W, and Merose, Alex. (2023): ARCO-ERA5: An Analysis-Ready Cloud-Optimized Reanalysis Dataset. 22nd Conf. on AI for Env. Science, Denver, CO, Amer. Meteo. Soc, 4A.1, https://ams.confex.com/ams/103ANNUAL/meetingapp.cgi/Paper/415842
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- Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A.,
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Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D.,
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Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G.,
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Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G.,
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Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J.,
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Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S.,
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Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P.,
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Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F.,
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Villaume, S., Thépaut, J-N. (2017): Complete ERA5: Fifth generation of
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ECMWF atmospheric reanalyses of the global climate. Copernicus Climate
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Change Service (C3S) Data Store (CDS).
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Hersbach et al, (2017) was downloaded from the Copernicus Climate Change
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Service (C3S) Climate Data Store. We thank C3S for allowing us to
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redistribute the data.
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The results contain modified Copernicus Climate Change Service
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information 2022. Neither the European Commission nor ECMWF is
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responsible for any use that may be made of the Copernicus information
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or data it contains.
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- Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A.,
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Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D.,
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Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G.,
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Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G.,
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Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J.,
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Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S.,
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Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P.,
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Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F.,
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Villaume, S., Thépaut, J-N. (2017): Complete ERA5: Fifth generation of
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ECMWF atmospheric reanalyses of the global climate. Copernicus Climate
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Change Service (C3S) Data Store (CDS).
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Hersbach et al, (2017) was downloaded from the Copernicus Climate Change
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Service (C3S) Climate Data Store. We thank C3S for allowing us to
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redistribute the data.
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The results contain modified Copernicus Climate Change Service
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information 2022. Neither the European Commission nor ECMWF is
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responsible for any use that may be made of the Copernicus information
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or data it contains.
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### Contributors
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‎_sources/notebooks/how-to-cite.md

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# How to Cite This Cookbook
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The material in Project Pythia's ARCO ERA-5 Interactive Visualization Cookbook is licensed for free and open consumption and reuse. All code is served under [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0), while all non-code content is licensed under [Creative Commons BY 4.0 (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/). Effectively, this means you are free to share and adapt this material so long as you give appropriate credit to the Cookbook authors and the Project Pythia community.
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The source code for the book is [released on GitHub](https://github.com/ProjectPythia/ERA5_interactive-cookbook) and archived on Zenodo. This DOI will always resolve to the latest release of the book source:
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[![DOI](https://zenodo.org/badge/657280462.svg)](https://zenodo.org/badge/latestdoi/657280462)

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‎genindex.html

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<span class="caption-text">
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Preamble
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<ul class="nav bd-sidenav">
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<li class="toctree-l1">
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<a class="reference internal" href="notebooks/how-to-cite.html">
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How to Cite This Cookbook
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Visualization notebooks

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