From 619ef27cdd3db08ff9eefeb455cd484e99441b90 Mon Sep 17 00:00:00 2001
From: "github-merge-queue[bot]"
 <github-merge-queue[bot]@users.noreply.github.com>
Date: Thu, 30 Nov 2023 16:34:54 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20main=20from=20@=20CIROH-UA/cir?=
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@@ -32,7 +32,7 @@
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diff --git a/about/index.html b/about/index.html
index 6614dd1d1..404e9a01f 100644
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+++ b/about/index.html
@@ -3,13 +3,13 @@
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As a consortium of 28 academic, government, and commercial institutions, CIROH will enable transformational change within the <strong>hydrology</strong> community by advancing community water modeling and collaborative hydrologic research.</p><iframe width="560" height="315" src="https://www.youtube.com/embed/qtJR3P0UR3w" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"></iframe><h2 class="anchor anchorWithStickyNavbar_LWe7" id="mission">Mission<a href="#mission" class="hash-link" aria-label="Direct link to Mission" title="Direct link to Mission">​</a></h2><p>To <strong>innovate</strong> research that enhances our understanding of how coupled atmosphere-oceanland-biosphere components interact hydrologically and transform this new knowledge into <strong>operational research</strong> products benefitting society.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="vision">Vision<a href="#vision" class="hash-link" aria-label="Direct link to Vision" title="Direct link to Vision">​</a></h2><p>CIROH is a leading translator of <strong>world-class water science research to operations</strong>, putting actionable water intelligence in the hands of those managing floods, droughts, and water quality. CIROH empowers researchers, scientists, and learners of all types to understand hydrologic science, build community resilience to water-related hazards, and produce benefits for society.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="core-capabilities">Core Capabilities<a href="#core-capabilities" class="hash-link" aria-label="Direct link to Core Capabilities" title="Direct link to Core Capabilities">​</a></h2><ul><li>Simulating hydrological phenomena with linked terrestrial and coastal models and advancing methods for water resources forecasting to inform life-saving decisions.</li><li>Prototyping operational forecasting improvements in the model workflow to support extension of next generation water modeling for a national community of hydrological users.</li><li>Leveraging process advancements and modeling improvements to create tools and applications to deliver actionable water resources intelligence to engage a broad array of stakeholders in management, operations, and emergency response.</li><li>Improving strategies, methods, and tools for the delivery and efficacy of communication and decision support services through applied social science research, community resilience planning, stakeholder engagement; and risk perception and communication research.</li><li>Providing education, outreach, and engagement opportunities in NOAA-related research on applications of hydrological processes, communication, and decision-making to support student participation in areas that will cultivate a desire and capabilities to join the future workforce in NOAA.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="consortium-members-and-partners-overview">Consortium Members and Partners Overview<a href="#consortium-members-and-partners-overview" class="hash-link" aria-label="Direct link to Consortium Members and Partners Overview" title="Direct link to Consortium Members and Partners Overview">​</a></h2><p>The Cooperative Institute for Research to Operations in Hydrology is a consortium of 14 members and 14 partners. 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As a consortium of 28 academic, government, and commercial institutions, CIROH will enable transformational change within the <strong>hydrology</strong> community by advancing community water modeling and collaborative hydrologic research.</p><iframe width="560" height="315" src="https://www.youtube.com/embed/qtJR3P0UR3w" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"></iframe><h2 class="anchor anchorWithStickyNavbar_LWe7" id="mission">Mission<a href="#mission" class="hash-link" aria-label="Direct link to Mission" title="Direct link to Mission">​</a></h2><p>To <strong>innovate</strong> research that enhances our understanding of how coupled atmosphere-oceanland-biosphere components interact hydrologically and transform this new knowledge into <strong>operational research</strong> products benefitting society.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="vision">Vision<a href="#vision" class="hash-link" aria-label="Direct link to Vision" title="Direct link to Vision">​</a></h2><p>CIROH is a leading translator of <strong>world-class water science research to operations</strong>, putting actionable water intelligence in the hands of those managing floods, droughts, and water quality. CIROH empowers researchers, scientists, and learners of all types to understand hydrologic science, build community resilience to water-related hazards, and produce benefits for society.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="core-capabilities">Core Capabilities<a href="#core-capabilities" class="hash-link" aria-label="Direct link to Core Capabilities" title="Direct link to Core Capabilities">​</a></h2><ul><li>Simulating hydrological phenomena with linked terrestrial and coastal models and advancing methods for water resources forecasting to inform life-saving decisions.</li><li>Prototyping operational forecasting improvements in the model workflow to support extension of next generation water modeling for a national community of hydrological users.</li><li>Leveraging process advancements and modeling improvements to create tools and applications to deliver actionable water resources intelligence to engage a broad array of stakeholders in management, operations, and emergency response.</li><li>Improving strategies, methods, and tools for the delivery and efficacy of communication and decision support services through applied social science research, community resilience planning, stakeholder engagement; and risk perception and communication research.</li><li>Providing education, outreach, and engagement opportunities in NOAA-related research on applications of hydrological processes, communication, and decision-making to support student participation in areas that will cultivate a desire and capabilities to join the future workforce in NOAA.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="consortium-members-and-partners-overview">Consortium Members and Partners Overview<a href="#consortium-members-and-partners-overview" class="hash-link" aria-label="Direct link to Consortium Members and Partners Overview" title="Direct link to Consortium Members and Partners Overview">​</a></h2><p>The Cooperative Institute for Research to Operations in Hydrology is a consortium of 14 members and 14 partners. The CIROH Consortium includes an exceptional array of hydrologic science, computer science, data science, and decision science researchers.</p><p><img loading="lazy" alt="Members|x1" src="/assets/images/collab_logo-c2c44fa3884325e1b63a4b6b6f4c7cc7.png" width="1328" height="774" class="img_ev3q"></p></article></div><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#mission" class="table-of-contents__link toc-highlight">Mission</a></li><li><a href="#vision" class="table-of-contents__link toc-highlight">Vision</a></li><li><a href="#core-capabilities" class="table-of-contents__link toc-highlight">Core Capabilities</a></li><li><a href="#consortium-members-and-partners-overview" class="table-of-contents__link toc-highlight">Consortium Members and Partners Overview</a></li></ul></div></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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-<div role="region" aria-label="Skip to main content"><a class="skipToContent_fXgn" href="#__docusaurus_skipToContent_fallback">Skip to main content</a></div><nav aria-label="Main" class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="Toggle navigation bar" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/"><div class="navbar__logo"><img src="/img/ciroh_logo.png" alt="CIROH Logo" class="themedImage_ToTc themedImage--light_HNdA"><img src="/img/ciroh_logo.png" alt="CIROH Logo" class="themedImage_ToTc themedImage--dark_i4oU"></div><b class="navbar__title text--truncate">CIROH Docs</b></a><a class="navbar__item navbar__link" href="/docs/products/intro">Products</a><a class="navbar__item navbar__link" href="/docs/services/intro">Services</a><a class="navbar__item navbar__link" href="/docs/education/">Education</a><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="navbar__item navbar__link">ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></div><div class="navbar__items navbar__items--right"><a class="navbar__item navbar__link" href="/blog">Blog</a><a class="navbar__item navbar__link" href="/about">About us</a><a class="navbar__item navbar__link" href="/Contribute">How to contribute</a><div class="toggle_vylO colorModeToggle_DEke"><button class="clean-btn toggleButton_gllP toggleButtonDisabled_aARS" type="button" disabled="" title="Switch between dark and light mode (currently light mode)" aria-label="Switch between dark and light mode (currently light mode)" aria-live="polite"><svg viewBox="0 0 24 24" width="24" height="24" class="lightToggleIcon_pyhR"><path fill="currentColor" d="M12,9c1.65,0,3,1.35,3,3s-1.35,3-3,3s-3-1.35-3-3S10.35,9,12,9 M12,7c-2.76,0-5,2.24-5,5s2.24,5,5,5s5-2.24,5-5 S14.76,7,12,7L12,7z M2,13l2,0c0.55,0,1-0.45,1-1s-0.45-1-1-1l-2,0c-0.55,0-1,0.45-1,1S1.45,13,2,13z M20,13l2,0c0.55,0,1-0.45,1-1 s-0.45-1-1-1l-2,0c-0.55,0-1,0.45-1,1S19.45,13,20,13z M11,2v2c0,0.55,0.45,1,1,1s1-0.45,1-1V2c0-0.55-0.45-1-1-1S11,1.45,11,2z M11,20v2c0,0.55,0.45,1,1,1s1-0.45,1-1v-2c0-0.55-0.45-1-1-1C11.45,19,11,19.45,11,20z M5.99,4.58c-0.39-0.39-1.03-0.39-1.41,0 c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0s0.39-1.03,0-1.41L5.99,4.58z M18.36,16.95 c-0.39-0.39-1.03-0.39-1.41,0c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0c0.39-0.39,0.39-1.03,0-1.41 L18.36,16.95z M19.42,5.99c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06c-0.39,0.39-0.39,1.03,0,1.41 s1.03,0.39,1.41,0L19.42,5.99z M7.05,18.36c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06 c-0.39,0.39-0.39,1.03,0,1.41s1.03,0.39,1.41,0L7.05,18.36z"></path></svg><svg viewBox="0 0 24 24" width="24" height="24" class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1>How to Contribute Code?</h1><p>Thank you for your interest in contributing to the CIROH technical documentation site! We welcome contributions in various forms, whether it&#x27;s commenting on and adding CIROH project details or submitting pull requests (PRs). In this guide, we&#x27;ll walk you through the process of contributing code to the CIROH Docusite.</p><p>Our website is constructed using <a href="https://docusaurus.io/" target="_blank" rel="noopener noreferrer">Docusaurus</a>, a modern static website generator.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="major-changes">Major Changes<a href="#major-changes" class="hash-link" aria-label="Direct link to Major Changes" title="Direct link to Major Changes">​</a></h2><p>For significant changes, please follow these steps:</p><ol><li>Before contributing to this repository, start by opening an issue ticket and creating a new issue.</li><li>On the issue ticket, navigate to the &quot;Development&quot; section and click on &quot;Create a branch.&quot;</li><li>Create a new branch and check it out locally.</li><li>Implement your changes within the branch, commit them, and push them to the branch you created in Step 3.<ul><li>Please note: Follow the subsequent steps to test your changes locally.</li></ul></li><li>Open a Pull Request, and after review by an admin, it will be merged into the main branch.</li><li>GitHub Actions will automatically trigger and update the site.</li></ol><h2 class="anchor anchorWithStickyNavbar_LWe7" id="minor-changes">Minor Changes<a href="#minor-changes" class="hash-link" aria-label="Direct link to Minor Changes" title="Direct link to Minor Changes">​</a></h2><p>For minor changes, follow these steps:</p><ol><li>Visit <a href="https://docs.ciroh.org" target="_blank" rel="noopener noreferrer">docs.ciroh.org</a> and proceed with the following actions:</li><li>Click on &quot;Edit page&quot; to add new content.</li><li>Create a Pull Request.</li><li>Your changes will be reviewed and merged by an admin.</li></ol><p>If you encounter any issues or have questions, please don&#x27;t hesitate to send an email to <a href="mailto:ciroh-it-admin@ua.edu." target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu.</a> We appreciate your contributions!</p><p>=========================================</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="steps-to-test-the-changes-in-local-machine">Steps to test the changes in local machine:<a href="#steps-to-test-the-changes-in-local-machine" class="hash-link" aria-label="Direct link to Steps to test the changes in local machine:" title="Direct link to Steps to test the changes in local machine:">​</a></h3><ol><li><p>Download and Install node js LTS version from <a href="https://nodejs.org/en" target="_blank" rel="noopener noreferrer">https://nodejs.org/en</a> if not already installed.</p></li><li><p>How to build and run this project locally.</p></li></ol><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">npm install</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm run build</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm run start</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="local-development">Local Development<a href="#local-development" class="hash-link" aria-label="Direct link to Local Development" title="Direct link to Local Development">​</a></h3><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ npm run start</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This command starts a local development server and opens up a browser window. Most changes are reflected live without having to restart the server.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="build">Build<a href="#build" class="hash-link" aria-label="Direct link to Build" title="Direct link to Build">​</a></h3><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ npm run build</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This command generates static content into the <code>build</code> directory and can be served using any static contents hosting service.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="deployment">Deployment<a href="#deployment" class="hash-link" aria-label="Direct link to Deployment" title="Direct link to Deployment">​</a></h3><p>To deploy the website, we need to compile this project to deployable package. </p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ npm run build</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>above command will create <strong>build</strong> directory in your project folder. We can now deploy the content of that directory to the web server. </p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cheatsheet">Cheatsheet<a href="#cheatsheet" class="hash-link" aria-label="Direct link to Cheatsheet" title="Direct link to Cheatsheet">​</a></h3><ul><li><a href="https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet" target="_blank" rel="noopener noreferrer">markdown cheatsheet</a></li><li><a href="https://tina.io/" target="_blank" rel="noopener noreferrer">tina.io</a></li><li><a href="https://infima.dev/docs/getting-started/introduction" target="_blank" rel="noopener noreferrer">Infima</a></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="contributors">Contributors<a href="#contributors" class="hash-link" aria-label="Direct link to Contributors" title="Direct link to Contributors">​</a></h3><ul><li>Arpita Patel (<a href="mailto:apatel54@ua.edu" target="_blank" rel="noopener noreferrer">apatel54@ua.edu</a>)</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="email-us">Email us<a href="#email-us" class="hash-link" aria-label="Direct link to Email us" title="Direct link to Email us">​</a></h2><p>For general inquiries, contact us at : &#x27;<a href="mailto:ciroh-it-admin@ua.edu" target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu</a>&#x27;</p><p>Have a content to add to this docusite contact us at : &#x27;<a href="mailto:ciroh-it-admin@ua.edu" target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu</a>&#x27;</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ciroh-slack-channel">CIROH Slack channel<a href="#ciroh-slack-channel" class="hash-link" aria-label="Direct link to CIROH Slack channel" title="Direct link to CIROH Slack channel">​</a></h2><p>Connect with us on CIROH Slack channel : ciroh-ua-it-admin</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#major-changes" class="table-of-contents__link toc-highlight">Major Changes</a></li><li><a href="#minor-changes" class="table-of-contents__link toc-highlight">Minor Changes</a><ul><li><a href="#steps-to-test-the-changes-in-local-machine" class="table-of-contents__link toc-highlight">Steps to test the changes in local machine:</a></li><li><a href="#local-development" class="table-of-contents__link toc-highlight">Local Development</a></li><li><a href="#build" class="table-of-contents__link toc-highlight">Build</a></li><li><a href="#deployment" class="table-of-contents__link toc-highlight">Deployment</a></li><li><a href="#cheatsheet" class="table-of-contents__link toc-highlight">Cheatsheet</a></li><li><a href="#contributors" class="table-of-contents__link toc-highlight">Contributors</a></li></ul></li><li><a href="#email-us" class="table-of-contents__link toc-highlight">Email us</a></li><li><a href="#ciroh-slack-channel" class="table-of-contents__link toc-highlight">CIROH Slack channel</a></li></ul></div></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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We welcome contributions in various forms, whether it&#x27;s commenting on and adding CIROH project details or submitting pull requests (PRs). In this guide, we&#x27;ll walk you through the process of contributing code to the CIROH DocuHub.</p><p>Our website is constructed using <a href="https://docusaurus.io/" target="_blank" rel="noopener noreferrer">Docusaurus</a>, a modern static website generator.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="major-changes">Major Changes<a href="#major-changes" class="hash-link" aria-label="Direct link to Major Changes" title="Direct link to Major Changes">​</a></h2><p>For significant changes, please follow these steps:</p><ol><li>Before contributing to this repository, start by opening an issue ticket and creating a new issue.</li><li>On the issue ticket, navigate to the &quot;Development&quot; section and click on &quot;Create a branch.&quot;</li><li>Create a new branch and check it out locally.</li><li>Implement your changes within the branch, commit them, and push them to the branch you created in Step 3.<ul><li>Please note: Follow the subsequent steps to test your changes locally.</li></ul></li><li>Open a Pull Request, and after review by an admin, it will be merged into the main branch.</li><li>GitHub Actions will automatically trigger and update the site.</li></ol><h2 class="anchor anchorWithStickyNavbar_LWe7" id="minor-changes">Minor Changes<a href="#minor-changes" class="hash-link" aria-label="Direct link to Minor Changes" title="Direct link to Minor Changes">​</a></h2><p>For minor changes, follow these steps:</p><ol><li>Visit <a href="https://docs.ciroh.org" target="_blank" rel="noopener noreferrer">docs.ciroh.org</a> and proceed with the following actions:</li><li>Click on &quot;Edit page&quot; to add new content.</li><li>Create a Pull Request.</li><li>Your changes will be reviewed and merged by an admin.</li></ol><p>If you encounter any issues or have questions, please don&#x27;t hesitate to send an email to <a href="mailto:ciroh-it-admin@ua.edu." target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu.</a> We appreciate your contributions!</p><p>=========================================</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="steps-to-test-the-changes-in-local-machine">Steps to test the changes in local machine:<a href="#steps-to-test-the-changes-in-local-machine" class="hash-link" aria-label="Direct link to Steps to test the changes in local machine:" title="Direct link to Steps to test the changes in local machine:">​</a></h3><ol><li><p>Download and Install node js LTS version from <a href="https://nodejs.org/en" target="_blank" rel="noopener noreferrer">https://nodejs.org/en</a> if not already installed.</p></li><li><p>How to build and run this project locally.</p></li></ol><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">npm install</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm run build</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm run start</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="local-development">Local Development<a href="#local-development" class="hash-link" aria-label="Direct link to Local Development" title="Direct link to Local Development">​</a></h3><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ npm run start</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This command starts a local development server and opens up a browser window. Most changes are reflected live without having to restart the server.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="build">Build<a href="#build" class="hash-link" aria-label="Direct link to Build" title="Direct link to Build">​</a></h3><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ npm run build</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This command generates static content into the <code>build</code> directory and can be served using any static contents hosting service.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="deployment">Deployment<a href="#deployment" class="hash-link" aria-label="Direct link to Deployment" title="Direct link to Deployment">​</a></h3><p>To deploy the website, we need to compile this project to deployable package. </p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ npm run build</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>above command will create <strong>build</strong> directory in your project folder. We can now deploy the content of that directory to the web server. </p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cheatsheet">Cheatsheet<a href="#cheatsheet" class="hash-link" aria-label="Direct link to Cheatsheet" title="Direct link to Cheatsheet">​</a></h3><ul><li><a href="https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet" target="_blank" rel="noopener noreferrer">markdown cheatsheet</a></li><li><a href="https://tina.io/" target="_blank" rel="noopener noreferrer">tina.io</a></li><li><a href="https://infima.dev/docs/getting-started/introduction" target="_blank" rel="noopener noreferrer">Infima</a></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="contributors">Contributors<a href="#contributors" class="hash-link" aria-label="Direct link to Contributors" title="Direct link to Contributors">​</a></h3><ul><li>Arpita Patel (<a href="mailto:apatel54@ua.edu" target="_blank" rel="noopener noreferrer">apatel54@ua.edu</a>)</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="email-us">Email us<a href="#email-us" class="hash-link" aria-label="Direct link to Email us" title="Direct link to Email us">​</a></h2><p>For general inquiries, contact us at : &#x27;<a href="mailto:ciroh-it-admin@ua.edu" target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu</a>&#x27;</p><p>Have a content to add to this docusite contact us at : &#x27;<a href="mailto:ciroh-it-admin@ua.edu" target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu</a>&#x27;</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ciroh-slack-channel">CIROH Slack channel<a href="#ciroh-slack-channel" class="hash-link" aria-label="Direct link to CIROH Slack channel" title="Direct link to CIROH Slack channel">​</a></h2><p>Connect with us on CIROH Slack channel : ciroh-ua-it-admin</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#major-changes" class="table-of-contents__link toc-highlight">Major Changes</a></li><li><a href="#minor-changes" class="table-of-contents__link toc-highlight">Minor Changes</a><ul><li><a href="#steps-to-test-the-changes-in-local-machine" class="table-of-contents__link toc-highlight">Steps to test the changes in local machine:</a></li><li><a href="#local-development" class="table-of-contents__link toc-highlight">Local Development</a></li><li><a href="#build" class="table-of-contents__link toc-highlight">Build</a></li><li><a href="#deployment" class="table-of-contents__link toc-highlight">Deployment</a></li><li><a href="#cheatsheet" class="table-of-contents__link toc-highlight">Cheatsheet</a></li><li><a href="#contributors" class="table-of-contents__link toc-highlight">Contributors</a></li></ul></li><li><a href="#email-us" class="table-of-contents__link toc-highlight">Email us</a></li><li><a href="#ciroh-slack-channel" class="table-of-contents__link toc-highlight">CIROH Slack channel</a></li></ul></div></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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class="breadcrumbs__item"><span class="breadcrumbs__link">NextGen Framework</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">What is National Water Model (NWM)?</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>What is National Water Model (NWM)?</h1><p>The National Water Model (NWM) is a hydrologic model developed by <strong>the National Oceanic and Atmospheric Administration (NOAA)</strong> to simulate and forecast water conditions across the United States.</p><ul><li><p>This water prediction model creates forecast guidance for over 3.4 million miles of rivers and streams across the United States and its territories</p></li><li><p>The NWM supercomputer is fed nonstop data covering everything from current stream-flow to the snowpack in mountain ranges above.</p></li><li><p>The job of the supercomputer is to take all of that data and produce stream flow forecasts for every stream and river in the continental United States and its territories. There are three different flavors of forecasts: short, medium, and long range.</p></li><li><p>Just like how your local weather station can tell you what the weather will be like tomorrow, in 3 days, or a week from now; the NWM can tell you what the stream flow will be like in 18 hours, 10 days, or even up to 30 days from now.</p></li><li><p>NOAA Central Library Seminar Recording from OWP (Next-Generation Water Resources Modeling): <a href="https://youtu.be/DLIi3PruYxo" target="_blank" rel="noopener noreferrer">https://youtu.be/DLIi3PruYxo</a></p></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="features---nwm30">Features - NWM3.0<a href="#features---nwm30" class="hash-link" aria-label="Direct link to Features - NWM3.0" title="Direct link to Features - NWM3.0">​</a></h2><ul><li><p>First time provision of NWM Total Water Level guidance for coastal areas of the Continental United States (CONUS), Hawaii and Puerto Rico / U.S. Virgin Island domains.  This is accomplished via use of the Semi-implicit Cross-scale Hydroscience Integrated System Model (SCHISM) integrated within the NWM, to couple NWM freshwater discharge estimates with oceanic forcing from the Surge and Tide Operational Forecast System (STOFS) and Probabilistic Tropical Storm Surge (P-SURGE) model.  Output will be provided in both NetCDF as well as Standard Hydrometeorological Exchange Format (SHEF) format.  Each NetCDF file contains full TWL domain output for one output time step, while each SHEF file contains timeseries station output for the full length of each simulation.  </p></li><li><p>NWM Domain expansion to south-central Alaska (Cook Inlet, Copper River Basin, and Prince William Sound regions), enabling provision of NWM operational hydrologic model forecast guidance to this region.  </p></li><li><p>Addition of the National Blend of Models (NBM) as a forcing source for NWM CONUS medium-range forecasts and Alaska short-range and medium-range forecasts. </p></li><li><p>Use of Multi-Radar Multi-Sensor (MRMS) precipitation as forcing for the NWM Analysis and Assimilation configuration over the Puerto Rico / U.S. Virgin Island domain.  </p></li><li><p>Ingest of RFC-supplied reservoir outflow forecasts at 77 additional locations, bringing the total of such sites to 392.  </p></li><li><p>Enhancements to the treatment of reservoirs, land surface parameters and calibration/regionalization approach leading to improvements in model skill. </p></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="features---nwm21">Features - NWM2.1<a href="#features---nwm21" class="hash-link" aria-label="Direct link to Features - NWM2.1" title="Direct link to Features - NWM2.1">​</a></h2><p>The NWM currently runs in four configurations:</p><ul><li>Analysis and assimilation provides a snapshotof current hydrologic conditions</li><li>Short-Range produces hourly forecasts of streamflow and hydrologic states out to 15 hours</li><li>Medium-Range produces 3-hourly forecasts out to 10 days</li><li>Long-Range generates 30-day ensemble forecasts.</li></ul><p>Source : <a href="https://water.noaa.gov/about/nwm" target="_blank" rel="noopener noreferrer">https://water.noaa.gov/about/nwm</a></p><h1>What is ngen?</h1><ul><li><p>Model agnostic - NextGen is a framework designed for building and integrating models rather than a model itself.</p></li><li><p>Data-centric standards - The framework&#x27;s focus is on a data-centric process that abstracts the addition of processes and data behind a standard.</p></li><li><p>NextGen design allows for greater flexibility and standardizationin model creation and integration.</p></li><li><p>Github URL: <a href="https://github.com/NOAA-OWP/ngen" target="_blank" rel="noopener noreferrer">NOAA-OWP/ngen</a></p></li></ul><h1>What is NextGen In A Box (NGIAB)?</h1><ul><li><p>NextGen National Water Resources Modeling Framework Community Release; that can be run for small set of input data rather than running conus wide.</p></li><li><p>NGIAB is dependant on ngen repository and uses it internally.</p></li><li><p>Github URL: <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra" target="_blank" rel="noopener noreferrer">CIROH-UA/CloudInfra</a></p></li><li><p>For more information, refer to the NextGen In A Box tab below.</p></li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/education/NextGen Framework/NWM-intro.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/education/"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Education and Training Materials</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/education/NextGen Framework/NextGenFramework"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">NextGen Framework - multi-BMI Model Formulations</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#features---nwm30" class="table-of-contents__link toc-highlight">Features - NWM3.0</a></li><li><a href="#features---nwm21" class="table-of-contents__link toc-highlight">Features - NWM2.1</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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multi-BMI Model Formulations</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" aria-expanded="false" href="/docs/education/data-science/datascience">Data Science</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" aria-expanded="false" href="/docs/education/BYU Hydroinformatics Lab/byucourses">BYU Hydroinformatics Lab Courses</a></div></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">NextGen Framework</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">What is National Water Model (NWM)?</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>What is National Water Model (NWM)?</h1><p>The National Water Model (NWM) is a hydrologic model developed by <strong>the National Oceanic and Atmospheric Administration (NOAA)</strong> to simulate and forecast water conditions across the United States.</p><ul><li><p>This water prediction model creates forecast guidance for over 3.4 million miles of rivers and streams across the United States and its territories</p></li><li><p>The NWM supercomputer is fed nonstop data covering everything from current stream-flow to the snowpack in mountain ranges above.</p></li><li><p>The job of the supercomputer is to take all of that data and produce stream flow forecasts for every stream and river in the continental United States and its territories. There are three different flavors of forecasts: short, medium, and long range.</p></li><li><p>Just like how your local weather station can tell you what the weather will be like tomorrow, in 3 days, or a week from now; the NWM can tell you what the stream flow will be like in 18 hours, 10 days, or even up to 30 days from now.</p></li><li><p>NOAA Central Library Seminar Recording from OWP (Next-Generation Water Resources Modeling): <a href="https://youtu.be/DLIi3PruYxo" target="_blank" rel="noopener noreferrer">https://youtu.be/DLIi3PruYxo</a></p></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="features---nwm30">Features - NWM3.0<a href="#features---nwm30" class="hash-link" aria-label="Direct link to Features - NWM3.0" title="Direct link to Features - NWM3.0">​</a></h2><ul><li><p>First time provision of NWM Total Water Level guidance for coastal areas of the Continental United States (CONUS), Hawaii and Puerto Rico / U.S. Virgin Island domains.  This is accomplished via use of the Semi-implicit Cross-scale Hydroscience Integrated System Model (SCHISM) integrated within the NWM, to couple NWM freshwater discharge estimates with oceanic forcing from the Surge and Tide Operational Forecast System (STOFS) and Probabilistic Tropical Storm Surge (P-SURGE) model.  Output will be provided in both NetCDF as well as Standard Hydrometeorological Exchange Format (SHEF) format.  Each NetCDF file contains full TWL domain output for one output time step, while each SHEF file contains timeseries station output for the full length of each simulation.  </p></li><li><p>NWM Domain expansion to south-central Alaska (Cook Inlet, Copper River Basin, and Prince William Sound regions), enabling provision of NWM operational hydrologic model forecast guidance to this region.  </p></li><li><p>Addition of the National Blend of Models (NBM) as a forcing source for NWM CONUS medium-range forecasts and Alaska short-range and medium-range forecasts. </p></li><li><p>Use of Multi-Radar Multi-Sensor (MRMS) precipitation as forcing for the NWM Analysis and Assimilation configuration over the Puerto Rico / U.S. Virgin Island domain.  </p></li><li><p>Ingest of RFC-supplied reservoir outflow forecasts at 77 additional locations, bringing the total of such sites to 392.  </p></li><li><p>Enhancements to the treatment of reservoirs, land surface parameters and calibration/regionalization approach leading to improvements in model skill. </p></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="features---nwm21">Features - NWM2.1<a href="#features---nwm21" class="hash-link" aria-label="Direct link to Features - NWM2.1" title="Direct link to Features - NWM2.1">​</a></h2><p>The NWM currently runs in four configurations:</p><ul><li>Analysis and assimilation provides a snapshotof current hydrologic conditions</li><li>Short-Range produces hourly forecasts of streamflow and hydrologic states out to 15 hours</li><li>Medium-Range produces 3-hourly forecasts out to 10 days</li><li>Long-Range generates 30-day ensemble forecasts.</li></ul><p>Source : <a href="https://water.noaa.gov/about/nwm" target="_blank" rel="noopener noreferrer">https://water.noaa.gov/about/nwm</a></p><h1>What is ngen?</h1><ul><li><p>Model agnostic - NextGen is a framework designed for building and integrating models rather than a model itself.</p></li><li><p>Data-centric standards - The framework&#x27;s focus is on a data-centric process that abstracts the addition of processes and data behind a standard.</p></li><li><p>NextGen design allows for greater flexibility and standardizationin model creation and integration.</p></li><li><p>Github URL: <a href="https://github.com/NOAA-OWP/ngen" target="_blank" rel="noopener noreferrer">NOAA-OWP/ngen</a></p></li></ul><h1>What is NextGen In A Box (NGIAB)?</h1><ul><li><p>NextGen National Water Resources Modeling Framework Community Release; that can be run for small set of input data rather than running conus wide.</p></li><li><p>NGIAB is dependant on ngen repository and uses it internally.</p></li><li><p>Github URL: <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra" target="_blank" rel="noopener noreferrer">CIROH-UA/CloudInfra</a></p></li><li><p>For more information, refer to the NextGen In A Box tab below.</p></li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/education/NextGen Framework/NWM-intro.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/education/"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Education and Training Materials</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/education/NextGen Framework/NextGenFramework"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">NextGen Framework - multi-BMI Model Formulations</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#features---nwm30" class="table-of-contents__link toc-highlight">Features - NWM3.0</a></li><li><a href="#features---nwm21" class="table-of-contents__link toc-highlight">Features - NWM2.1</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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class="breadcrumbs__item"><span class="breadcrumbs__link">NextGen Framework</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">NextGen Framework - multi-BMI Model Formulations</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>NextGen Framework - multi-BMI Model Formulations</h1><p>Building Novel &amp; Mimic Model Formulations using the NextGen Framework: Need for Metamodel Description Language &amp; BMI Programming Standards</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="speaker--fred-l-ogden-phd-pe-chief-scientist-st-noaanws-office-of-water-prediction">Speaker:  Fred L. Ogden, Ph.D., P.E., Chief Scientist (ST), NOAA/NWS Office of Water Prediction<a href="#speaker--fred-l-ogden-phd-pe-chief-scientist-st-noaanws-office-of-water-prediction" class="hash-link" aria-label="Direct link to Speaker:  Fred L. Ogden, Ph.D., P.E., Chief Scientist (ST), NOAA/NWS Office of Water Prediction" title="Direct link to Speaker:  Fred L. Ogden, Ph.D., P.E., Chief Scientist (ST), NOAA/NWS Office of Water Prediction">​</a></h2><p>The Basic Model Interface (BMI) standard employed Next Generation Water Resources Modeling (NextGen) framework allows construction of mimic and novel model formulations.  Doing so involves ordered execution of modules designed to simulate individual processes or fluxes and performing integration of these over time on various control volumes to simulate the temporal evolution of model states.  These are called &quot;multi-BMI&quot; formulations.  Presently, order of execution of modules making up a multi-BMI model formulation depends on the ordering of modules in the run realization file.  This presentation shows model/module developments undertaken to date in this regard.  Knowledge gaps and needs are discussed, with a few suggestions regarding potential coding standards leading to modules that allow monitoring of conservation law enforcement at the framework level for different model formulations that use a variety of internal discretizations.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="building-novel--mimic-model-formulations-using-nextgen-framework">Building Novel &amp; Mimic Model Formulations Using NextGen Framework:<a href="#building-novel--mimic-model-formulations-using-nextgen-framework" class="hash-link" aria-label="Direct link to Building Novel &amp; Mimic Model Formulations Using NextGen Framework:" title="Direct link to Building Novel &amp; Mimic Model Formulations Using NextGen Framework:">​</a></h2><iframe width="560" height="315" src="https://www.youtube.com/embed/1Wy6y37kjfY" title="YouTube Video Player" frameborder="0"></iframe></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/education/NextGen Framework/NextGenFramework.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/education/NextGen Framework/NWM-intro"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">What is National Water Model (NWM)?</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/education/data-science/datascience"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">AWS Data Science Tools</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#speaker--fred-l-ogden-phd-pe-chief-scientist-st-noaanws-office-of-water-prediction" class="table-of-contents__link toc-highlight">Speaker:  Fred L. 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multi-BMI Model Formulations</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>NextGen Framework - multi-BMI Model Formulations</h1><p>Building Novel &amp; Mimic Model Formulations using the NextGen Framework: Need for Metamodel Description Language &amp; BMI Programming Standards</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="speaker--fred-l-ogden-phd-pe-chief-scientist-st-noaanws-office-of-water-prediction">Speaker:  Fred L. Ogden, Ph.D., P.E., Chief Scientist (ST), NOAA/NWS Office of Water Prediction<a href="#speaker--fred-l-ogden-phd-pe-chief-scientist-st-noaanws-office-of-water-prediction" class="hash-link" aria-label="Direct link to Speaker:  Fred L. Ogden, Ph.D., P.E., Chief Scientist (ST), NOAA/NWS Office of Water Prediction" title="Direct link to Speaker:  Fred L. Ogden, Ph.D., P.E., Chief Scientist (ST), NOAA/NWS Office of Water Prediction">​</a></h2><p>The Basic Model Interface (BMI) standard employed Next Generation Water Resources Modeling (NextGen) framework allows construction of mimic and novel model formulations.  Doing so involves ordered execution of modules designed to simulate individual processes or fluxes and performing integration of these over time on various control volumes to simulate the temporal evolution of model states.  These are called &quot;multi-BMI&quot; formulations.  Presently, order of execution of modules making up a multi-BMI model formulation depends on the ordering of modules in the run realization file.  This presentation shows model/module developments undertaken to date in this regard.  Knowledge gaps and needs are discussed, with a few suggestions regarding potential coding standards leading to modules that allow monitoring of conservation law enforcement at the framework level for different model formulations that use a variety of internal discretizations.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="building-novel--mimic-model-formulations-using-nextgen-framework">Building Novel &amp; Mimic Model Formulations Using NextGen Framework:<a href="#building-novel--mimic-model-formulations-using-nextgen-framework" class="hash-link" aria-label="Direct link to Building Novel &amp; Mimic Model Formulations Using NextGen Framework:" title="Direct link to Building Novel &amp; Mimic Model Formulations Using NextGen Framework:">​</a></h2><iframe width="560" height="315" src="https://www.youtube.com/embed/1Wy6y37kjfY" title="YouTube Video Player" frameborder="0"></iframe></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/education/NextGen Framework/NextGenFramework.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/education/NextGen Framework/NWM-intro"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">What is National Water Model (NWM)?</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/education/data-science/datascience"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">AWS Data Science Tools</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#speaker--fred-l-ogden-phd-pe-chief-scientist-st-noaanws-office-of-water-prediction" class="table-of-contents__link toc-highlight">Speaker:  Fred L. 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itemprop="name">Products</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/data-access"><span itemprop="name">Data Access</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Data Access</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>CIROH Data Access</h1><p>Within the CIROH projects, we encounter a wide range of data resources and data access inquiries. One of the most frequently asked questions is, &quot;How can I obtain access to xyz-resource?&quot;. To help with answering that question, we have documented some of the most common data access methods and resources here, with links to additional sites to dive deeper.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="input-and-output-data-of-the-national-water-model">Input and Output Data of the National Water Model<a href="#input-and-output-data-of-the-national-water-model" class="hash-link" aria-label="Direct link to Input and Output Data of the National Water Model" title="Direct link to Input and Output Data of the National Water Model">​</a></h2><p>Here, you will find resources that grant access to the input data used and the output data produced by the operational national water model.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="official-nomads-resource">Official NOMADS Resource<a href="#official-nomads-resource" class="hash-link" aria-label="Direct link to Official NOMADS Resource" title="Direct link to Official NOMADS Resource">​</a></h3><p>The official NWM meteorological inputs and hydrology and routing outputs are accessible through both HTTP and FTP. These resources are provided by the National Center for Environmental Prediction (NCEP) at the following locations:</p><ul><li>NOMADS - NOAA Operational Model Archive and Distribution System<ul><li><a href="https://nomads.ncep.noaa.gov/pub/data/nccf/com/nwm" target="_blank" rel="noopener noreferrer">HTTP</a></li><li><a href="ftp://ftpprd.ncep.noaa.gov/pub/data/nccf/com/nwm" target="_blank" rel="noopener noreferrer">FTP</a></li></ul></li></ul><p>As of October 24, 2023, these resources include the following directories:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">para_post-processed/    22-Sep-2023 20:37    -   </span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">post-processed/         02-Nov-2020 14:31    -   </span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">prod/                   24-Oct-2023 00:18    -   </span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">v3.0/                   24-Oct-2023 00:18    -  </span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The <code>para_post-processed</code> directory lacks specific documentation, although the &quot;para&quot; designation suggests it is a &quot;parallel&quot; execution, indicating a candidate production run under testing for operational use. In the post-processed dataset, you will find the following subdirectories:</p><ul><li><a href="https://nomads.ncep.noaa.gov/pub/data/nccf/com/nwm/post-processed/" target="_blank" rel="noopener noreferrer">NOMADS post-processed</a><ul><li>RFC: Outputs filtered down to RFC locations.</li><li>WMS: Contains re-indexed/reformatted outputs in per-forecast netCDFs suitable for rapid querying and responsive for graph visualizations on the water.noaa.gov/map site.</li><li>IMAGES: .png-formatted renderings of NWM output for various domains and variables.</li><li>logs: Logs. :)</li></ul></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="nodd---noaa-open-data-dissemination-program">NODD - NOAA Open Data Dissemination Program<a href="#nodd---noaa-open-data-dissemination-program" class="hash-link" aria-label="Direct link to NODD - NOAA Open Data Dissemination Program" title="Direct link to NODD - NOAA Open Data Dissemination Program">​</a></h3><p>&quot;The NOAA Open Data Dissemination (NODD) Program provides public access to NOAA&#x27;s open data on commercial cloud platforms through public-private partnerships. These partnerships remove obstacles to public use of NOAA data, help avoid costs and risks associated with federal data access services, and leverage operational public-private partnerships with the cloud computing and information services industries.&quot;
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class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/products"><span itemprop="name">Products</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/data-access"><span itemprop="name">Data Access</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Data Access</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>CIROH Data Access</h1><p>Within the CIROH projects, we encounter a wide range of data resources and data access inquiries. One of the most frequently asked questions is, &quot;How can I obtain access to xyz-resource?&quot;. To help with answering that question, we have documented some of the most common data access methods and resources here, with links to additional sites to dive deeper.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="input-and-output-data-of-the-national-water-model">Input and Output Data of the National Water Model<a href="#input-and-output-data-of-the-national-water-model" class="hash-link" aria-label="Direct link to Input and Output Data of the National Water Model" title="Direct link to Input and Output Data of the National Water Model">​</a></h2><p>Here, you will find resources that grant access to the input data used and the output data produced by the operational national water model.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="official-nomads-resource">Official NOMADS Resource<a href="#official-nomads-resource" class="hash-link" aria-label="Direct link to Official NOMADS Resource" title="Direct link to Official NOMADS Resource">​</a></h3><p>The official NWM meteorological inputs and hydrology and routing outputs are accessible through both HTTP and FTP. These resources are provided by the National Center for Environmental Prediction (NCEP) at the following locations:</p><ul><li>NOMADS - NOAA Operational Model Archive and Distribution System<ul><li><a href="https://nomads.ncep.noaa.gov/pub/data/nccf/com/nwm" target="_blank" rel="noopener noreferrer">HTTP</a></li><li><a href="ftp://ftpprd.ncep.noaa.gov/pub/data/nccf/com/nwm" target="_blank" rel="noopener noreferrer">FTP</a></li></ul></li></ul><p>As of October 24, 2023, these resources include the following directories:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">para_post-processed/    22-Sep-2023 20:37    -   </span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">post-processed/         02-Nov-2020 14:31    -   </span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">prod/                   24-Oct-2023 00:18    -   </span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">v3.0/                   24-Oct-2023 00:18    -  </span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The <code>para_post-processed</code> directory lacks specific documentation, although the &quot;para&quot; designation suggests it is a &quot;parallel&quot; execution, indicating a candidate production run under testing for operational use. In the post-processed dataset, you will find the following subdirectories:</p><ul><li><a href="https://nomads.ncep.noaa.gov/pub/data/nccf/com/nwm/post-processed/" target="_blank" rel="noopener noreferrer">NOMADS post-processed</a><ul><li>RFC: Outputs filtered down to RFC locations.</li><li>WMS: Contains re-indexed/reformatted outputs in per-forecast netCDFs suitable for rapid querying and responsive for graph visualizations on the water.noaa.gov/map site.</li><li>IMAGES: .png-formatted renderings of NWM output for various domains and variables.</li><li>logs: Logs. :)</li></ul></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="nodd---noaa-open-data-dissemination-program">NODD - NOAA Open Data Dissemination Program<a href="#nodd---noaa-open-data-dissemination-program" class="hash-link" aria-label="Direct link to NODD - NOAA Open Data Dissemination Program" title="Direct link to NODD - NOAA Open Data Dissemination Program">​</a></h3><p>&quot;The NOAA Open Data Dissemination (NODD) Program provides public access to NOAA&#x27;s open data on commercial cloud platforms through public-private partnerships. These partnerships remove obstacles to public use of NOAA data, help avoid costs and risks associated with federal data access services, and leverage operational public-private partnerships with the cloud computing and information services industries.&quot;
 (For more information, visit <a href="https://www.noaa.gov/information-technology/open-data-dissemination" target="_blank" rel="noopener noreferrer">NODD</a>)</p><p>The NODD datasets made available through several public cloud vendors are an incredible resource for accessing NWM data for research and evaluative purposes. The NWS NODD datasets are listed on <a href="https://www.noaa.gov/nodd/datasets" target="_blank" rel="noopener noreferrer">this page</a> and include the following:</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="aws">AWS<a href="#aws" class="hash-link" aria-label="Direct link to AWS" title="Direct link to AWS">​</a></h4><p>AWS hosts two repositories as part of their sustainability data initiative. The first repository contains the operational data (now hosts 4 week rolling collection of all output; it used to only be short range and the registry entry retains the short_range description <a href="https://registry.opendata.aws/noaa-nwm-pds/" target="_blank" rel="noopener noreferrer">https://registry.opendata.aws/noaa-nwm-pds/</a>; alternatively under sustainability initiative: <a href="https://aws.amazon.com/marketplace/pp/prodview-73iwu7dcfuge2" target="_blank" rel="noopener noreferrer">https://aws.amazon.com/marketplace/pp/prodview-73iwu7dcfuge2</a>)</p><ul><li>The catalog of data can be browsed <a href="https://noaa-nwm-pds.s3.amazonaws.com/index.html" target="_blank" rel="noopener noreferrer">here</a>.</li></ul><p>The other (and more useful) AWS repository contains several versions of the retrospective dataset each described on the main page under the open data registry: <a href="https://registry.opendata.aws/nwm-archive/" target="_blank" rel="noopener noreferrer">Here</a>
 (Main page under sustainability initiative <a href="https://aws.amazon.com/marketplace/pp/prodview-g6lcchc7brshwa" target="_blank" rel="noopener noreferrer">here</a> )</p><p>The different catalogs of those <!-- -->[currently]<!-- --> five versions of that resource are linked below:</p><ul><li>Two versions of NWM v2.1 retrospective<ul><li>netCDF, <a href="https://noaa-nwm-retrospective-2-1-pds.s3.amazonaws.com/index.html" target="_blank" rel="noopener noreferrer">here</a></li><li>zarr, <a href="https://noaa-nwm-retrospective-2-1-zarr-pds.s3.amazonaws.com/index.html" target="_blank" rel="noopener noreferrer">here</a></li></ul></li><li>Two versions of NWM v2.0 retrospective<ul><li>netCDF, <a href="https://noaa-nwm-retro-v2-0-pds.s3.amazonaws.com/index.html" target="_blank" rel="noopener noreferrer">here</a></li><li>zarr, <a href="https://noaa-nwm-retro-v2-zarr-pds.s3.amazonaws.com/index.html" target="_blank" rel="noopener noreferrer">here</a></li></ul></li><li>NWM v1.2 retrospective data<ul><li>netCDF, <a href="https://nwm-archive.s3.amazonaws.com/index.html" target="_blank" rel="noopener noreferrer">here</a></li></ul></li></ul><p>The AWS retrospective resource is the primary publicly available source for the version 1.0 of the “AORC” Analysis of Record for Calibration dataset, which is a 40-year best-available estimate of most common meteorological parameters required for hydrological modeling. Version 1.1 of the dataset will accompany the release of the NWM model version 3.0 retrospective (or 2.2 version??), hopefully in the next few weeks. </p><p>An example of pulling data from the channel output zarr 2.1 archive and writing the results to csv follows:</p><div class="language-py codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-py codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">&#x27;&#x27;&#x27;</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">#install these libraries if they aren&#x27;t already installed</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">!pip install zarr</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">!pip install xarray</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">!pip install s3fs</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">!pip install numpy</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">&#x27;&#x27;&#x27;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Import needed libraries</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> xarray </span><span class="token keyword" style="color:#00009f">as</span><span class="token plain"> xr</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> numpy </span><span class="token keyword" style="color:#00009f">as</span><span class="token plain"> np</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> s3fs</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> datetime </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> datetime</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> timedelta</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># open the zarr store</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">url </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;s3://noaa-nwm-retrospective-2-1-zarr-pds/chrtout.zarr&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">fs </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> s3fs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">S3FileSystem</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">anon</span><span class="token operator" style="color:#393A34">=</span><span class="token boolean" style="color:#36acaa">True</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">store </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> xr</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">open_zarr</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">s3fs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">S3Map</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">url</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> s3</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">fs</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Function to get the time series for a specified reach id and and time range</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># then write it out to a csv file.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">GetAndWriteTimeSeriesAtReach</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">reach_id</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> start_time_index</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> end_time_index</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    flows </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> streamflow_array</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">where</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">feature_id_array</span><span class="token operator" style="color:#393A34">==</span><span class="token plain">reach_id</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> drop</span><span class="token operator" style="color:#393A34">=</span><span class="token boolean" style="color:#36acaa">True</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    df_flows </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> flows</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">start_time_index</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain">end_time_index</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">to_dataframe</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    df_flows</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">to_csv</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string-interpolation string" style="color:#e3116c">f&#x27;flows_</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">{</span><span class="token string-interpolation interpolation">reach_id</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">}</span><span class="token string-interpolation string" style="color:#e3116c">.csv&#x27;</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># get an xarray array of the various values</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">time_array </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> store</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">&#x27;time&#x27;</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">feature_id_array </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> store</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">&#x27;feature_id&#x27;</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">streamflow_array </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> store</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">&#x27;streamflow&#x27;</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Define the feature IDs to check for</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">feature_ids </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token number" style="color:#36acaa">5781221</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">5781223</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">5781703</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Specify the start and end times of interest</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">start_time </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> datetime</span><span class="token punctuation" style="color:#393A34">(</span><span class="token number" style="color:#36acaa">2015</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">5</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">23</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">end_time </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> datetime</span><span class="token punctuation" style="color:#393A34">(</span><span class="token number" style="color:#36acaa">2015</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">6</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">24</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Get the indices for the needed dates</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">zero_start_time </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> start_date </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> datetime</span><span class="token punctuation" style="color:#393A34">(</span><span class="token number" style="color:#36acaa">1979</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">2</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">1</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">start_time_index </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">start_time </span><span class="token operator" style="color:#393A34">-</span><span class="token plain"> zero_start_time</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">total_seconds</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">/</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">3600</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">end_time_index </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">end_time </span><span class="token operator" style="color:#393A34">-</span><span class="token plain"> zero_start_time</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">total_seconds</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">/</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">3600</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">for</span><span class="token plain"> reach_id </span><span class="token keyword" style="color:#00009f">in</span><span class="token plain"> feature_ids</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    GetAndWriteTimeSeriesAtReach</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">reach_id</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> start_time_index</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> end_time_index</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token triple-quoted-string string" style="color:#e3116c">&#x27;&#x27;&#x27;</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">Simple Script for Retrieving Retrospective NWM Data from AWS Store</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">Dan Ames, 11/17/2023</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">dan.ames@byu.edu</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c">&#x27;&#x27;&#x27;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="google--operational-nwm-data">Google – Operational NWM Data<a href="#google--operational-nwm-data" class="hash-link" aria-label="Direct link to Google – Operational NWM Data" title="Direct link to Google – Operational NWM Data">​</a></h4><p>Google hosts the most complete operational data archive of inputs and outputs from the National Water Model, with nearly every file since August 2018. The Google open data registry provides additional explanations <a href="https://console.cloud.google.com/marketplace/product/noaa-public/national-water-model?project=explore-ai-387703" target="_blank" rel="noopener noreferrer">here</a>.</p><ul><li>Operational data can be browsed <a href="https://console.cloud.google.com/storage/browser/national-water-model" target="_blank" rel="noopener noreferrer">here</a>.</li><li>Google also hosts a copy of the NWM v1.2 retrospective <a href="https://console.cloud.google.com/storage/browser/national-water-model-reanalysis" target="_blank" rel="noopener noreferrer">here</a>.</li></ul><p>Coming soon: Big Query</p><p>Efforts are underway to make some of the datasets from the NWM operational and retrospective simulations available on BigQuery for ultra-high-bandwidth access. Stay tuned...</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="azureplanetary-computer">Azure/Planetary Computer<a href="#azureplanetary-computer" class="hash-link" aria-label="Direct link to Azure/Planetary Computer" title="Direct link to Azure/Planetary Computer">​</a></h4><p>Microsoft hosts the NWM input and output datasets in Azure Blob Storage, associated with the Microsoft Planetary Computer.
 <a href="https://planetarycomputer.microsoft.com/dataset/storage/noaa-nwm" target="_blank" rel="noopener noreferrer">Microsoft Planetary Computer</a>
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href="/docs/products/tools/hydroserver/">HydroServer</a></li></ul></li></ul></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/products"><span itemprop="name">Products</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/hydroserver"><span itemprop="name">HydroServer</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">HydroServer</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>HydroServer</h1><p>Future iterations of the National Water Model will need to assimilate local-scale data to improve forecasts. The United States Geological Survey (USGS) operates the largest network of operational streamflow gages in the U.S., but generally does not incorporate data from gages operated by other agencies/organizations. A cooperative network of the many streamflow gages outside of the USGS network would enhance data available to national-scale modeling. No cyberinfrastructure currently exists to support such a network.</p><p>HydroServer is an open-source software stack with functionality for collecting, managing, and sharing operational hydrologic data - e.g., time series of hydrologic observations from fixed monitoring sites like streamflow gages. HydroServer development for CIROH is focused on creating an enhanced, national-scale stream gage network to make more data available to operational modeling.</p><p><img loading="lazy" alt="CIROH Portal" src="/assets/images/hydroserver-b444068e12a63e2c95946a182893e0eb.png" width="2999" height="1242" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="software-and-technologies">Software and Technologies<a href="#software-and-technologies" class="hash-link" aria-label="Direct link to Software and Technologies" title="Direct link to Software and Technologies">​</a></h2><p>The HydroServer software stack includes:</p><ul><li>A user-oriented web application for creation of monitorings sites, site metadata, information about observed variables, etc.</li><li>A Python package and desktop app for loading time series data from monitoring sites into HydroServer</li><li>Application Programming Interfaces (APIs) for data ingest into HydroServer, data querying and retrieval, and data and metadata management</li><li>A highly performant time series database for storing and managing time series data</li></ul><p>Additional planned tools include:</p><ul><li>A Python client package for retrieving time series data from HydroServer</li><li>Automated archival of time series data to the HydroShare repository</li><li>Integration of data quality control functionality</li><li>Web app(s) for data visualization</li></ul><p>The HydroServer software stack is being build using the following technologies:</p><ul><li><a href="https://vuejs.org/" target="_blank" rel="noopener noreferrer">Vue.js</a> - A JavaScript framework for building web user interfaces</li><li><a href="https://www.djangoproject.com/" target="_blank" rel="noopener noreferrer">Python/Django</a> - A Python web framework for backend web development</li><li><a href="https://www.ogc.org/standard/sensorthings/" target="_blank" rel="noopener noreferrer">Open Geospatial Consortium SensorThings API</a> - An API specification and data model for managing and retrieving observations and metadata from sensor systems.</li><li><a href="https://www.timescale.com/" target="_blank" rel="noopener noreferrer">Timescale Cloud</a> - A cloud native implementation of PostgreSQL and its Timescale extension for storing and managing time series data</li><li><a href="https://aws.amazon.com/" target="_blank" rel="noopener noreferrer">Amazon Web Services (AWS)</a> - The HydroServer web application and APIs are deployed using AWS.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="access">Access<a href="#access" class="hash-link" aria-label="Direct link to Access" title="Direct link to Access">​</a></h2><p>As of August 28, 2023, we are currently working on setting up domains, associated security certificates, and additional settings, but we anticipate that the CIROH HydroServer instances will be:</p><ul><li><a href="https://hydroserver.ciroh.org" target="_blank" rel="noopener noreferrer">https://hydroserver.ciroh.org</a> - Production instance of HydroServer for CIROH</li><li><a href="https://hydroserver-dev.ciroh.org" target="_blank" rel="noopener noreferrer">https://hydroserver-dev.ciroh.org</a> - Development instance for internal development and testing</li><li><a href="https://hydroserver-beta.ciroh.org" target="_blank" rel="noopener noreferrer">https://hydroserver-beta.ciroh.org</a> - Beta instance for testing and demonstration of latest functionality</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="open-source-code-development">Open-Source Code Development<a href="#open-source-code-development" class="hash-link" aria-label="Direct link to Open-Source Code Development" title="Direct link to Open-Source Code Development">​</a></h2><p>The HydroServer software stack is developed as open-source software using the BSD3 open source license. All code development is hosted in our GitHub repositories hosted under the HydroServer GitHub Organization <a href="https://github.com/hydroserver2/" target="_blank" rel="noopener noreferrer">https://github.com/hydroserver2/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="bugs-and-issues">Bugs and Issues<a href="#bugs-and-issues" class="hash-link" aria-label="Direct link to Bugs and Issues" title="Direct link to Bugs and Issues">​</a></h2><p>Bugs, issues, and feature requests related to HydroServer applications can be reported via their respective GitHub repositories at:</p><ul><li><a href="https://github.com/orgs/hydroserver2/repositories" target="_blank" rel="noopener noreferrer">https://github.com/orgs/hydroserver2/repositories</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="development-team">Development Team<a href="#development-team" class="hash-link" aria-label="Direct link to Development Team" title="Direct link to Development Team">​</a></h2><p>The HydroServer software stack is under development at the Utah Water Research Laboratory at Utah State University. The main contributors include:</p><ul><li>Jeff Horsburgh - Associate Professor, Utah Water Research Laboratory and Civil and Environmental Engineering, Utah State University</li><li>Ken Lippold - Software Engineer, Utah Water Research Laboratory, Utah State University</li><li>Daniel Slaugh - Software Engineer, Utah Water Research Laboratory, Utah State University</li><li>Maurier Ramirez - Software Engineer, Utah Water Research Laboratory, Utah State University</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/hydroserver">hydroserver</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/python">python</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/django">django</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tools/hydroserver/hydroserver.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/category/hydroserver"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">HydroServer</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#software-and-technologies" class="table-of-contents__link toc-highlight">Software and Technologies</a></li><li><a href="#access" class="table-of-contents__link toc-highlight">Access</a></li><li><a href="#open-source-code-development" class="table-of-contents__link toc-highlight">Open-Source Code Development</a></li><li><a href="#bugs-and-issues" class="table-of-contents__link toc-highlight">Bugs and Issues</a></li><li><a href="#development-team" class="table-of-contents__link toc-highlight">Development Team</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/products"><span itemprop="name">Products</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/hydroserver"><span itemprop="name">HydroServer</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">HydroServer</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>HydroServer</h1><p>Future iterations of the National Water Model will need to assimilate local-scale data to improve forecasts. The United States Geological Survey (USGS) operates the largest network of operational streamflow gages in the U.S., but generally does not incorporate data from gages operated by other agencies/organizations. A cooperative network of the many streamflow gages outside of the USGS network would enhance data available to national-scale modeling. No cyberinfrastructure currently exists to support such a network.</p><p>HydroServer is an open-source software stack with functionality for collecting, managing, and sharing operational hydrologic data - e.g., time series of hydrologic observations from fixed monitoring sites like streamflow gages. HydroServer development for CIROH is focused on creating an enhanced, national-scale stream gage network to make more data available to operational modeling.</p><p><img loading="lazy" alt="CIROH Portal" src="/assets/images/hydroserver-b444068e12a63e2c95946a182893e0eb.png" width="2999" height="1242" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="software-and-technologies">Software and Technologies<a href="#software-and-technologies" class="hash-link" aria-label="Direct link to Software and Technologies" title="Direct link to Software and Technologies">​</a></h2><p>The HydroServer software stack includes:</p><ul><li>A user-oriented web application for creation of monitorings sites, site metadata, information about observed variables, etc.</li><li>A Python package and desktop app for loading time series data from monitoring sites into HydroServer</li><li>Application Programming Interfaces (APIs) for data ingest into HydroServer, data querying and retrieval, and data and metadata management</li><li>A highly performant time series database for storing and managing time series data</li></ul><p>Additional planned tools include:</p><ul><li>A Python client package for retrieving time series data from HydroServer</li><li>Automated archival of time series data to the HydroShare repository</li><li>Integration of data quality control functionality</li><li>Web app(s) for data visualization</li></ul><p>The HydroServer software stack is being build using the following technologies:</p><ul><li><a href="https://vuejs.org/" target="_blank" rel="noopener noreferrer">Vue.js</a> - A JavaScript framework for building web user interfaces</li><li><a href="https://www.djangoproject.com/" target="_blank" rel="noopener noreferrer">Python/Django</a> - A Python web framework for backend web development</li><li><a href="https://www.ogc.org/standard/sensorthings/" target="_blank" rel="noopener noreferrer">Open Geospatial Consortium SensorThings API</a> - An API specification and data model for managing and retrieving observations and metadata from sensor systems.</li><li><a href="https://www.timescale.com/" target="_blank" rel="noopener noreferrer">Timescale Cloud</a> - A cloud native implementation of PostgreSQL and its Timescale extension for storing and managing time series data</li><li><a href="https://aws.amazon.com/" target="_blank" rel="noopener noreferrer">Amazon Web Services (AWS)</a> - The HydroServer web application and APIs are deployed using AWS.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="access">Access<a href="#access" class="hash-link" aria-label="Direct link to Access" title="Direct link to Access">​</a></h2><p>As of August 28, 2023, we are currently working on setting up domains, associated security certificates, and additional settings, but we anticipate that the CIROH HydroServer instances will be:</p><ul><li><a href="https://hydroserver.ciroh.org" target="_blank" rel="noopener noreferrer">https://hydroserver.ciroh.org</a> - Production instance of HydroServer for CIROH</li><li><a href="https://hydroserver-dev.ciroh.org" target="_blank" rel="noopener noreferrer">https://hydroserver-dev.ciroh.org</a> - Development instance for internal development and testing</li><li><a href="https://hydroserver-beta.ciroh.org" target="_blank" rel="noopener noreferrer">https://hydroserver-beta.ciroh.org</a> - Beta instance for testing and demonstration of latest functionality</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="open-source-code-development">Open-Source Code Development<a href="#open-source-code-development" class="hash-link" aria-label="Direct link to Open-Source Code Development" title="Direct link to Open-Source Code Development">​</a></h2><p>The HydroServer software stack is developed as open-source software using the BSD3 open source license. All code development is hosted in our GitHub repositories hosted under the HydroServer GitHub Organization <a href="https://github.com/hydroserver2/" target="_blank" rel="noopener noreferrer">https://github.com/hydroserver2/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="bugs-and-issues">Bugs and Issues<a href="#bugs-and-issues" class="hash-link" aria-label="Direct link to Bugs and Issues" title="Direct link to Bugs and Issues">​</a></h2><p>Bugs, issues, and feature requests related to HydroServer applications can be reported via their respective GitHub repositories at:</p><ul><li><a href="https://github.com/orgs/hydroserver2/repositories" target="_blank" rel="noopener noreferrer">https://github.com/orgs/hydroserver2/repositories</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="development-team">Development Team<a href="#development-team" class="hash-link" aria-label="Direct link to Development Team" title="Direct link to Development Team">​</a></h2><p>The HydroServer software stack is under development at the Utah Water Research Laboratory at Utah State University. The main contributors include:</p><ul><li>Jeff Horsburgh - Associate Professor, Utah Water Research Laboratory and Civil and Environmental Engineering, Utah State University</li><li>Ken Lippold - Software Engineer, Utah Water Research Laboratory, Utah State University</li><li>Daniel Slaugh - Software Engineer, Utah Water Research Laboratory, Utah State University</li><li>Maurier Ramirez - Software Engineer, Utah Water Research Laboratory, Utah State University</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/hydroserver">hydroserver</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/python">python</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/django">django</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tools/hydroserver/hydroserver.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/category/hydroserver"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">HydroServer</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#software-and-technologies" class="table-of-contents__link toc-highlight">Software and Technologies</a></li><li><a href="#access" class="table-of-contents__link toc-highlight">Access</a></li><li><a href="#open-source-code-development" class="table-of-contents__link toc-highlight">Open-Source Code Development</a></li><li><a href="#bugs-and-issues" class="table-of-contents__link toc-highlight">Bugs and Issues</a></li><li><a href="#development-team" class="table-of-contents__link toc-highlight">Development Team</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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itemprop="name">Products</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/national-snow-model"><span itemprop="name">National Snow Model</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">National Snow Model</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Advancing Snow Modeling</h1><p>The National Snow Model incorporates ground-based snow measuring sites, remotely-sensed snow cover information, and a Artificial Neural Network to provide point estimations of Snow Water Equivalent. The network was trained on historical data data from NASA’s ASO missions, divided into regions, and then a LightGradientBoost Model was used to preform recursive feature elimination to produce an efficient feature selection and region-specific model. The class contains the required functions for downloading data, pre-processing, running inference, and for producing visualizations.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="code">Code<a href="#code" class="hash-link" aria-label="Direct link to Code" title="Direct link to Code">​</a></h2><p>The source code for the Snow Model can be found on GitHub:</p><p><a href="https://github.com/whitelightning450/National-Snow-Model" target="_blank" rel="noopener noreferrer">https://github.com/whitelightning450/National-Snow-Model</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/national-snow-model">national_snow_model</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tools/nationalsnowmodel/nationalsnowmodel.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/category/national-snow-model"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">National Snow Model</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/category/hydroserver"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">HydroServer</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#code" class="table-of-contents__link toc-highlight">Code</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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href="/docs/products/tools/nationalsnowmodel/">National Snow Model</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" aria-expanded="false" tabindex="0" href="/docs/category/hydroserver">HydroServer</a><button aria-label="Toggle the collapsible sidebar category &#x27;HydroServer&#x27;" type="button" class="clean-btn menu__caret"></button></div></li></ul></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" 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breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">National Snow Model</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Advancing Snow Modeling</h1><p>The National Snow Model incorporates ground-based snow measuring sites, remotely-sensed snow cover information, and a Artificial Neural Network to provide point estimations of Snow Water Equivalent. The network was trained on historical data data from NASA’s ASO missions, divided into regions, and then a LightGradientBoost Model was used to preform recursive feature elimination to produce an efficient feature selection and region-specific model. The class contains the required functions for downloading data, pre-processing, running inference, and for producing visualizations.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="code">Code<a href="#code" class="hash-link" aria-label="Direct link to Code" title="Direct link to Code">​</a></h2><p>The source code for the Snow Model can be found on GitHub:</p><p><a href="https://github.com/whitelightning450/National-Snow-Model" target="_blank" rel="noopener noreferrer">https://github.com/whitelightning450/National-Snow-Model</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/national-snow-model">national_snow_model</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tools/nationalsnowmodel/nationalsnowmodel.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/category/national-snow-model"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">National Snow Model</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/category/hydroserver"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">HydroServer</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#code" class="table-of-contents__link toc-highlight">Code</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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markdown"><h1>Welcome to NextGen In A Box (NGIAB)</h1><p>Experience the simplicity of NextGen framework-based simulations with NextGen In A Box!</p><p>Explore more: <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra/" target="_blank" rel="noopener noreferrer">GitHub Repository</a></p><ul><li>&quot;NextGen In a Box&quot; (NGIAB) is a containerized version of the NextGen National Water Resources Modeling Framework.</li><li>The project&#x27;s key achievement is the development and distribution of NGIAB, which makes the NextGen framework more accessible to the research community.</li><li>NGIAB enhances research infrastructure and promotes the integration of the NextGen Framework.</li><li>The project includes training sessions for researchers to work more efficiently with the NextGen framework.</li><li>NGIAB is a a community version of the National Water Model (NWM). CIROH, in collaboration with Lynker, is establishing the processes, protocols, and research infrastructure that bridges the academic and research community with NOAA&#x27;s National Water Center&#x27;s NextGen National Water Resources Modeling Framework (NextGen Framework).</li><li>It is a community version, allowing the NextGen framework to run on local machines for watersheds of any size.</li></ul><p><img loading="lazy" alt="NGIAB" src="/assets/images/ngiab-ed0d540fb8aea17e93161c30df5d8012.jpg" width="2560" height="1440" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="explore-our-case-study">Explore Our Case Study:<a href="#explore-our-case-study" class="hash-link" aria-label="Direct link to Explore Our Case Study:" title="Direct link to Explore Our Case Study:">​</a></h2><h4 class="anchor anchorWithStickyNavbar_LWe7" id="nwm-run-for-sipsey-fork-black-warrior-river">NWM Run for Sipsey Fork, Black Warrior River<a href="#nwm-run-for-sipsey-fork-black-warrior-river" class="hash-link" aria-label="Direct link to NWM Run for Sipsey Fork, Black Warrior River" title="Direct link to NWM Run for Sipsey Fork, Black Warrior River">​</a></h4><ul><li>Avoid running the entire CONUS.</li><li>Run NextGen locally.</li><li>Gain control over inputs and configurations.</li><li>The solution is &quot;NextGen In A Box.&quot;</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-generate-your-own-input-data">How to Generate Your Own Input Data?<a href="#how-to-generate-your-own-input-data" class="hash-link" aria-label="Direct link to How to Generate Your Own Input Data?" title="Direct link to How to Generate Your Own Input Data?">​</a></h2><p>Follow the steps in our <a href="https://github.com/CIROH-UA/ngen-datastream/tree/main" target="_blank" rel="noopener noreferrer">ngen datastream repository</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-run-ngiab-with-your-sample-input-data">How to Run NGIAB with Your Sample Input Data?<a href="#how-to-run-ngiab-with-your-sample-input-data" class="hash-link" aria-label="Direct link to How to Run NGIAB with Your Sample Input Data?" title="Direct link to How to Run NGIAB with Your Sample Input Data?">​</a></h2><p>Follow the steps in our <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra/blob/main/README.md" target="_blank" rel="noopener noreferrer">Run Guide</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="understanding-the-ngiab-ci-pipeline">Understanding the NGIAB CI Pipeline<a href="#understanding-the-ngiab-ci-pipeline" class="hash-link" aria-label="Direct link to Understanding the NGIAB CI Pipeline" title="Direct link to Understanding the NGIAB CI Pipeline">​</a></h2><p><img loading="lazy" alt="NGIAB CI" src="/assets/images/ngiab-ci-2f7f870eed0bb4b7591b470a9eb17959.jpg" width="541" height="475" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies-ngiab-ngen-and-t-route">Dependencies: NGIAB, NGEN, and T-Route<a href="#dependencies-ngiab-ngen-and-t-route" class="hash-link" aria-label="Direct link to Dependencies: NGIAB, NGEN, and T-Route" title="Direct link to Dependencies: NGIAB, NGEN, and T-Route">​</a></h2><p>Learn how NGIAB relies on NGEN and T-Route with this visual guide.</p><p><img loading="lazy" alt="NGIAB Dependencies" src="/assets/images/ngiab-ngen-deps-9dab035fddfd4c3f0c370e84235acf32.jpg" width="794" height="322" class="img_ev3q"></p><h1>Contribute to CIROH-UA/NGIAB-CloudInfra</h1><p>To contribute, follow the steps outlined in our <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra/blob/main/contribute.md" target="_blank" rel="noopener noreferrer">Contribution Guide</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="technologies-we-use">Technologies We Use<a href="#technologies-we-use" class="hash-link" aria-label="Direct link to Technologies We Use" title="Direct link to Technologies We Use">​</a></h2><p>Our stack includes:</p><ul><li>Git</li><li>GitHub</li><li>GitHub Actions (CI/CD)</li><li>Docker</li><li>DockerHub</li><li>AWS S3 for storing input data.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="access-our-code">Access Our Code<a href="#access-our-code" class="hash-link" aria-label="Direct link to Access Our Code" title="Direct link to Access Our Code">​</a></h2><p>The source code for NextGen In A Box can be found on GitHub:</p><ul><li>GitHub Repository: <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra" target="_blank" rel="noopener noreferrer">CIROH-UA/NGIAB-CloudInfra</a></li></ul><p>You can also find our Docker images on:</p><ul><li>DockerHub: <a href="https://hub.docker.com/u/awiciroh" target="_blank" rel="noopener noreferrer">Dockerhub - NGIAB</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="more-information">More Information<a href="#more-information" class="hash-link" aria-label="Direct link to More Information" title="Direct link to More Information">​</a></h2><p>For additional details, please explore the following resources:</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="poster-from-ciroh-science-meeting---october-2023">Poster from CIROH Science Meeting - October 2023<a href="#poster-from-ciroh-science-meeting---october-2023" class="hash-link" aria-label="Direct link to Poster from CIROH Science Meeting - October 2023" title="Direct link to Poster from CIROH Science Meeting - October 2023">​</a></h3><ul><li><a href="https://github.com/CIROH-UA/Conferences/tree/main/ScienceMeeting2023-Poster" target="_blank" rel="noopener noreferrer">NextGen In A Box - Oct 2023 - Poster</a></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="slides-from-summer-institute---june-2023">Slides from Summer Institute - June 2023<a href="#slides-from-summer-institute---june-2023" class="hash-link" aria-label="Direct link to Slides from Summer Institute - June 2023" title="Direct link to Slides from Summer Institute - June 2023">​</a></h3><ul><li><a href="https://github.com/CIROH-UA/Conferences/tree/main/SummerInstitute2023" target="_blank" rel="noopener noreferrer">NextGen In A Box - June 2023</a></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="slides-from-cirohdevcon1---may-2023">Slides from CIROHDevCon1 - May 2023<a href="#slides-from-cirohdevcon1---may-2023" class="hash-link" aria-label="Direct link to Slides from CIROHDevCon1 - May 2023" title="Direct link to Slides from CIROHDevCon1 - May 2023">​</a></h3><ul><li><a href="https://github.com/CIROH-UA/Conferences/tree/main/CIROHdevCon23" target="_blank" rel="noopener noreferrer">NextGen In A Box - May 2023</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="report-bugs-and-issues">Report Bugs and Issues<a href="#report-bugs-and-issues" class="hash-link" aria-label="Direct link to Report Bugs and Issues" title="Direct link to Report Bugs and Issues">​</a></h2><p>If you encounter any problems, please report them on our GitHub Issues page:</p><ul><li>Issue Tracker: <a href="https://github.com/CIROH-UA/CloudInfra/issues/" target="_blank" rel="noopener noreferrer">Issue Tracker</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="meet-our-team">Meet Our Team<a href="#meet-our-team" class="hash-link" aria-label="Direct link to Meet Our Team" title="Direct link to Meet Our Team">​</a></h2><p>Our dedicated team members include:</p><ul><li><p><strong>The University of Alabama Team:</strong> <a href="https://dev.awi.ua.edu/about/staff/arpita-patel/" target="_blank" rel="noopener noreferrer">Arpita Patel</a>, Dr. James Halgren, <a href="https://eng.ua.edu/eng-directory/dr-purushotham-bangalore/" target="_blank" rel="noopener noreferrer">Dr. Puri Bangalore</a>, <a href="http://carver.cs.ua.edu/" target="_blank" rel="noopener noreferrer">Dr. Jeff Carver</a>, Benjamin Lee, <a href="https://dev.awi.ua.edu/about/staff/sepehr-karimiziarani-ph-d/" target="_blank" rel="noopener noreferrer">Dr. Sepehr Karimiziarani</a>, <a href="https://dev.awi.ua.edu/about/staff/md-shahabul-alam-ph-d/" target="_blank" rel="noopener noreferrer">Dr. Shahab Alam</a>, Trupesh Patel, Josh Cunningham, Hari Jajula, Rohan Sunkarapalli, Manjiri Gunaji, <a href="https://eng.ua.edu/eng-directory/dr-steven-burian/" target="_blank" rel="noopener noreferrer">Dr. Steve Burian</a></p></li><li><p><strong>Lynker Contractors:</strong> Zach Wills, Nels Frazier, Jordan Laser, Mike Johnson</p></li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/next-gen-in-a-box">NextGen In A Box</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/ngiab">NGIAB</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/next-gen-framework">NextGen 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Data?</a></li><li><a href="#understanding-the-ngiab-ci-pipeline" class="table-of-contents__link toc-highlight">Understanding the NGIAB CI Pipeline</a></li><li><a href="#dependencies-ngiab-ngen-and-t-route" class="table-of-contents__link toc-highlight">Dependencies: NGIAB, NGEN, and T-Route</a></li><li><a href="#technologies-we-use" class="table-of-contents__link toc-highlight">Technologies We Use</a></li><li><a href="#access-our-code" class="table-of-contents__link toc-highlight">Access Our Code</a></li><li><a href="#more-information" class="table-of-contents__link toc-highlight">More Information</a><ul><li><a href="#poster-from-ciroh-science-meeting---october-2023" class="table-of-contents__link toc-highlight">Poster from CIROH Science Meeting - October 2023</a></li><li><a href="#slides-from-summer-institute---june-2023" class="table-of-contents__link toc-highlight">Slides from Summer Institute - June 2023</a></li><li><a href="#slides-from-cirohdevcon1---may-2023" 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/products"><span itemprop="name">Products</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/nextgen-in-a-box"><span itemprop="name">NextGen In A Box</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">NGIAB Intro</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Welcome to NextGen In A Box (NGIAB)</h1><p>Experience the simplicity of NextGen framework-based simulations with NextGen In A Box!</p><p>Explore more: <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra/" target="_blank" rel="noopener noreferrer">GitHub Repository</a></p><ul><li>&quot;NextGen In a Box&quot; (NGIAB) is a containerized version of the NextGen National Water Resources Modeling Framework.</li><li>The project&#x27;s key achievement is the development and distribution of NGIAB, which makes the NextGen framework more accessible to the research community.</li><li>NGIAB enhances research infrastructure and promotes the integration of the NextGen Framework.</li><li>The project includes training sessions for researchers to work more efficiently with the NextGen framework.</li><li>NGIAB is a a community version of the National Water Model (NWM). CIROH, in collaboration with Lynker, is establishing the processes, protocols, and research infrastructure that bridges the academic and research community with NOAA&#x27;s National Water Center&#x27;s NextGen National Water Resources Modeling Framework (NextGen Framework).</li><li>It is a community version, allowing the NextGen framework to run on local machines for watersheds of any size.</li></ul><p><img loading="lazy" alt="NGIAB" src="/assets/images/ngiab-ed0d540fb8aea17e93161c30df5d8012.jpg" width="2560" height="1440" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="explore-our-case-study">Explore Our Case Study:<a href="#explore-our-case-study" class="hash-link" aria-label="Direct link to Explore Our Case Study:" title="Direct link to Explore Our Case Study:">​</a></h2><h4 class="anchor anchorWithStickyNavbar_LWe7" id="nwm-run-for-sipsey-fork-black-warrior-river">NWM Run for Sipsey Fork, Black Warrior River<a href="#nwm-run-for-sipsey-fork-black-warrior-river" class="hash-link" aria-label="Direct link to NWM Run for Sipsey Fork, Black Warrior River" title="Direct link to NWM Run for Sipsey Fork, Black Warrior River">​</a></h4><ul><li>Avoid running the entire CONUS.</li><li>Run NextGen locally.</li><li>Gain control over inputs and configurations.</li><li>The solution is &quot;NextGen In A Box.&quot;</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-generate-your-own-input-data">How to Generate Your Own Input Data?<a href="#how-to-generate-your-own-input-data" class="hash-link" aria-label="Direct link to How to Generate Your Own Input Data?" title="Direct link to How to Generate Your Own Input Data?">​</a></h2><p>Follow the steps in our <a href="https://github.com/CIROH-UA/ngen-datastream/tree/main" target="_blank" rel="noopener noreferrer">ngen datastream repository</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-run-ngiab-with-your-sample-input-data">How to Run NGIAB with Your Sample Input Data?<a href="#how-to-run-ngiab-with-your-sample-input-data" class="hash-link" aria-label="Direct link to How to Run NGIAB with Your Sample Input Data?" title="Direct link to How to Run NGIAB with Your Sample Input Data?">​</a></h2><p>Follow the steps in our <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra/blob/main/README.md" target="_blank" rel="noopener noreferrer">Run Guide</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="understanding-the-ngiab-ci-pipeline">Understanding the NGIAB CI Pipeline<a href="#understanding-the-ngiab-ci-pipeline" class="hash-link" aria-label="Direct link to Understanding the NGIAB CI Pipeline" title="Direct link to Understanding the NGIAB CI Pipeline">​</a></h2><p><img loading="lazy" alt="NGIAB CI" src="/assets/images/ngiab-ci-2f7f870eed0bb4b7591b470a9eb17959.jpg" width="541" height="475" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies-ngiab-ngen-and-t-route">Dependencies: NGIAB, NGEN, and T-Route<a href="#dependencies-ngiab-ngen-and-t-route" class="hash-link" aria-label="Direct link to Dependencies: NGIAB, NGEN, and T-Route" title="Direct link to Dependencies: NGIAB, NGEN, and T-Route">​</a></h2><p>Learn how NGIAB relies on NGEN and T-Route with this visual guide.</p><p><img loading="lazy" alt="NGIAB Dependencies" src="/assets/images/ngiab-ngen-deps-9dab035fddfd4c3f0c370e84235acf32.jpg" width="794" height="322" class="img_ev3q"></p><h1>Contribute to CIROH-UA/NGIAB-CloudInfra</h1><p>To contribute, follow the steps outlined in our <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra/blob/main/contribute.md" target="_blank" rel="noopener noreferrer">Contribution Guide</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="technologies-we-use">Technologies We Use<a href="#technologies-we-use" class="hash-link" aria-label="Direct link to Technologies We Use" title="Direct link to Technologies We Use">​</a></h2><p>Our stack includes:</p><ul><li>Git</li><li>GitHub</li><li>GitHub Actions (CI/CD)</li><li>Docker</li><li>DockerHub</li><li>AWS S3 for storing input data.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="access-our-code">Access Our Code<a href="#access-our-code" class="hash-link" aria-label="Direct link to Access Our Code" title="Direct link to Access Our Code">​</a></h2><p>The source code for NextGen In A Box can be found on GitHub:</p><ul><li>GitHub Repository: <a href="https://github.com/CIROH-UA/NGIAB-CloudInfra" target="_blank" rel="noopener noreferrer">CIROH-UA/NGIAB-CloudInfra</a></li></ul><p>You can also find our Docker images on:</p><ul><li>DockerHub: <a href="https://hub.docker.com/u/awiciroh" target="_blank" rel="noopener noreferrer">Dockerhub - NGIAB</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="more-information">More Information<a href="#more-information" class="hash-link" aria-label="Direct link to More Information" title="Direct link to More Information">​</a></h2><p>For additional details, please explore the following resources:</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="poster-from-ciroh-science-meeting---october-2023">Poster from CIROH Science Meeting - October 2023<a href="#poster-from-ciroh-science-meeting---october-2023" class="hash-link" aria-label="Direct link to Poster from CIROH Science Meeting - October 2023" title="Direct link to Poster from CIROH Science Meeting - October 2023">​</a></h3><ul><li><a href="https://github.com/CIROH-UA/Conferences/tree/main/ScienceMeeting2023-Poster" target="_blank" rel="noopener noreferrer">NextGen In A Box - Oct 2023 - Poster</a></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="slides-from-summer-institute---june-2023">Slides from Summer Institute - June 2023<a href="#slides-from-summer-institute---june-2023" class="hash-link" aria-label="Direct link to Slides from Summer Institute - June 2023" title="Direct link to Slides from Summer Institute - June 2023">​</a></h3><ul><li><a href="https://github.com/CIROH-UA/Conferences/tree/main/SummerInstitute2023" target="_blank" rel="noopener noreferrer">NextGen In A Box - June 2023</a></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="slides-from-cirohdevcon1---may-2023">Slides from CIROHDevCon1 - May 2023<a href="#slides-from-cirohdevcon1---may-2023" class="hash-link" aria-label="Direct link to Slides from CIROHDevCon1 - May 2023" title="Direct link to Slides from CIROHDevCon1 - May 2023">​</a></h3><ul><li><a href="https://github.com/CIROH-UA/Conferences/tree/main/CIROHdevCon23" target="_blank" rel="noopener noreferrer">NextGen In A Box - May 2023</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="report-bugs-and-issues">Report Bugs and Issues<a href="#report-bugs-and-issues" class="hash-link" aria-label="Direct link to Report Bugs and Issues" title="Direct link to Report Bugs and Issues">​</a></h2><p>If you encounter any problems, please report them on our GitHub Issues page:</p><ul><li>Issue Tracker: <a href="https://github.com/CIROH-UA/CloudInfra/issues/" target="_blank" rel="noopener noreferrer">Issue Tracker</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="meet-our-team">Meet Our Team<a href="#meet-our-team" class="hash-link" aria-label="Direct link to Meet Our Team" title="Direct link to Meet Our Team">​</a></h2><p>Our dedicated team members include:</p><ul><li><p><strong>The University of Alabama Team:</strong> <a href="https://dev.awi.ua.edu/about/staff/arpita-patel/" target="_blank" rel="noopener noreferrer">Arpita Patel</a>, Dr. James Halgren, <a href="https://eng.ua.edu/eng-directory/dr-purushotham-bangalore/" target="_blank" rel="noopener noreferrer">Dr. Puri Bangalore</a>, <a href="http://carver.cs.ua.edu/" target="_blank" rel="noopener noreferrer">Dr. Jeff Carver</a>, Benjamin Lee, <a href="https://dev.awi.ua.edu/about/staff/sepehr-karimiziarani-ph-d/" target="_blank" rel="noopener noreferrer">Dr. Sepehr 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itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/roset"><span itemprop="name">ROSET</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">ROSET</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Research-Oriented Streamflow Evaluation Tool (ROSET)</h1><p>Research-Oriented Streamflow Evaluation Tool (ROSET) is a Python-based, user friendly, fast, and model agnostic streamflow evaluator tool. This tool can be used to evaluate any hydrological model that uses NHDPlus dataset. It allows a user to evaluate the performance of a hydrological model at the collocated USGS gauges and NHDPlus stream reaches. This Python-based tool helps visualize the results and investigate the model performance interactively. The current version of the tool is available on GitHub and can be accessed using the following link.</p><p><img loading="lazy" alt="Research-Oriented Streamflow Evaluation Tool" src="/assets/images/streamfloweval-4c1ea3189f3b5edd1da55317f4efaeb1.png" width="1417" height="314" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="code">Code<a href="#code" class="hash-link" aria-label="Direct link to Code" title="Direct link to Code">​</a></h2><p>The source code for the Research-Oriented Streamflow Eval tool can be found on GitHub:</p><p><a href="https://github.com/whitelightning450/Streamflow_Evaluator" target="_blank" rel="noopener noreferrer">https://github.com/whitelightning450/Streamflow_Evaluator</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/roset">roset</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/python">python</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tools/roset/roset.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/category/roset"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">ROSET</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/category/rti-teehr"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">RTI TEEHR</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#code" class="table-of-contents__link toc-highlight">Code</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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itemprop="name">ROSET</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Research-Oriented Streamflow Evaluation Tool (ROSET)</h1><p>Research-Oriented Streamflow Evaluation Tool (ROSET) is a Python-based, user friendly, fast, and model agnostic streamflow evaluator tool. This tool can be used to evaluate any hydrological model that uses NHDPlus dataset. It allows a user to evaluate the performance of a hydrological model at the collocated USGS gauges and NHDPlus stream reaches. This Python-based tool helps visualize the results and investigate the model performance interactively. The current version of the tool is available on GitHub and can be accessed using the following link.</p><p><img loading="lazy" alt="Research-Oriented Streamflow Evaluation Tool" src="/assets/images/streamfloweval-4c1ea3189f3b5edd1da55317f4efaeb1.png" width="1417" height="314" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="code">Code<a href="#code" class="hash-link" aria-label="Direct link to Code" title="Direct link to Code">​</a></h2><p>The source code for the Research-Oriented Streamflow Eval tool can be found on GitHub:</p><p><a href="https://github.com/whitelightning450/Streamflow_Evaluator" target="_blank" rel="noopener noreferrer">https://github.com/whitelightning450/Streamflow_Evaluator</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/roset">roset</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/python">python</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tools/roset/roset.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/category/roset"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">ROSET</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/category/rti-teehr"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">RTI TEEHR</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#code" class="table-of-contents__link toc-highlight">Code</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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itemprop="name">Products</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/tethys"><span itemprop="name">TETHYS</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">TETHYS</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>NWM Research Apps Portal</h1><p>Comprised of a large technologically and topically diverse group of scientists, CIROH and NOAA NWM researchers require a means to organize, catalog, coordinate, and share research data products, tools, visualizations, and interactive software applications in an accessible, consistent, and intuitive manner. This project aims to address this need by building and seeding a web-based catalog of interactive web applications, notebooks, software tools, and learning modules that demonstrate and provide access to NWM modeling advances, datasets, visualizations, and information synthesis innovations.</p><p><img loading="lazy" alt="CIROH Portal" src="/assets/images/ciroh-tethys-apps-library-e8e68d15760c593692e8f2ffe38d575c.png" width="1498" height="1073" class="img_ev3q"></p><p>The resulting system will serve as a pathway for advances in research tools to inform the development of future applications within the National Water Center – e.g. within the Water Prediction Operations Division (WPOD) and the Geo Intelligence Division (GID). This project will be a cross-cutting activity, exposing NWM research results across disciplines and institutions. The NWM Research Apps Portal will be a highly visible resource that NOAA and CIROH leadership can use to showcase the work accomplished by the collaboration and within the cooperative institute. It will also serve as a communication tool to allow the broader hydrologic research community to connect with the NWM research activities.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="technologies">Technologies<a href="#technologies" class="hash-link" aria-label="Direct link to Technologies" title="Direct link to Technologies">​</a></h2><p>The proposed catalog is being built using Django CMS, Tethys Platform, HydroShare, HydroLearn, Amazon AWS cloud computing infrastructure, Google BigQuery data services, and an agile, continuous integration development and deployment approach. Use the following links to learn more about the technologies powering the NWM Research Apps Portal:</p><ul><li><a href="https://www.django-cms.org/" target="_blank" rel="noopener noreferrer">Django CMS</a> - A Content Management System built on the most popular open-source Python-based web framework: Django.</li><li><a href="https://www.tethysplatform.org/" target="_blank" rel="noopener noreferrer">Tethys Platform</a> - An open-source web framework for build and hosting geospatial and scientific web applications.</li><li><a href="https://www.hydroshare.org/" target="_blank" rel="noopener noreferrer">HydroShare</a> - CUAHSI&#x27;s online collaboration environment for sharing data, models, and code.</li><li><a href="https://www.hydrolearn.org/" target="_blank" rel="noopener noreferrer">HydroLearn</a> - A platform for instructors to find and collaborate on developing learning modules, and for students to discover and learn from authentic problems.</li><li><a href="https://aws.amazon.com/" target="_blank" rel="noopener noreferrer">Amazon AWS</a> - The NWM Research Apps Portal is hosted on AWS cloud resources.</li><li><a href="https://cloud.google.com/bigquery" target="_blank" rel="noopener noreferrer">Google BigQuery</a> - BigQuery is a serverless and cost-effective enterprise data warehouse that works across clouds and scales with your data. Use built-in ML/AI and BI for insights at scale.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="access">Access<a href="#access" class="hash-link" aria-label="Direct link to Access" title="Direct link to Access">​</a></h2><p>The developed NWM Research Apps Portal will be hosted at a publicly-facing web domain (URL to be determined) and will serve as a platform that links and organizes together a curated selection of publicly-facing NWM visualization and analysis tools developed by CIROH and NOAA.</p><p>The current development version of the NWM Research Apps Portal is temporarily accessible here: <a href="http://k8s-default-ciroh-5df48cf891-26887781.us-east-1.elb.amazonaws.com/" target="_blank" rel="noopener noreferrer">http://k8s-default-ciroh-5df48cf891-26887781.us-east-1.elb.amazonaws.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="code">Code<a href="#code" class="hash-link" aria-label="Direct link to Code" title="Direct link to Code">​</a></h2><p>The source code for the NWM Research Apps Portal can be found on GitHub:</p><ul><li><a href="https://github.com/CIROH-UA/tethysportal-ciroh" target="_blank" rel="noopener noreferrer">https://github.com/CIROH-UA/tethysportal-ciroh</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="bugs-and-issues">Bugs and Issues<a href="#bugs-and-issues" class="hash-link" aria-label="Direct link to Bugs and Issues" title="Direct link to Bugs and Issues">​</a></h2><p>Please report bugs and issues on the GitHub Issues page:</p><ul><li><a href="https://github.com/CIROH-UA/tethysportal-ciroh/issues" target="_blank" rel="noopener noreferrer">https://github.com/CIROH-UA/tethysportal-ciroh/issues</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="team">Team<a href="#team" class="hash-link" aria-label="Direct link to Team" title="Direct link to Team">​</a></h2><ul><li>Brigham Young University - Roja Najafi, Iman Maghami, Dan Ames, Jim Nelson</li><li>University of Iowa - Ibrahim Demir</li><li>Aquaveo Contractors - Gio Romero, Michael Souffront, Nathan Swain</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/tethys">tethys</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/django">django</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/bigquery">bigquery</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/national-water-center">national water center</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tools/tethysportal/tethysportal.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/category/tethys"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">TETHYS</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/category/national-snow-model"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">National Snow Model</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#technologies" class="table-of-contents__link toc-highlight">Technologies</a></li><li><a href="#access" class="table-of-contents__link toc-highlight">Access</a></li><li><a href="#code" class="table-of-contents__link toc-highlight">Code</a></li><li><a href="#bugs-and-issues" class="table-of-contents__link toc-highlight">Bugs and Issues</a></li><li><a href="#team" class="table-of-contents__link toc-highlight">Team</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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Snow Model&#x27;" type="button" class="clean-btn menu__caret"></button></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" aria-expanded="false" tabindex="0" href="/docs/category/hydroserver">HydroServer</a><button aria-label="Toggle the collapsible sidebar category &#x27;HydroServer&#x27;" type="button" class="clean-btn menu__caret"></button></div></li></ul></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/products"><span itemprop="name">Products</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/tethys"><span itemprop="name">TETHYS</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">TETHYS</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>NWM Research Apps Portal</h1><p>Comprised of a large technologically and topically diverse group of scientists, CIROH and NOAA NWM researchers require a means to organize, catalog, coordinate, and share research data products, tools, visualizations, and interactive software applications in an accessible, consistent, and intuitive manner. This project aims to address this need by building and seeding a web-based catalog of interactive web applications, notebooks, software tools, and learning modules that demonstrate and provide access to NWM modeling advances, datasets, visualizations, and information synthesis innovations.</p><p><img loading="lazy" alt="CIROH Portal" src="/assets/images/ciroh-tethys-apps-library-e8e68d15760c593692e8f2ffe38d575c.png" width="1498" height="1073" class="img_ev3q"></p><p>The resulting system will serve as a pathway for advances in research tools to inform the development of future applications within the National Water Center – e.g. within the Water Prediction Operations Division (WPOD) and the Geo Intelligence Division (GID). This project will be a cross-cutting activity, exposing NWM research results across disciplines and institutions. The NWM Research Apps Portal will be a highly visible resource that NOAA and CIROH leadership can use to showcase the work accomplished by the collaboration and within the cooperative institute. It will also serve as a communication tool to allow the broader hydrologic research community to connect with the NWM research activities.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="technologies">Technologies<a href="#technologies" class="hash-link" aria-label="Direct link to Technologies" title="Direct link to Technologies">​</a></h2><p>The proposed catalog is being built using Django CMS, Tethys Platform, HydroShare, HydroLearn, Amazon AWS cloud computing infrastructure, Google BigQuery data services, and an agile, continuous integration development and deployment approach. Use the following links to learn more about the technologies powering the NWM Research Apps Portal:</p><ul><li><a href="https://www.django-cms.org/" target="_blank" rel="noopener noreferrer">Django CMS</a> - A Content Management System built on the most popular open-source Python-based web framework: Django.</li><li><a href="https://www.tethysplatform.org/" target="_blank" rel="noopener noreferrer">Tethys Platform</a> - An open-source web framework for build and hosting geospatial and scientific web applications.</li><li><a href="https://www.hydroshare.org/" target="_blank" rel="noopener noreferrer">HydroShare</a> - CUAHSI&#x27;s online collaboration environment for sharing data, models, and code.</li><li><a href="https://www.hydrolearn.org/" target="_blank" rel="noopener noreferrer">HydroLearn</a> - A platform for instructors to find and collaborate on developing learning modules, and for students to discover and learn from authentic problems.</li><li><a href="https://aws.amazon.com/" target="_blank" rel="noopener noreferrer">Amazon AWS</a> - The NWM Research Apps Portal is hosted on AWS cloud resources.</li><li><a href="https://cloud.google.com/bigquery" target="_blank" rel="noopener noreferrer">Google BigQuery</a> - BigQuery is a serverless and cost-effective enterprise data warehouse that works across clouds and scales with your data. Use built-in ML/AI and BI for insights at scale.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="access">Access<a href="#access" class="hash-link" aria-label="Direct link to Access" title="Direct link to Access">​</a></h2><p>The developed NWM Research Apps Portal will be hosted at a publicly-facing web domain (URL to be determined) and will serve as a platform that links and organizes together a curated selection of publicly-facing NWM visualization and analysis tools developed by CIROH and NOAA.</p><p>The current development version of the NWM Research Apps Portal is temporarily accessible here: <a href="http://k8s-default-ciroh-5df48cf891-26887781.us-east-1.elb.amazonaws.com/" target="_blank" rel="noopener noreferrer">http://k8s-default-ciroh-5df48cf891-26887781.us-east-1.elb.amazonaws.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="code">Code<a href="#code" class="hash-link" aria-label="Direct link to Code" title="Direct link to Code">​</a></h2><p>The source code for the NWM Research Apps Portal can be found on GitHub:</p><ul><li><a href="https://github.com/CIROH-UA/tethysportal-ciroh" target="_blank" rel="noopener noreferrer">https://github.com/CIROH-UA/tethysportal-ciroh</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="bugs-and-issues">Bugs and Issues<a href="#bugs-and-issues" class="hash-link" aria-label="Direct link to Bugs and Issues" title="Direct link to Bugs and Issues">​</a></h2><p>Please report bugs and issues on the GitHub Issues page:</p><ul><li><a href="https://github.com/CIROH-UA/tethysportal-ciroh/issues" target="_blank" rel="noopener noreferrer">https://github.com/CIROH-UA/tethysportal-ciroh/issues</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="team">Team<a href="#team" class="hash-link" aria-label="Direct link to Team" title="Direct link to Team">​</a></h2><ul><li>Brigham Young University - Roja Najafi, Iman Maghami, Dan Ames, Jim Nelson</li><li>University of Iowa - Ibrahim Demir</li><li>Aquaveo Contractors - Gio Romero, Michael Souffront, Nathan Swain</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/tethys">tethys</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/django">django</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/bigquery">bigquery</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/national-water-center">national water center</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tools/tethysportal/tethysportal.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/category/tethys"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">TETHYS</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/category/national-snow-model"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">National Snow Model</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#technologies" class="table-of-contents__link toc-highlight">Technologies</a></li><li><a href="#access" class="table-of-contents__link toc-highlight">Access</a></li><li><a href="#code" class="table-of-contents__link toc-highlight">Code</a></li><li><a href="#bugs-and-issues" class="table-of-contents__link toc-highlight">Bugs and Issues</a></li><li><a href="#team" class="table-of-contents__link toc-highlight">Team</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/products"><span itemprop="name">Products</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/water-node"><span itemprop="name">Water Node</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Water Node</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Welcome to the Water Node</h1><h2 class="anchor anchorWithStickyNavbar_LWe7" id="what-is-the-water-node">What is the Water Node?<a href="#what-is-the-water-node" class="hash-link" aria-label="Direct link to What is the Water Node?" title="Direct link to What is the Water Node?">​</a></h2><p><a href="https://waternode.ciroh.org/" target="_blank" rel="noopener noreferrer">The water node website</a> is a collaborative effort between CIROH, NOAA CoastWatch, and the National Water Center. The purpose of the website will be to intake and disseminate remote sensing data relevant to hydrological modeling, prediction, and analysis. The data will come from a variety of sources from within NOAA, CIROH, as well as potentially other agencies and companies. This data will be disseminated to CIROH researchers, Water Center operations, and the general public.</p><p>The other main purpose of the website is to serve as an educational platform and facilitator for the use of satellite imagery so that stakeholders that aren&#x27;t experts in the processing and acquisition of remote sensing data can still use satellite imagery in their research efforts.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="website-repository">Website repository<a href="#website-repository" class="hash-link" aria-label="Direct link to Website repository" title="Direct link to Website repository">​</a></h2><p>The source for the website implementation can be found <a href="https://github.com/dylanlee/wnweb/tree/main" target="_blank" rel="noopener noreferrer">here</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/waternode">waternode</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/coast-watch">CoastWatch</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/national-water-center">national water center</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tools/waternode/waternode.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/category/water-node"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Water Node</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/category/roset"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">ROSET</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#what-is-the-water-node" class="table-of-contents__link toc-highlight">What is the Water Node?</a></li><li><a href="#website-repository" class="table-of-contents__link toc-highlight">Website repository</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>CIROH-UA&#x27;s AWS Research Cloud</h1><p>Through the OMNIA contract, CIROH-UA has teamed with AWS Cloud to deliver ground-breaking research and speed up time to insight for hydrological researchers.</p><p>The research journey is shortened by moving research burdens to the cloud, which also increases data accessibility and sharing.</p><p>Using AWS for hydrological projects allows them to manage, stage, store, share, and analyze their data in a variety of ways.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="benefits-of-using-aws-cloud-services">Benefits of using AWS Cloud Services:<a href="#benefits-of-using-aws-cloud-services" class="hash-link" aria-label="Direct link to Benefits of using AWS Cloud Services:" title="Direct link to Benefits of using AWS Cloud Services:">​</a></h2><ul><li>Improves accessibility and analysis of research data</li><li>Providing researchers with access to specialized solutions</li><li>Bringing the best IT services to research project</li><li>Reduces the duation of the research project</li></ul><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><a href="https://aws.amazon.com/" target="_blank" rel="noopener noreferrer">AWS Cloud Services</a></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-access-aws-research-cloud-at-ciroh-ua">How to access AWS Research Cloud at CIROH-UA?<a href="#how-to-access-aws-research-cloud-at-ciroh-ua" class="hash-link" aria-label="Direct link to How to access AWS Research Cloud at CIROH-UA?" title="Direct link to How to access AWS Research Cloud at CIROH-UA?">​</a></h3><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>For the CIROH consortium and members, if your research project is applying and adapting the NextGen framework then reach out to us on how to get the access of the AWS research cloud, please submit a Github Template Request with your requirements and project details at:</p><a href="https://github.com/CIROH-UA/NGIAB-CloudInfra/issues/new?assignees=&amp;labels=infrastructure&amp;projects=&amp;template=case_studies_call.md&amp;title=" target="_blank" rel="noopener noreferrer"> Cloud Infrastructure Request Form</a><p>Your request will be handled by DevOps staff at CIROH-UA and if permitted will be given access to the research cloud.</p></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/aws">AWS</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" 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padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/ciroh-cloud"><span itemprop="name">CIROH Cloud</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/aws-cloud-platform"><span itemprop="name">AWS Cloud Platform</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">AWS Infrastructure</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>CIROH-UA&#x27;s AWS Research Cloud</h1><p>Through the OMNIA contract, CIROH-UA has teamed with AWS Cloud to deliver ground-breaking research and speed up time to insight for hydrological researchers.</p><p>The research journey is shortened by moving research burdens to the cloud, which also increases data accessibility and sharing.</p><p>Using AWS for hydrological projects allows them to manage, stage, store, share, and analyze their data in a variety of ways.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="benefits-of-using-aws-cloud-services">Benefits of using AWS Cloud Services:<a href="#benefits-of-using-aws-cloud-services" class="hash-link" aria-label="Direct link to Benefits of using AWS Cloud Services:" title="Direct link to Benefits of using AWS Cloud Services:">​</a></h2><ul><li>Improves accessibility and analysis of research data</li><li>Providing researchers with access to specialized solutions</li><li>Bringing the best IT services to research project</li><li>Reduces the duation of the research project</li></ul><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><a href="https://aws.amazon.com/" target="_blank" rel="noopener noreferrer">AWS Cloud Services</a></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-access-aws-research-cloud-at-ciroh-ua">How to access AWS Research Cloud at CIROH-UA?<a href="#how-to-access-aws-research-cloud-at-ciroh-ua" class="hash-link" aria-label="Direct link to How to access AWS Research Cloud at CIROH-UA?" title="Direct link to How to access AWS Research Cloud at CIROH-UA?">​</a></h3><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>For the CIROH consortium and members, if your research project is applying and adapting the NextGen framework then reach out to us on how to get the access of the AWS research cloud, please submit a Github Template Request with your requirements and project details at:</p><a href="https://github.com/CIROH-UA/NGIAB-CloudInfra/issues/new?assignees=&amp;labels=infrastructure&amp;projects=&amp;template=case_studies_call.md&amp;title=" target="_blank" rel="noopener noreferrer"> Cloud 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class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/ciroh-cloud"><span itemprop="name">CIROH Cloud</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/google-cloud-platform"><span itemprop="name">Google Cloud Platform</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">2i2c &amp; HydroShare Integration</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>2i2c &amp; HydroShare Integration</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ciroh-jupyterhub-integrated-with-hydroshare">CIROH Jupyterhub Integrated with HydroShare<a href="#ciroh-jupyterhub-integrated-with-hydroshare" class="hash-link" aria-label="Direct link to CIROH Jupyterhub Integrated with HydroShare" title="Direct link to CIROH Jupyterhub Integrated with HydroShare">​</a></h2><p>Users now have the capability to directly launch and execute notebooks from HydroShare within the CIROH Jupyterhub environments. Wondering how to do it? Here are the steps for you to follow:</p><ol><li>First, confirm that you have access to the CIROH Jupyterhub.</li><li>Head to HydroShare and navigate to the &quot;CIROH Production Jupyterhub&quot; at this <a href="https://www.hydroshare.org/resource/2dd1ac86e8854d4fb9fe5fbafaec2b98/" target="_blank" rel="noopener noreferrer">URL</a></li><li>Ensure that the square icon labeled &quot;CIROH Staging JupyterHub&quot; in HydroShare is green. If it appears red, a single click will change it to green.</li></ol><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-gain-access-to-these-environments">How to gain access to these environments?<a href="#how-to-gain-access-to-these-environments" class="hash-link" aria-label="Direct link to How to gain access to these environments?" title="Direct link to How to gain access to these environments?">​</a></h3><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>To get the access of above environments, please email us at <strong><a href="mailto:ciroh-it-admin@ua.edu" target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu</a></strong> with your github User ID</p></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/2-i-2-c">2i2c</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/jupyter-hub">JupyterHub</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/gcp">GCP</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/notebook">notebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/hydroshare">hydroshare</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/services/cloudservices/google/hydroshareintegration.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/services/cloudservices/google/"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">2i2c JupyterHub</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ciroh-jupyterhub-integrated-with-hydroshare" class="table-of-contents__link toc-highlight">CIROH Jupyterhub Integrated with HydroShare</a><ul><li><a href="#how-to-gain-access-to-these-environments" class="table-of-contents__link toc-highlight">How to gain access to these environments?</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/ciroh-cloud"><span itemprop="name">CIROH Cloud</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/google-cloud-platform"><span itemprop="name">Google Cloud Platform</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">2i2c &amp; HydroShare Integration</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>2i2c &amp; HydroShare Integration</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ciroh-jupyterhub-integrated-with-hydroshare">CIROH Jupyterhub Integrated with HydroShare<a href="#ciroh-jupyterhub-integrated-with-hydroshare" class="hash-link" aria-label="Direct link to CIROH Jupyterhub Integrated with HydroShare" title="Direct link to CIROH Jupyterhub Integrated with HydroShare">​</a></h2><p>Users now have the capability to directly launch and execute notebooks from HydroShare within the CIROH Jupyterhub environments. Wondering how to do it? Here are the steps for you to follow:</p><ol><li>First, confirm that you have access to the CIROH Jupyterhub.</li><li>Head to HydroShare and navigate to the &quot;CIROH Production Jupyterhub&quot; at this <a href="https://www.hydroshare.org/resource/2dd1ac86e8854d4fb9fe5fbafaec2b98/" target="_blank" rel="noopener noreferrer">URL</a></li><li>Ensure that the square icon labeled &quot;CIROH Staging JupyterHub&quot; in HydroShare is green. If it appears red, a single click will change it to green.</li></ol><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-gain-access-to-these-environments">How to gain access to these environments?<a href="#how-to-gain-access-to-these-environments" class="hash-link" aria-label="Direct link to How to gain access to these environments?" title="Direct link to How to gain access to these environments?">​</a></h3><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>To get the access of above environments, please email us at <strong><a href="mailto:ciroh-it-admin@ua.edu" target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu</a></strong> with your github User ID</p></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/2-i-2-c">2i2c</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/jupyter-hub">JupyterHub</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/gcp">GCP</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/notebook">notebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/hydroshare">hydroshare</a></li></ul></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/services/cloudservices/google/hydroshareintegration.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/services/cloudservices/google/"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">2i2c JupyterHub</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ciroh-jupyterhub-integrated-with-hydroshare" class="table-of-contents__link toc-highlight">CIROH Jupyterhub Integrated with HydroShare</a><ul><li><a href="#how-to-gain-access-to-these-environments" class="table-of-contents__link toc-highlight">How to gain access to these environments?</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">2i2c JupyterHub</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>2i2c JupyterHub (GCP)</h1><p>CIROH-UA has teamed with 2i2c Cloud service to design, develop and operate JupyterHub in the google cloud for hydrologic researchers. It builds and supports open source infrastructure that serves research and development.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="benefits-of-using-2i2c-cloud-services">Benefits of using 2i2c Cloud Services:<a href="#benefits-of-using-2i2c-cloud-services" class="hash-link" aria-label="Direct link to Benefits of using 2i2c Cloud Services:" title="Direct link to Benefits of using 2i2c Cloud Services:">​</a></h2><ul><li>Provides managed JupyterHub as a service</li><li>Powerful, flexible, and dynamic. Open source tools are the best for accelerating research.</li><li>2i2c uses Google Cloud services for JupyterHub deployment.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ciroh-uas-2i2c-jupyterhub-staging-and-production--how-to-access-these-environments">CIROH-UA&#x27;s 2i2c JupyterHub (Staging and Production) : How to access these environments?<a href="#ciroh-uas-2i2c-jupyterhub-staging-and-production--how-to-access-these-environments" class="hash-link" aria-label="Direct link to CIROH-UA&#x27;s 2i2c JupyterHub (Staging and Production) : How to access these environments?" title="Direct link to CIROH-UA&#x27;s 2i2c JupyterHub (Staging and Production) : How to access these environments?">​</a></h2><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Production</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Staging</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><span class="badge badge--secondary">CIROH 2i2c Production Hub</span><hr><a href="https://ciroh.awi.2i2c.cloud/hub/login" target="_blank" rel="noopener noreferrer">https://ciroh.awi.2i2c.cloud/hub/login</a></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><span class="badge badge--secondary">CIROH 2i2c Staging Hub</span><hr><a href="https://staging.ciroh.awi.2i2c.cloud/hub/login" target="_blank" rel="noopener noreferrer">https://staging.ciroh.awi.2i2c.cloud/hub/login</a></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ciroh-uas-2i2c-jupyterhub-details">CIROH-UA&#x27;s 2i2c JupyterHub details:<a href="#ciroh-uas-2i2c-jupyterhub-details" class="hash-link" aria-label="Direct link to CIROH-UA&#x27;s 2i2c JupyterHub details:" title="Direct link to CIROH-UA&#x27;s 2i2c JupyterHub details:">​</a></h2><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><a href="https://2i2c.org/" target="_blank" rel="noopener noreferrer">2i2c JupyterHub</a></div></div><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><a href="https://docs.2i2c.org/" target="_blank" rel="noopener noreferrer">2i2c Docs</a></div></div><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><a href="https://infrastructure.2i2c.org/" target="_blank" rel="noopener noreferrer">2i2c Infrastructure Docs</a></div></div><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><a href="https://github.com/2i2c-org/awi-ciroh-image" target="_blank" rel="noopener noreferrer">Github URL for AWI-CIROH 2i2c Hub Image</a></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-gain-access-to-these-environments">How to gain access to these environments?<a href="#how-to-gain-access-to-these-environments" class="hash-link" aria-label="Direct link to How to gain access to these environments?" title="Direct link to How to gain access to these environments?">​</a></h3><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>To get the access of above environments, please email us at <strong><a href="mailto:ciroh-it-admin@ua.edu" target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu</a></strong> with your github User ID</p></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/2-i-2-c">2i2c</a></li><li class="tag_QGVx"><a class="tag_zVej 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JupyterHub (GCP)</h1><p>CIROH-UA has teamed with 2i2c Cloud service to design, develop and operate JupyterHub in the google cloud for hydrologic researchers. It builds and supports open source infrastructure that serves research and development.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="benefits-of-using-2i2c-cloud-services">Benefits of using 2i2c Cloud Services:<a href="#benefits-of-using-2i2c-cloud-services" class="hash-link" aria-label="Direct link to Benefits of using 2i2c Cloud Services:" title="Direct link to Benefits of using 2i2c Cloud Services:">​</a></h2><ul><li>Provides managed JupyterHub as a service</li><li>Powerful, flexible, and dynamic. Open source tools are the best for accelerating research.</li><li>2i2c uses Google Cloud services for JupyterHub deployment.</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ciroh-uas-2i2c-jupyterhub-staging-and-production--how-to-access-these-environments">CIROH-UA&#x27;s 2i2c JupyterHub (Staging and Production) : How to access these environments?<a href="#ciroh-uas-2i2c-jupyterhub-staging-and-production--how-to-access-these-environments" class="hash-link" aria-label="Direct link to CIROH-UA&#x27;s 2i2c JupyterHub (Staging and Production) : How to access these environments?" title="Direct link to CIROH-UA&#x27;s 2i2c JupyterHub (Staging and Production) : How to access these environments?">​</a></h2><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Production</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Staging</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><span class="badge badge--secondary">CIROH 2i2c Production Hub</span><hr><a href="https://ciroh.awi.2i2c.cloud/hub/login" target="_blank" rel="noopener noreferrer">https://ciroh.awi.2i2c.cloud/hub/login</a></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><span class="badge badge--secondary">CIROH 2i2c Staging Hub</span><hr><a href="https://staging.ciroh.awi.2i2c.cloud/hub/login" target="_blank" rel="noopener noreferrer">https://staging.ciroh.awi.2i2c.cloud/hub/login</a></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ciroh-uas-2i2c-jupyterhub-details">CIROH-UA&#x27;s 2i2c JupyterHub details:<a href="#ciroh-uas-2i2c-jupyterhub-details" class="hash-link" aria-label="Direct link to CIROH-UA&#x27;s 2i2c JupyterHub details:" title="Direct link to CIROH-UA&#x27;s 2i2c JupyterHub details:">​</a></h2><div class="theme-admonition 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href="https://docs.2i2c.org/" target="_blank" rel="noopener noreferrer">2i2c Docs</a></div></div><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><a href="https://infrastructure.2i2c.org/" target="_blank" rel="noopener noreferrer">2i2c Infrastructure Docs</a></div></div><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><a href="https://github.com/2i2c-org/awi-ciroh-image" target="_blank" rel="noopener noreferrer">Github URL for AWI-CIROH 2i2c Hub Image</a></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-gain-access-to-these-environments">How to gain access to these environments?<a href="#how-to-gain-access-to-these-environments" class="hash-link" aria-label="Direct link to How to gain access to these environments?" title="Direct link to How to gain access to these environments?">​</a></h3><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>To get the access of above environments, please email us at <strong><a href="mailto:ciroh-it-admin@ua.edu" target="_blank" rel="noopener noreferrer">ciroh-it-admin@ua.edu</a></strong> with your github User ID</p></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-tags-row row margin-bottom--sm"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/docs/tags/2-i-2-c">2i2c</a></li><li class="tag_QGVx"><a class="tag_zVej 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margin-vert--lg"><div class="row"><main class="col col--8 col--offset-2"><h1>Tags</h1><section class="margin-vert--lg"><article><h2>2</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/2-i-2-c">2i2c<span>2</span></a></li></ul><hr></article><article><h2>A</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/aws">AWS<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/aws-open-data-registry">AWS Open data registry<span>1</span></a></li></ul><hr></article><article><h2>B</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/bigquery">bigquery<span>1</span></a></li></ul><hr></article><article><h2>C</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/cloud">Cloud<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/coast-watch">CoastWatch<span>1</span></a></li></ul><hr></article><article><h2>D</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/django">django<span>2</span></a></li></ul><hr></article><article><h2>E</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/ec-2">EC2<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/ecs">ECS<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/eks">EKS<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/esri">ESRI<span>1</span></a></li></ul><hr></article><article><h2>G</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/gcp">GCP<span>2</span></a></li></ul><hr></article><article><h2>H</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/hydroserver">hydroserver<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/hydroshare">hydroshare<span>1</span></a></li></ul><hr></article><article><h2>J</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/jupyter-hub">JupyterHub<span>2</span></a></li></ul><hr></article><article><h2>M</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/microsoft-planetary-computer">Microsoft Planetary Computer<span>1</span></a></li></ul><hr></article><article><h2>N</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/national-water-center">national water center<span>3</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/national-water-model">National Water Model<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/national-snow-model">national_snow_model<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/news">News<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/next-gen">NextGen<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/next-gen-framework">NextGen framework<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/next-gen-in-a-box">NextGen In A Box<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/ngiab">NGIAB<span>2</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/nodd">NODD<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/nomads">NOMADS<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/notebook">notebook<span>2</span></a></li></ul><hr></article><article><h2>P</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/python">python<span>3</span></a></li></ul><hr></article><article><h2>R</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/roset">roset<span>1</span></a></li></ul><hr></article><article><h2>S</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/s-3">S3<span>1</span></a></li></ul><hr></article><article><h2>T</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/teehr">teehr<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/tethys">tethys<span>1</span></a></li></ul><hr></article><article><h2>W</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/waternode">waternode<span>1</span></a></li></ul><hr></article></section></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/about">About CIROH</a></li><li class="footer__item"><a href="https://ciroh.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Visit ciroh.org<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">Follow us on</div><ul class="footer__items clean-list"><li class="footer__item">
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c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--lg"><div class="row"><main class="col col--8 col--offset-2"><h1>Tags</h1><section class="margin-vert--lg"><article><h2>2</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/2-i-2-c">2i2c<span>2</span></a></li></ul><hr></article><article><h2>A</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/aws">AWS<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/aws-open-data-registry">AWS Open data registry<span>1</span></a></li></ul><hr></article><article><h2>B</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/bigquery">bigquery<span>1</span></a></li></ul><hr></article><article><h2>C</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/cloud">Cloud<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/coast-watch">CoastWatch<span>1</span></a></li></ul><hr></article><article><h2>D</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/django">django<span>2</span></a></li></ul><hr></article><article><h2>E</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/ec-2">EC2<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/ecs">ECS<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/eks">EKS<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/esri">ESRI<span>1</span></a></li></ul><hr></article><article><h2>G</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/gcp">GCP<span>2</span></a></li></ul><hr></article><article><h2>H</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/hydroserver">hydroserver<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/hydroshare">hydroshare<span>1</span></a></li></ul><hr></article><article><h2>J</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/jupyter-hub">JupyterHub<span>2</span></a></li></ul><hr></article><article><h2>M</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/microsoft-planetary-computer">Microsoft Planetary Computer<span>1</span></a></li></ul><hr></article><article><h2>N</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/national-water-center">national water center<span>3</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/national-water-model">National Water Model<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/national-snow-model">national_snow_model<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/news">News<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/next-gen">NextGen<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/next-gen-framework">NextGen framework<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/next-gen-in-a-box">NextGen In A Box<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/ngiab">NGIAB<span>2</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/nodd">NODD<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/nomads">NOMADS<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/notebook">notebook<span>2</span></a></li></ul><hr></article><article><h2>P</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/python">python<span>3</span></a></li></ul><hr></article><article><h2>R</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/roset">roset<span>1</span></a></li></ul><hr></article><article><h2>S</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/s-3">S3<span>1</span></a></li></ul><hr></article><article><h2>T</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/teehr">teehr<span>1</span></a></li><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/tethys">tethys<span>1</span></a></li></ul><hr></article><article><h2>W</h2><ul class="padding--none"><li class="tag_Nnez"><a class="tag_zVej tagWithCount_h2kH" href="/docs/tags/waternode">waternode<span>1</span></a></li></ul><hr></article></section></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a 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