From 1dc1094de5b3e8c882c3767a48027d808505bfaf Mon Sep 17 00:00:00 2001
From: Quarto GHA Workflow Runner <quarto-github-actions-publish@example.com>
Date: Tue, 1 Oct 2024 18:07:46 +0000
Subject: [PATCH] Built site for gh-pages

---
 .nojekyll                                     |   2 +-
 index.html                                    |   3 +-
 listings.json                                 |   1 +
 news.html                                     | 122 ++-
 .../index.html                                | 747 +++++++++++++++++
 .../white-house-eeob-steps.jpg                | Bin 0 -> 196703 bytes
 .../white-house-ileana-julie-poster.jpg       | Bin 0 -> 435686 bytes
 .../white-house-vpharris-office.jpg           | Bin 0 -> 443139 bytes
 search.json                                   | 776 +++++++++---------
 sitemap.xml                                   | 136 +--
 10 files changed, 1304 insertions(+), 483 deletions(-)
 create mode 100644 news/2024-10-03-openscapes-recognized-white-house/index.html
 create mode 100644 news/2024-10-03-openscapes-recognized-white-house/white-house-eeob-steps.jpg
 create mode 100644 news/2024-10-03-openscapes-recognized-white-house/white-house-ileana-julie-poster.jpg
 create mode 100644 news/2024-10-03-openscapes-recognized-white-house/white-house-vpharris-office.jpg

diff --git a/.nojekyll b/.nojekyll
index 4340838..2d6e3a9 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-2ce6473b
\ No newline at end of file
+2469e16a
\ No newline at end of file
diff --git a/index.html b/index.html
index e90953e..c09b937 100644
--- a/index.html
+++ b/index.html
@@ -173,8 +173,7 @@ <h1>
 <p>We are influenced and inspired by many leaders and community organizers, particularly in climate justice and get out the vote movements. That means, we know this isn’t just about us or an effort we can do alone. We are always looking to learn from, with, and for others.</p>
 <p><strong>Upcoming Events:</strong></p>
 <ul>
-<li><strong>Community Call September 26</strong>: Openscapes Goes to The White House! Julie Lowndes &amp; Ileana Fenwick will debrief their White House trip and share the celebration of Openscapes being recognized at the ‘Celebration of the OSTP Year of Open Science Recognition Challenge Winners’. <a href="https://openscapes.org/events/2024-09-26-openscapes-whitehouse/">Details &amp; Registration</a></li>
-<li><a href="https://openscapes.org/events/2024-09-18-dynamic-convergence/">Open Science ‘Dynamic Convergence’ Workshop</a>, hosted by the Open Research Community Accelerator (ORCA), in collaboration with CERN and UNESCO, with the participation of NASA and the National Science Foundation (NSF). Sep 18-19, 2024. Openscapes core team members Julia Lowndes and Ileana Fenwick are attending; Julie is an invited panel speaker.</li>
+<li>NASA Openscapes Mentors Retreat Oct 16-17 2024 (remotely, online)</li>
 <li>Just published! A paper co-authored by Openscapes Mentors across organizations – including NASA Earthdata, NOAA Fisheries, EPA, California Water Boards, Pathways to Open Science, Fred Hutch Cancer Center: <a href="https://onlinelibrary.wiley.com/doi/10.1002/ece3.11341">Shifting institutional culture to develop climate solutions with Open Science</a>, Ecology and Evolution, 2024.</li>
 </ul>
 <p>Learn about our recent work: <a href="./news.html">News</a> • <a href="./about.html#slides">Presentations</a> • <a href="https://github.com/NASA-Openscapes/how_we_work">Annual Reports</a> • <a href="https://nasa-openscapes.github.io/about.html#flywheel-preprint">Flywheel Preprint</a> • <a href="https://nasa-openscapes.github.io/about.html#white-paper-value-of-hosted-jupyterhubs">White Paper: The Value of Hosted JupyterHubs</a></p>
diff --git a/listings.json b/listings.json
index 4d4598c..6dc0ec2 100644
--- a/listings.json
+++ b/listings.json
@@ -2,6 +2,7 @@
   {
     "listing": "/news.html",
     "items": [
+      "/news/2024-10-03-openscapes-recognized-white-house/index.html",
       "/news/2024-09-26-openscapes-whitehouse/index.html",
       "/news/2024-09-17-news-sep-2024/index.html",
       "/news/2024-09-10-nasa-pi-plenary/index.html",
diff --git a/news.html b/news.html
index 8710999..3e8f713 100644
--- a/news.html
+++ b/news.html
@@ -212,7 +212,7 @@
 <div id="quarto-sidebar-glass" class="quarto-sidebar-collapse-item" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item"></div>
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+    <h5 class="quarto-listing-category-title">Categories</h5><div class="quarto-listing-category category-default"><div class="category" data-category="">All <span class="quarto-category-count">(39)</span></div><div class="category" data-category="blog">blog <span class="quarto-category-count">(29)</span></div><div class="category" data-category="champions">champions <span class="quarto-category-count">(5)</span></div><div class="category" data-category="community-call">community-call <span class="quarto-category-count">(5)</span></div><div class="category" data-category="conference">conference <span class="quarto-category-count">(4)</span></div><div class="category" data-category="event">event <span class="quarto-category-count">(10)</span></div><div class="category" data-category="how-we-work">how-we-work <span class="quarto-category-count">(5)</span></div><div class="category" data-category="nasa-framework">nasa-framework <span class="quarto-category-count">(36)</span></div><div class="category" data-category="newsletter">newsletter <span class="quarto-category-count">(2)</span></div><div class="category" data-category="noaa-fisheries">noaa-fisheries <span class="quarto-category-count">(10)</span></div><div class="category" data-category="pathways">pathways <span class="quarto-category-count">(5)</span></div><div class="category" data-category="reflections">reflections <span class="quarto-category-count">(1)</span></div><div class="category" data-category="talk">talk <span class="quarto-category-count">(2)</span></div><div class="category" data-category="water-boards">water-boards <span class="quarto-category-count">(2)</span></div></div></div>
 <!-- main -->
 <main class="content column-page-left" id="quarto-document-content">
 
@@ -241,7 +241,49 @@ <h1 class="title">NEWS</h1>
 
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 <div class="list quarto-listing-default">
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+<div class="thumbnail">
+<p><a href="./news/2024-10-03-openscapes-recognized-white-house/index.html" class="no-external"></a></p><a href="./news/2024-10-03-openscapes-recognized-white-house/index.html" class="no-external">
+<p><img loading="lazy" src="./news/2024-10-03-openscapes-recognized-white-house/white-house-ileana-julie-poster.jpg" class="thumbnail-image"></p>
+</a><p><a href="./news/2024-10-03-openscapes-recognized-white-house/index.html" class="no-external"></a></p>
+</div>
+<div class="body">
+<h3 class="no-anchor listing-title">
+<a href="./news/2024-10-03-openscapes-recognized-white-house/index.html" class="no-external">Openscapes recognized at The White House!</a>
+</h3>
+<div class="listing-subtitle">
+<a href="./news/2024-10-03-openscapes-recognized-white-house/index.html" class="no-external"></a>
+</div>
+<div class="listing-categories">
+<div class="listing-category" onclick="window.quartoListingCategory('blog'); return false;">
+blog
+</div>
+<div class="listing-category" onclick="window.quartoListingCategory('nasa-framework'); return false;">
+nasa-framework
+</div>
+<div class="listing-category" onclick="window.quartoListingCategory('noaa-fisheries'); return false;">
+noaa-fisheries
+</div>
+<div class="listing-category" onclick="window.quartoListingCategory('pathways'); return false;">
+pathways
+</div>
+</div>
+<div class="listing-description">
+<a href="./news/2024-10-03-openscapes-recognized-white-house/index.html" class="no-external">Recognized for movement building for a kinder open science for future us: cross-agency effort at NOAA Fisheries, NASA, and EPA</a>
+</div>
+</div>
+<div class="metadata">
+<a href="./news/2024-10-03-openscapes-recognized-white-house/index.html" class="no-external">
+<div class="listing-date">
+Oct 3, 2024
+</div>
+<div class="listing-author">
+Ileana Fenwick, Julie Lowndes
+</div>
+</a>
+</div>
+</div>
+<div class="quarto-post image-right" data-index="1" data-categories="event,community-call,nasa-framework,noaa-fisheries,pathways" data-listing-date-sort="1727308800000" data-listing-file-modified-sort="1727806015841" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="293">
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+    <h2 id="toc-title">Contents</h2>
+   
+  <ul>
+  <li><a href="#recognition-at-the-white-house" id="toc-recognition-at-the-white-house" class="nav-link active" data-scroll-target="#recognition-at-the-white-house">Recognition at the White House</a></li>
+  <li><a href="#resources" id="toc-resources" class="nav-link" data-scroll-target="#resources">Resources</a></li>
+  <li><a href="#teams-recognized" id="toc-teams-recognized" class="nav-link" data-scroll-target="#teams-recognized">Teams recognized</a></li>
+  </ul>
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+<header id="title-block-header" class="quarto-title-block default">
+<div class="quarto-title">
+<h1 class="title">Openscapes recognized at The White House!</h1>
+  <div class="quarto-categories">
+    <div class="quarto-category">blog</div>
+    <div class="quarto-category">nasa-framework</div>
+    <div class="quarto-category">noaa-fisheries</div>
+    <div class="quarto-category">pathways</div>
+  </div>
+  </div>
+
+<div>
+  <div class="description">
+    Recognized for movement building for a kinder open science for future us: cross-agency effort at NOAA Fisheries, NASA, and EPA
+  </div>
+</div>
+
+
+<div class="quarto-title-meta">
+
+    <div>
+    <div class="quarto-title-meta-heading">Authors</div>
+    <div class="quarto-title-meta-contents">
+             <p>Ileana Fenwick </p>
+             <p>Julie Lowndes </p>
+          </div>
+  </div>
+    
+    <div>
+    <div class="quarto-title-meta-heading">Published</div>
+    <div class="quarto-title-meta-contents">
+      <p class="date">October 3, 2024</p>
+    </div>
+  </div>
+  
+    
+  </div>
+  
+
+
+</header>
+
+
+<p><em>On September 19, 2024, Openscapes was recognized at The White House for our work in open science. We were invited to attend the “Celebration of The White House Office of Science Technology and Policy (OSTP) Year of Open Science Recognition Challenge Winners”!</em></p>
+<p><em>Julie Lowndes (founding director) and Ileana Fenwick (Pathways to Open Science program lead) represented the Openscapes Team and our community at The White House recognition event, as well as at an international open science event called the Open Science Dynamic Convergence Workshop in Washington DC on Sept 18-19, where Julie was a panelist.</em></p>
+<p><em>This was a BIG DEAL.</em></p>
+<p><em>We’re so excited that Openscapes was recognized and wanted to share this moment. Why were we invited? What were our experiences? As a followup Community Call, Ileana and Julie “interviewed” each other to share their reactions to and thoughts about their experiences. A few highlights and notes below; you can also watch the full recording and view the annotated photo gallery.</em></p>
+<p><em>Quick links:</em></p>
+<ul>
+<li><em>Photo Gallery <a href="https://docs.google.com/presentation/d/1E-4m9R42nkylhFt1GyPSdrWoOTJqcQe1PlBPZUXeees/edit#slide=id.g305497094ad_1_36">Annotated slide deck</a></em></li>
+<li><em>Community Call <a href="https://www.youtube.com/watch?v=uKAm3uEyUks">YouTube recording</a></em></li>
+<li><em>Community Call <a href="https://docs.google.com/document/d/1SQrGuMmhc4FDjdihJbkv5uCW4_0uoRjVQui_D9QEVAs/edit?usp=sharing">Collaborative Notes</a></em></li>
+</ul>
+<p><em>Cross-posted at <a href="https://openscapes.org/blog">openscapes.org/blog</a>, <a href="https://nmfs-openscapes.github.io/blog">nmfs-openscapes.github.io/blog</a>, <a href="https://nasa-openscapes.github.io/news.html">nasa-openscapes.github.io/news</a>, <a href="https://openscapes.github.io/pathways-to-open-science/blog.html">openscapes.github.io/pathways-to-open-science/blog</a></em></p>
+<hr>
+<section id="recognition-at-the-white-house" class="level2">
+<h2 class="anchored" data-anchor-id="recognition-at-the-white-house">Recognition at the White House</h2>
+<p>See the Photo Gallery – <a href="https://docs.google.com/presentation/d/1E-4m9R42nkylhFt1GyPSdrWoOTJqcQe1PlBPZUXeees/edit#slide=id.g305497094ad_1_36">Annotated slide deck</a> for photos to go along with these moments.</p>
+<p><strong>Ileana’s “in the action moment” was being at the table.</strong> This was a gilded room with a big rectangular table, ornate chairs around the table and encircling the walls, and open science representatives from 13 federal agencies in attendance. Ileana spoke about how she first heard about open science in 2021, and how she found it so transformative for her science that she developed and leads the Openscapes <a href="https://openscapes.github.io/pathways-to-open-science/">Pathways to Open Science</a> program for Black environmental &amp; marine researchers to build community for the future of data intensive science. There were also Presidential cupcakes, with sugar seals you could eat!</p>
+<p><strong>Julie’s “in the action moment” moment was walking into the building.</strong> This was the EEOB (Eisenhower Executive Office Building); after going through 3 security steps we were suddenly in the building and “unchaperoned” for an hour before our recognition ceremony, and encouraged to explore! It felt big – surrounded by history and structure, but we can shape what we do. There were fossils in the marble floors, stained glass in the ceilings above the spiraling staircases. We went into Vice President Harris’ office! We had aviator sunglasses (courtesy of Julie’s husband Elliot Lowndes) at the ready in case we met President Biden (we did not).</p>
+<p><strong>Openscapes was recognized for “movement building for kinder open science for future us: a cross-agency effort at NOAA Fisheries, NASA, and EPA”.</strong> Being recognized for “movement building” is significant; it is not an easily-measurable impact. Openscapes’ focus on movement building is having real impact shifting culture across academia, government, and non-profit groups. We help people find each other and collaboratively evolve their work with modern and kind workflows, and there are now over 1000 people who are/have been involved with Openscapes, including those who have brought this with them to new positions and jobs. We all approach open science as a daily practice, a way to work differently, in a kinder way and connect big challenges with daily work. This can show up in different ways depending on our situations, and the work that is long-term, ongoing, and intentional. <a href="https://openscapes.org/blog">Scroll recent blog posts</a> to get a sense of this work.</p>
+<p>The White House recognition follows from an <a href="https://docs.google.com/document/d/e/2PACX-1vRF0K3ZUANFAUJ-AWVN7q6luVOcIbx-oS-Jid5K6j-Y7OY1h9KWVw-T4D5PfzN8TJiZ5gA-m4XHgYwp/pub">Openscapes submission</a> to The White House Office of Science &amp; Technology Policy Open Science Recognition Challenge in Fall 2023, which was looking to recognize open science stories to benefit society. Co-authors (5 max) were: Julia Lowndes (Openscapes founding director who co-leads &amp; supports initiatives); Erin Robinson (Metadata Game Changers co-founder who co-leads NASA Openscapes &amp; helped scale Openscapes with the Flywheel); Eli Holmes (NOAA Fisheries Open Science lead, a 3-year initiative by the NOAA Fish Office of Science &amp; Tech); Ileana Fenwick (Pathways to Open Science lead &amp; a fierce advocate for HBCU equity); Luis López (NASA Openscapes cloud infrastructure lead &amp; develops open source tools).</p>
+<div class="grid">
+<div class="g-col-6">
+<div class="quarto-figure quarto-figure-left">
+<figure class="figure">
+<p><img src="white-house-ileana-julie-poster.jpg" class="img-fluid figure-img" alt="a Black woman and a white woman smiling standing in front of a large single storey building holding a large sign with logo of The White House and text 'Celebrating OSTP's Year of Open Science Recognition Challenge Winners dated September 19, 2024'"></p>
+<figcaption>Ileana and Julie representing Openscapes at the White House</figcaption>
+</figure>
+</div>
+</div>
+<div class="g-col-6">
+<div class="quarto-figure quarto-figure-left">
+<figure class="figure">
+<p><img src="white-house-eeob-steps.jpg" class="img-fluid figure-img" alt="photo of a group of about 25 women and men standing on steps of a white-grey building that has 2 stories visible with pairs of pillars over the entrance. 3 people hold a large sign with logo of The White House and text 'Celebrating OSTP's Year of Open Science Recognition Challenge Winners dated September 19, 2024'"></p>
+<figcaption>Recognition Challenge winners on the Navy Steps of the EEOB.</figcaption>
+</figure>
+</div>
+</div>
+</div>
+<p><strong>Openscapes made a 7-minute statement;</strong> we quoted Dr.&nbsp;Justin Rice (Deputy Manager at NASA Earth Science) and Dr.&nbsp;Evan Howell (Director, Office of Science and Technology at NOAA Fisheries) about the impact of Openscapes on their agencies; shared about the Flywheel &amp; forking as the first step, as well as Champions &amp; Pathways to Open Science programs.</p>
+<div class="blockquote-blue">
+<blockquote class="blockquote">
+<p><em>“The impact that Openscapes has had in the last 2 years is unprecedented at NASA”</em> — <strong>Dr.&nbsp;Justin Rice, Deputy Project Manager for Data Systems for NASA Earth Science Data and Information System (ESDIS)</strong></p>
+</blockquote>
+</div>
+<div class="blockquote-blue">
+<blockquote class="blockquote">
+<p><em>“Over the month or two I thought about the proposal, I met numerous people in the field involved in this initiative, and *everyone* was positive and supportive of the endeavor, which is something I don’t think I’ve ever experienced in my career to date.”</em> — <strong>Dr.&nbsp;Evan Howell, Director, Office of Science and Technology at NOAA Fisheries</strong></p>
+</blockquote>
+</div>
+<p>Our big ask was that people need to be paid to learn, teach, contribute to open source, and collaborate across organizations - there aren’t enough examples of what a sustainable career in open science looks like. If we’re asking people to change the way they work for open science, we need to change the way we work too – what levers can we pull with contracts, procurement, and reporting to fund that work and make it enduring. Ileana also underscored how important investing in HBCUs is, as they provide a huge proportion of our workforce.</p>
+<div class="quarto-figure quarto-figure-center">
+<figure class="figure">
+<p><img src="white-house-vpharris-office.jpg" class="img-fluid figure-img" style="width:70.0%" alt="selfie of a white woman and a Black woman smiling standing under a chandelier and in front of an ornate wall with gilt accents with 3 large portraits of men and 3 large windows"></p>
+<figcaption>Julie and Ileana in Vice President Kamala Harris’ office!</figcaption>
+</figure>
+</div>
+<p><strong>Watch the <a href="https://www.youtube.com/watch?v=uKAm3uEyUks">Community Call recording</a> and browse the <a href="https://docs.google.com/document/d/1SQrGuMmhc4FDjdihJbkv5uCW4_0uoRjVQui_D9QEVAs/edit?usp=sharing">collaborative notes</a></strong> to hear more about The White House, our experiences, and the other awesome groups recognized there. You’ll also hear reflections about the Open Science Dynamic Convergence Workshop that we attended, organized by the Open Research Community Accelerator (ORCA), in collaboration with CERN and UNESCO and with the participation of NASA and the National Science Foundation. This was a real international group and exciting to engage with open science on a more global scale. The collaborative notes also have Julie’s talking points from the panel.</p>
+</section>
+<section id="resources" class="level2">
+<h2 class="anchored" data-anchor-id="resources">Resources</h2>
+<ul>
+<li><p>The <a href="https://openscapes.org/events/2024-09-18-dynamic-convergence/">Open Science Dynamic Convergence Workshop</a> brings together researchers, students, policymakers, funders, and other stakeholders to highlight impactful open science activities, explore collaboration opportunities, and find practical ways to speed up the global adoption of open science.</p></li>
+<li><p>Openscapes post: <a href="https://openscapes.org/blog/2024-08-19-biden-harris-noaa-fisheries/">Biden-Harris Administration announces support for NOAA Fisheries’ data, infrastructure, and workforce modernization in part via Openscapes</a></p></li>
+<li><p>NOAA Fisheries announcement Aug 15, 2024: <a href="https://www.fisheries.noaa.gov/media-release/biden-harris-administration-announces-34-million-modernize-noaa-fisheries-data">Biden-Harris Administration Announces $34 Million to Modernize NOAA Fisheries’ Data, Infrastructure and Workforce</a></p></li>
+<li><p>Openscapes post: <a href="https://openscapes.org/blog/2024-02-09-white-house-factsheet-openscapes/">White House Fact Sheet Mentions Openscapes!</a></p></li>
+<li><p>Mentions Openscapes! <a href="https://www.whitehouse.gov/ostp/news-updates/2024/01/31/fact-sheet-biden-harris-administration-marks-the-anniversary-of-ostps-year-of-open-science/">FACT SHEET: Biden-⁠Harris Administration Marks the Anniversary of OSTP’s Year of Open Science</a>, Jan 31, 2024</p></li>
+<li><p><a href="https://www.whitehouse.gov/ostp/news-updates/2024/03/21/white-house-office-of-science-technology-policy-announces-year-of-open-science-recognition-challenge-winners/">White House Office of Science &amp; Technology Policy Announces Year of Open Science Recognition Challenge Winners</a>, March 21, 2024</p></li>
+</ul>
+</section>
+<section id="teams-recognized" class="level2">
+<h2 class="anchored" data-anchor-id="teams-recognized">Teams recognized</h2>
+<p><strong>ELOKA</strong> - Co-developing tools for sharing Arctic Indigenous Knowledge</p>
+<p><strong>Pediatric Cancer Data Commons</strong> - Curing childhood cancer: Transforming human health through data</p>
+<p><strong>Zooniverse</strong> - Harnessing the power of 2.6 million people for open science</p>
+<p><strong>FoodMASTER</strong> - Open science advances education</p>
+<p><strong>Project Jupyter</strong> - Reproducible and collaborative computational science and education</p>
+<p><strong>CROCUS</strong> - Putting Chicago Communities’ Climate Challenges in Focus (DOE Project)</p>
+<p><strong>Lyme Innovation and LymeX</strong> Together, Redefining the Lyme Status Quo (HHS Project)</p>
+<p><strong>Openscapes</strong> - Movement building for a kinder open science for future us (Effort at NOAA Fisheries, NASA, and EPA)</p>
+<p><strong>Aurorasaurus</strong> - Illuminating open, participatory science (NASA Project)</p>
+
+
+</section>
+
+<div id="quarto-appendix" class="default"><section class="quarto-appendix-contents" id="quarto-citation"><h2 class="anchored quarto-appendix-heading">Citation</h2><div><div class="quarto-appendix-secondary-label">BibTeX citation:</div><pre class="sourceCode code-with-copy quarto-appendix-bibtex"><code class="sourceCode bibtex">@online{fenwick2024,
+  author = {Fenwick, Ileana and Lowndes, Julie},
+  title = {Openscapes Recognized at {The} {White} {House!}},
+  date = {2024-10-03},
+  url = {https://openscapes.org/blog/2024-10-03-openscapes-recognized-white-house},
+  langid = {en}
+}
+</code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre><div class="quarto-appendix-secondary-label">For attribution, please cite this work as:</div><div id="ref-fenwick2024" class="csl-entry quarto-appendix-citeas" role="listitem">
+Fenwick, Ileana, and Julie Lowndes. 2024. <span>“Openscapes Recognized
+at The White House!”</span> October 3, 2024. <a href="https://openscapes.org/blog/2024-10-03-openscapes-recognized-white-house">https://openscapes.org/blog/2024-10-03-openscapes-recognized-white-house</a>.
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+</div> <!-- /content -->
+<footer class="footer">
+  <div class="nav-footer">
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+<p>© CC-By NASA Openscapes</p>
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-    "text": "Community Call: Openscapes Goes to The White House!\n\n\n\n\n\n\nevent\n\n\ncommunity-call\n\n\nnasa-framework\n\n\nnoaa-fisheries\n\n\npathways\n\n\n\nJulie Lowndes & Ileana Fenwick will debrief their White House trip and share the celebration of Openscapes being recognized at the ’Celebration of the OSTP Year of Open…\n\n\n\n\n\nSep 26, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes Newsletter #10: Fall 2024\n\n\n\n\n\n\nblog\n\n\nnewsletter\n\n\nnasa-framework\n\n\nnoaa-fisheries\n\n\npathways\n\n\nreflections\n\n\n\n\n\n\n\n\n\nSep 17, 2024\n\n\nJulie Lowndes, Stefanie Butland\n\n\n\n\n\n\n\n\n\n\n\n\nPlenary at internal NASA meeting: Together We Innovate\n\n\n\n\n\n\nevent\n\n\nnasa-framework\n\n\n\nPI Planning, Fall 2024 \n\n\n\n\n\nSep 10, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nOnboarding and “fledging”: How NASA Openscapes supports NASA Earthdata users in the Cloud\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\nnoaa-fisheries\n\n\n\nA session at ESIP Summer 2024 conference\n\n\n\n\n\nAug 30, 2024\n\n\nAlexis Hunzinger, Danny Kaufman, Aaron Friesz, Michele Thornton, Andy Barrett, Rhys Leahy, Eli Holmes, Julie Lowndes\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Champions 2024: Data strategies for when to use cloud, coding strategies for parallelization, & first examples of big science in the Cloud\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\nchampions\n\n\n\n\n\n\n\n\n\nJul 24, 2024\n\n\nMichele Thornton (ORNL), Catalina Taglialatela (PO.DAAC, Jet Propulsion Laboratory, California Institute of Technology), Luis Lopez (NSIDC), Matt Fisher (NSIDC), Alexis Hunzinger (GES DISC), Bri Lind (LP DAAC, KBR Inc., under contract to the U.S. Geological Survey), Mahsa Jami (LP DAAC, KBR Inc., under contract to the U.S. Geological Survey), Cassie Nickles (PO.DAAC, Jet Propulsion Laboratory, California Institute of Technology), Andy Teucher (NASA Openscapes), Aronne Merrelli (University of Michigan & 2023 Champion), Erin Robinson, Julie Lowndes, NASA Openscapes Mentors\n\n\n\n\n\n\n\n\n\n\n\n\nSupporting NASA Earthdata users in the Cloud: NASA Openscapes onboarding and ‘fledging’\n\n\n\n\n\n\nconference\n\n\nnasa-framework\n\n\nevent\n\n\n\nA facilitated session at ESIP summer 2024\n\n\n\n\n\nJul 23, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nFirst Forays into the Cloud - first “fledging” story from NASA Openscapes!\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\nchampions\n\n\n\nAronne Merrelli describes developing cloud workflows with 2i2c, parallelizing workflows with Coiled, and attaching his university credit card to do real science in the cloud.\n\n\n\n\n\nJul 22, 2024\n\n\nAronne Merrelli, University of Michigan\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes update from Julie Lowndes, summer 2024\n\n\n\n\n\n\nblog\n\n\nhow-we-work\n\n\n\n\n\n\n\n\n\nJul 18, 2024\n\n\nJulie Lowndes\n\n\n\n\n\n\n\n\n\n\n\n\nLearn about and use Surface Water and Ocean Topography (SWOT) Data!\n\n\n\n\n\n\nevent\n\n\n\nSWOT workshop at Hacking Limnology Virtual Summit\n\n\n\n\n\nJul 16, 2024\n\n\nHacking Limnology Virtual Summit, NASA PO.DAAC & Openscapes\n\n\n\n\n\n\n\n\n\n\n\n\n2i2c develops shared password access with LP DAAC for NASA Surface Biology and Geology Workshop\n\n\n\n\n\n\nblog\n\n\nhow-we-work\n\n\n\nNASA Openscapes Mentors collaborated to develop a frictionless login workflow for 250 participants\n\n\n\n\n\nJul 9, 2024\n\n\n2i2c Team members Yuvi Panda and Jenny Wong\n\n\n\n\n\n\n\n\n\n\n\n\nShifting institutional culture to develop climate solutions with Open Science\n\n\n\n\n\n\nblog\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\nwater-boards\n\n\npathways\n\n\nhow-we-work\n\n\n\nAn Open Access Editorial written collaboratively by mentors across the Openscapes community\n\n\n\n\n\nJun 6, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nHow the NASA Openscapes community supports Earthdata users migrating workflows to the Cloud\n\n\n\n\n\n\nevent\n\n\ntalk\n\n\nnasa-framework\n\n\n\nA presentation for the NOAA Enterprise Data Management (EDMW) Workshop\n\n\n\n\n\nMay 14, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Earthdata Data Chat with Aaron Friesz\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nApr 4, 2024\n\n\nAaron Friesz, Joseph M. Smith\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Openscapes Champions Cohort\n\n\n\n\n\n\nevent\n\n\nchampions\n\n\nnasa-framework\n\n\n\nOpenscapes Champions Cohort for research teams using data from NASA Distributed Active Archive Centers (DAACs) and interested in open science and migrating their analytical…\n\n\n\n\n\nApr 3, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nLearn about and use methane plume data from EMIT!\n\n\n\n\n\n\nevent\n\n\nnasa-framework\n\n\n\nEMIT Data Tutorial Series virtual workshop\n\n\n\n\n\nMar 14, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Earthdata Webinar: NASA Openscapes Mentors from 4 data centers present the Earthdata Cloud Cookbook\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMar 12, 2024\n\n\nBri Lind, Alexis Hunzinger, Luis Lopez, Cassandra Nickles, NASA Openscapes Community\n\n\n\n\n\n\n\n\n\n\n\n\nearthaccess: Accelerating NASA Earthdata access through open, collaborative development\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMar 4, 2024\n\n\nLuis López, Matt Fisher, Aaron Friesz, Qiusheng Wu, Amy Steiker, earthaccess community\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes Community Call: GitHub for NASA Openscapes community calendaring & project management\n\n\n\n\n\n\ncommunity-call\n\n\nblog\n\n\nnasa-framework\n\n\n\nAn open work in progress\n\n\n\n\n\nFeb 28, 2024\n\n\nBri Lind, Stefanie Butland\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Earthdata Webinar. Community Developed Cloud Computing Resources: the Cloud Cookbook from NASA Openscapes\n\n\n\n\n\n\nevent\n\n\ntalk\n\n\nnasa-framework\n\n\n\nSpeakers, Bri Lind, LP DAAC; Cassie Nickles, PO.DAAC; Luis Lopez, NSIDC; Alexis Hunzinger, GES DISC\n\n\n\n\n\nFeb 28, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Earth Science Data Systems Technology Spotlight\n\n\n\n\n\n\nevent\n\n\nnasa-framework\n\n\n\nwith Luis Lopez from the National Snow and Ice Data Center\n\n\n\n\n\nFeb 26, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nCommunity Call: GitHub for NASA Openscapes community calendaring & project management\n\n\n\n\n\n\nevent\n\n\ncommunity-call\n\n\nnasa-framework\n\n\n\nAn open work in progress \n\n\n\n\n\nFeb 20, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Openscapes: Talking points for 3-year recap & vision for next two years\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nFeb 15, 2024\n\n\nErin Robinson, Julie Lowndes (Openscapes), NASA Openscapes Team\n\n\n\n\n\n\n\n\n\n\n\n\nWhite House Fact Sheet Mentions Openscapes!\n\n\n\n\n\n\nblog\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\nwater-boards\n\n\npathways\n\n\n\n\n\n\n\n\n\nFeb 9, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Openscapes: Approaches and Stories of Kinder, Open Science in the Cloud\n\n\n\n\n\n\nnasa-framework\n\n\nconference\n\n\nblog\n\n\n\nHighlights from our talk at the AGU Fall Meeting\n\n\n\n\n\nJan 18, 2024\n\n\nJulie Lowndes, Erin Robinson, NASA Openscapes Mentors\n\n\n\n\n\n\n\n\n\n\n\n\nActivities at the AGU Fall Meeting\n\n\n\n\n\n\nnasa-framework\n\n\nconference\n\n\nblog\n\n\n\nWorkshops, Talks, Posters, Demos, and more\n\n\n\n\n\nDec 10, 2023\n\n\nNASA Openscapes\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes Community Call: NASA Earthdata Cloud with Coiled\n\n\n\n\n\n\ncommunity-call\n\n\nblog\n\n\nnasa-framework\n\n\n\nPanel discussion and demos with NSIDC and Coiled\n\n\n\n\n\nDec 8, 2023\n\n\nAmy Steiker, Luis Lopez, Andrew Barrett, Julie Lowndes, Erin Robinson, James Bourbeau\n\n\n\n\n\n\n\n\n\n\n\n\nEngaging with a Cross-NASA Subcommunity\n\n\n\n\n\n\ncommunity-call\n\n\nblog\n\n\nnasa-framework\n\n\n\nRecap of a Carpentries Community Session with NASA and Openscapes\n\n\n\n\n\nDec 6, 2023\n\n\nChris Battisto, Katherine Blanchette, Alycia Crall, Elizabeth Joyner, Julie Lowndes, Sean McCartney, Erin Robinson, Kenton Ross\n\n\n\n\n\n\n\n\n\n\n\n\nProcessing Terabyte-Scale NASA Cloud Datasets with Coiled\n\n\n\n\n\n\nnasa-framework\n\n\nblog\n\n\n\nGuide for NASA Cloud computing at scale. How to run existing NASA data workflows on the cloud, in parallel, with minimal code changes using Coiled.\n\n\n\n\n\nNov 7, 2023\n\n\nJames Bourbeau of Coiled\n\n\n\n\n\n\n\n\n\n\n\n\nMATLAB on Openscapes\n\n\n\n\n\n\nnasa-framework\n\n\nblog\n\n\n\nAccessing and Analyzing NASA Earthdata in the Cloud with MATLAB\n\n\n\n\n\nOct 17, 2023\n\n\nLisa Kempler\n\n\n\n\n\n\n\n\n\n\n\n\nCloud Environment Opportunities\n\n\n\n\n\n\nnasa-framework\n\n\nblog\n\n\n\nManaged JupyterHub options for Cryosphere and NASA Earthdata user communities\n\n\n\n\n\nOct 13, 2023\n\n\nAmy Steiker, Luis Lopez, Andy Barrett, the NASA Openscapes Mentors, James Bourbeau of Coiled\n\n\n\n\n\n\n\n\n\n\n\n\nExciting Progress for Research Teams using NASA Earthdata in the Cloud: 2023 NASA Openscapes Champions Wrap-up\n\n\n\n\n\n\nblog\n\n\nchampions\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nAug 1, 2023\n\n\nErin Robinson, Julie Lowndes, Amy Steiker, Alexis Hunzinger, Luis Lopez, Andy Barrett, Cassie Nickles, and NASA DAAC Mentors\n\n\n\n\n\n\n\n\n\n\n\n\nNew Zenodo Openscapes Community helps you Find and Cite Openscapes things\n\n\n\n\n\n\nblog\n\n\nhow-we-work\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMay 31, 2023\n\n\nStefanie Butland\n\n\n\n\n\n\n\n\n\n\n\n\nHow coaching skills have made us better open data science mentors\n\n\n\n\n\n\nblog\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMay 17, 2023\n\n\nTara Robertson, Stefanie Butland, Julie Lowndes\n\n\n\n\n\n\n\n\n\n\n\n\nIntroducing pathway of cloud computing to the NASA user community\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMay 11, 2023\n\n\nXiaohua Pan\n\n\n\n\n\n\n\n\n\n\n\n\n3 approaches for the year of open science\n\n\n\n\n\n\nblog\n\n\nconference\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMar 16, 2023\n\n\nCorey Clatterbuck, Ileana Fenwick, Josh London, Luis Lopez, Cassie Nickles, Adyan Rios, Stefanie Butland, Julie Lowndes, Erin Robinson\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes Newsletter #6: Winter 2023\n\n\n\n\n\n\nblog\n\n\nnewsletter\n\n\nnasa-framework\n\n\nnoaa-fisheries\n\n\n\n\n\n\n\n\n\nFeb 21, 2023\n\n\nJulie Lowndes and Stefanie Butland\n\n\n\n\n\n\n\n\n\n\n\n\nPrevious News 2021-2022\n\n\n\n\n\n\nnasa-framework\n\n\nblog\n\n\nhow-we-work\n\n\n\n\n\n\n\n\n\nDec 31, 2022\n\n\nJulie Lowndes and Erin Robinson\n\n\n\n\n\n\n\n\n\n\n\n\nFrom downloading data to Cloud access: NASA Openscapes Champions Wrap-up\n\n\n\n\n\n\nblog\n\n\nchampions\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMay 12, 2022\n\n\nNASA Openscapes Mentors, Erin Robinson, Julie Lowndes, Andy Barrett, Aaron Friesz, Alexis Hunzinger, Luis Lopez, Catalina Oaida, Jack McNelis, Christine Smit, Amy Steiker, Makhan Virdi\n\n\n\n\n\n\nNo matching items"
+    "text": "Openscapes recognized at The White House!\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\nnoaa-fisheries\n\n\npathways\n\n\n\nRecognized for movement building for a kinder open science for future us: cross-agency effort at NOAA Fisheries, NASA, and EPA\n\n\n\n\n\nOct 3, 2024\n\n\nIleana Fenwick, Julie Lowndes\n\n\n\n\n\n\n\n\n\n\n\n\nCommunity Call: Openscapes Goes to The White House!\n\n\n\n\n\n\nevent\n\n\ncommunity-call\n\n\nnasa-framework\n\n\nnoaa-fisheries\n\n\npathways\n\n\n\nJulie Lowndes & Ileana Fenwick will debrief their White House trip and share the celebration of Openscapes being recognized at the ’Celebration of the OSTP Year of Open…\n\n\n\n\n\nSep 26, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes Newsletter #10: Fall 2024\n\n\n\n\n\n\nblog\n\n\nnewsletter\n\n\nnasa-framework\n\n\nnoaa-fisheries\n\n\npathways\n\n\nreflections\n\n\n\n\n\n\n\n\n\nSep 17, 2024\n\n\nJulie Lowndes, Stefanie Butland\n\n\n\n\n\n\n\n\n\n\n\n\nPlenary at internal NASA meeting: Together We Innovate\n\n\n\n\n\n\nevent\n\n\nnasa-framework\n\n\n\nPI Planning, Fall 2024 \n\n\n\n\n\nSep 10, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nOnboarding and “fledging”: How NASA Openscapes supports NASA Earthdata users in the Cloud\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\nnoaa-fisheries\n\n\n\nA session at ESIP Summer 2024 conference\n\n\n\n\n\nAug 30, 2024\n\n\nAlexis Hunzinger, Danny Kaufman, Aaron Friesz, Michele Thornton, Andy Barrett, Rhys Leahy, Eli Holmes, Julie Lowndes\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Champions 2024: Data strategies for when to use cloud, coding strategies for parallelization, & first examples of big science in the Cloud\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\nchampions\n\n\n\n\n\n\n\n\n\nJul 24, 2024\n\n\nMichele Thornton (ORNL), Catalina Taglialatela (PO.DAAC, Jet Propulsion Laboratory, California Institute of Technology), Luis Lopez (NSIDC), Matt Fisher (NSIDC), Alexis Hunzinger (GES DISC), Bri Lind (LP DAAC, KBR Inc., under contract to the U.S. Geological Survey), Mahsa Jami (LP DAAC, KBR Inc., under contract to the U.S. Geological Survey), Cassie Nickles (PO.DAAC, Jet Propulsion Laboratory, California Institute of Technology), Andy Teucher (NASA Openscapes), Aronne Merrelli (University of Michigan & 2023 Champion), Erin Robinson, Julie Lowndes, NASA Openscapes Mentors\n\n\n\n\n\n\n\n\n\n\n\n\nSupporting NASA Earthdata users in the Cloud: NASA Openscapes onboarding and ‘fledging’\n\n\n\n\n\n\nconference\n\n\nnasa-framework\n\n\nevent\n\n\n\nA facilitated session at ESIP summer 2024\n\n\n\n\n\nJul 23, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nFirst Forays into the Cloud - first “fledging” story from NASA Openscapes!\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\nchampions\n\n\n\nAronne Merrelli describes developing cloud workflows with 2i2c, parallelizing workflows with Coiled, and attaching his university credit card to do real science in the cloud.\n\n\n\n\n\nJul 22, 2024\n\n\nAronne Merrelli, University of Michigan\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes update from Julie Lowndes, summer 2024\n\n\n\n\n\n\nblog\n\n\nhow-we-work\n\n\n\n\n\n\n\n\n\nJul 18, 2024\n\n\nJulie Lowndes\n\n\n\n\n\n\n\n\n\n\n\n\nLearn about and use Surface Water and Ocean Topography (SWOT) Data!\n\n\n\n\n\n\nevent\n\n\n\nSWOT workshop at Hacking Limnology Virtual Summit\n\n\n\n\n\nJul 16, 2024\n\n\nHacking Limnology Virtual Summit, NASA PO.DAAC & Openscapes\n\n\n\n\n\n\n\n\n\n\n\n\n2i2c develops shared password access with LP DAAC for NASA Surface Biology and Geology Workshop\n\n\n\n\n\n\nblog\n\n\nhow-we-work\n\n\n\nNASA Openscapes Mentors collaborated to develop a frictionless login workflow for 250 participants\n\n\n\n\n\nJul 9, 2024\n\n\n2i2c Team members Yuvi Panda and Jenny Wong\n\n\n\n\n\n\n\n\n\n\n\n\nShifting institutional culture to develop climate solutions with Open Science\n\n\n\n\n\n\nblog\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\nwater-boards\n\n\npathways\n\n\nhow-we-work\n\n\n\nAn Open Access Editorial written collaboratively by mentors across the Openscapes community\n\n\n\n\n\nJun 6, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nHow the NASA Openscapes community supports Earthdata users migrating workflows to the Cloud\n\n\n\n\n\n\nevent\n\n\ntalk\n\n\nnasa-framework\n\n\n\nA presentation for the NOAA Enterprise Data Management (EDMW) Workshop\n\n\n\n\n\nMay 14, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Earthdata Data Chat with Aaron Friesz\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nApr 4, 2024\n\n\nAaron Friesz, Joseph M. Smith\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Openscapes Champions Cohort\n\n\n\n\n\n\nevent\n\n\nchampions\n\n\nnasa-framework\n\n\n\nOpenscapes Champions Cohort for research teams using data from NASA Distributed Active Archive Centers (DAACs) and interested in open science and migrating their analytical…\n\n\n\n\n\nApr 3, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nLearn about and use methane plume data from EMIT!\n\n\n\n\n\n\nevent\n\n\nnasa-framework\n\n\n\nEMIT Data Tutorial Series virtual workshop\n\n\n\n\n\nMar 14, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Earthdata Webinar: NASA Openscapes Mentors from 4 data centers present the Earthdata Cloud Cookbook\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMar 12, 2024\n\n\nBri Lind, Alexis Hunzinger, Luis Lopez, Cassandra Nickles, NASA Openscapes Community\n\n\n\n\n\n\n\n\n\n\n\n\nearthaccess: Accelerating NASA Earthdata access through open, collaborative development\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMar 4, 2024\n\n\nLuis López, Matt Fisher, Aaron Friesz, Qiusheng Wu, Amy Steiker, earthaccess community\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes Community Call: GitHub for NASA Openscapes community calendaring & project management\n\n\n\n\n\n\ncommunity-call\n\n\nblog\n\n\nnasa-framework\n\n\n\nAn open work in progress\n\n\n\n\n\nFeb 28, 2024\n\n\nBri Lind, Stefanie Butland\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Earthdata Webinar. Community Developed Cloud Computing Resources: the Cloud Cookbook from NASA Openscapes\n\n\n\n\n\n\nevent\n\n\ntalk\n\n\nnasa-framework\n\n\n\nSpeakers, Bri Lind, LP DAAC; Cassie Nickles, PO.DAAC; Luis Lopez, NSIDC; Alexis Hunzinger, GES DISC\n\n\n\n\n\nFeb 28, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Earth Science Data Systems Technology Spotlight\n\n\n\n\n\n\nevent\n\n\nnasa-framework\n\n\n\nwith Luis Lopez from the National Snow and Ice Data Center\n\n\n\n\n\nFeb 26, 2024\n\n\nOpenscapes and NASA\n\n\n\n\n\n\n\n\n\n\n\n\nCommunity Call: GitHub for NASA Openscapes community calendaring & project management\n\n\n\n\n\n\nevent\n\n\ncommunity-call\n\n\nnasa-framework\n\n\n\nAn open work in progress \n\n\n\n\n\nFeb 20, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Openscapes: Talking points for 3-year recap & vision for next two years\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nFeb 15, 2024\n\n\nErin Robinson, Julie Lowndes (Openscapes), NASA Openscapes Team\n\n\n\n\n\n\n\n\n\n\n\n\nWhite House Fact Sheet Mentions Openscapes!\n\n\n\n\n\n\nblog\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\nwater-boards\n\n\npathways\n\n\n\n\n\n\n\n\n\nFeb 9, 2024\n\n\nOpenscapes\n\n\n\n\n\n\n\n\n\n\n\n\nNASA Openscapes: Approaches and Stories of Kinder, Open Science in the Cloud\n\n\n\n\n\n\nnasa-framework\n\n\nconference\n\n\nblog\n\n\n\nHighlights from our talk at the AGU Fall Meeting\n\n\n\n\n\nJan 18, 2024\n\n\nJulie Lowndes, Erin Robinson, NASA Openscapes Mentors\n\n\n\n\n\n\n\n\n\n\n\n\nActivities at the AGU Fall Meeting\n\n\n\n\n\n\nnasa-framework\n\n\nconference\n\n\nblog\n\n\n\nWorkshops, Talks, Posters, Demos, and more\n\n\n\n\n\nDec 10, 2023\n\n\nNASA Openscapes\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes Community Call: NASA Earthdata Cloud with Coiled\n\n\n\n\n\n\ncommunity-call\n\n\nblog\n\n\nnasa-framework\n\n\n\nPanel discussion and demos with NSIDC and Coiled\n\n\n\n\n\nDec 8, 2023\n\n\nAmy Steiker, Luis Lopez, Andrew Barrett, Julie Lowndes, Erin Robinson, James Bourbeau\n\n\n\n\n\n\n\n\n\n\n\n\nEngaging with a Cross-NASA Subcommunity\n\n\n\n\n\n\ncommunity-call\n\n\nblog\n\n\nnasa-framework\n\n\n\nRecap of a Carpentries Community Session with NASA and Openscapes\n\n\n\n\n\nDec 6, 2023\n\n\nChris Battisto, Katherine Blanchette, Alycia Crall, Elizabeth Joyner, Julie Lowndes, Sean McCartney, Erin Robinson, Kenton Ross\n\n\n\n\n\n\n\n\n\n\n\n\nProcessing Terabyte-Scale NASA Cloud Datasets with Coiled\n\n\n\n\n\n\nnasa-framework\n\n\nblog\n\n\n\nGuide for NASA Cloud computing at scale. How to run existing NASA data workflows on the cloud, in parallel, with minimal code changes using Coiled.\n\n\n\n\n\nNov 7, 2023\n\n\nJames Bourbeau of Coiled\n\n\n\n\n\n\n\n\n\n\n\n\nMATLAB on Openscapes\n\n\n\n\n\n\nnasa-framework\n\n\nblog\n\n\n\nAccessing and Analyzing NASA Earthdata in the Cloud with MATLAB\n\n\n\n\n\nOct 17, 2023\n\n\nLisa Kempler\n\n\n\n\n\n\n\n\n\n\n\n\nCloud Environment Opportunities\n\n\n\n\n\n\nnasa-framework\n\n\nblog\n\n\n\nManaged JupyterHub options for Cryosphere and NASA Earthdata user communities\n\n\n\n\n\nOct 13, 2023\n\n\nAmy Steiker, Luis Lopez, Andy Barrett, the NASA Openscapes Mentors, James Bourbeau of Coiled\n\n\n\n\n\n\n\n\n\n\n\n\nExciting Progress for Research Teams using NASA Earthdata in the Cloud: 2023 NASA Openscapes Champions Wrap-up\n\n\n\n\n\n\nblog\n\n\nchampions\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nAug 1, 2023\n\n\nErin Robinson, Julie Lowndes, Amy Steiker, Alexis Hunzinger, Luis Lopez, Andy Barrett, Cassie Nickles, and NASA DAAC Mentors\n\n\n\n\n\n\n\n\n\n\n\n\nNew Zenodo Openscapes Community helps you Find and Cite Openscapes things\n\n\n\n\n\n\nblog\n\n\nhow-we-work\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMay 31, 2023\n\n\nStefanie Butland\n\n\n\n\n\n\n\n\n\n\n\n\nHow coaching skills have made us better open data science mentors\n\n\n\n\n\n\nblog\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMay 17, 2023\n\n\nTara Robertson, Stefanie Butland, Julie Lowndes\n\n\n\n\n\n\n\n\n\n\n\n\nIntroducing pathway of cloud computing to the NASA user community\n\n\n\n\n\n\nblog\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMay 11, 2023\n\n\nXiaohua Pan\n\n\n\n\n\n\n\n\n\n\n\n\n3 approaches for the year of open science\n\n\n\n\n\n\nblog\n\n\nconference\n\n\nnoaa-fisheries\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMar 16, 2023\n\n\nCorey Clatterbuck, Ileana Fenwick, Josh London, Luis Lopez, Cassie Nickles, Adyan Rios, Stefanie Butland, Julie Lowndes, Erin Robinson\n\n\n\n\n\n\n\n\n\n\n\n\nOpenscapes Newsletter #6: Winter 2023\n\n\n\n\n\n\nblog\n\n\nnewsletter\n\n\nnasa-framework\n\n\nnoaa-fisheries\n\n\n\n\n\n\n\n\n\nFeb 21, 2023\n\n\nJulie Lowndes and Stefanie Butland\n\n\n\n\n\n\n\n\n\n\n\n\nPrevious News 2021-2022\n\n\n\n\n\n\nnasa-framework\n\n\nblog\n\n\nhow-we-work\n\n\n\n\n\n\n\n\n\nDec 31, 2022\n\n\nJulie Lowndes and Erin Robinson\n\n\n\n\n\n\n\n\n\n\n\n\nFrom downloading data to Cloud access: NASA Openscapes Champions Wrap-up\n\n\n\n\n\n\nblog\n\n\nchampions\n\n\nnasa-framework\n\n\n\n\n\n\n\n\n\nMay 12, 2022\n\n\nNASA Openscapes Mentors, Erin Robinson, Julie Lowndes, Andy Barrett, Aaron Friesz, Alexis Hunzinger, Luis Lopez, Catalina Oaida, Jack McNelis, Christine Smit, Amy Steiker, Makhan Virdi\n\n\n\n\n\n\nNo matching items"
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     "text": "Introducing Pathway of Cloud Computing to the NASA user community\nOn May 4, 2023, Xiaohua Pan, Christopher Battisto, and Nicholas Lenssen (GES DISC) gave a presentation titled “Pathway Finder of Cloud Computing using NASA Resources: A Case Study of Characterizing Wildfires in Western U.S.,“ hosted by the NASA GSFC Ocean Ecology Lab.\nIn brief, the main purpose of this presentation will be to share with the broad NASA user communities what cloud computing looks like and what the benefits of cloud computing are for an interdisciplinary study. We also share the lessons and challenges learned from this case study. By the way, this talk IS for cloud novices, NOT for cloud gurus.\n\n\n\nTitle slide from the presentation by Pan et al.\n\n\nThis presentation aims to inform and educate the NASA user community on cloud data and cloud computing. They shared the pathways, benefits, and roadblocks to cloud computing using an interdisciplinary case study and live demos of various cloud-accessing scenarios done in a JupyterHub that is part of the NASA Openscapes project managed by 2i2c.\n\n\n\nOutline of the presentation by Pan et al.\n\n\nXiaohua also shared her journal from a scientist doing her research with all on-premises data to a pathfinder conducting her wildfire research in the cloud to shed some light on others to find their journeys to the cloud. Finally, she emphasized the importance of cloud training gained through openscapes as a DAAC staff. This presentation reached about 70 people from NASA earth science divisions and universities. It was well received, with many questions and positive feedback, reflecting the interest and puzzlement of the NASA user community on cloud data and cloud computing.\n\n\n\nInterdisciplinary case study of characterizing wildfires in the western US, from the presentation by Pan et al.\n\n\nXiaohua Pan:\nDr. Pan joined Goddard Earth Sciences Data and Information Services Center (GES DISC) at NASA GSFC in 2020 as a senior scientific software developer, working on data services including curating NASA’s earth data (e.g., MERRA-2) and user support. She also actively writes scientific articles and data recipes, and interacts with data user communities. She had worked on understanding the interaction of air pollution with climate using models and satellite observations in the NASA GSFC Atmospheric Chemistry and Dynamics Laboratory as a research scientist during 2009-2020, and as a NASA NPP postdoc fellow during 2013-2015. Dr. Pan received her Ph.D. majoring in Climate Dynamics in 2009 from George Mason University.\nChris Battisto:\nChris Battisto is an AWS Certified Solutions Architect and Scientific Software Developer at GES DISC since 2021. Chris is part of the User Needs team, and assists in creating tutorials and resources for users who wish to access GES DISC data using programming tools, such as Python, or for training staff and users on cloud resources. Chris has a background in atmospheric science, and received his M.S. in Geography from Northern Illinois University in 2021.\nNick Lenssen:\nNick has been a Scientific Developer at GES DISC since 2021. Nick is responsible for Level 2 subsetting services using Harmony in the cloud and is currently working on onboarding more datasets to the subsetting service. Nick has a background in Meteorology and received his B.S in Meteorology at Florida Institute of Technology."
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-    "title": "NASA Earthdata Data Chat with Aaron Friesz",
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-    "text": "Aaron Friesz, science coordination lead at NASA’s Land Processes Distributed Active Archive Center (LP DAAC) and NASA Openscapes Mentor, helps promote open science principles to empower more diverse, inclusive, and effective data science communities.\nRead the NASA Earthdata Data Chat interview with Aaron where he discusses what being a NASA Openscapes Mentor entails, how he and his fellow mentors promote open science, and the resources available to help users develop their cloud computing skills.\n\n\n\n\nCitationBibTeX citation:@online{friesz2024,\n  author = {Friesz, Aaron and M. Smith, Joseph},\n  title = {NASA {Earthdata} {Data} {Chat} with {Aaron} {Friesz}},\n  date = {2024-04-04},\n  url = {https://nasa-openscapes.github.io/news/2024-04-04-nasa-earthdata-aaron-friesz/},\n  langid = {en}\n}\nFor attribution, please cite this work as:\nFriesz, Aaron, and Joseph M. Smith. 2024. “NASA Earthdata Data\nChat with Aaron Friesz.” April 4, 2024. https://nasa-openscapes.github.io/news/2024-04-04-nasa-earthdata-aaron-friesz/."
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-    "title": "MATLAB on Openscapes",
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-    "text": "Lisa Kempler works at MathWorks as a Research and Geoscience Strategist. She supports research and educator communities seeking to integrate their platforms with software tools and resources that enable effective data access, computing, and results sharing and publishing. She regularly meets with research communities, including site developers and users of data and compute services, developing programs and working with teams to provide implementation and user support. Lisa attended Brown University, Boston University, and Northeastern University.\nQuick links:\nMore and more data is being made available for users on NASA’s Earthdata Cloud platform. NASA Openscapes collaborates with a community of user-support staff across ten of the NASA Earth science Distributed Active Archives (DAACs), with the aim to help researchers transition their computational workflows to the Cloud using NASA Earthdata.\nThrough the NASA Openscapes Champions, an annual program that supports cohorts of science teams, a number of researchers expressed interest in using the data hosted on NASA Earthdata with MATLAB. The initial NASA Openscapes’ JupyterHub platform hosted by 2i2c, and tutorials, were Python-based. However, to make this transition, users need to be able to use software tools that are familiar to them that enable access to the data and can process it. The NASA Openscapes team reached out to MathWorks, developers of MATLAB, to support the effort to integrate MATLAB into NASA Openscapes JupyterHub and tutorials. The goal was to enable direct Cloud data access from MATLAB.\nTogether, our two teams have successfully installed MATLAB on NASA Openscapes JupyterHub, visible in the screenshot below. It is now available for researchers participating in NASA Openscapes affiliated learning events to try out with Earthdata data. Researchers will “bring their own license” (BYOL) and will be prompted to input that information to access MATLAB.\nThe MATLAB implementation on Openscapes JupyterHub consists of\nIn addition, we’ve written a detailed tutorial to help users learn the system and process the data. The MATLAB tutorial from NASA Openscapes includes code examples, that cover:\nIt’s new to work with NASA Earthdata on the NASA Openscapes JupyterHub, and even newer with MATLAB! We are excited that teams participating in the 2022 and 2023 NASA Openscapes Champions program are already logging into Openscapes and using MATLAB on the platform and continuing to push forward NASA Earthdata Cloud access through MATLAB. We will share more results on this work at the upcoming American Geophysical Union Fall Meeting on Tuesday, December 12. If you are interested in this work, please get in touch (lisak@mathworks.com).\nTo learn more about using MATLAB with data on NASA Openscapes, watch the video presentation to the NASA Openscapes Mentors or read the MATLAB Tutorial.\nAcknowledgements: A special thanks to Erin Robinson of NASA Openscapes and Luis Lopez Espinosa of the National Snow and Ice Data Center (NSIDC) for their collaboration on the NASA Openscapes MATLAB implementation and their contributions to this blog post."
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-    "text": "Footnotes\n\n\nMany universities and research institutes have site-wide licenses for MATLAB – called “Campus-Wide Licenses” and “Institute-Wide Licenses”, respectively. Most universities in the U.S. and Canada have CWLs. In those cases, all researchers, faculty and students have access to a MATLAB license via their institutions that work in this BYOL setup. Check with your university system administrators to find out if you have access to a MATLAB license at your institution.↩︎"
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-    "text": "In Spring 2022 we led our first NASA Openscapes Champions Cohort for research teams that work with NASA EarthData. This cohort is funded by NASA and part of our NASA Openscapes Framework project. For this Cohort, we co-led the cohort with the NASA DAAC mentors and we focused on shifting toward Open science, collaborative, reproducible practices to support research teams as they transition from the download model to the Cloud. We also actively experimented with cloud data access through the Openscapes 2i2c-hosted JupyterHub.\nQuick links:"
+    "text": "In December at the AGU Fall Meeting in San Francisco, we were so grateful to connect with so many colleagues in person. We supported NASA Mentors Cloud Workshops on Sunday and organized a Happy Hour with colleagues from across NASA and the Open Science world. We attended and gave talks thoughout the week in addition to making many great connections in the Exhibition Hall, Poster Hall, and outside in the sun. This is a brief summary of our Friday 8-minute talk titled NASA Openscapes: Approaches and Stories of Kinder, Open Science in the Cloud.\nQuick links:"
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-    "text": "NASA Champions Cohort overview\nThe NASA Openscapes Framework project is a 3-year project to support scientists using NASA Earthdata from NASA’s Earth Observing System Data and Information System (EOSDIS) Distributed Active Archive Centers (DAACs), as they migrate workflows to the cloud. We are just wrapping up Year 1 and amazed at how much we have collectively accomplished this year with the DAAC mentors and participating DAACs as well as all the researchers and research teams we have worked with. You can read more about our first year in our 2021 annual report. \nAs part of this work, with the DAAC mentors, we co-led our first NASA Openscapes Champions cohort. Based on Openscapes’ flagship program, Openscapes Champions, theNASA Openscapes Champions Cohort was a professional development and mentorship opportunity for early adopter, science teams that use NASA Earthdata and were interested in migrating their existing workflows to the cloud through collaborative open data science practices. The Openscapes Champions Cohort ran formally in March - April 2022. \nThe ten research teams who participated were interested in a wide variety of NASA Earthdata and various stages of cloud technology familiarity. You can learn more about their research below. Together as a Champions cohort they discussed what worked and didn’t work as they migrated workflows to the cloud, with a focus on collaboration and open science. We met as a cohort five times over two months, on alternating Fridays. Each cohort call included a welcome and code of conduct reminder, two teaching sessions with time for reflection in small groups or silent journaling and group discussion, before closing with suggestions for future team meeting topics (“Seaside Chats”), Efficiency Tips, and Inclusion Tips. Additional hands-on clinics and coworking sessions were scheduled within this period and will extend for the next two months to support these teams as they continue to work on the cloud workflow migration. In addition, the teams were supported by the Openscapes DAAC mentors and staff and Element84 and had access to Openscapes’ 2i2c Jupyter Hub, which will continue for the next year.\n\n\n\nZoomie class photo of NASA Champions"
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+    "text": "Why we work: motivated by climate and social change\n\n\n“What if we connected our skills & values as a daily practice, for climate?”\n\n\nWe kicked off our talk with this question to center the motivation for the work we do. As the NASA Openscapes Mentors had given many talks, workshops, and posters throughout the week showcasing and teaching their shared work, we summarized their efforts with a quote from Cassie Nickles:\n\n\n“NASA Openscapes is a collaborative environment for data center [DAAC] staff to collectively support open science initiatives for NASA Earthdata users. We’ve developed awesome material to help Earthdata users (cheatsheets, a python package (earthaccess), NASA Earthdata Cloud Cookbook).\nPerhaps just as important as what we’ve done however, are mindsets we’ve grown into along the way. It’s okay to share imperfect works in progress. Ideas are not too big or too small to share. We are better at dreaming and implementing the future together.” – Cassie Nickles (PO.DAAC)\n\n\nThen we centered our talk on a layer above: how we work to support these amazing user support staff to collaborate across data centers and as early adopters, co-develop teaching resources and infrastructure to support researchers in the Cloud."
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-    "section": "What did participants achieve?",
-    "text": "What did participants achieve?\nJust like our DAAC mentors have built collaborative bridges across the distributed data centers to identify the common parts of cloud data access over the first year of our project, this cohort was an opportunity to connect NASA Earthdata users, building a community that is eager to use data in the cloud and provides a forum to discuss common techniques and challenges. The teams devoted at least 8 hours a month to focus on their workflows. In this time, they thought through and discussed their current NASA Earthdata workflows and planned and experimented with transitioning their workflows to the cloud using Openscapes’ 2i2c-hosted Jupyter Hub as a first step. As in other Openscapes Champions cohorts, teams also realized the power of onboarding to create more resilient labs and they explored creating collaborative spaces for their teams through Google Drive, Slack, and GitHub. \nThemes we revisited throughout the cohort included: \nThe Open science underpinnings of the Openscapes Champions program are important. During our last Champions session when the teams presented their pathways, it was amazing to hear how many times that teams were trying to use Github, Gitlab, or taking away other Open science practices in addition to the cloud-specific. It wasn’t all or nothing, they were taking small steps. It was also great to hear that a takeaway from this cohort is, working more openly and reproducibly provides for a more resilient workflow and team. \nWe intentionally focus on providing a kind welcome to technical topics. The kind space that we co-created with the teams and DAAC mentors provided an opportunity to collaborate as teams and ask questions that may in other settings go unasked because of fear that everyone else already knows. (Note: everyone else doesn’t know and will be glad you asked!)   \nThis also led to several challenges that consistently surfaced and still need more focused effort to resolve. The vocabulary to understand the Cloud needs to be clearly explained. For example, what is an S3 bucket or a “requester pays bucket” and why does a user need to know about AWS West-2? Cloud cost is another challenge. We lower the barrier by providing the 2i2c Jupyterhub, but teams don’t want to depend on our hub. They want their own workspace and want to be able to predict costs more effectively. Finally, our work has been focused on Python because that was the language of choice for DAAC mentors and it is a widely used open-source language in the broader Earth science community. In the Champions Cohort we had three teams using Matlab and one team using R; we need to think about how to expand our support and tutorial materials for these other languages."
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+    "section": "How we work: Openscapes Flywheel",
+    "text": "How we work: Openscapes Flywheel\nThe Openscapes Flywheel is a tool for movement building (Robinson & Lowndes 2022). We developed this from the early days collaborating with the NASA Mentors and it is open source: available for you to reuse and fork as other groups are starting to do. We reach for the Flywheel as a tool for planning, implementation and communication, just as we reach for R, Quarto, and JupyterHubs for analysis, documentation, and cloud computing.\nThe Flywheel is a concept developed by Jim Collins, where transformations occur from consistently doing key activities that add up over time. The Openscapes Flywheel at its simplest form has six steps that we repeat daily, monthly, and over years. Starting from the bottom and going clockwise: Leverage common workflows, skills, and tools; Inspire; Welcome; Create space & place; Invest in learning and trust; Work openly.\n\n\n\n\nThe Openscapes Flywheel\n\n\n\nWe talked through what this looked like for the NASA Openscapes project in Year 1, and then again in Years 2-3 as the Flywheel gained momentum as the Mentor community grew and supported researchers on the Cloud."
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-    "text": "Closing thoughts\nAs we indicated at the beginning of this blog, this transition isn’t one that is completed in 2.5 months and so this is not the end for this Cohort. We are moving from the structured sessions of the Champions program into two additional months of coworking time and 1-1 interactions with DAAC mentors and staff and Element84 in order to make lasting changes with cloud data access. \nWe will focus on specific topics like: \n\nPracticing GitHub workflows and teaching others on your team \nCloud spatial subsetting \nEnvironment management for creating cloud computing space that is reproducible and scalable (e.g. docker images) \nDask/Pangeo software stack to enable scalable processing \nCloud costs and setup \nNetCDF to Zarr\nDocker containers \n\nFinally, we are grateful to this Champion Cohort’s early adopter spirit, their time and effort to make this migration, and all of the feedback and input they provided. They all participated in this cohort knowing that they were some of the first research teams to use NASA Earthdata in the cloud and that they were the first NASA Openscapes Champions cohort. This meant that there would be technical challenges as we work out migrating to the cloud, yet what they learn will make it easier for subsequent teams making this same shift. It also exhibited the reciprocal learning that happens; we will refine the NASA Openscapes Champions as we plan for our next cohort and our work with the DAAC mentors in year 2."
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+    "section": "Turning hundreds, thousands of times in ways big and small",
+    "text": "Turning hundreds, thousands of times in ways big and small\nWhat’s so exciting is that following these initial turns of the Flywheel, it is now turning hundreds, thousands of times in ways big and small: like when a researcher uses GitHub for the first time and then turns around to teach their supervisor, and when staff have the confidence to speak up in meetings with what they know from the broader open science community. We’ve shared these stories in several manuscripts and blog posts, including a cross-government collaboration:\n\nThe Openscapes Flywheel: A framework for managers to facilitate and scale inclusive Open science practices (Robinson & Lowndes 2022)\nShifting institutional culture to develop climate solutions with Open Science (Lowndes et al 2023)\nhttps://openscapes.org"
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-    "section": "NASA Openscapes Champions Teams",
-    "text": "NASA Openscapes Champions Teams\nThe Cryosphere Geophysics and Remote Sensing (CryoGARS) Glaciology Team at Boise State University analyzes modern changes to the Earth’s cryosphere, with a focus on rapid changes in glacier flow, glacier-ocean interactions, iceberg melting, and seasonal snow accumulation and melt. Nearly all of our projects use Landsat imagery to map changes in glacier, iceberg, and/or snow extent. Several projects also use Landsat data to map glacier velocities or rely on NASA-produced glacier velocities computed from Landsat and Sentinel-2 data. We also use ICESat-2 data to map glacier volume change and seasonal snow in mountain regions. We look forward to using more cloud resources so that we can expand our analyses in space and time in order to advance our understanding of Cryosphere change!\nThe Mapes Team at the University of Miami studies atmospheric dynamics through multi-source data synthesis, with global grids as the glue. The global grids are huge, so downloading is out of the question. Fetching from aggregations (THREDDS, GDS) works for case studies, but sometimes we need to process it all (simplest example: make a multi-year climatology, to give context to actual fields as “anomalies”). So the data lake in the cloud will be a nice resource, and open new vistas like machine learning which always benefits from more data.\nThe Cornillon Team at the University of Rhode Island has several projects making use of MODIS and VIIRS sea surface temperature (SST). The project of focus for this cohort has been the statistical description of the location, strength, and temporal evolution of SST fronts. As part of this project, we developed an algorithm to unmask pixels improperly flagged as cloud contaminated in the standard MODIS SST products. The improved masks will be made available to the community at large as will the fronts identified by our edge detection algorithm. \nThe Ladies of Landsat Team has members from USGS, UCSB, and the University of Arizona. Kate uses dense time series of Landsat data to build harmonic models to predict land use cover and land use change and its links to climatological signals. Crista and Sarah research the human dimensions of earth observation data, such as Landsat. Nikki uses NASA drought models to map climate hazards in her Navajo Nation community. The research project “Power of the Pixel: Connecting Indigenous Communities through Remote Sensing in the United States” combines the power of all three foci to use NASA/USGS Landsat data to build earth observation capacity in Indigenous communities across the United States.\nThe SASSIE Team has members from the University of Washington, JPL, and APL. They are part of the NASA salinity and SWOT science teams, and regularly use satellite salinity, temperature, altimetry and sea ice data, as well as in situ holdings (SPURS-2, upcoming SASSIE experiment).\nThe Tandon Team at the University of Massachusetts Dartmouth uses remotely sensed data to setup the larger scale perspectives for our more in depth analysis and cruise based work for in-situ experimental data from initiatives in the Indian Ocean such as ASIRI and MISOBOB.\nThe Palter Team at the University of Rhode Island uses NASA data to compare with in-situ observations taken from ships and Uncrewed Surface Vehicles. NASA data provides additional parameters (like ocean surface topography) that are useful in the understanding of in-situ data (for example identifying fronts in the ACC). We have also used ocean color data from MODIS-Aqua to map distributions of ocean surface properties, such as chlorophyll concentration & sea surface salinity (region-specific algorithm), to analyze seasonal, annual, and decadal trends of key biogeochemical processes in the ocean.\nThe Just Team at the Icahn School of Medicine at Mount Sinai uses earth observations to reconstruct ground-level environmental exposures to fine particulate matter, air temperature, and humidity which we use in epidemiologic health studies with cohorts and large registries in the US and Mexico. In a project that started out by seeking to understand the pattern of error in Aerosol Optical Depth (AOD) retrievals, we have developed an R-based reproducible workflow using the targets package for collocating and correcting AOD from the MAIAC algorithm (product MCD19A2 for Aqua and Terra) versus ground stations using gradient-boosted machine learning. This workflow adds reproducibility and extensibility for further development and new applications, building on results we have published for AOD (https://doi.org/10.3390/rs10050803) and for column water vapor (https://doi.org/10.5194/amt-13-4669-2020; data/code in Zenodo: 10.5281/zenodo.3568449).\nThe Hain/SPoRT Team is a directly funded NASA activity and engages with operational stakeholders to transition unique NASA observations and capabilities to improve decision-making.\nThe Roberts Team supports evaluation of global energy and water budgets, develops retrieval algorithms and climate data records (e.g. SeaFlux V1), evaluates air-sea interaction and ocean winds, and downscales and bias corrects models for use in hydrologic and agricultural modeling)."
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+    "text": "Technical & social infrastructure together\nWhat’s key here is that technical & social infrastructure have been prioritized together consistently from the start. We focus on developing a kinder, open science mindset together: Mentorship is a skill we can all develop, just as we can all learn coding or data management as a skill, no matter where we’re starting from. In the open science world, there are many places to learn from & we can all join existing efforts with humility and a growth mindset to learn.\n\n\n\n\nDeveloping a kinder, open science mindset. Slide from AGU talk"
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-    "text": "Aronne Merrelli is a first example of a scientist “fledging” from the learning JupyterHub managed by 2i2c and Openscapes to another cloud space to do real science - here with Coiled. Aronne says cloud is “like a super power” because he can ask bigger questions, and he shared his story with the 2024 NASA Openscapes Champions science teams. Aronne’s story is available via slides and YouTube and Julie Lowndes is summarizing here as a blog.\nQuick links"
+    "text": "We support users at the NASA National Snow and Ice Data Center Distributed Active Archive Center (NSIDC DAAC). This week we had an in person meeting with our User Working Group (UWG), a group that consists of fourteen members representing our cryospheric user community by providing recommendations on the DAAC’s data resources and overall objectives and priorities. We presented a slide deck with an overview of Cloud Environment Opportunities focused on managed JupyterHub options, and a live demo of Coiled, which is a company providing software and expertise for scalable Cloud computing built on Dask. This work currently builds from our Cloud infrastructure set up with NASA Openscapes. The purpose was to share the options currently available, and to invite UWG members to work and improve from these ideas.\nWe’re also part of the NASA Openscapes community; we support researchers using NASA Earthdata as they migrate their data analysis workflows to the Cloud. This blog post does not go into deep detail about how NASA Earthdata is migrating to the Cloud, but you can read more about our efforts with NASA Openscapes at https://nasa-openscapes.github.io.\nThis blog post gives a brief summary of the slides and some thoughts going forward.\nQuick link: slides"
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-    "section": "Cloud Takeaways from Aronne Merrelli",
-    "text": "Cloud Takeaways from Aronne Merrelli\nAronne Merrelli, University of Michigan, is a research scientist and a 2023 NASA Openscapes Champion, and he shared his story with 2024 Champions teams. His main takeaways:\n\nFinds cloud to be “a super power”\n\nNew science questions: can process data too big to imagine processing in current places\nDetails: “I did an analysis for my AGU poster: 150 TB of L1 and L2 data, and I only needed some tiny fraction that were of interest to me. In the old way I would need to find a way to download it all first, and I don’t have a machine big enough. But parallelizing with Coiled, I can subset. Now once I realize that, I realize there are bigger datasets that just seemed unworkable before.” - Aronne Merrelli\n\nCloud costs: cheaper than expected\n\nMatt Rocklin’s “Rule of Thumb”: $0.10 per TB, so processing 150 TB would be roughly $15\nThinking for grant proposals: ~$100s/yr will go a long way\n\nInfrastructure: less intensive than expected\n\nShifting workflow to earthaccess then parallelizing with Coiled. Little setup required\n\n\nAronne describes himself as a Level 1 or Level 2 algorithm scientist. He had been interested in learning how to use the cloud and had some previous unhelpful experiences, since most discussions revolved around the administration of cloud services that made it seem like there was a large overhead to using the cloud, including specialized packages that seemed hard to use, or inefficient on datasets he uses."
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+    "section": "When to Cloud?",
+    "text": "When to Cloud?\nWe started off with considerations of “When to Cloud?” This covered things to consider for you now and in the future:\n\nWhat is the data volume?\nHow long will it take to download?\nCan you store all that data (cost and space)?\nDo you have the computing power for processing?\nDoes your team need a common computing environment?\nDo you need to share data at each step or just an end product?\n\nAndy Barrett created and presented more in-depth slides to the 2023 NASA Champions Cohort of Science teams: Data strategies for Future Us, for Cloud.\nAssuming you are “ready to Cloud” based on the considerations above, there are two main solutions for accessing NASA Earthdata Cloud: Do it yourself or using a managed Cloud service. If you do it yourself, this involves creating an AWS Account, connecting to an EC2 instance, and using resources like the Earthdata Cloud Primer for more setup and cost management information. If you use a managed Cloud service, organizations like 2i2c can provide Cloud-hosted JupyterHubs for research and education. Your institution may also support smaller or larger scale options."
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-    "section": "What makes this a fledging story",
-    "text": "What makes this a fledging story\nNASA Openscapes gave a chance for Aaron to learn how to run code in the cloud without much extra overhead. Learning in the 2i2c JupyterHub and then with Coiled, he could focus on the science and not require a cloud optimized data format. The key thing is that he didn’t really need to modify his workflow! He sees cloud computing as a new capability that allows him to do analyses on big data sets that would have been hard to do on any other machine. Here are the steps of what fledging looked like:\n\nLearned when and how to cloud (via NASA Openscapes Champions cohort)\n\nCross-DAAC Mentors led, scientist focused, open science, inclusive (Aronne’s previous attempts to learn were geared towards engineers)\n\nExperimented in JupyterHub (managed by 2i2c & Openscapes, NASA credits)\n\nExtremely easy to get your ‘toes in the water’ running code in the cloud\nRan tutorials, prototyped code, easy with earthaccess & corn environment \n\nExperimented in Coiled (managed by Coiled & Openscapes, NASA credits)\n\nVery easy to use, essentially zero administrative overhead\nLearned to parallelize code in small pieces, easy transition to my workflow\n\nDid real science in Coiled (managed by Coiled & University credit card!!!)\n\nUM’s institutional AWS account is a big help here\n\n\n\n\n\nSlide from Aronne Merrelli showing how cloud computing is a new way to work: “see this as a new capability that allows me to do analyses on big data sets that would have been hard to do on any other machine.”"
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+    "section": "Comparing/Overview of Managed Hubs",
+    "text": "Comparing/Overview of Managed Hubs\n\n\nThe NASA Openscapes 2i2c JupyterHub, one of the six options presented, provides a valuable shared Cloud environment not only for our Science Champions and workshop learners, but also for our DAAC scientists, developers, and user support staff across NASA EOSDIS (Earth Observing System Data and Information System).\n\n\n\nThe Earthdata Cloud Playground is in development as a long-term resource for users learning and testing their data workflows in the Cloud.\n\n\n\nCoiled can be a resource for those who wish to offboard or scale from an existing Hub environment."
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-    "section": "Aronne’s recommendations to proceed",
-    "text": "Aronne’s recommendations to proceed\nFor Champions curious what this could look like for them, Aronne suggests they identify a near term task that you can shift to cloud processing. Aronne chose to do the analysis for his AGU poster through Coiled, which fit his 3 criteria:\n\nsomething you were going to do anyway\nrequires use of a dataset in the cloud (NASA Earthdata cloud, NOAA open data)\nIs “large-ish”, so you will get some immediate benefit (meaning, that you will potentially save yourself some time by doing it in the cloud)"
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+    "text": "Coiled live demo\nThis Fall, Openscapes is partnering with Coiled to support us experimenting with another approach to Cloud access, as well as refactoring workflows from serial processes (for-loops) to parallel in order to leverage the true power of Cloud. Amy Steiker and Luis Lopez lead a live demo for UWG participants, leveraging the same Google doc approach used during the Science Champions Earthdata Cloud Clinic for this event, including more information on Coiled. \n\n\nAmy Steiker presenting to NSIDC User Working Group\n\nThe demo showcased a Python script that processed large amounts of altimetry data from NASA’s ICESat-2 mission. While the script was run from Amy’s local computer, the data processing steps were run on the Cloud using Coiled Functions for running Python functions on Cloud virtual machines (VMs). This approach was particularly convenient as it allows existing Python functions to be run in the Cloud by lightly annotating them with a @coiled.function decorator.\nThis workflow benefited from running on the Cloud because the ICESat-2 mission data was already stored on the Cloud in S3, so moving the data processing to be co-located next to the data avoided data transfers, which are both slow and expensive."
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-    "text": "Fledging - building momentum\nAronne’s fledging story is a huge deal, building on the work of many many people for over a decade. It took 10 years of data migration by NASA engineering teams, 3 years of NASA Openscapes Mentors developing common approaches for teaching, to get this fledging story. This first example is the hardest, and we expect more to come (like a flywheel that is toughest to spin the first time, ten times, hundred times.)\nThanks so much to Aronne for sharing what he learned with the NASA Openscapes Mentors, 2024 Champions science teams and other audiences. Thank you to Coiled for partnering with NASA Openscapes and supporting scientists like Aronne!"
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+    "text": "Recap\nWe closed our presentation and demo with the following advice for the User Working Group scientists:\n\n\nFirst ask yourself: When to Cloud? You may continue to download data, or work locally using Cloud-based service outputs, and optionally take advantage of Cloud.\n\n\nIf you “passed go”, there are a growing number of options to easily onboard to a Cloud environment. The options we presented are not exhaustive! We want to hear from you on other options you are pursuing and how your Cloud transition is going."
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-    "text": "Date: Tuesday, February 20, 2024\nTime: 10:00 - 11:00 am PT (find your local time)\nWhere: Zoom\nRegister (free) via Zoom to get the meeting link\nNASA Openscapes Mentors develop, teach, and support many workshops, events, conversations, and each other with their main goal to support scientists using NASA Earthdata as they migrate workflows to the cloud. We all want (need!) to be able to see ongoing NASA Openscapes events and relevant events across 11 NASA data centers, their planning status, and where they fit in our calendars. We need something that is lightweight with a low barrier to entry. Sure, there are many add-ons to make it more “functional” (GitHub templates, Actions), but for whom? These might be barriers to people less familiar with GitHub.\nWe embrace working in the open and sharing how-we-work early before trying to make something “perfect” that doesn’t suit people’s needs. Join us for a screenshare-and-tell of how we’re using GitHub Issues, Projects, and Roadmap to have an open, dynamic way for many people to use and contribute to this “calendar”. It’s not just about the tools though. We’ll talk about how it started, how it’s going, the mindset, skills, and how we document as we go.\nBring your questions and your experiences. We’re keen to hear about how others have done this and how we can improve our setup. We always save time for audience discussion!\nSpeakers will include Bri Lind, a Geospatial Data Scientist at NASA’s Land Processes Distributed Active Archive Center (LP DAAC) and a NASA Openscapes Mentor, Stefanie Butland from the Openscapes team, and staff from other NASA data centers who are trying out this approach."
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-    "text": "Background and Resources\nStarter documentation in our NASA Earthdata Cloud Cookbook: GitHub for Calendaring and Project Management\nRead more on our blog about how we work with NASA Openscapes Mentors to support scientists using data from NASA Earthdata as they migrate workflows to the cloud.\nRelated CSCCE Open Source Tools Trials:\n\nUsing GitHub to facilitate community activities\nGitHub and Bitergia to support research and developer communities\nUsing GitHub and HedgeDoc to organize and support community events\n\n\n\n\n\n\nMainPlanning GitHub Project - Roadmap Schedule view"
+    "text": "Date: Monday, February 26, 2024\nTime: 11:00 - 12:00 MT / 1:00 - 2:00 ET Presenter: Luis Lopez, National Snow and Ice Data Center\nThe monthly Earth Science Data Systems (ESDS) Technology Spotlight webinars provide a platform for ESDIS, the DAACs (NASA Data Centers), IMPACT, and other ESDS initiatives and competitive programs to showcase technology innovations to an ESDS-wide audience and to discuss how these technologies might be adapted and used throughout ESDS. The webinars are open to everyone in the greater ESDS community."
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-    "text": "Quicklinks\nOur 9th Openscapes Community Call featured NASA Openscapes Mentors and the Coiled team demoing approaches to supporting researchers using NASA Earthdata in the Cloud. This built from a previous demo at the National Snow and Ice Data Center User Working Group that presented different Cloud Environment Opportunities to meet users where they are (blog post).\nGoing to AGU 2023? Come say hi to the Coiled team at their booth (right at the entrance next to Google)"
+    "text": "This is a brief summary of the session we led at the 2024 ESIP summer conference, focused primarily on the breakout group feedback from the session! We define Onboarding as a friendly first experience in the Cloud, framed via technical infrastructure, lessons on open science and cloud concepts, and social support. We define Fledging as a friendly set up for Cloud that works for me, including a plan, how to do it, how to pay for it. It means leaving the nest, soaring high and perhaps building your own nest.\nQuicklinks:\nThe theme of the 2024 ESIP Summer meeting was “grounded in trust”, with a focus on ethics and establishing relationships. This theme rooted us: we’ve spent the last 3 years introducing people to the cloud for scientific computing, motivated by the fact that NASA is moving Earthdata to the cloud. We focused on helping scientists using NASA Earthdata and what this migration means for them. But only in the past year have we focused on “offboarding”, to complement our onboarding process (focused on where they go after they leave our JupyterHub) – but that term felt harsh, like walking the plank. We wanted a friendlier way to talk about this, so we call it “fledging” since people are spreading their wings after being in the “nest” with their nestmates, learning together in the JupyterHub we provide for workshop participants, in collaboration with our partners at 2i2c.\nFirst, Alexis Hunzinger (GES DISC) shared Aronne Merrelli’s story (show-not-tell). Aronne was a participant in the 2023 NASA Openscapes Champions group, and found the Cloud to be a “superpower” - see this blog post summary and video of Aronne sharing with the 2024 Champions science teams.\nThen, Aaron Friesz (LP DAAC) and Danny Kaufman (ASDC) broke down all the components that helped build that nest. This includes a central focus on researcher/user needs and iterating through teaching; How we work – openly, with synchronous and asynchronous space and place; and all the onboarding support for how they learn and work.\nAnd then Julie Lowndes (Openscapes) and Eli Holmes (NOAA Fisheries) shared about fledging experiences so far - what we do and think about. This focused on where people fledge to and cost. Eli Holmes shared how she fledged in a different way, not only as a researcher but also as a facilitator who sets up infrastructure for others within her government agency. She shared how not all the participants leaving the nest are birds. Some are zebras and others are fish. Their needs when fledging are fundamentally different from those of the birds. And even among the birds, there is variety."
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-    "section": "Background",
-    "text": "Background\nNASA Openscapes is a project and community supporting researchers using NASA Earthdata in the Cloud. This community call welcomed our speakers Amy Steiker, Luis Lopez, and Andy Barrett from the National Snow and Ice Data Center (NSIDC) who are NASA Openscapes Mentors, and James Bourbeau from Coiled who is collaborating with NASA Openscapes Mentors and Champions science teams. \nWe followed the Liberating Structures What? So What? Now What? format, with silent journal prompts for reflections and 15 mins of Q&A from questions in chat."
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+    "title": "Onboarding and “fledging”: How NASA Openscapes supports NASA Earthdata users in the Cloud",
+    "section": "Breakout groups - participant feedback",
+    "text": "Breakout groups - participant feedback\nParticipants in the room self-identified as Cloud enablers/facilitators (60%), as well as Cloud users (35%) and neither (27%).\n\nWe asked participants to share their experiences in breakout groups. We wanted to know from our audience of cloud facilitators/enablers and cloud users, what solutions and challenges they have found when it comes to onboarding to and fledging from the Cloud. Between the feedback received during this breakout session and responses from a survey sent to past program participants about their current cloud usage and challenges, here are some common challenges and new points we haven’t heard before.\nStand out:\n\nCreate easy wins early on to make onboarding more encouraging!\nInterest in learning how to set up environments via tutorials.\nHow does one find or qualify for these “onboarding” opportunities? It seems like there is a privilege based on who you know.\n\nCommon ones:\n\nFor onboarding, keep tutorials simple, but relevant to the discipline.\nPeople feel successful and supported through many, open channels of connection (e.g. Slack, hack/coworking times, anonymous questions, etc.).\nSome feedback from users: when I go to nasa.gov, I can’t find any cross-DAAC stuff, or earthaccess.\nNot all data is in the cloud, we are still operating in hybrid mode.\nIt’s a challenge to spend time and energy optimizing legacy code and data formats for the cloud - it’s tempting to just “lift and shift”.\nOrganizational silos and management priorities are a barrier to experimenting with cloud capabilities.\n\nThe following screenshots illustrate participants responses to several questions. We include them here for readers to consider where their own communities land.\n\n\n\n\nOne thing we noted was that more people had thoughts about onboarding rather than fledging. And that’s ok! Fledging is very new to us as an idea, having really started talking about it last summer at ESIP and more readily (and calling it fledging) at AGU and this spring, in conversations with Yuvi Panda, Carl Boettiger, and Eli Holmes."
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-    "text": "Easy Scalable Cloud Computing with Coiled\nThe call started with a few demos, first from Andy Barrett and Amy Steiker from NSIDC. Andy shared a science use case based on translating photons measurements from ICESAT-2 to sea ice thickness. These data were first accessed with the earthaccess Python library, then needed to be regridded over geographic areas, which Amy demoed in this Jupyter notebook. Amy ran this code on her laptop and used Coiled to spin up remote virtual machines (VMs) in the cloud to run her computations.\n\n\n\nThen, James ran through two common workflows that process terabyte-scale cloud datasets. In the first example, we saw how to churn through many cloud-hosted NASA Earthdata files (~500 GB of NetCDF files) in parallel on the cloud. This involved lightly decorating an existing Python function with the Coiled Function decorator. The entire workflow ran in &lt;10 minutes and cost ~$0.36.\nIn the next example, we used Xarray to process 6 TB of the cloud-hosted NOAA water model where we computed the average water table depth for each county in the US for the year 2020. We parallelized and distributed the work across 50 VMs using a Coiled cluster. The workflow ran in &lt; 5 minutes and cost ~$1.\n\n\n\nLuis commented on how cloud computing is a barrier for many teams, but tools like Coiled provide options for working in the cloud easily. In fact, Coiled is just half the magic (provisioning cloud resources); the rest is the open source packages, which together help science move faster."
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+    "section": "Closing thoughts",
+    "text": "Closing thoughts\nJulie Lowndes - ESIP is a great conference - for me it feels like RStudio and rOpenSci conferences, which means it is welcoming and highly productive and filled with friends everywhere - even when you don’t know them yet. This is my 4th year of ESIP confs (starting in 2020 when Erin Robinson invited me to keynote and this kicked off our NASA Openscapes collaboration!), and my second in person. Last year, I took away how Aaron Friesz remarked that “I’ve been to many ESIP conferences representing my data center (LP DAAC), but this year I felt like people saw me as someone to collaborate with as an expert on supporting users in the cloud”. This year, I’m taking away how embraced and loved “earthaccess” is. “Earthaccess” is a python library that has vastly improved everyone’s experience accessing NASA Earthdata programmatically (both locally and in the cloud). It was first developed by Luis López through working closely with Champions science teams and is now awesomely co-developed by a NASA open source community with contributors extending across DAACs, other parts of NASA, and beyond. I heard “earthaccess” everywhere, in talks, in hallways. People used “earthaccess” used like “Zoom” or “ggplot” - it’s a tool you use, no need to discuss further, we all know it as a vital part of the picture. I also really felt how the word “Openscapes” was used by many as an “us” or “we”; “Openscapes does this” means a community with many many people involved – and people see and feel that. This was always the vision that Erin Robinson and I have had, and I really felt it here. It was amazing.\nCarl Boettiger, during a coworking debrief: Onboarding is a very visible thing, we can ensure there’s no sharp edges in the nest. But when you leave there are more edges - we can think of how to soften, where it works well, where there is a need. We can learn where there are training places and where it’s technical, what to develop to put in place."
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-    "text": "Closing\nDiscussion topics included questions about egress costs, compute time, community standards, and more. See the meeting notes for full details."
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+    "text": "Cross-posted at openscapes.org/blog, nmfs-openscapes.github.io/blog, nasa-openscapes.github.io/news, openscapes.github.io/pathways-to-open-science/blog\nDate: Thursday, September 26, 2024\nTime: 1:00 - 2:00 pm PT (find your local time)\n Register (free) via Zoom to get the meeting link"
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     "section": "Resources",
-    "text": "Resources\n\nGeospatial Cloud Resources from Coiled\nProcessing Terabyte-Scale NASA Cloud Datasets with Coiled \nProcessing a 250 TB dataset with Coiled, Dask, and Xarray \nCloud Environment Opportunities. Managed JupyterHub options for Cryosphere and NASA Earthdata user communities."
+    "text": "Resources\n\nThe Open Science Dynamic Convergence Workshop brings together researchers, students, policymakers, funders, and other stakeholders to highlight impactful open science activities, explore collaboration opportunities, and find practical ways to speed up the global adoption of open science.\nOpenscapes post: Biden-Harris Administration announces support for NOAA Fisheries’ data, infrastructure, and workforce modernization in part via Openscapes\nNOAA Fisheries announcement Aug 15, 2024: Biden-Harris Administration Announces $34 Million to Modernize NOAA Fisheries’ Data, Infrastructure and Workforce\nOpenscapes post: White House Fact Sheet Mentions Openscapes!\nFACT SHEET: Biden-⁠Harris Administration Marks the Anniversary of OSTP’s Year of Open Science, Jan 31, 2024"
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-    "text": "From April-May 2024, the NASA Mentors who span eleven Distributed Active Archive Centers (DAACs) co-led the third Champions Cohort with the NASA Openscapes project team, this year focusing on, teaching lessons they adapted for geospatial and cloud analysis. The Cohort included nine international research teams from academia and government that were curious about working with NASA Earthdata in the Cloud. Many teams were interested in using data from multiple DAACs. User cloud adaption takes time, given the new conceptual mindsets and technical skillsets it requires. During the ten weeks we worked together, NASA Mentors refined and extended previous lessons to focus on thinking through and planning the transition to using the Cloud for science research and applications, and initial experiments using the Cloud through our 2i2c JupyterHub. Below are these updates and YouTube clips!\nThere were also recurring themes/questions that we have heard before, some of which remain as open questions and continue to remain a challenge. Importantly, Amazon Web Services (AWS) Cloud onboarding, when to use what resources, how to set them up, and how to discuss needs with organizational leadership and IT staff, which often falls outside the scope of NASA DAACs, yet it’s a key element of helping users adopt the Cloud and use NASA data in the Cloud. It is encouraging to hear some of the champions starting to have conversations with their institutions, IT departments, and making their needs known, which is likely a big part of the solution, too. We are thankful to NASA Openscapes Champions for informing and nudging these conversations! All of this work is underpinned by Openscapes and NASA’s commitment to open science practices and a kinder collaborative culture. This cohort is funded by NASA and is part of our NASA Openscapes Framework project.\nQuick links:"
+    "text": "At the 2023 ESIP Winter Meeting, “Opening Doors to Open Science”, we held a session called “Better Science for Future Us: Openscapes stories and approaches for the Year of Open Science” with speakers from University of North Carolina (UNC), National Oceanic and Atmospheric Administration (NOAA) Fisheries, California Water Boards, NASA’s National Snow and Ice Data Center, and NASA’s Physical Oceanography Distributed Active Archive Center. The goals of this session were to hear from and boost a diverse set of leaders from across the US government and academia to highlight open science in daily work, including peer-teaching, mentoring, and learning. Building from our session at ESIP Winter 2022, we hope to create more channels for inter- and cross-agency learning, and share open science stories across agencies, as part of the 2023 Year of Open Science as recently declared by the US Biden-Harris Administration. Speakers shared stories about open science in government and their experiences with Openscapes. Stories were shared in a “Fishbowl” format, where speakers each shared and then there was a broader discussion with the 50+ participants. This blog is co-authored with the speakers.\nQuick links:"
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-    "text": "NASA Champions Cohort Overview\nNASA Openscapes is a multi-year project to develop a cohesive approach to building cloud migration capacity across NASA Earthdata from NASA’s Earth Observing System Data and Information System (EOSDIS) Distributed Active Archive Centers (DAACs) and the research teams supported by the DAACs. We do this through supporting a community of NASA DAAC mentors, who are primarily dedicated to user support. This community has learned together how to use NASA Earthdata in the Cloud. They have translated that experience into a series of hackathons, workshops, self-paced tutorial material in the NASA Earthdata Cloud Cookbook, and through an intensive, 10-week NASA Openscapes Champions program.\nUser cloud adaption can often have a steep learning curve and feel overwhelming. The NASA Openscapes Champions Cohort brings together research teams that are interested in migrating their existing NASA Earthdata workflows to the Cloud with NASA DAAC Mentors who are extremely knowledgeable about the data they serve and the initial pathways to using that data in the Cloud. This Cohort provides a common, welcoming place for teams to learn together, ask questions about using the Cloud, plan their transition, and do initial experimentation using the NASA Openscapes 2i2c JupyterHub. Because this is a more intensive experience, the teams build collaborative partnerships with DAAC mentors, and the mentors can more quickly identify and work on solving issues that will make cloud migration easier for many more users. We led the first NASA Openscapes Champions Cohort in 2022.\nThe third NASA Openscapes Champions Cohort ran during April-May 2024 with nine research teams interested in a wide variety of NASA Earthdata and various stages of cloud technology familiarity. You can learn more about their research below.\n\n\n\nVideo conference screen shot (♥) of some researchers in the 2024 NASA Openscapes Champions Cohort.\n\n\nTogether as a Champions Cohort, these teams discussed what worked and didn’t work as they migrated workflows to the Cloud, focusing on collaboration and Open Science. We met as a cohort five times over two months on alternating Wednesdays. Each cohort call included a welcome and code of conduct reminder and two teaching sessions with time for reflection in small groups or silent journaling and group discussion before closing with suggestions for future team meeting topics (“Seaside Chats”), Efficiency Tips, and Inclusion Tips. All topics and the slides presented are shared on the 2024 Cohort page. Additional coworking sessions were scheduled on alternate weeks, where researchers could work quietly, screenshare to ask questions, or meet with their team to discuss further. In addition, the teams have access to Openscapes’ 2i2c Jupyter Hub, which will continue for the next year. \nThe NASA Openscapes Mentors supported the Champions and contributed to the curriculum (all available at https://openscapes.github.io/series). In particular, the NASA Openscapes Champions Curriculum had important additions. \n\nAronne Merrelli (University of Michigan, 2023 Champion) shared his experiences of First Forays into the Cloud, and how it’s possible to go from cloud novice to feeling like it’s a superpower and doing real analyses for his American Geophysical Union (AGU) poster (and beyond!). YouTube clip \nCatalina Taglialatela (PO.DAAC) led the Earthdata Cloud Clinic with datasets from several DAACs and using the earthaccess Python library for NASA Earthdata search & access in the Cloud. \nMatt Fisher (NSIDC) updated psychological safety examples - this lesson particularly resonated with the Champions teams who reflected together about how this is important for learning new things. YouTube clip.\nAlexis Hunzinger (GES DISC) extended the Data strategies in the Cloud lesson with considerations of environmental impact /climate change and streaming data in the same way you stream video on a streaming service such as Netflix, without downloading to a local computer or server.\nCassie Nickles (PO.DAAC) walked through and welcomed contributions to NASA Earthdata Cloud Cookbook, a learning-oriented resources hub to support scientific researchers who use NASA Earthdata as NASA migrates data and workflows to the cloud.- YouTube clip.\nBrianna Lind (LP DAAC, KBR Inc., under contract to the U.S. Geological Survey)’s Open Communities lesson solicited many additional examples including Cloud Native Computing Foundation (CNCF), US Research Software Engineering (US-RSE), Research Data Alliance (RDA), Earth Science Information Partners (ESIP), CryoCloud, Project Pythia.\nMahsa Jami (LP DAAC, KBR Inc., under contract to the U.S. Geological Survey) shared coding strategies for parallelizing code and dove into parallel processing from a scientist perspective. “Pleasingly parallel” is a term for tasks that are completely independent from each other - for example, to validate whether each value in a dataset is within a threshold. YouTube clip.\nLuis Lopez (NSIDC) demonstrated new interactive features of the earthaccess Python library: earthaccess.explore()which provides interactivity without having to download data. This feature only streams metadata (of the dataset’s spatial coverage, volume size) and not the data itself. earthaccess.explore() enables previewing the data and helps narrow down what you may eventually want to stream to memory or download. Additional features enable you to identify different satellite swath overlaps in a selected area and save egress costs because it works more efficiently. YouTube clip.\nAndy Teucher demoed data storage strategies in the Cloud, first via a notebook tutorial about How to store data in the Cloud (including where to store and how to delete your intermediate & test files) and then about storage strategies & costs. YouTube clip.\n\n\n\n\nLuis López demonstrates new interactive features of the earthaccess Python library that enable users to identify different satellite swath overlaps in a selected area.\n\n\n\n\n\nFigure by Andy Teucher showing costs of compute (purple) and storage (blue and green) in the Cloud. HOME directory (Amazon calls this EFS on the backend) is far more expensive than the other options (Amazon calls these S3 buckets).\n\n\nTeams also heard a NASA Earthdata Cloud Update (slides) from Special Guest Justin Rice, NASA Goddard Space Flight Center, ESDIS Project Office, Deputy Project Manager/Data Systems."
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+    "text": "3 approaches for the year of open science\nThis session brought together a diverse set of leaders from across the U.S. government and academia to highlight open science in daily work, including peer-teaching, mentoring, and learning. They shared stories, examples, and concrete tips for supporting each other and our colleagues with collaborative, inclusive open science approaches, with the aim of strengthening channels for inter- and cross-agency action in the Year of Open Science 2023. This session builds from our session at ESIP Winter 2022, and you can review the summary blog and videos: 3 takeaways for planning for the year of open science. Those 3 takeaways were 1. Both top-down and grassroots efforts are necessary; 2. Dissolve silos by supporting early adopters; 3. Reuse and build from existing efforts to accelerate change.\nThis year, presenters shared Openscapes stories and approaches following another year’s work mentoring, coaching, and teaching colleagues as well as listening, advocating, and informing open science policy at different levels. Their stories come from the many phases of open science movement building they represent: a first welcome, inside government organizations, “forking” Openscapes internally, and contributing back to open science. What emerged was real lightbulb moments and real-time interplay between panelists who have not previously worked together as we recognized common themes and learned from each other.\nHere are 3 overlapping takeaways from this session that all speakers embodied:\n\nExamine the cracks; invest in real relationships\nBreak the hero mentality in science; invest in radical collaboration\nBuild morale through learning; advocate for learning time\n\nWe describe these more fully below. And as we advocate for open science in this Year of Open Science, let’s connect open science with building morale and empowering individuals as well as with the higher quality of work created."
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-    "text": "What we learned and challenges\nThe Openscapes Champions provides a space for teams to come together to learn from each other and across teams. It is a way to collaborate and distribute leadership roles across the various teams, helping to reduce the burden team leaders often feel of needing to learn everything first before teaching it to the rest of the team. \nHere are the highlights of the third Champions Cohort:\n\nScience teams were using data across DAACs - more this year than ever! It felt great to demonstrate the same earthaccess workflows with datasets from different DAACs.\nEveryone had less capacity to engage this year - both from the Mentors’ side and Champions side. We saw less activity between sessions on Slack and in Coworking. This could in part be video conferencing fatigue, but also might highlight the benefit of people (Mentors + Champions) having additional time outside of the normal five calls to experiment, ask questions, and develop. This kind of engagement has led to useful development in the past (refer to next bullet).\nPast Champions Cohorts have resulted in useful developments, including the earthaccess Python library and MATLAB integration in the Hub. This year, emerging development is around “how to talk to your institution’s IT about your cloud needs” and NASA Plankton, Aerosol, Cloud, ocean Ecosystem (PACE) data access. More to come!\nWe had a lot of “new” content added from what we learned in the last year (Hub storage in S3 buckets, computing concepts, psychological safety!). This meant that we spent less time on core open science skills & practices that we do in the Core Champions Lesson Series (https://openscapes.github.io/series). These core open science skills & practices can help people feel confident and willing to share needs.\nFeedback from participants was valuable:\n\n“Openscapes has allowed me to see that working in Python and in the Cloud is not as scary as I once thought it was. I hope to collaborate more with others that are already using cloud computing so I can get my feet wet in some publishable research using S3 buckets. Where before I would not have thought that I could be a viable contributor.”\n“I used to think that cloud computing was for parallelizing processes and when you needed a really fast computer. I never thought about its ability to store data in a format that is easily accessed for VERY large data sets. I wish that more people in fisheries would start thinking about how their data could be stored in multidimensional arrays rather than flat data frames.”\n“Many people have great ideas but facilitators often have to work to get those ideas out into the open and the same method of getting those ideas out will NOT work on everyone. So, if you care about progress you should care about using multiple avenues to allow people to express themselves.”\n\n\nSeveral challenges working with NASA Earthdata in the Cloud are still unresolved, many which apply more broadly than just NASA data and rather to user adoption of the cloud computing technology in general. These include: \n\nWhile Aronne Merrelli’s story was inspiring, Champions reflected that they find it hard to think about projects that would be good for the Cloud when they have no experience using the Cloud – so how can you find a project to move to the Cloud when your brain won’t let you go there in the first place?\nCost - we still need to have and communicate a better sense of this. We intentionally do not have the “how much does it cost” conversation early on because our intention is to help people experience what it involves and first think about “when to cloud.” However, we do have cost numbers from previous years and plan to gather more cost statistics for the upcoming ESIP summer meeting.\nWe need to think about storage differently in the Cloud because users pay daily to store data in the Cloud. Champions commented that they often “over-produce” files because storage is cheap and access is easy on local machines. How do we learn what is really important and what we can “toss”?\nFolks had interest in learning more about working with confidential data in the Cloud, as researchers often combine non-NASA data for their analyses and this is expected to be an increasing need.\nSeveral themes/questions recurred that we have heard before and for which remain as open questions. Importantly, Amazon Web Services (AWS) Cloud onboarding, when to use what resources, how to set them up, and how to discuss needs with organizational leadership and IT staff, often falls outside the scope of NASA DAACs, yet it’s a key element of helping users adopt the Cloud and use NASA data in the Cloud. It is encouraging to hear some of the champions starting to have conversations with their institutions, IT departments, and making their needs known, which is likely a big part of the solution, too.\n\n\n\n\n\n\nFigure by Alexis Hunzinger showing the focus of cloud for data storage and compute. This figure was also used to frame the EDMW-EarthData-Workshop-2024 taught by the NOAA Coastwatch Champions team."
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+    "text": "Examine the cracks; invest in real relationships\n“Examining the cracks’’ was a concept brought up by Ileana Fenwick at the very beginning of our session, and it resonated with the other panelists throughout. Ileana designed and leads the Pathways to Open Science program, a remote event series of community calls and coworking for Black environmental & marine researchers to build community for the future of data intensive science. The first session, held on the evening of this ESIP panel, welcomed over 80 participants! Ileana shared that as she became empowered with open science, she thought exposure alone would be enough to attract other people to open science events. It wasn’t; there are many reasons why folks do not feel included in science and open science. It caused her to examine the cracks - why wouldn’t she participate in this program if she saw it in her inbox? This influenced the design of the Pathways program, with a deep investment in engagement. Ileana partnered Openscapes with Black in Marine Science (BIMS) and Black Women in Ecology, Evolution, and Marine Science (BWEEMS), and met 1:1 with faculty at HBCUs, to learn about their students’ needs and introduce her ideas for the program. Ileana shared these three pieces of advice, saying”inclusion is not an afterthought”:\n\nSurface level efforts are easy to spot. Some questions to ask as you plan your program goals and efforts are: What is your motivation for this work? Is it genuine? Is the space you’re inviting students to a safe space for marginalized students? (Do they know that?) It is clear when the broader impacts are written last. Inclusion is not an afterthought, your planning and process should demonstrate that.\nWe exist. If your efforts are not yielding diverse participation, it’s not because we aren’t out there. It’s because your efforts need to be tailored more specifically and intentionally.\nCenter diverse voices. If there are no members of your team from your target audience or your team is not reflective, this is a moment to step back and ask yourself if YOU need to be the one doing this work. Amplify and empower diverse leadership, support them, compensate them, use privilege to push the project forward.\n\n\n\n \n\n\nSlide from Ileana Fenwick’s talk on challenging her views on how to engage. Examining the cracks led Ileana to see that that exposure to information is not enough, and this influenced the design of the Pathways to Open Science program\n\n\nLater, Corey Clatterbuck described the momentum at the California Water Boards following an Openscapes Cohort she and Anna Holder co-led in 2022. They knew they wanted to “fork” the Openscapes curriculum to adapt it to the needs of their colleagues, so they examined the cracks using results of an internal 2019 Data Literacy Survey with Water Boards employees. Corey and Anna were surprised by the results and, like Ileana, designed their programming to meet these needs. The results showed that respondents were motivated by interest in particular data tasks (image below, top half) and not in specific software or coding languages (image below, bottom half). In short, people were more interested in learning how to do things in their job (goal-oriented), than learning specific software (tool-oriented). From this, the design of their Cohort emphasized the human over technical approach to open science to reach the majority of Water Boards colleagues who might be interested in open science. They increased the length of each call from 1.5 hours to 2 hours, and added a new module on documentation to replace the one on coding-strategies.\n\n\n \n\n\nResults from the California Water Boards internal 2019 Data Literacy Survey showed that respondents were motivated by interest in particular data tasks (top half) and not in specific software or coding languages (bottom half). Examining these cracks influenced how Clatterbuck and Holder forked and designed the Champions Program at the California Water Boards. (slide from Clatterbuck)\n\n\nIleana’s approach of “Examining the cracks” also caught Cassie Nickles’ ear. She is a Mentor with NASA Openscapes, a community that supports researchers as they migrate analytical workflows to the Cloud. Cassie and her colleagues across other NASA Earthdata data centers are co-creating common tutorials, a review & reuse process, and as well as community of practice for teaching, mentoring, and facilitation for NASA Earthdata Cloud. As she was onboarding into her current role, Cassie became overwhelmed by the steps and processes required by end users to access and use NASA Earthdata. She figured if she was confused, others might be too and wanted to help simplify navigating the complicated systems.\n\nThe data analysis needed for the pressing problems we face should not be limited by the complexity of the underlying systems or a lack of computer engineering skills. - Luis Lopez, NSIDC\n\nCassie and Openscapes Mentor-colleague Catalina Oaida Taglialatela made Cheatsheets with clickable icons that lead to tutorials for NASA Earthdata Cloud researchers! Having filled some gaps, Cassie is now recognizing more cracks moving forward: how do we get these resources in front of the folks they’re intended for?"
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-    "text": "Team Pathways and Cloud Momentum\nPart of the Openscapes Champions approach is that teams decide what to work on. The teams devoted at least 8 hours a month to focus on their workflows, learning, and collaborating within and across their teams. During this time, they thought through and discussed their current NASA Earthdata workflows and planned and experimented with transitioning their workflows to the Cloud using Openscapes’ 2i2c-hosted Jupyter Hub as a first step. As in other Openscapes Champions cohorts, teams also realized the power of Open Science and that open is a spectrum that includes considering future us - potentially just you or your group in 3 months. \n“Fledging” was a big theme this year, especially following Aronne Merrelli’s talk. We think of this as where do researchers go to do their real science, when they leave the Openscapes 2i2c Hub for experimental purposes? What do they need to know in terms of cost estimates, docker images, administrative personnel (potentially both technical and policy)? We saw teams and the NASA DAAC mentors make substantial progress in migrating workflows to the Cloud. A few highlights from teams that participated in the cohort included:\n\n\nThe Ocean Science Analytics team experimented with and found ‎earthaccess to be insightful and useful! This was valuable as a hands-on activity. The team members have questions about setting up AWS on their own and would like to understand what tools are needed for a specific task. For example, when could dask, an open-source Python library for parallel computing, be used for a task or would another tool be more appropriate?\nThe NOAA IEA (Integrated Ecosystem Assessment) team benefitted from having an improved conceptual understanding of what is involved with cloud workflows – they would like to work with NOAA IT to understand what’s available and possible with JupyterHubs and find workable solutions, now that we understand more of the possibilities.\nThe PACE Hackweek team found Hubs ‎very instrumental in learning cloud computing and helping to create hackweek tutorials. They have used their seaside chats for tutorial development, using GitHub, and have included people outside their team. They have gained more understanding about AWS EC2/storage service by having conversations with Science Managed Cloud Environment (SMCE) for gaining access to Open Science Studio (OSS).\nThe NOAA Coastwatch team took what they learned from the Earthdata Cloud Clinic and reused it to teach 70 colleagues from across NOAA at the NOAA Enterprise Data Management Workshop in their EDMW-EarthData-Workshop-2024. They taught the same tutorials twice, first in Python using earthaccess and then in R using earthdatalogin.\nThe Wimberly Lab Team shared their pathway with a bridge metaphor and how they are tackling challenges through talking about this in lab meetings and learning new tools together. \nAsynchronously, Lucas Barbedo from the Liu-Zhang team shared about using NASA PACE data [comment + thread] in the 2i2c JupyterHub following the Earthdata Cloud Clinic, and shared progress through a GitHub discussion: What’s happening on the NASA Openscapes Hub!? . \n\n\n\n\nFigure by Wimberly Lab (Yusuf Jamal) showing the teams’ pathway with a bridge metaphor. \n\n\nAdditional Cloud resources shared from the NOAA Enterprise Data Management Workshop\n\nhttps://guide.cloudnativegeo.org/\nhttps://abarciauskas-bgse.github.io/presentations/noaa-edmw-intro-2024‎\nhttps://projectpythia.org/dask-cookbook/"
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+    "text": "Break the hero mentality in science; invest in radical collaboration\nErin Robinson opened the session saying that solutions to large-scale environmental and social challenges require radical collaboration, but have been limited by the hero model, where science is competitive, siloed, and rewards an individual hero, often a white man. She said we together are changing this story. We do this by welcoming people where they are and through creative approaches that blend methods from open source software development, mentoring, coaching, and art.\nReflecting as a Mentor at NOAA Fisheries supporting 6 Openscapes cohorts (240 staff) in 2022, Josh London said that “collaboration is something we’re never taught.” Individuality is instilled in grad school and we never have a chance to change this through “business as usual.” We need the space and place to relearn. Don’t spend your time trying to solve things yourself. Learn together first! It’s ok to ask for help early. Adyan Rios is also a NOAA Fisheries Mentor, who is helping develop a learning culture at the Southeast Fisheries Science Center through leading “Surf Sessions” where colleagues cowork remotely and share what they know. Adyan echoed this need for radical collaboration, saying that it’s radical because it means being vulnerable. It means people sharing things they haven’t figured out yet, while they’re still messy. Or share a cool thing you learned, like a keyboard shortcut. If you just learned it, chances are someone in your community didn’t know it yet either. Sharing makes their day a little better and make their work more efficient. This harkens back to Cassie creating cheatsheets to share what she figured out to help others.\n\n\n“Team collaboration is not something that we’ve all learned from the beginning. In grad school it’s instilled in us this idea that anything meaningful that we do in science is supposed to be done by us as individuals.” – Josh London\n\n\n\n\n\n“This mindset and practice [of learning together first] has been revolutionary for us at NOAA.” — Adyan Rios\n\nBreaking the hero model is something that Luis Lopez has been thinking about too. He shared that as a software engineer, something he has learned through the NASA Openscapes Mentors community is to empathize with researchers and not expect that software alone is the hero. The key is to really understand learners and researchers, get to know them and see how they work and where they are stuck. Working with his NASA Mentor colleagues, Luis identified that there were many steps involved before researchers could be hands-on with data in the cloud, and was intent on reducing that “time to science”. Luis has led development of the earthaccess python library to search, download or stream NASA Earth science data, enabling a researcher to get to the science with four lines of Python code, instead of running command line code that saves a hidden .netrc file to the user’s computer and requires reactivation after one hour. Collaborating with other Mentors has been critical here – again breaking the hero model – as Cassie’s Cheatsheets helped visualize all the steps previously involved that were cumbersome for scientists.\n\nBuild morale through learning; advocate for learning time\n“How to make learning part of your job” and “When do you carve out time to learn” are questions that come up frequently, as they did here. Pointing to examples of how other individuals and agencies do this has been super powerful: it is negotiated with supervisors at NOAA to be included in Individual Work Plans, and the NASA Earthdata Mentors are a fantastic example of the power of high-level support for learning. The NASA Mentors shared how the Mentor community has been able to learn and collaborate together over the past two years. This was because their time was approved at a high level, by NASA policy and by their managers. This approved time has given space for them to first share and listen, find the common, and then build together, reuse, and amplify.\n\n\n“Learning builds morale: it gives people an opportunity to change workflows, learn new skills, improve the culture, and take ownershipof that” — Josh London\n\n\nWe’re seeing some of this trickle out beyond the Openscapes curriculum. Josh London talked about how we often focus on the shiny new tools (python, R, Quarto, GitHub) but it’s the culture shifts that are the real meaningful change. He said it’s so encouraging to see in a calendar invite for a meeting that someone’s already initiated an agenda in a shared document and that there are multiple people contributing notes there at the same time. Additionally, learning to use tools like GitHub for shared “todo” lists and better project management for teams has increased morale for NOAA Fisheries teams. Teams are also using these tools for more inclusive communication to onboard other team members to their projects, passing forward this increased morale that comes from learning together.\nLoneliness during the Pandemic was mentioned several times - Adyan, Cassie, Corey, and Ileana all onboarded to their current roles during the pandemic. They noted that shared practices like coworking along with collaborating asynchronously with GitHub and Google Docs helped them feel less alone and build real connections with their colleagues. And, it helped them learn skills they needed to do their jobs. They saw that these skills would help other colleagues as well, so they have dedicated time to teaching and supporting colleagues, and advocating for learning time from supervisors.\n\n\n“Not everyone needs the same learning curve; we can send down a rope and help others get to where they need to be sooner.” — Adyan Rios\n\n\n\n \n\n\nThe California Water Boards Openscapes Cohort emphasized psychological safety and culture, uniting data strategies, and documentation to create a welcoming environment, build community, and reduce loneliness in learning new skills. (slide from Clatterbuck; artwork from GitHub Illustrated Series)\n\n\n\nOnward\nOne of the most inspiring aspects of this panel was the mutual recognition of common themes, challenges, and potential approaches among speakers from government agencies and academia who had not previously worked together. ESIP is a great place to make those connections across agencies and convening these sessions is an effective way to move us all forward together. Open science isn’t the ultimate goal. The vision is what’s possible because of open science: climate solutions, social justice, and democracy. As we advocate in this Year of Open Science, let’s connect it not just to the higher efficiency and quality of work that is produced, but especially with higher team morale and empowerment of individuals to change their institutional culture.\n\n\n\nSpeakers Bios\nCorey Clatterbuck is an environmental scientist at the California Water Boards in the Office of Information Management and Analysis and the Surface Water Ambient Monitoring Program. A trained ecologist, Corey’s current work uses landscape and water data to identify healthy watersheds in California and determine the policies & practices to keep them that way. Having supported Openscapes trainings throughout 2021, “forked” Openscapes with her colleague Anna Holder and taught her colleagues internally within the Water Boards in 2022.\nIleana Fenwick is a third-year marine fisheries PhD student at UNC and part of the Openscapes core team. She launched the Pathways to Open Science program to welcome more Black marine scientists to open science and to build skills and community!\nJosh London is a Wildlife Biologist at NOAA Fisheries, in the Marine Mammal Laboratory Alaska Fisheries Science Center (AFSC). Josh’s research focuses on ecology and conservation of Arctic seals. Josh is a long-time open source developer and champion; mentor with Openscapes, co-leading Winter and 4 Fall Cohorts with NOAA Fisheries.\nLuis Lopez is a Research Software Engineer at the National Snow and Ice Data Center (NSIDC) in Boulder, Colorado. He has helped develop tools and services to facilitate data access and discoverability across different NASA Earth missions. He is part of the first cohort of NASA Openscapes Mentors, and lead developer for the earthaccess python library and corn jupyterhub environment.\nCassie Nickles is an Applied Science Systems Engineer working for NASA’s PO.DAAC, the Physical Oceanography Data Active Archive Center. She became a NASA-Openscapes mentor in 2022 and is consistently looking for better ways to make the complicated simple for data end users through mechanisms like data tutorials, workflow diagrams & cheatsheets!\nAdyan Rios is a research ecologist at NOAA Fisheries, in the Caribbean Fisheries Branch of the Sustainable Fisheries Division at the Southeast Fisheries Science Center (SEFSC). Adyan participated in Openscapes in Fall 2021 and became an organizer and mentor in 2022; co-leading Summer and 4 Fall Cohorts with NOAA Fisheries.\n \n\nESIP 2023 panelists"
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-    "text": "Onward!\nIf the 2024 NASA Openscapes Champions Cohort is any indication, the NASA Earthdata community is making substantial strides in building capacity to use cloud resources, and the transition is successfully happening. Although the cohort is officially over, these teams are just at their beginning, and we are excited to follow their results as they experiment with parallelizing code and incorporating storage considerations in their workflows. We plan to continue to work with them in the next year, as their 2i2c managed cloud Hub access continues. As we did last year, we are planning to offer the Carpentries Instructor Training for interested Champions this summer. The Carpentries is a nonprofit that teaches introductory coding skills around the world. Instructor Training is not coding-specific, but it is an educational approach to teaching technical topics. As part of our NASA grant, we have partnered with The Carpentries and are excited to extend this opportunity to Champions because many of them mentioned wanting to contribute more to open science efforts going forward.\nWe are grateful to this Champion Cohort for their early adopter spirit, their time and effort to make this migration, and all the feedback and input they provided. They all participated in this cohort, knowing that while this was the third Cohort, they were among the first research teams to use NASA Earthdata in the Cloud. What they learned and shared will make it easier for subsequent teams to make this same shift. Many teams articulated this spirit of open leadership, explicitly asking how they could help other teams. We also learned so much from this cohort, which will help us refine the NASA Openscapes Champions program, as we plan for our next cohort and our work with the DAAC mentors in the future years of our project."
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+    "text": "Build morale through learning; advocate for learning time\n“How to make learning part of your job” and “When do you carve out time to learn” are questions that come up frequently, as they did here. Pointing to examples of how other individuals and agencies do this has been super powerful: it is negotiated with supervisors at NOAA to be included in Individual Work Plans, and the NASA Earthdata Mentors are a fantastic example of the power of high-level support for learning. The NASA Mentors shared how the Mentor community has been able to learn and collaborate together over the past two years. This was because their time was approved at a high level, by NASA policy and by their managers. This approved time has given space for them to first share and listen, find the common, and then build together, reuse, and amplify.\n\n\n“Learning builds morale: it gives people an opportunity to change workflows, learn new skills, improve the culture, and take ownershipof that” — Josh London\n\n\nWe’re seeing some of this trickle out beyond the Openscapes curriculum. Josh London talked about how we often focus on the shiny new tools (python, R, Quarto, GitHub) but it’s the culture shifts that are the real meaningful change. He said it’s so encouraging to see in a calendar invite for a meeting that someone’s already initiated an agenda in a shared document and that there are multiple people contributing notes there at the same time. Additionally, learning to use tools like GitHub for shared “todo” lists and better project management for teams has increased morale for NOAA Fisheries teams. Teams are also using these tools for more inclusive communication to onboard other team members to their projects, passing forward this increased morale that comes from learning together.\nLoneliness during the Pandemic was mentioned several times - Adyan, Cassie, Corey, and Ileana all onboarded to their current roles during the pandemic. They noted that shared practices like coworking along with collaborating asynchronously with GitHub and Google Docs helped them feel less alone and build real connections with their colleagues. And, it helped them learn skills they needed to do their jobs. They saw that these skills would help other colleagues as well, so they have dedicated time to teaching and supporting colleagues, and advocating for learning time from supervisors.\n\n\n“Not everyone needs the same learning curve; we can send down a rope and help others get to where they need to be sooner.” — Adyan Rios\n\n\n\n \n\n\nThe California Water Boards Openscapes Cohort emphasized psychological safety and culture, uniting data strategies, and documentation to create a welcoming environment, build community, and reduce loneliness in learning new skills. (slide from Clatterbuck; artwork from GitHub Illustrated Series)\n\n\n\nOnward\nOne of the most inspiring aspects of this panel was the mutual recognition of common themes, challenges, and potential approaches among speakers from government agencies and academia who had not previously worked together. ESIP is a great place to make those connections across agencies and convening these sessions is an effective way to move us all forward together. Open science isn’t the ultimate goal. The vision is what’s possible because of open science: climate solutions, social justice, and democracy. As we advocate in this Year of Open Science, let’s connect it not just to the higher efficiency and quality of work that is produced, but especially with higher team morale and empowerment of individuals to change their institutional culture.\n\n\n\nSpeakers Bios\nCorey Clatterbuck is an environmental scientist at the California Water Boards in the Office of Information Management and Analysis and the Surface Water Ambient Monitoring Program. A trained ecologist, Corey’s current work uses landscape and water data to identify healthy watersheds in California and determine the policies & practices to keep them that way. Having supported Openscapes trainings throughout 2021, “forked” Openscapes with her colleague Anna Holder and taught her colleagues internally within the Water Boards in 2022.\nIleana Fenwick is a third-year marine fisheries PhD student at UNC and part of the Openscapes core team. She launched the Pathways to Open Science program to welcome more Black marine scientists to open science and to build skills and community!\nJosh London is a Wildlife Biologist at NOAA Fisheries, in the Marine Mammal Laboratory Alaska Fisheries Science Center (AFSC). Josh’s research focuses on ecology and conservation of Arctic seals. Josh is a long-time open source developer and champion; mentor with Openscapes, co-leading Winter and 4 Fall Cohorts with NOAA Fisheries.\nLuis Lopez is a Research Software Engineer at the National Snow and Ice Data Center (NSIDC) in Boulder, Colorado. He has helped develop tools and services to facilitate data access and discoverability across different NASA Earth missions. He is part of the first cohort of NASA Openscapes Mentors, and lead developer for the earthaccess python library and corn jupyterhub environment.\nCassie Nickles is an Applied Science Systems Engineer working for NASA’s PO.DAAC, the Physical Oceanography Data Active Archive Center. She became a NASA-Openscapes mentor in 2022 and is consistently looking for better ways to make the complicated simple for data end users through mechanisms like data tutorials, workflow diagrams & cheatsheets!\nAdyan Rios is a research ecologist at NOAA Fisheries, in the Caribbean Fisheries Branch of the Sustainable Fisheries Division at the Southeast Fisheries Science Center (SEFSC). Adyan participated in Openscapes in Fall 2021 and became an organizer and mentor in 2022; co-leading Summer and 4 Fall Cohorts with NOAA Fisheries.\n \n\nESIP 2023 panelists"
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-    "text": "About the NASA Openscapes Champions Teams\nThe Liu-Zhang (University of Louisiana at Lafayette & University of Southern Mississippi) team primarily uses NASA Earthdata Search to access datasets from Earth Surface Mineral Dust Source Investigation (EMIT) and The ECOsystem Spaceborne Thermal Radiometer Experiment on Space Station (ECOSTRESS) missions, which we then use to create algorithms for ecosystem analysis. We have a particular interest in using hyperspectral data, such as the upcoming PACE data to study vegetation and algae in water bodies. Our work involves developing deep learning models for habitat classification and analyzing water quality. Transitioning to hyperspectral imaging and deep learning greatly increases computational demands, making it challenging to execute code locally compared to leveraging cloud computing resources. Additionally, this transition enhances the accessibility of our algorithm to the public. Currently funded by EMIT and serving as early adopters of PACE, we are eager to contribute to the NASA Cookbook by offering new algorithms that apply to NASA’s latest satellite data, such as EMIT and PACE.\nThe Ocean Science Analytics team incorporates NASA data in our studies of coastal and offshore marine regions, specifically as it pertains to marine mammals. Combining in situ data from hydrophones to determine the vocal occurrence of marine mammals with remotely sensed ocean color data, we use chlorophyll, net primary productivity, sea surface temperature, etc. to characterize the associated habitat and document changes over time. As a PACE early adopter, we are incorporating PACE data in our studies through large scale observations of photosynthesizing organisms, which will allow us to incorporate direct measurements of the presence and distributions of plankton species. This in connection with feeding behavior will provide a better understanding of the spatial use of these habitats.\nThe PACE Hackweek team supports the NASA PACE mission, which launched in February 2024 and is collecting unprecedented data from our global oceans, atmosphere, and land. PACE data will be hosted in the Cloud; therefore, we are interested in learning more about cloud-based workflows to access and analyze PACE data and contribute our efforts and outcomes to our community of end-users.\nThe NOAA CoastWatch team is motivated by how rising ocean temperatures, higher sea levels, melting ice, and increasing ocean acidity are changing the way marine life and ecosystems function in our world’s oceans. This affects everything from how we manage fisheries and protect communities that depend on fishing to how we protect important habitats and species. The ocean is expected to continue changing and changes are expected to become more extreme. A lot is at stake. Improving how we use Earth data in our workflows is essential. We have much we can learn about migrating to the Cloud by connecting with other earth science teams at NASA and with the NASA Openscapes mentors.\nThe Wimberly Lab (University of Oklahoma) team explores the impacts of changing climate and landscapes on ecosystems and human health, with an emphasis on developing spatial decision support tools to support public health decisions, land use planning, and natural resource management. We address these topics through landscape, regional, and global analyses using satellite remote sensing and other sources of environmental monitoring data. Specific research areas include the effects of environmental change on vector-borne disease outbreaks, the influences of human land use and wildfires on forest landscape dynamics, the impacts of agricultural expansion and intensification on native ecosystems, and the development of computer software for disease outbreak forecasting and landscape change modeling. We conduct our research in locations throughout the world including North America, West Africa, Ethiopia, and India.\nThe NOAA IEA team’s approach provides cross-disciplinary science to support ecosystem-based management in the Gulf of Mexico. For example, we conduct research on climate-fisheries interactions, changes in species ranges and distributions, and environmental impacts on fisheries such as those driven by harmful algal blooms. We use data from earth system modeling and remotely sensed data, including sea surface temperature, sea surface height, ocean currents, wind, ocean color, salinity, dissolved oxygen, and primary production indices. We are particularly interested in integrating modern open-science techniques to automate our core deliverables, called Ecosystem Status Reports, and other data products related to NOAA surveys. We’re beginning to test some of these approaches in ongoing projects. For example, the ongoing IEA-Wind project aims to develop data baselines to track the impacts of forthcoming offshore wind energy infrastructure development. The project has been conceptualized and executed thus far with an open-data approach. We believe that a deeper understanding of the concepts and approaches offered by this Cohort would allow for a more holistic application across Gulf of Mexico IEA efforts. \nThe NASA SERVIR Central America team are representatives of Costa Rica’s National System of Conservation Areas (SINAC, in Spanish), the Forest Research and Services Institute of the National University of Costa Rica, and the Central America Aerospace Network (RAC, in Spanish). The NASA / USAID SERVIR program is helping to connect the Costa Rican researchers with Openscapes. The team is responsible for generating Costa Rica’s official national forest cover maps, in the context of its national forest monitoring system. Therefore, involving the team will have a notable national impact in terms of their reporting to international commitments (e.g., the United Nations Convention on Biological Diversity (CBD), the United Nations Convention to Combat Desertification (UNCCD), the United Nations Framework Convention on Climate Change (UNFCCC), and Sustainable Development Goals (SDG) 15.2). The team is currently using Google Earth Engine (GEE) to access and process data from Sentinel-1 (SAR) and Sentinel-2 (optical). They combine these datasets and perform a supervised classification to generate land cover maps. While the team’s workflow is already in the Cloud (via GEE), they are interested in exploring additional computational capabilities that may be available via AWS for processing big data, including the inclusion of other datasets like that of the Landsat archive.\nThe POSTECH (University South Korea) team is actively engaged in climate modeling research, utilizing both Python and NCAR Command Language (NCL) scripts to analyze climate data. We are eager to expand our knowledge and skills by collaborating with experts in the field, and we are keen to explore new methodologies and insights. Joining your team presents an exciting opportunity for us to enhance our expertise and broaden our exposure to cutting-edge techniques in climate science.\nDisclaimer: Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government.\nReference herein to any specific commercial product, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement by the United States Government or the Jet Propulsion Laboratory, California Institute of Technology."
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+    "text": "Onward\nOne of the most inspiring aspects of this panel was the mutual recognition of common themes, challenges, and potential approaches among speakers from government agencies and academia who had not previously worked together. ESIP is a great place to make those connections across agencies and convening these sessions is an effective way to move us all forward together. Open science isn’t the ultimate goal. The vision is what’s possible because of open science: climate solutions, social justice, and democracy. As we advocate in this Year of Open Science, let’s connect it not just to the higher efficiency and quality of work that is produced, but especially with higher team morale and empowerment of individuals to change their institutional culture."
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-    "text": "We want to share our work in a way that people can find it, use it, improve it, and cite it, or get credit for their contributions. For people who have participated in our programs like Openscapes Champions1, or Pathways to Open Science2, we want a robust way to add these to their CV as professional development. For contributors to our open educational resources, like the NASA Earthdata Cloud Cookbook3, we want them to get credit and visibility. For people who want to reuse or remix a slide from a presentation, we want them to feel great about it by providing an easy way to cite the presentation. To enable all of this, we created a Zenodo Openscapes Community as a semantically meaningful group of selected research products. NASA’s Transform to Open Science (TOPS) and the Center for Scientific Collaboration and Community Engagement’s (CSCCE) Zenodo Communities were inspirations for ours.\nZenodo is a general-purpose open repository that allows researchers to deposit research related digital artefacts like research papers, data sets, research software, reports, lesson materials, and presentations. For each submission, a persistent digital object identifier (DOI) is minted, which makes the stored items easily citable (adapted from Wikipedia). Zenodo allows for versioning and we can preserve GitHub repositories in Zenodo too (GitHub itself is not a repository!).\n\n\n\n\n\n\n\n\nThe Openscapes Approach Guide gives instructions for our use cases, with pointers for things that might not be obvious to a first-time user.\n\nWhat do we curate in our Zenodo Openscapes Community?\nHow to add your existing Zenodo record to the Zenodo Openscapes Community\nHow to publish a new record in Zenodo to get a DOI\nHow to get a DOI for materials on GitHub\nHow to cite Openscapes publications\n\n\n\n\nOf course I want credit for my contributions! When we add an author’s ORCID ID to a Zenodo record, their ORCID profile is automatically updated. I learned of this bonus when I uploaded a post on which I’m a co-author, and then received email notification that this record had been added to my ORCID profile. Why is this so cool? An ORCID ID is a unique, open digital identifier that distinguishes you from every other researcher with the same or a similar name to you. My ORCID profile is a bit like a CV. I use it to collect my research publications (not limited to peer reviewed papers) along with things like education and service on boards. Having it automatically updated is great.\n\n\n\n\n\n\n\nAssociating a Zenodo record with an author’s ORCID ID results in that record being automatically listed in their ORCID profile.\n\n\nWant to create a Zenodo Community? Play in the Sandbox first, where anyone can create and refine a draft Community before publishing it in Zenodo. Creating a Sandbox version forced me to recognize decisions to make before creating the real thing, like: needing to create it from an account that looks professional like “curator”, rather than my personal email username; or deciding what types of research products to include or exclude. This webinar section “How to create a community” screenshares a walk-through that makes things crystal clear."
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+    "text": "Speakers Bios\nCorey Clatterbuck is an environmental scientist at the California Water Boards in the Office of Information Management and Analysis and the Surface Water Ambient Monitoring Program. A trained ecologist, Corey’s current work uses landscape and water data to identify healthy watersheds in California and determine the policies & practices to keep them that way. Having supported Openscapes trainings throughout 2021, “forked” Openscapes with her colleague Anna Holder and taught her colleagues internally within the Water Boards in 2022.\nIleana Fenwick is a third-year marine fisheries PhD student at UNC and part of the Openscapes core team. She launched the Pathways to Open Science program to welcome more Black marine scientists to open science and to build skills and community!\nJosh London is a Wildlife Biologist at NOAA Fisheries, in the Marine Mammal Laboratory Alaska Fisheries Science Center (AFSC). Josh’s research focuses on ecology and conservation of Arctic seals. Josh is a long-time open source developer and champion; mentor with Openscapes, co-leading Winter and 4 Fall Cohorts with NOAA Fisheries.\nLuis Lopez is a Research Software Engineer at the National Snow and Ice Data Center (NSIDC) in Boulder, Colorado. He has helped develop tools and services to facilitate data access and discoverability across different NASA Earth missions. He is part of the first cohort of NASA Openscapes Mentors, and lead developer for the earthaccess python library and corn jupyterhub environment.\nCassie Nickles is an Applied Science Systems Engineer working for NASA’s PO.DAAC, the Physical Oceanography Data Active Archive Center. She became a NASA-Openscapes mentor in 2022 and is consistently looking for better ways to make the complicated simple for data end users through mechanisms like data tutorials, workflow diagrams & cheatsheets!\nAdyan Rios is a research ecologist at NOAA Fisheries, in the Caribbean Fisheries Branch of the Sustainable Fisheries Division at the Southeast Fisheries Science Center (SEFSC). Adyan participated in Openscapes in Fall 2021 and became an organizer and mentor in 2022; co-leading Summer and 4 Fall Cohorts with NOAA Fisheries.\n \n\nESIP 2023 panelists"
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-    "text": "The Openscapes Approach Guide gives instructions for our use cases, with pointers for things that might not be obvious to a first-time user.\n\nWhat do we curate in our Zenodo Openscapes Community?\nHow to add your existing Zenodo record to the Zenodo Openscapes Community\nHow to publish a new record in Zenodo to get a DOI\nHow to get a DOI for materials on GitHub\nHow to cite Openscapes publications"
+    "text": "NASA Openscapes Mentors Aaron Friesz, Andy Barrett, Danny Kaufman, Rhys Leahy, Alexis Hunzinger, with Julia Lowndes are co-leading this session at the ESIP Summer 2024 meeting.\nESIP Meeting theme: Grounded in Trust: Data Ethics Empower Collaboration\nDetails on the ESIP site.\nPurpose of our session: Facilitate a space to find common challenges & solutions for “moving to the cloud”, which includes onboarding people to a shared compute space and fledging them to their own space. We will share stories of how people go from 0 to Hub and then fledge to other clouds. Have mechanisms to hear many voices and come up with creative solutions. We will also invite people to contribute (earthaccess, Cookbook) and how we onboard. Share stories of how people go from 0 to Hub and then fledge to other cloud. \nOutcomes from our session: Learn from participants: what are challenges encountered from onboarding & fledging? Co-design solutions. Blog post - summary posted on ESIP/NASA-Openscapes blog. We’ll include authors from Roll Call unless you’d prefer to opt out; we’ll share a draft beforehand. \nProcess: Stories from NASA Openscapes (30 min); Breakout groups (25 min); Discussion (25 min)\n\n\nNASA Openscapes is a community where staff with similar roles supporting users across 12 NASA Earth Science Data Centers (DAACs) – through building trust – have been able to learn, develop common tutorials, and teach together to support users migrating workflows using NASA Earthdata to the Cloud. NASA Openscapes Mentors co-create and maintain an open Earthdata Cloud Cookbook of common reusable open source tutorials that they have co-developed for specific audiences and tested and refined through frequent workshops, hackathons, and Openscapes Champions Cohorts. We also created the earthaccess Python library which made users’ first experience with NASA Earthdata Cloud be two lines of Python code rather than 30 lines of bash code (that also required clicking and managing hidden files for authentication). The work we do together as a small community has enormous cascading effects, particularly as they visibly practice open science daily via contributions to open source code and documentation. We have supported hundreds of users to have their first hands-on experience with NASA Earthdata in the Cloud in a 2i2c JupyterHub configured for Jupyter, RStudio, MATLAB, and QGIS using our tutorials and docker base images (set up for libraries/environments, Quarto, etc). As the purpose of our JupyterHub is initial learning and exploration, we are now focused on “fledging” – answering the question “where do researchers go when they leave the Openscapes 2i2c JupyterHub?” We will share first stories of researchers shifting to their own cloud spaces, attaching their university credit cards in order to do science at scale in the cloud. We will share stories and challenges, and how approaches fit and can be leveraged by the ESIP community."
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-    "text": "Of course I want credit for my contributions! When we add an author’s ORCID ID to a Zenodo record, their ORCID profile is automatically updated. I learned of this bonus when I uploaded a post on which I’m a co-author, and then received email notification that this record had been added to my ORCID profile. Why is this so cool? An ORCID ID is a unique, open digital identifier that distinguishes you from every other researcher with the same or a similar name to you. My ORCID profile is a bit like a CV. I use it to collect my research publications (not limited to peer reviewed papers) along with things like education and service on boards. Having it automatically updated is great.\n\n\n\n\n\n\n\nAssociating a Zenodo record with an author’s ORCID ID results in that record being automatically listed in their ORCID profile.\n\n\nWant to create a Zenodo Community? Play in the Sandbox first, where anyone can create and refine a draft Community before publishing it in Zenodo. Creating a Sandbox version forced me to recognize decisions to make before creating the real thing, like: needing to create it from an account that looks professional like “curator”, rather than my personal email username; or deciding what types of research products to include or exclude. This webinar section “How to create a community” screenshares a walk-through that makes things crystal clear."
+    "text": "From April-June 2023, the NASA Openscapes project team co-led the second Champions Cohort with NASA Mentors who span seven Distributed Active Archive Centers (DAACs). The Cohort included seven research teams from academia and government that were curious about working with NASA Earthdata in the Cloud. Cloud migration takes time, so in the ten weeks we worked together, the focus was on planning the transition, identifying resources, and initial experiments using the Cloud through our 2i2c JupyterHub. All of this work is underpinned by Openscapes and NASA’s commitment to Open science practices. This cohort is funded by NASA and is part of our NASA Openscapes Framework project.\nQuick links:"
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-    "text": "Footnotes\n\n\nJulia Stewart Lowndes & Erin Robinson. (2022). Openscapes Champions Lesson Series (2022.12). Zenodo. https://doi.org/10.5281/zenodo.7407247↩︎\nIleana Fenwick & Julia Stewart Lowndes. (2023). Pathways to Open Science (2023.02). Zenodo. https://doi.org/10.5281/zenodo.7662700↩︎\nAndy Barrett, Chris Battisto, Brandon Bottomley, Aaron Friesz, Alexis Hunzinger, Mahsa Jami, Alex Lewandowski, Bri Lind, Luis López, Jack McNelis, Cassie Nickles, Catalina Oaida Taglialatela, Celia Ou, Brianna Pagán, Sargent Shriver, Amy Steiker, Michele Thornton, Makhan Virdi, Jessica Nicole Welch, Erin Robinson, Julia Stewart Lowndes. (2023). NASA EarthData Cloud Cookbook (2023.03). Zenodo. https://doi.org/10.5281/zenodo.7786711↩︎"
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+    "text": "NASA Champions Cohort Overview\nThe NASA Openscapes Project is a multi-year project to develop a cohesive approach to building Cloud migration capacity across NASA Earthdata from NASA’s Earth Observing System Data and Information System (EOSDIS) Distributed Active Archive Centers (DAACs) and the research teams that the DAACs support. We do this through supporting a community of NASA DAAC mentors, who are primarily dedicated to user support. This community has learned together how to use NASA Earthdata on the Cloud. They have translated that experience into a series of Hackathons, workshops, self-paced tutorial material in the NASA Earthdata Cloud Cookbook, and through an intensive, 10-week program: NASA Openscapes Champions.\nCloud migration can often have a steep learning curve and feel overwhelming. The NASA Openscapes Champions Cohort brings together research teams that are interested in migrating their existing NASA Earthdata workflows to the Cloud with NASA DAAC Mentors who are extremely knowledgeable about the data they serve and the initial pathways to using that data on the Cloud. This Cohort provides a common, welcoming place for teams to learn together, ask questions about using the Cloud, plan their transition, and do initial experimentation using the NASA Openscapes 2i2c JupyterHub. Because this is a more intensive experience, the teams build collaborative partnerships with DAAC mentors, and the mentors can more quickly identify and work on solving issues that will make Cloud migration easier for many more users. We led the first NASA Openscapes Champions Cohort in 2022.\nThe second NASA Openscapes Champions Cohort ran formally in April-June 2023 with seven research teams interested in a wide variety of NASA Earthdata and various stages of Cloud technology familiarity. You can learn more about their research below.\n\n\n\n\n\n\nZoomie (♥️) of some researchers in the 2023 NASA Openscapes Champions Cohort\n\nTogether as a Champions Cohort, these teams discussed what worked and didn’t work as they migrated workflows to the Cloud, focusing on collaboration and open science. We met as a cohort five times over two months on alternating Wednesdays. Each cohort call included a welcome and code of conduct reminder, two teaching sessions with time for reflection in small groups or silent journaling and group discussion, before closing with suggestions for future team meeting topics (“Seaside Chats”), Efficiency Tips, and Inclusion Tips. All topics and the slides presented are shared on the 2023 Cohort page. Additional coworking sessions were scheduled on alternate weeks, where researchers could work quietly, screenshare to ask questions or meet with their team to discuss further. In addition, the teams have access to Openscapes’ 2i2c Jupyter Hub, which will continue for the next year. \nThanks to the NASA Openscapes Mentors for supporting the Champions and for their contributions to the curriculum! In particular, the NASA Openscapes Champions Curriculum had significant additions: \n\nAndy Barrett from the National Snow and Ice Data Center (NSIDC) created a version of Data Strategies for Future Us that is applicable to gridded, remotely sensed data. Slides are here: https://nsidc.github.io/data_strategies_for_future_us/data_strategies_slides#/title-slide \nAmy Steiker and Luis Lopez from NSIDC and Alexis Hunzinger from Goddard Earth Sciences Data and Information Services Center (GES DISC) refactored the Coding Strategies for Future Us to be tailored to NASA Earthdata search, the earthaccess python library, and experiences from teams at Goddard DAAC (GES DISC) that have learned to use the Cloud. \nAmy Steiker from NSIDC designed and led the Earthdata Cloud Clinic! This was a hands-on 1-hour clinic that allowed teams to get familiar with the 2i2c JupyterHub, and practice finding and accessing NASA Earthdata via direct access through two methods from a Jupyter Notebook: earthaccess and Harmony-py services. This material can be found in the cookbook here -&gt; https://nasa-openscapes.github.io/earthdata-cloud-cookbook/examples/Earthdata-cloud-clinic.html \n\n\n\n\n\n\n\n\nScreenshot of Amy Steiker teaching the Earthdata Clinic. We used Zoom’s “green check mark” feature during pauses for people to indicate that they had completed a step.\n\n\nCassie Nickles screenshared and introduced the Earthdata Cookbook and NASA Earthdata Cloud cheatsheets in the final cohort call to help teams understand available resources moving forward."
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-    "text": "We have an upcoming free hands-on virtual workshop led by NASA PO.DAAC on data access for the Surface Water Ocean Topography (SWOT) satellite. The SWOT session will be held July 16, 2024, as part of the Hacking Limnology Virtual Summit, a week-long series of talks and workshops broadly focused on open data science and modeling by early career scientists and researchers. This remote sensing SWOT session will be introduced by Merritt Harlan from the USGS and feature an exciting talk from Craig Brinkerhoff on SWOT-related research, followed by a 2-hour hands on demonstration by Cassie Nickles with support from NASA Openscapes Mentors.\nTo find out more about SWOT, visit the SWOT PO.DAAC Website and explore other SWOT tutorials and resources in our PO.DAAC Cookbook: SWOT Chapter ahead of time.\nRegistration is free and open to all career stages: https://aquaticdatasciopensci.github.io/registration/\nThe hands-on demonstration will be using this GitHub Repository with Binder: https://github.com/podaac/2024-SWOT-ECR-Workshop."
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+    "text": "Shared Lessons Learned\nThe Openscapes Champions provides a space for teams to come together to learn from each other and across teams. It is a way to collaborate and distribute leadership across teams and reduce the burden on the team leader feeling the need to learn everything first to teach it to the rest of the team. Below are just a few things we’ve learned and are carrying forward. \nUnderstanding ‘When to Cloud.’ The Cloud makes some things easier and some things harder. Over the series of five synchronous cohort calls, we considered when Cloud is effective and when the download model may still be more appropriate. Andy Barrett highlighted some considerations in Call 2 on Data Strategies for Future Us.\n\n\n\n\n\n\nFigure from Andy’s slides.\n\nWhen to Cloud is a recent addition as an early chapter of the NASA Earthdata Cloud Cookbook and will evolve as we continue to learn when to Cloud and when not to. Kudos to Alexis Hunzinger from GES DISC for leading this effort.\nUndifferentiated Heavy Lifting - `earthaccess` for the win! Jeff Bezos coined this term in his 2006 keynote describing AWS doing undifferentiated heavy lifting so that everyone doesn’t have to do the mucky parts. The NASA DAAC Mentors’ work with research teams allows them to identify places of friction that, if fixed once, would benefit many users. One of the places the NASA DAAC mentors, led by Luis Lopez, have done this is with earthaccess, a Python library to search, download or stream NASA Earth science data with just a few lines of code. Luis described earthaccess in a video demo we shared in Call 3, and the Cohort used earthaccess in Call 4. We heard over and over how useful earthaccess was to the Cohort teams. \n\n\n\n\n\n\nZoom chat from a researcher in the 2023 Champions Cohort, who also participated in the 2021 Cloud Hackathon which preceded `earthaccess` development.\n\nHowever, several challenges working with NASA Earthdata in the Cloud are still unresolved. These include: \n\nWe have made the first steps to migrating to the Cloud possible, but workflows are generally designed for serial processing. Refactoring code to take advantage of parallelization and scaling available in the Cloud isn’t a skillset we have on our project team. \nOur Cloud tutorials have been Python-centric, and Champions research teams use a variety of languages, including R, Matlab, IDL, and Fortran. File formats - particularly HDF4 and HDFEOS - that some teams used aren’t as straightforward to use in the Cloud. \nThe 2i2c JuypterHub is a great resource for initial experimentation, but teams do not necessarily want to depend on the Hub. The hurdle to go from accessing the Cloud through a GitHub login in a browser to interacting with the AWS console interface is giant. It also requires a credit card, which leads to the most consistent challenge - it is still difficult to understand how much the Cloud will cost."
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-    "text": "Quicklinks\nOur 10th Openscapes Community Call was a screenshare-and-tell of how we’re using GitHub Issues, Projects, and the new Roadmap feature to have an open, dynamic way for many people to use and contribute to a “calendar”. We embrace working in the open and sharing how-we-work early before trying to make something “perfect” that doesn’t suit people’s needs so we were grateful for questions and suggestions from participants! Presented by Bri Lind, a Geospatial Data Scientist at NASA’s Land Processes Distributed Active Archive Center (LP DAAC) and a NASA Openscapes Mentor and Stefanie Butland Openscapes team member."
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+    "section": "Gaining Cloud Momentum",
+    "text": "Gaining Cloud Momentum\nPart of the Openscapes Champions approach is that teams decide what to work on. The teams devoted at least 8 hours a month to focus on their workflows, learning, and collaborating within and across their teams. During this time, they thought through and discussed their current NASA Earthdata workflows and planned and experimented with transitioning their workflows to the Cloud using Openscapes’ 2i2c-hosted Jupyter Hub as a first step. As in other Openscapes Champions cohorts, teams also realized the power of Open science and that open is a spectrum that includes considering future us - potentially just you or your group in 3 months. \nWe saw teams and the NASA DAAC mentors make significant progress in migrating workflows to the Cloud. A few highlights from teams that participated in the cohort included: \n\nThe Geoweaver team made a Python version of Geoweaver, pyGeoweaver, and contributed a tutorial to the EarthData Cloud Cookbook! \nThe CLIMCAPS Team did initial experiments with earthaccess. They found it was a factor of 2 faster, but expected a more significant increase in speed.\nThe HEAT Team was able to access data through earthaccess and bring it into Geopandas. They have additional work to do to use the Cloud to process data to connect to other services like GIOVANNI. \nThe S-MODE Team made initial progress using earthaccess with S-MODE data. They had challenges being able to only access one file at a time. \nThe Hydrometeorology and GESTAR Teams connected with our MathWorks contacts and made progress accessing NASA Earthdata in the Cloud via MATLAB. We’ve submitted a talk at the AGU fall conference about this, stay tuned!\nThe LASERS Team had experience with Google Earth Engine and spent some time trying to use AWS for the same tasks. They also noted how their Cloud collaboration was a pathway toward more open, collaborative work across their team."
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-    "text": "How do we know what we’re doing together and when we’re doing it?\nNASA Openscapes Mentors develop, teach, and support many conference workshops, webinars, and participate in project hackdays with their main goal being to support scientists using NASA Earthdata as they migrate their workflows to the cloud. Bri set the stage with our motivation. People working across 11 NASA data centers (DAACs) need a way to see a year’s worth of “who’s here; what are we doing; when are we doing it; where can we find overlap with each other?” The work requires advance planning, and we’d love to avoid having everyone need to separately look up the registration deadlines for conferences. That can all be on a community calendar. We need a solution that is lightweight, with a low barrier to entry, and agnostic to specific calendaring software like Google Calendar vs Microsoft Outlook."
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+    "text": "Onward!\nIf our NASA Openscapes Champions Cohort is any indication, the NASA Earthdata community is making significant strides in building capacity to use Cloud resources, and the transition is successfully happening. While the cohort is officially over, these teams are just at the beginning, and we are excited to follow their results. Several Champions will participate in Carpentries Instructor Training this summer; The Carpentries is a nonprofit that teaches introductory coding skills around the world, Instructor Training is not coding-specific, but it is a pedagogical approach to teaching technical topics. As part of our NASA grant, we partner with The Carpentries and are excited to extend this opportunity to Champions since many of them mentioned wanting to contribute more to open science efforts going forward.\nWe are grateful to this Champion Cohort’s early adopter spirit, their time and effort to make this migration and all of the feedback and input they provided. They all participated in this cohort, knowing that while this was the second Cohort, they were among the first research teams to use NASA Earthdata in the Cloud. What they learned and shared will make it easier for subsequent teams to make this same shift. Many teams articulated this spirit of Open leadership, explicitly asking how they could help other teams. We also learned so much, and we will refine the NASA Openscapes Champions as we plan for our next cohort and our work with the DAAC mentors in the future years of our project."
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-    "section": "How we’re using GitHub for calendaring and management",
-    "text": "How we’re using GitHub for calendaring and management\n\n\n“I’ve been waiting for something like this for… probably a year” - Bri Lind, NASA Land Processes data center.\n\n\nFor the past three years, we have been using GitHub as a community to collaborate around code, tutorials, and documentation, taking advantage of its features for version control, code review, and workshop book publishing. This is important not only because it helps us develop collaboratively as a team, but it’s also the same technology that Earth science researchers use, so we are able to develop practical experience to help them every day as we work. It made sense to explore using GitHub more deeply for our planning and calendaring. \nWe started using GitHub as a centralized place where any of the ~40 NASA Openscapes Mentors can post dates and information for a conference workshop they are leading, for example. Everyone else can see it, and someone might comment “I’m speaking at the same conference. I can give some hands-on help.”, or “Here’s a python notebook I created for a similar workshop last month.” During the Community Call, Stef screenshared our MainPlanning GitHub Project, the Roadmap view (screenshot below) that gives a calendar perspective and the Table view for details on each item. She demo’d creating a GitHub Issue, associating it with the Project, adding topic labels, and a Start date to have it appear in the Roadmap. She showed how we’re also documenting this as we go with screenshots in NASA Earthdata Cloud Cookbook - GitHub for Calendaring and Project Management.\n\n\n\nRoadmap view of a GitHub Project for NASA Openscapes Mentors and collaborators"
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+    "section": "About the NASA Openscapes Champions Teams",
+    "text": "About the NASA Openscapes Champions Teams\nCLIMCAPS Team We use a number of NASA products in CLIMCAPS to stabilize and improve the retrieval of atmospheric profiles from hyperspectral infrared measurements. These include (i) MERRA-2 and (ii) the MEASURES CAMEL dataset. We distribute CLIMCAPS as Level 2 and Level 3 files to a range of different users. Our research focuses on maintaining/improving the CLIMCAPS algorithm and collaborating with users to improve and tailor CLIMCAPS data products. Since releasing the CLIMCAPS record via GES DISC in 2020 (2002–present), we have seen our user base grow. We have had the chance to collaborate with many groups. This gave us the opportunity to address their questions, clarify the product and help prepare custom Level 3 files that are tailored to target applications. The CLIMCAPS Level 2 product contains many different types of uncertainty metrics that can be used to filter and refine data usage. We would absolutely love the opportunity to make these workflows, that we’ve helped develop for users, more widely available. I have no doubt that other communities will find it useful also, and we want, in turn, to learn from others. Experience is teaching us that good science happens when developers and scientists collaborate together. And this is why I think Cloud-based workflows is one of the most exciting technology advances in recent years.\nHEAT (HydroEnergy Analytics Team) There is an increasing global demand for food, water and energy mainly driven by rapid urbanization, rising population, economic growth and regional conflicts. As water, energy and food are interconnected and are part of a system, we will adopt an integrated Water-Energy-Food Nexus (W-E-F) approach to examine the interdependence of water, energy and food and the impacts of climate change on water, energy, and food consumption in Nepal. Nepal, a country located in Southeast Asia, presents a unique case, where the datasets are either sparse, extremely challenging to obtain, or unavailable. Assessing W-E-F Nexus is particularly challenging due to gaps in datasets and lack of long-term observations. NASA’s Earth Observation data can be used to overcome these obstacles by providing ongoing long-term observations of the planet at various spatial and temporal resolutions, effectively filling in the gaps in the data. Our approach involves utilizing data-driven techniques to analyze the W-E-F nexus at watershed level in Nepal. Specifically, we plan to combine NASA’s Earth Observation data with hydropower generation, agricultural production and socioeconomic data in Nepal to gain a more comprehensive understanding of the W-E-F nexus in the region. We have identified several potential datasets, and will address two major questions in the cohort: 1) How has water availability, hydropower generation and consumption, demographics, crop yield changed in Nepal over the last 20 years? 2) What is the relationship between change in hydropower generation with respect to changes in hydrometeorology and demographics? Outcome: We will develop a Jupyter Notebook that outlines a comprehensive method for generating outputs from data acquisition using a Cloud environment. This end-to-end process will be clearly described in the notebook, providing an intuitive and efficient workflow that can be replicated by others adhering to the open science principles. Through this effort, we aim to facilitate the use of Cloud computing in data analysis and dissemination, streamlining the research process and enabling more efficient collaboration among researchers. The final Jupyter Notebook will be shared in the collaborative space (GitHub). The pain points encountered from an interdisciplinary user’s perspective will be documented.\nLASERS Team Our team has expertise in assessing vegetation biophysical parameters using data from all platforms, terrestrial, airborne and spaceborne. We have experience in using the Google Earth Engine and ICESat-2 data to produce gridded-maps of canopy height and canopy cover and we have produced open science software tools for displaying and labeling ICESat-2 photons, e.g., PhotonLabeler, or Waveformlidar, both available on GitHub. Our research efforts of producing Landsat-resolution gridded maps of canopy height, canopy cover, and biomass, are limited in scale by using local computing and data download-intensive approaches. Educational accounts on Cloud-based platforms, such as GEE, have limitations for data availability, data volume and modeling options, and the learning curve and cost for migrating to platforms like AWS, have their own challenges. As such, we hope that by joining NASA’s Openscapes we’ll remove barriers to producing timely vegetation products at continental and global scales to better answer pressing questions in ecology while empowering students and young scientists to use Cloud-computing and open science tools. We use ICESat-2 data, Landsat, and derived data to characterize vegetation structure and estimate biophysical parameters, such as height, cover, biomass. For producing gridded maps of vegetation parameters at scales larger than regional, e.g., continental and global, the volume of data download and processing time are hampering the workflow, therefore we intend to migrate the process to the Cloud.\nGeoweaver Team Our group has a lot of interests and collaboration history with DAACs and the Earth science community, and we are dedicated to developing Geoweaver to support Earth science teams as well as DAAC staff (data pipeline, ingestion, migration, analytics) to be productive, and their work are tangible and FAIR for other scientists to reproduce. We use NASA data as input variables to AI models to train the models with the ability to discover Earth insights in time and be actionable. We are very interested in migrating the workflow into the Cloud because that is where the data is and there are data retrieval and I/O steps in our workflows which are slow if they are executed outside the Cloud. By migrating workflows into Cloud, we want to experiment and showcase that: (1) scientists can easily switch from their personal computing environments to Cloud environment seamlessly and effortlessly using Geoweaver; (2) the hybrid collaboration environment provided by NASA and researchers’ home institution, including their laptops, can work together for one single workflow (/purpose) without under-using (wasting) resources; (3) make the building-testing-debugging iteration more quick, useful, transparent, and of course FAIR (Geoweaver records everything people did no matter where) and help scientists get serious about workflow run history sharing in a single zip file; (4) show that Geoweaver is a click-button solution if scientists want to deploy their AI workflows into operational services to run periodically like every day.\nS-MODE Team Our group has a diversity of professional experience, ranging from graduate students to PI’s. Everyone in our group is interested in exploring open-source workflows on the Cloud and building machinery to analyze a variety of data from S-MODE (Sub-Mesoscale Ocean Dynamics Experiment). Our collaboration will benefit the general S-MODE community as we plan on sharing our findings. Our overall goal is to foster a data analysis community for S-MODE by creating machinery that can be used by many research groups. From Mackenzie: “I work with NASA funded saildrone data to investigate submesoscale dynamics of the upper ocean and air-sea interactions. Specifically, I am working with saildrone datasets from the Atlantic Tradewind Ocean Atmosphere Interaction Campaign (ATOMIC) and S-MODE. I analyze the saildrone data using python and Jupyter notebooks. Additionally, I use satellite data from SMAP, Aquarius, and SWOT to provide environmental context on where the saildrone data was collected. I currently download most of the datasets and keep them on my university’s HPC system. I use open-source software to analyze the data, which includes python packages such as Xarray, numpy, matplotlib, cartopy, and pandas.”\nHydrometeorology Team We are highly motivated to migrate our ground validation workflow for the NASA GPM - Global Precipitation Measurement product to the Cloud. With over a decade of experience working with ground weather radar products and developing comprehensive workflows for ground validation work, we are eager to streamline and optimize our process. We use NASA data in three areas. First, we conduct cross-validation between NASA GPM products and NOAA ground weather radar products. Second, we create synergy of multiple NASA remote sensing measurements to achieve better precipitation product. Third, we apply NASA remote sensing data to monitor and forecast natural hazards such as flash flooding, drought, tornado, etc. Our team recognizes the numerous benefits that Cloud computing resources can provide. Firstly, Cloud services are highly scalable and can easily accommodate changes in demand from other scientists. Secondly, by migrating our workflow to the Cloud, we can automate many tasks and improve efficiency while reducing the risk of errors or delays. Thirdly, Cloud computing resources are accessible from anywhere with an internet connection, making it easier to collaborate with other scientists. Lastly, Cloud services can be integrated with other tools and services, such as machine learning or data analytics platforms, enhancing the overall capabilities of the workflow. We strongly believe that ground validation efforts require a global approach, and migrating our ground validation workflow to the Cloud can greatly enhance our ability to collaborate with other scientists and improve our work on a global scale.\nGESTAR Team We conduct sensor calibration, mission support and support data applications. I work in the GESTAR2 group (Goddard Earth Sciences Technology and Research II) at UMBC (University of Maryland, Baltimore County). Our team, lead by Dr. Strow with us has been responsible for the development of the CHIRP (Climate Hyperspectral Radiance Product) now being hosted on GES DISC DAAC and intimately concerned with the Aqua AIRS, NOAA CrIS MetOP IASI sensors so that their data can be used for climate studies. We are heavily invested in Matlab with C and Fortran libraries. We deal with 10s of TB data almost daily using the HPC at UMBC - a fantastic resource. There is an interest and growing incentive to migrate to the Cloud, but for us the capital (of effort) to ‘re-locate’ is very significant. We need to understand the cost/benefit in our situation. There is a very steep learning curve and very little time available and there isn’t a one solution to fit all."
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-    "section": "How NASA’s LP DAAC and EMIT science teams are expanding this approach",
-    "text": "How NASA’s LP DAAC and EMIT science teams are expanding this approach\nNASA JPL’s Earth Surface Mineral Dust Source Investigation (EMIT) instrument aboard the International Space Station (ISS) uses imaging spectroscopy to detect surface mineralogy, methane gas plumes and ground surface characteristics from space. The NASA Land Processes data center works closely with the EMIT science team to distribute data and develop tutorial resources and they wanted a way to do that more fluidly. A place to strategically link meeting agendas/ notes/ tasks/ progress in a single ‘open’ location that allows individuals on both teams to be aware of progress and decisions as they are being made. The teams are using this space to do more things in the open and having fewer reasons to say “Where’s that doc? Can you email it to me?”\n\n\n\nTable view of a GitHub Project for NASA Land Processes data center and EMIT science team"
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+    "text": "Hi friends, this is a status update about Openscapes — all good things as we’ve evolved structurally this year while concurrently supporting open science via leading cohorts with partners, sharing via talks & writing, and maintaining stability for mentor learning communities. It has also been a lot. Like everyone, I have been consumed with the weight of everything going on in the world, local and global, including wildfires growing nearby my house right now. My theme this year is “default to open” as I grow as a leader in the same way I do as a scientist. This post feels like a long time in the making in that lens. But it has been great to share about different pieces of this with some of you, and it feels really good to document it all more here. I hope you’re all doing ok, and please get in touch - my best email is julia at openscapes.org. Cheers, Julie Lowndes."
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-    "text": "Dig into the discussion\nFollowing the presentations, we had a rich discussion driven by participants’ questions. Topics included:\n\nhow to get different teams and people to ‘buy into’ a system like this; \nhow readily government agencies adopt this sort of approach with this level of transparency; \nthe importance of having something like this to support collaborations with groups that cannot access an organization’s internal Jira project management system;\nquirks people encounter while GitHub continually improves the Projects system;\n\nWe all agreed on the need to start small to build comfort for people who aren’t yet familiar with GitHub. See our shared notes doc for details of questions and tips from participants"
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+    "text": "OPENSCAPES ETHOS\nOpenscapes is an approach and community that helps researchers and those supporting research find each other and feel empowered to conduct data-intensive science. We support open science as “kinder science for future us”: the vision is a scientific culture that is more efficient, more kind, and more collaborative, and that can uncover solutions faster together to the most pressing climate and social challenges. Our main activity is mentorship to build open source technical and collaborative leadership skills within and across teams and organizations, connecting groups and role-modeling open practices that are critical elements to helping shift towards open science. All our lessons, curriculum, writing (blog posts, peer reviewed publications, slides, etc) are open source and shared publicly online – using the same tools we teach for data analysis and reproducible reports (GitHub, Quarto/RMarkdown, R, Python, Jupyter, Google Drive). We believe role-modeling open practices is critical to helping teams shift towards open science.\nOpenscapes is motivated by a question: What if we connected our skills & values in our daily work, for solutions to our most pressing climate and justice challenges? We work with actionable science teams at agencies like NASA Earth Science, NOAA Fisheries, EPA, California Water Boards, academic and non-profit groups like the Fred Hutch Cancer Center, Black Women in Ecology, Evolution, and Marine Science and Black in Marine Science. In our work we think that combining data science with open science with teamwork & community, is a way for us all to help address our climate emergency. As Ayana Elizabeth Johnson and Katharine Wilkinson say in the book All We Can Save: “To address our climate emergency, we must rapidly, radically reshape society. We need every solution and every solver”."
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-    "text": "Related Resources\n\nNASA Earthdata Cloud Cookbook developed by NASA Openscapes Mentors\nOpenscapes GitHub Clinics \nCSCCE Open Source Tools Trials:\n\nUsing GitHub to facilitate community activities\nGitHub and Bitergia to support research and developer communities\nUsing GitHub and HedgeDoc to organize and support community events"
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+    "text": "IGNITING REAL CULTURE CHANGE ACROSS SCIENCE\nWe are seeing real culture change across science through the Openscapes approach. This is a big deal and something I am really proud of. Change shows up as real improvements in how individuals, teams, and organizations operate. We see researchers’ daily efficiency and wellbeing benefit whole organizations since there is less time wasted, errors are identified and fixed earlier, and staff have less burnout and turnover. Through the Champions Program, we’ve seen a senior administrator who had participated for weeks on mute suddenly unmute, lean forward, and say “I need that, can you teach me?” when a colleague was screensharing their workflow for automating data-intensive reports. Through NASA Openscapes co-led with Erin Robinson, we have changed the way NASA teaches how to access Earthdata in the cloud. With NASA, NOAA, and the California Water Boards, we are supporting within-government open source community development that flourishes across historical institutional silos: examples include the earthaccess python library, Dr. Eli Holmes’s new 3-year position as NOAA Fisheries Open Science Lead, and the California Environmental Protection Agency’s (CalEPA) open data strategy (see the upcoming July Executive Director Report: https://www.waterboards.ca.gov/board_info/exec_dir_rpts).\n2023 marked 5 years of Openscapes! We have done and learned a lot – look out for an upcoming blog post with more details. But to share some – in early 2024, Openscapes was mentioned in the White House Fact Sheet as the Biden-⁠Harris Administration Marks the Anniversary of OSTP’s Year of Open Science! We’ve led 155 science teams through our flagship Champions program, upskilled 90 Mentors across several government organizations, and welcomed 120 Black marine and environmental scientists to Open Science through the Pathways Program. We’ve also led two years of the Reflections program, a lower-commitment way for people to participate in Openscapes and build open science skills. But real culture change is less about us leading events and more about the Openscapes approach and Flywheel spinning around the world as people practice, reuse, and teach it themselves. Openscapes has been successful because we are small, independent, and outside the organizations we work with, and teaching approaches that can be incorporated within organizations (for example with the CalEPA). We are keeping that going."
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-    "text": "NASA Openscapes\n\n\n\nEarth science is changing. We support scientists using data from NASA Earthdata served from the Distributed Active Archive Centers (DAACs) as they migrate workflows to the cloud.\nWe are influenced and inspired by many leaders and community organizers, particularly in climate justice and get out the vote movements. That means, we know this isn’t just about us or an effort we can do alone. We are always looking to learn from, with, and for others.\nUpcoming Events:\n\nCommunity Call September 26: Openscapes Goes to The White House! Julie Lowndes & Ileana Fenwick will debrief their White House trip and share the celebration of Openscapes being recognized at the ‘Celebration of the OSTP Year of Open Science Recognition Challenge Winners’. Details & Registration\nOpen Science ‘Dynamic Convergence’ Workshop, hosted by the Open Research Community Accelerator (ORCA), in collaboration with CERN and UNESCO, with the participation of NASA and the National Science Foundation (NSF). Sep 18-19, 2024. Openscapes core team members Julia Lowndes and Ileana Fenwick are attending; Julie is an invited panel speaker.\nJust published! A paper co-authored by Openscapes Mentors across organizations – including NASA Earthdata, NOAA Fisheries, EPA, California Water Boards, Pathways to Open Science, Fred Hutch Cancer Center: Shifting institutional culture to develop climate solutions with Open Science, Ecology and Evolution, 2024.\n\nLearn about our recent work: News • Presentations • Annual Reports • Flywheel Preprint • White Paper: The Value of Hosted JupyterHubs\n earthaccess python library • Earth Science Data Simplified (NASA Earthdata blog!)\nProject announcements: NASA • Openscapes • Please connect with us on Mastodon @openscapes@fosstodon.org or join our newsletter"
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+    "text": "AN OPEN SOURCE COMMUNITY\nI’ve come to think of Openscapes itself as an open source community, which yes, might be obvious, and was the goal all along. But I realize it actually is. We as a community — and linked to many other communities all along the open spectrum — are all role modeling open, living open science as a process and daily activity (not only a product at the end), and bringing reuse and extension as a value of open. It’s happening!\nPart of the community being open source is that all our resources are open source; you’re welcome to them. We think of the Flywheel as an open source tool — I reach for the Flywheel when we are planning, designing programs, communicating impact, just as I reach for R and Quarto and JupyterHubs when I am doing data analysis. We also invest heavily in open documentation: through the Champions Lesson Series resources and the Approach Guide that document how we work and facilitate – these are other open source resources to reuse and extend, the way you would an R or Python package. It takes real work and time to make things open – that means posting on YouTube and formatting for GitHub rather than a PDF sitting in a corner of our laptops. Funding supports our time working with partners, and also invests in this work to keep the Flywheel going.\n“Forking” is a concept from GitHub and software programming where you can copy someone’s work into your own space to reuse/remix/extend it. It is still attached to the original source so that you can be connected, give credit, and also contribute back, if your changes might be useful to the original project. We are thrilled to see people “forking Openscapes” like teaching from each other’s slide decks, copying live notes and agenda structure, and reusing Champions cohorts and event structure to better suit audiences, like the CalEPA has done."
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-    "text": "The NASA Earthdata-Openscapes Mentors team and other contributors are creating open educational resources to help researchers migrate workflows to the Cloud - all available for learning, reuse, and remix.\nExplore these resources in the NASA Earthdata Cloud Cookbook."
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+    "text": "OUR CORE TEAM\nOpenscapes has an intentionally small core team. As we have grown, we have tried to keep a deliberately flattened organizational structure that works effectively and has the impact of a much bigger team. We define the core team right now as people who are paid directly from Openscapes funds (grants & contracts). Sustainability of people’s workload and financing is front of mind. Outside of me (aiming for 90% time), team members work up to 50% time, with everyone working as much as they want to. Our core team has shifted this year, and you’ll see these changes reflected in our website too.\nFirst, a huge thank you to Erin Robinson, who was instrumental in growing Openscapes into a sustainable initiative via her expertise in strategic sustainability planning and her leadership with the NASA Earthdata community. Erin Robinson has shifted off the core team: she is currently finishing her PhD in Information Science focused on knowledge infrastructures for Earth and environmental science applications and consulting with her company Metadata Game Changers. I have learned so much working together with Erin, it could be a whole book in itself. I’m so proud of the Openscapes Flywheel we developed together and that Jim Collins responded to us saying he was excited about our work when we shared our 2023 Earth Science Data Systems Working Group (ESDSWG) slides! Erin, I can’t wait to see what you do and where you take this all next, and continue to stay connected with us all.\nGrowing our team, we’ve welcomed two new team members: Liz Neeley and Andy Teucher! Both Liz and Andy have backgrounds as environmental scientists, so they are closely connected with researchers and understand deeply the challenges and opportunities as we work with teams, and are huge wonderful additions to the Openscapes Community.\nLiz Neeley brings a deep background of science communication and sense making, and is supporting me as well as NASA Mentors. The first thing we did together is Liz helped design a hiring rubric and interview conversation guides for our cloud position with 26 applicants earlier this year — this is something I had never done before and I learned a lot (blog post upcoming!) Liz is also a founding partner of the new initiative Liminal, which is a science communication collective. I am proud to say that I am part of the collective, alongside some amazing leaders. Liz and I have already co-chaired a workshop with the NIH National Libraries of Medicine, and I shared some of Openscapes’ work in environmental and Earth science communities. I am excited to contribute, learn, connect, and bring back what I learn to the Openscapes community.\nAndy Teucher is a data scientist and open source developer and teacher, and has been focused on cloud infrastructure with NASA Openscapes. In just a few short months already he has identified ways to lower costs for cloud computing and storage. And, making this immediately actionable, he has taught tutorials on technical and policy approaches to reduce costs for scientists and JupyterHub managers, which is so awesome. Andy is continuing to document this and identify other ways to contribute to reduce friction for users learning to access and use NASA Earthdata in the cloud. A current focus is on “fledging” — where do researchers go to do their real science once they have tested whether the Cloud is right for them through our 2i2c JupyterHub? (Look out for a blog post following our July ESIP session!)\nStefanie Butland and Ileana Fenwick and I continue to work closely together, across Openscapes activities. Ileana led the second annual Pathways to Open Science program with co-leads Aneese Williams and Alex Davis earlier this year, reusing what worked and extending the program activities. Ileana, Stef and I led the second year of the Reflections Program as well, and are excited to continue to have new channels and sponsorship so people have friendly entryways to engage with open science. Stefanie has led more and more core activities, doing all setup for Champions Cohorts, teaching lessons, supporting NASA mentors and coworking, and designing and leading the new Quarto + GitHub Contributing Clinic. Look out for Stef’s talk at posit::conf next month about how we use Sean Kross’s Kyber R package to save time and reduce manual errors in Champions Cohorts setup!\nAll of us work closely with Mentors and Champions and others in the greater Openscapes and open science community, and we appreciate you!"
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+    "section": "STRUCTURE",
+    "text": "STRUCTURE\nIn 2022 I started Openscapes LLC as a mechanism to administer funds to support the Openscapes open source community. In my mind, the LLC is not synonymous with all the Openscapes community work described above, it is one piece supporting the community. Openscapes LLC is a value-driven vehicle to try to support open science as a career – a sustainable and lasting career — for myself and for others. An LLC was a mechanism that was possible for me. I do sometimes feel like I have to justify this choice, and I push back on the idea that companies are inherently bad or that non-profits uniquely embody the values of open science (see Chris Hartgerink’s eloquent post about this (Not-)for-profit in research). I see many people wondering how to make open science a sustainable job and we need more pathways – it’s important to be able to explore and discuss mechanisms together as an open community. So how is Openscapes LLC value-driven? We are not motivated by profit. We pay people for their time, we pay quickly, and aim to pay them well. We can work pro-bono at times to collaborate with partners, as we do with the Pathways for Open Science Program and the Tribal Exchange Network Group. We can also donate to causes aligned with our values. Since we believe that open science plays a critical role in climate solutions and justice, we joined 1% for the Planet and starting later in 2024 will donate at least 1% of revenue each year to environmental non-profits. This will be small, but small numbers matter, as does visibly connecting our values with how we work.\nAnd, I am now full time at Openscapes LLC! In May 2024 I shifted to an affiliate position at NCEAS/UC Santa Barbara, after working as a Project Scientist there for 11 years (2013-2024). I love the community and teams at NCEAS - the Ocean Health Index in particular as my open science origins (see 2021 SORTEE slides) along with the admin staff. From undergrad to PhD to NCEAS, I have been at universities since 1999, and this is a big shift for me. And I also feel prepared as I continue developing as a scientist, open science champion, feminist, anti-racist, and human, throughout all these years with all the people I have learned from and worked with along the way. So some underlying structure of my situation has changed, but Openscapes’ momentum is unchanged. \nBeing a small women-owned business owner and designing Openscapes values into the business structure is something I am really proud of. It feels different in some ways compared to being a scientist, but in fact I am solidly both. It has been a lot of work to build and manage a company and I continue to learn really important skills to support the work — and I have not done it alone! I so greatly value my accounting & contracts team, as well as my leadership coach and advisors. And so many practical conversations from people I admire in this community. And, I think that Openscapes LLC is a step. I would like the mechanism to administer funds on the back end to match the community approach on the front end. I am eyeing a collaborative structure in a not-too-distant future, and have talked with some of you about this already (and I am learning from Liminal this way as well). However, we’ll take it one step at a time. We are dedicated and in this for the long-haul: Openscapes LLC is a “keepgoing”, not a startup, to borrow language from open source community lead Greg Wilson."
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+    "section": "QUESTIONS WE’RE PONDERING",
+    "text": "QUESTIONS WE’RE PONDERING\nWe are deeply interested in the “so what” of open science. So teams are more efficient and morale is higher, science is more reproducible, data are more FAIR. So what – is response to wildfires faster, with partners and residents better informed due to open data and sharing? Are communities developing equitable solutions to water management also working on the other side of the world due to trust built and amplified? In my own neighborhood, I see wildfire communications vastly improved because of open data, and groups sharing information and visualizations openly. Fewer neighbors message to ask “where/how big”? And the conversations shift to what to do and how to help each other. This is because they can see the data easily themselves and are informed. I am ready for Openscapes to contribute to stories like these, for the Flywheel to spin for climate and social justice solutions. We’re in a moment where open science is still “new”, shifting from its early adopter moment to the early majority, so it feels early and energizing and new. And, at the same time, people have been working on this for decades, and there is an impatience for us to really gain traction and identify and tell these stories to connect us and unite us in hope and action due to all that we’ve done with open science. It’s about people, and we’re ready.\nI’ll end here for now, thank you for reading. There is so much more learned and on my mind and plate and I look forward to continue collaborating and making a difference with you all. I’m nothing but excited for going forward together.\n\n\n\nLlanwrst, Wales, photo by Julie Lowndes"
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     "text": "Acknowledgements\nThis work was done in collaboration with NASA Openscapes, a community supporting research teams’ cloud migration with different Cloud environments and technologies, including Coiled.\nWe’d also like to thank Amy Steiker, Luis Lopez, and Andy Barrett from NSIDC and Aronne Merrelli from the University of Michigan for sharing their scientific use cases which motivated this post."
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-    "text": "Hi friends, this is a status update about Openscapes — all good things as we’ve evolved structurally this year while concurrently supporting open science via leading cohorts with partners, sharing via talks & writing, and maintaining stability for mentor learning communities. It has also been a lot. Like everyone, I have been consumed with the weight of everything going on in the world, local and global, including wildfires growing nearby my house right now. My theme this year is “default to open” as I grow as a leader in the same way I do as a scientist. This post feels like a long time in the making in that lens. But it has been great to share about different pieces of this with some of you, and it feels really good to document it all more here. I hope you’re all doing ok, and please get in touch - my best email is julia at openscapes.org. Cheers, Julie Lowndes."
+    "text": "The NASA Earthdata-Openscapes Mentors team and other contributors are creating open educational resources to help researchers migrate workflows to the Cloud - all available for learning, reuse, and remix.\nExplore these resources in the NASA Earthdata Cloud Cookbook."
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-    "text": "OPENSCAPES ETHOS\nOpenscapes is an approach and community that helps researchers and those supporting research find each other and feel empowered to conduct data-intensive science. We support open science as “kinder science for future us”: the vision is a scientific culture that is more efficient, more kind, and more collaborative, and that can uncover solutions faster together to the most pressing climate and social challenges. Our main activity is mentorship to build open source technical and collaborative leadership skills within and across teams and organizations, connecting groups and role-modeling open practices that are critical elements to helping shift towards open science. All our lessons, curriculum, writing (blog posts, peer reviewed publications, slides, etc) are open source and shared publicly online – using the same tools we teach for data analysis and reproducible reports (GitHub, Quarto/RMarkdown, R, Python, Jupyter, Google Drive). We believe role-modeling open practices is critical to helping teams shift towards open science.\nOpenscapes is motivated by a question: What if we connected our skills & values in our daily work, for solutions to our most pressing climate and justice challenges? We work with actionable science teams at agencies like NASA Earth Science, NOAA Fisheries, EPA, California Water Boards, academic and non-profit groups like the Fred Hutch Cancer Center, Black Women in Ecology, Evolution, and Marine Science and Black in Marine Science. In our work we think that combining data science with open science with teamwork & community, is a way for us all to help address our climate emergency. As Ayana Elizabeth Johnson and Katharine Wilkinson say in the book All We Can Save: “To address our climate emergency, we must rapidly, radically reshape society. We need every solution and every solver”."
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+    "text": "NASA Openscapes\n\n\n\nEarth science is changing. We support scientists using data from NASA Earthdata served from the Distributed Active Archive Centers (DAACs) as they migrate workflows to the cloud.\nWe are influenced and inspired by many leaders and community organizers, particularly in climate justice and get out the vote movements. That means, we know this isn’t just about us or an effort we can do alone. We are always looking to learn from, with, and for others.\nUpcoming Events:\n\nNASA Openscapes Mentors Retreat Oct 16-17 2024 (remotely, online)\nJust published! A paper co-authored by Openscapes Mentors across organizations – including NASA Earthdata, NOAA Fisheries, EPA, California Water Boards, Pathways to Open Science, Fred Hutch Cancer Center: Shifting institutional culture to develop climate solutions with Open Science, Ecology and Evolution, 2024.\n\nLearn about our recent work: News • Presentations • Annual Reports • Flywheel Preprint • White Paper: The Value of Hosted JupyterHubs\n earthaccess python library • Earth Science Data Simplified (NASA Earthdata blog!)\nProject announcements: NASA • Openscapes • Please connect with us on Mastodon @openscapes@fosstodon.org or join our newsletter"
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-    "section": "IGNITING REAL CULTURE CHANGE ACROSS SCIENCE",
-    "text": "IGNITING REAL CULTURE CHANGE ACROSS SCIENCE\nWe are seeing real culture change across science through the Openscapes approach. This is a big deal and something I am really proud of. Change shows up as real improvements in how individuals, teams, and organizations operate. We see researchers’ daily efficiency and wellbeing benefit whole organizations since there is less time wasted, errors are identified and fixed earlier, and staff have less burnout and turnover. Through the Champions Program, we’ve seen a senior administrator who had participated for weeks on mute suddenly unmute, lean forward, and say “I need that, can you teach me?” when a colleague was screensharing their workflow for automating data-intensive reports. Through NASA Openscapes co-led with Erin Robinson, we have changed the way NASA teaches how to access Earthdata in the cloud. With NASA, NOAA, and the California Water Boards, we are supporting within-government open source community development that flourishes across historical institutional silos: examples include the earthaccess python library, Dr. Eli Holmes’s new 3-year position as NOAA Fisheries Open Science Lead, and the California Environmental Protection Agency’s (CalEPA) open data strategy (see the upcoming July Executive Director Report: https://www.waterboards.ca.gov/board_info/exec_dir_rpts).\n2023 marked 5 years of Openscapes! We have done and learned a lot – look out for an upcoming blog post with more details. But to share some – in early 2024, Openscapes was mentioned in the White House Fact Sheet as the Biden-⁠Harris Administration Marks the Anniversary of OSTP’s Year of Open Science! We’ve led 155 science teams through our flagship Champions program, upskilled 90 Mentors across several government organizations, and welcomed 120 Black marine and environmental scientists to Open Science through the Pathways Program. We’ve also led two years of the Reflections program, a lower-commitment way for people to participate in Openscapes and build open science skills. But real culture change is less about us leading events and more about the Openscapes approach and Flywheel spinning around the world as people practice, reuse, and teach it themselves. Openscapes has been successful because we are small, independent, and outside the organizations we work with, and teaching approaches that can be incorporated within organizations (for example with the CalEPA). We are keeping that going."
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+    "text": "Quicklinks\nOur 10th Openscapes Community Call was a screenshare-and-tell of how we’re using GitHub Issues, Projects, and the new Roadmap feature to have an open, dynamic way for many people to use and contribute to a “calendar”. We embrace working in the open and sharing how-we-work early before trying to make something “perfect” that doesn’t suit people’s needs so we were grateful for questions and suggestions from participants! Presented by Bri Lind, a Geospatial Data Scientist at NASA’s Land Processes Distributed Active Archive Center (LP DAAC) and a NASA Openscapes Mentor and Stefanie Butland Openscapes team member."
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-    "text": "AN OPEN SOURCE COMMUNITY\nI’ve come to think of Openscapes itself as an open source community, which yes, might be obvious, and was the goal all along. But I realize it actually is. We as a community — and linked to many other communities all along the open spectrum — are all role modeling open, living open science as a process and daily activity (not only a product at the end), and bringing reuse and extension as a value of open. It’s happening!\nPart of the community being open source is that all our resources are open source; you’re welcome to them. We think of the Flywheel as an open source tool — I reach for the Flywheel when we are planning, designing programs, communicating impact, just as I reach for R and Quarto and JupyterHubs when I am doing data analysis. We also invest heavily in open documentation: through the Champions Lesson Series resources and the Approach Guide that document how we work and facilitate – these are other open source resources to reuse and extend, the way you would an R or Python package. It takes real work and time to make things open – that means posting on YouTube and formatting for GitHub rather than a PDF sitting in a corner of our laptops. Funding supports our time working with partners, and also invests in this work to keep the Flywheel going.\n“Forking” is a concept from GitHub and software programming where you can copy someone’s work into your own space to reuse/remix/extend it. It is still attached to the original source so that you can be connected, give credit, and also contribute back, if your changes might be useful to the original project. We are thrilled to see people “forking Openscapes” like teaching from each other’s slide decks, copying live notes and agenda structure, and reusing Champions cohorts and event structure to better suit audiences, like the CalEPA has done."
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+    "text": "How do we know what we’re doing together and when we’re doing it?\nNASA Openscapes Mentors develop, teach, and support many conference workshops, webinars, and participate in project hackdays with their main goal being to support scientists using NASA Earthdata as they migrate their workflows to the cloud. Bri set the stage with our motivation. People working across 11 NASA data centers (DAACs) need a way to see a year’s worth of “who’s here; what are we doing; when are we doing it; where can we find overlap with each other?” The work requires advance planning, and we’d love to avoid having everyone need to separately look up the registration deadlines for conferences. That can all be on a community calendar. We need a solution that is lightweight, with a low barrier to entry, and agnostic to specific calendaring software like Google Calendar vs Microsoft Outlook."
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-    "text": "OUR CORE TEAM\nOpenscapes has an intentionally small core team. As we have grown, we have tried to keep a deliberately flattened organizational structure that works effectively and has the impact of a much bigger team. We define the core team right now as people who are paid directly from Openscapes funds (grants & contracts). Sustainability of people’s workload and financing is front of mind. Outside of me (aiming for 90% time), team members work up to 50% time, with everyone working as much as they want to. Our core team has shifted this year, and you’ll see these changes reflected in our website too.\nFirst, a huge thank you to Erin Robinson, who was instrumental in growing Openscapes into a sustainable initiative via her expertise in strategic sustainability planning and her leadership with the NASA Earthdata community. Erin Robinson has shifted off the core team: she is currently finishing her PhD in Information Science focused on knowledge infrastructures for Earth and environmental science applications and consulting with her company Metadata Game Changers. I have learned so much working together with Erin, it could be a whole book in itself. I’m so proud of the Openscapes Flywheel we developed together and that Jim Collins responded to us saying he was excited about our work when we shared our 2023 Earth Science Data Systems Working Group (ESDSWG) slides! Erin, I can’t wait to see what you do and where you take this all next, and continue to stay connected with us all.\nGrowing our team, we’ve welcomed two new team members: Liz Neeley and Andy Teucher! Both Liz and Andy have backgrounds as environmental scientists, so they are closely connected with researchers and understand deeply the challenges and opportunities as we work with teams, and are huge wonderful additions to the Openscapes Community.\nLiz Neeley brings a deep background of science communication and sense making, and is supporting me as well as NASA Mentors. The first thing we did together is Liz helped design a hiring rubric and interview conversation guides for our cloud position with 26 applicants earlier this year — this is something I had never done before and I learned a lot (blog post upcoming!) Liz is also a founding partner of the new initiative Liminal, which is a science communication collective. I am proud to say that I am part of the collective, alongside some amazing leaders. Liz and I have already co-chaired a workshop with the NIH National Libraries of Medicine, and I shared some of Openscapes’ work in environmental and Earth science communities. I am excited to contribute, learn, connect, and bring back what I learn to the Openscapes community.\nAndy Teucher is a data scientist and open source developer and teacher, and has been focused on cloud infrastructure with NASA Openscapes. In just a few short months already he has identified ways to lower costs for cloud computing and storage. And, making this immediately actionable, he has taught tutorials on technical and policy approaches to reduce costs for scientists and JupyterHub managers, which is so awesome. Andy is continuing to document this and identify other ways to contribute to reduce friction for users learning to access and use NASA Earthdata in the cloud. A current focus is on “fledging” — where do researchers go to do their real science once they have tested whether the Cloud is right for them through our 2i2c JupyterHub? (Look out for a blog post following our July ESIP session!)\nStefanie Butland and Ileana Fenwick and I continue to work closely together, across Openscapes activities. Ileana led the second annual Pathways to Open Science program with co-leads Aneese Williams and Alex Davis earlier this year, reusing what worked and extending the program activities. Ileana, Stef and I led the second year of the Reflections Program as well, and are excited to continue to have new channels and sponsorship so people have friendly entryways to engage with open science. Stefanie has led more and more core activities, doing all setup for Champions Cohorts, teaching lessons, supporting NASA mentors and coworking, and designing and leading the new Quarto + GitHub Contributing Clinic. Look out for Stef’s talk at posit::conf next month about how we use Sean Kross’s Kyber R package to save time and reduce manual errors in Champions Cohorts setup!\nAll of us work closely with Mentors and Champions and others in the greater Openscapes and open science community, and we appreciate you!"
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+    "section": "How we’re using GitHub for calendaring and management",
+    "text": "How we’re using GitHub for calendaring and management\n\n\n“I’ve been waiting for something like this for… probably a year” - Bri Lind, NASA Land Processes data center.\n\n\nFor the past three years, we have been using GitHub as a community to collaborate around code, tutorials, and documentation, taking advantage of its features for version control, code review, and workshop book publishing. This is important not only because it helps us develop collaboratively as a team, but it’s also the same technology that Earth science researchers use, so we are able to develop practical experience to help them every day as we work. It made sense to explore using GitHub more deeply for our planning and calendaring. \nWe started using GitHub as a centralized place where any of the ~40 NASA Openscapes Mentors can post dates and information for a conference workshop they are leading, for example. Everyone else can see it, and someone might comment “I’m speaking at the same conference. I can give some hands-on help.”, or “Here’s a python notebook I created for a similar workshop last month.” During the Community Call, Stef screenshared our MainPlanning GitHub Project, the Roadmap view (screenshot below) that gives a calendar perspective and the Table view for details on each item. She demo’d creating a GitHub Issue, associating it with the Project, adding topic labels, and a Start date to have it appear in the Roadmap. She showed how we’re also documenting this as we go with screenshots in NASA Earthdata Cloud Cookbook - GitHub for Calendaring and Project Management.\n\n\n\nRoadmap view of a GitHub Project for NASA Openscapes Mentors and collaborators"
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-    "text": "STRUCTURE\nIn 2022 I started Openscapes LLC as a mechanism to administer funds to support the Openscapes open source community. In my mind, the LLC is not synonymous with all the Openscapes community work described above, it is one piece supporting the community. Openscapes LLC is a value-driven vehicle to try to support open science as a career – a sustainable and lasting career — for myself and for others. An LLC was a mechanism that was possible for me. I do sometimes feel like I have to justify this choice, and I push back on the idea that companies are inherently bad or that non-profits uniquely embody the values of open science (see Chris Hartgerink’s eloquent post about this (Not-)for-profit in research). I see many people wondering how to make open science a sustainable job and we need more pathways – it’s important to be able to explore and discuss mechanisms together as an open community. So how is Openscapes LLC value-driven? We are not motivated by profit. We pay people for their time, we pay quickly, and aim to pay them well. We can work pro-bono at times to collaborate with partners, as we do with the Pathways for Open Science Program and the Tribal Exchange Network Group. We can also donate to causes aligned with our values. Since we believe that open science plays a critical role in climate solutions and justice, we joined 1% for the Planet and starting later in 2024 will donate at least 1% of revenue each year to environmental non-profits. This will be small, but small numbers matter, as does visibly connecting our values with how we work.\nAnd, I am now full time at Openscapes LLC! In May 2024 I shifted to an affiliate position at NCEAS/UC Santa Barbara, after working as a Project Scientist there for 11 years (2013-2024). I love the community and teams at NCEAS - the Ocean Health Index in particular as my open science origins (see 2021 SORTEE slides) along with the admin staff. From undergrad to PhD to NCEAS, I have been at universities since 1999, and this is a big shift for me. And I also feel prepared as I continue developing as a scientist, open science champion, feminist, anti-racist, and human, throughout all these years with all the people I have learned from and worked with along the way. So some underlying structure of my situation has changed, but Openscapes’ momentum is unchanged. \nBeing a small women-owned business owner and designing Openscapes values into the business structure is something I am really proud of. It feels different in some ways compared to being a scientist, but in fact I am solidly both. It has been a lot of work to build and manage a company and I continue to learn really important skills to support the work — and I have not done it alone! I so greatly value my accounting & contracts team, as well as my leadership coach and advisors. And so many practical conversations from people I admire in this community. And, I think that Openscapes LLC is a step. I would like the mechanism to administer funds on the back end to match the community approach on the front end. I am eyeing a collaborative structure in a not-too-distant future, and have talked with some of you about this already (and I am learning from Liminal this way as well). However, we’ll take it one step at a time. We are dedicated and in this for the long-haul: Openscapes LLC is a “keepgoing”, not a startup, to borrow language from open source community lead Greg Wilson."
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+    "section": "How NASA’s LP DAAC and EMIT science teams are expanding this approach",
+    "text": "How NASA’s LP DAAC and EMIT science teams are expanding this approach\nNASA JPL’s Earth Surface Mineral Dust Source Investigation (EMIT) instrument aboard the International Space Station (ISS) uses imaging spectroscopy to detect surface mineralogy, methane gas plumes and ground surface characteristics from space. The NASA Land Processes data center works closely with the EMIT science team to distribute data and develop tutorial resources and they wanted a way to do that more fluidly. A place to strategically link meeting agendas/ notes/ tasks/ progress in a single ‘open’ location that allows individuals on both teams to be aware of progress and decisions as they are being made. The teams are using this space to do more things in the open and having fewer reasons to say “Where’s that doc? Can you email it to me?”\n\n\n\nTable view of a GitHub Project for NASA Land Processes data center and EMIT science team"
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-    "text": "QUESTIONS WE’RE PONDERING\nWe are deeply interested in the “so what” of open science. So teams are more efficient and morale is higher, science is more reproducible, data are more FAIR. So what – is response to wildfires faster, with partners and residents better informed due to open data and sharing? Are communities developing equitable solutions to water management also working on the other side of the world due to trust built and amplified? In my own neighborhood, I see wildfire communications vastly improved because of open data, and groups sharing information and visualizations openly. Fewer neighbors message to ask “where/how big”? And the conversations shift to what to do and how to help each other. This is because they can see the data easily themselves and are informed. I am ready for Openscapes to contribute to stories like these, for the Flywheel to spin for climate and social justice solutions. We’re in a moment where open science is still “new”, shifting from its early adopter moment to the early majority, so it feels early and energizing and new. And, at the same time, people have been working on this for decades, and there is an impatience for us to really gain traction and identify and tell these stories to connect us and unite us in hope and action due to all that we’ve done with open science. It’s about people, and we’re ready.\nI’ll end here for now, thank you for reading. There is so much more learned and on my mind and plate and I look forward to continue collaborating and making a difference with you all. I’m nothing but excited for going forward together.\n\n\n\nLlanwrst, Wales, photo by Julie Lowndes"
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+    "text": "Dig into the discussion\nFollowing the presentations, we had a rich discussion driven by participants’ questions. Topics included:\n\nhow to get different teams and people to ‘buy into’ a system like this; \nhow readily government agencies adopt this sort of approach with this level of transparency; \nthe importance of having something like this to support collaborations with groups that cannot access an organization’s internal Jira project management system;\nquirks people encounter while GitHub continually improves the Projects system;\n\nWe all agreed on the need to start small to build comfort for people who aren’t yet familiar with GitHub. See our shared notes doc for details of questions and tips from participants"
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+    "section": "Related Resources",
+    "text": "Related Resources\n\nNASA Earthdata Cloud Cookbook developed by NASA Openscapes Mentors\nOpenscapes GitHub Clinics \nCSCCE Open Source Tools Trials:\n\nUsing GitHub to facilitate community activities\nGitHub and Bitergia to support research and developer communities\nUsing GitHub and HedgeDoc to organize and support community events"
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     "section": "",
-    "text": "From April-June 2023, the NASA Openscapes project team co-led the second Champions Cohort with NASA Mentors who span seven Distributed Active Archive Centers (DAACs). The Cohort included seven research teams from academia and government that were curious about working with NASA Earthdata in the Cloud. Cloud migration takes time, so in the ten weeks we worked together, the focus was on planning the transition, identifying resources, and initial experiments using the Cloud through our 2i2c JupyterHub. All of this work is underpinned by Openscapes and NASA’s commitment to Open science practices. This cohort is funded by NASA and is part of our NASA Openscapes Framework project.\nQuick links:"
+    "text": "We have an upcoming free hands-on virtual workshop led by NASA PO.DAAC on data access for the Surface Water Ocean Topography (SWOT) satellite. The SWOT session will be held July 16, 2024, as part of the Hacking Limnology Virtual Summit, a week-long series of talks and workshops broadly focused on open data science and modeling by early career scientists and researchers. This remote sensing SWOT session will be introduced by Merritt Harlan from the USGS and feature an exciting talk from Craig Brinkerhoff on SWOT-related research, followed by a 2-hour hands on demonstration by Cassie Nickles with support from NASA Openscapes Mentors.\nTo find out more about SWOT, visit the SWOT PO.DAAC Website and explore other SWOT tutorials and resources in our PO.DAAC Cookbook: SWOT Chapter ahead of time.\nRegistration is free and open to all career stages: https://aquaticdatasciopensci.github.io/registration/\nThe hands-on demonstration will be using this GitHub Repository with Binder: https://github.com/podaac/2024-SWOT-ECR-Workshop."
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+    "text": "We want to share our work in a way that people can find it, use it, improve it, and cite it, or get credit for their contributions. For people who have participated in our programs like Openscapes Champions1, or Pathways to Open Science2, we want a robust way to add these to their CV as professional development. For contributors to our open educational resources, like the NASA Earthdata Cloud Cookbook3, we want them to get credit and visibility. For people who want to reuse or remix a slide from a presentation, we want them to feel great about it by providing an easy way to cite the presentation. To enable all of this, we created a Zenodo Openscapes Community as a semantically meaningful group of selected research products. NASA’s Transform to Open Science (TOPS) and the Center for Scientific Collaboration and Community Engagement’s (CSCCE) Zenodo Communities were inspirations for ours.\nZenodo is a general-purpose open repository that allows researchers to deposit research related digital artefacts like research papers, data sets, research software, reports, lesson materials, and presentations. For each submission, a persistent digital object identifier (DOI) is minted, which makes the stored items easily citable (adapted from Wikipedia). Zenodo allows for versioning and we can preserve GitHub repositories in Zenodo too (GitHub itself is not a repository!).\n\n\n\n\n\n\n\n\nThe Openscapes Approach Guide gives instructions for our use cases, with pointers for things that might not be obvious to a first-time user.\n\nWhat do we curate in our Zenodo Openscapes Community?\nHow to add your existing Zenodo record to the Zenodo Openscapes Community\nHow to publish a new record in Zenodo to get a DOI\nHow to get a DOI for materials on GitHub\nHow to cite Openscapes publications\n\n\n\n\nOf course I want credit for my contributions! When we add an author’s ORCID ID to a Zenodo record, their ORCID profile is automatically updated. I learned of this bonus when I uploaded a post on which I’m a co-author, and then received email notification that this record had been added to my ORCID profile. Why is this so cool? An ORCID ID is a unique, open digital identifier that distinguishes you from every other researcher with the same or a similar name to you. My ORCID profile is a bit like a CV. I use it to collect my research publications (not limited to peer reviewed papers) along with things like education and service on boards. Having it automatically updated is great.\n\n\n\n\n\n\n\nAssociating a Zenodo record with an author’s ORCID ID results in that record being automatically listed in their ORCID profile.\n\n\nWant to create a Zenodo Community? Play in the Sandbox first, where anyone can create and refine a draft Community before publishing it in Zenodo. Creating a Sandbox version forced me to recognize decisions to make before creating the real thing, like: needing to create it from an account that looks professional like “curator”, rather than my personal email username; or deciding what types of research products to include or exclude. This webinar section “How to create a community” screenshares a walk-through that makes things crystal clear."
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+    "text": "The Openscapes Approach Guide gives instructions for our use cases, with pointers for things that might not be obvious to a first-time user.\n\nWhat do we curate in our Zenodo Openscapes Community?\nHow to add your existing Zenodo record to the Zenodo Openscapes Community\nHow to publish a new record in Zenodo to get a DOI\nHow to get a DOI for materials on GitHub\nHow to cite Openscapes publications"
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+    "text": "Of course I want credit for my contributions! When we add an author’s ORCID ID to a Zenodo record, their ORCID profile is automatically updated. I learned of this bonus when I uploaded a post on which I’m a co-author, and then received email notification that this record had been added to my ORCID profile. Why is this so cool? An ORCID ID is a unique, open digital identifier that distinguishes you from every other researcher with the same or a similar name to you. My ORCID profile is a bit like a CV. I use it to collect my research publications (not limited to peer reviewed papers) along with things like education and service on boards. Having it automatically updated is great.\n\n\n\n\n\n\n\nAssociating a Zenodo record with an author’s ORCID ID results in that record being automatically listed in their ORCID profile.\n\n\nWant to create a Zenodo Community? Play in the Sandbox first, where anyone can create and refine a draft Community before publishing it in Zenodo. Creating a Sandbox version forced me to recognize decisions to make before creating the real thing, like: needing to create it from an account that looks professional like “curator”, rather than my personal email username; or deciding what types of research products to include or exclude. This webinar section “How to create a community” screenshares a walk-through that makes things crystal clear."
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+    "text": "Footnotes\n\n\nJulia Stewart Lowndes & Erin Robinson. (2022). Openscapes Champions Lesson Series (2022.12). Zenodo. https://doi.org/10.5281/zenodo.7407247↩︎\nIleana Fenwick & Julia Stewart Lowndes. (2023). Pathways to Open Science (2023.02). Zenodo. https://doi.org/10.5281/zenodo.7662700↩︎\nAndy Barrett, Chris Battisto, Brandon Bottomley, Aaron Friesz, Alexis Hunzinger, Mahsa Jami, Alex Lewandowski, Bri Lind, Luis López, Jack McNelis, Cassie Nickles, Catalina Oaida Taglialatela, Celia Ou, Brianna Pagán, Sargent Shriver, Amy Steiker, Michele Thornton, Makhan Virdi, Jessica Nicole Welch, Erin Robinson, Julia Stewart Lowndes. (2023). NASA EarthData Cloud Cookbook (2023.03). Zenodo. https://doi.org/10.5281/zenodo.7786711↩︎"
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+    "text": "From April-May 2024, the NASA Mentors who span eleven Distributed Active Archive Centers (DAACs) co-led the third Champions Cohort with the NASA Openscapes project team, this year focusing on, teaching lessons they adapted for geospatial and cloud analysis. The Cohort included nine international research teams from academia and government that were curious about working with NASA Earthdata in the Cloud. Many teams were interested in using data from multiple DAACs. User cloud adaption takes time, given the new conceptual mindsets and technical skillsets it requires. During the ten weeks we worked together, NASA Mentors refined and extended previous lessons to focus on thinking through and planning the transition to using the Cloud for science research and applications, and initial experiments using the Cloud through our 2i2c JupyterHub. Below are these updates and YouTube clips!\nThere were also recurring themes/questions that we have heard before, some of which remain as open questions and continue to remain a challenge. Importantly, Amazon Web Services (AWS) Cloud onboarding, when to use what resources, how to set them up, and how to discuss needs with organizational leadership and IT staff, which often falls outside the scope of NASA DAACs, yet it’s a key element of helping users adopt the Cloud and use NASA data in the Cloud. It is encouraging to hear some of the champions starting to have conversations with their institutions, IT departments, and making their needs known, which is likely a big part of the solution, too. We are thankful to NASA Openscapes Champions for informing and nudging these conversations! All of this work is underpinned by Openscapes and NASA’s commitment to open science practices and a kinder collaborative culture. This cohort is funded by NASA and is part of our NASA Openscapes Framework project.\nQuick links:"
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-    "text": "NASA Champions Cohort Overview\nThe NASA Openscapes Project is a multi-year project to develop a cohesive approach to building Cloud migration capacity across NASA Earthdata from NASA’s Earth Observing System Data and Information System (EOSDIS) Distributed Active Archive Centers (DAACs) and the research teams that the DAACs support. We do this through supporting a community of NASA DAAC mentors, who are primarily dedicated to user support. This community has learned together how to use NASA Earthdata on the Cloud. They have translated that experience into a series of Hackathons, workshops, self-paced tutorial material in the NASA Earthdata Cloud Cookbook, and through an intensive, 10-week program: NASA Openscapes Champions.\nCloud migration can often have a steep learning curve and feel overwhelming. The NASA Openscapes Champions Cohort brings together research teams that are interested in migrating their existing NASA Earthdata workflows to the Cloud with NASA DAAC Mentors who are extremely knowledgeable about the data they serve and the initial pathways to using that data on the Cloud. This Cohort provides a common, welcoming place for teams to learn together, ask questions about using the Cloud, plan their transition, and do initial experimentation using the NASA Openscapes 2i2c JupyterHub. Because this is a more intensive experience, the teams build collaborative partnerships with DAAC mentors, and the mentors can more quickly identify and work on solving issues that will make Cloud migration easier for many more users. We led the first NASA Openscapes Champions Cohort in 2022.\nThe second NASA Openscapes Champions Cohort ran formally in April-June 2023 with seven research teams interested in a wide variety of NASA Earthdata and various stages of Cloud technology familiarity. You can learn more about their research below.\n\n\n\n\n\n\nZoomie (♥️) of some researchers in the 2023 NASA Openscapes Champions Cohort\n\nTogether as a Champions Cohort, these teams discussed what worked and didn’t work as they migrated workflows to the Cloud, focusing on collaboration and open science. We met as a cohort five times over two months on alternating Wednesdays. Each cohort call included a welcome and code of conduct reminder, two teaching sessions with time for reflection in small groups or silent journaling and group discussion, before closing with suggestions for future team meeting topics (“Seaside Chats”), Efficiency Tips, and Inclusion Tips. All topics and the slides presented are shared on the 2023 Cohort page. Additional coworking sessions were scheduled on alternate weeks, where researchers could work quietly, screenshare to ask questions or meet with their team to discuss further. In addition, the teams have access to Openscapes’ 2i2c Jupyter Hub, which will continue for the next year. \nThanks to the NASA Openscapes Mentors for supporting the Champions and for their contributions to the curriculum! In particular, the NASA Openscapes Champions Curriculum had significant additions: \n\nAndy Barrett from the National Snow and Ice Data Center (NSIDC) created a version of Data Strategies for Future Us that is applicable to gridded, remotely sensed data. Slides are here: https://nsidc.github.io/data_strategies_for_future_us/data_strategies_slides#/title-slide \nAmy Steiker and Luis Lopez from NSIDC and Alexis Hunzinger from Goddard Earth Sciences Data and Information Services Center (GES DISC) refactored the Coding Strategies for Future Us to be tailored to NASA Earthdata search, the earthaccess python library, and experiences from teams at Goddard DAAC (GES DISC) that have learned to use the Cloud. \nAmy Steiker from NSIDC designed and led the Earthdata Cloud Clinic! This was a hands-on 1-hour clinic that allowed teams to get familiar with the 2i2c JupyterHub, and practice finding and accessing NASA Earthdata via direct access through two methods from a Jupyter Notebook: earthaccess and Harmony-py services. This material can be found in the cookbook here -&gt; https://nasa-openscapes.github.io/earthdata-cloud-cookbook/examples/Earthdata-cloud-clinic.html \n\n\n\n\n\n\n\n\nScreenshot of Amy Steiker teaching the Earthdata Clinic. We used Zoom’s “green check mark” feature during pauses for people to indicate that they had completed a step.\n\n\nCassie Nickles screenshared and introduced the Earthdata Cookbook and NASA Earthdata Cloud cheatsheets in the final cohort call to help teams understand available resources moving forward."
+    "text": "NASA Champions Cohort Overview\nNASA Openscapes is a multi-year project to develop a cohesive approach to building cloud migration capacity across NASA Earthdata from NASA’s Earth Observing System Data and Information System (EOSDIS) Distributed Active Archive Centers (DAACs) and the research teams supported by the DAACs. We do this through supporting a community of NASA DAAC mentors, who are primarily dedicated to user support. This community has learned together how to use NASA Earthdata in the Cloud. They have translated that experience into a series of hackathons, workshops, self-paced tutorial material in the NASA Earthdata Cloud Cookbook, and through an intensive, 10-week NASA Openscapes Champions program.\nUser cloud adaption can often have a steep learning curve and feel overwhelming. The NASA Openscapes Champions Cohort brings together research teams that are interested in migrating their existing NASA Earthdata workflows to the Cloud with NASA DAAC Mentors who are extremely knowledgeable about the data they serve and the initial pathways to using that data in the Cloud. This Cohort provides a common, welcoming place for teams to learn together, ask questions about using the Cloud, plan their transition, and do initial experimentation using the NASA Openscapes 2i2c JupyterHub. Because this is a more intensive experience, the teams build collaborative partnerships with DAAC mentors, and the mentors can more quickly identify and work on solving issues that will make cloud migration easier for many more users. We led the first NASA Openscapes Champions Cohort in 2022.\nThe third NASA Openscapes Champions Cohort ran during April-May 2024 with nine research teams interested in a wide variety of NASA Earthdata and various stages of cloud technology familiarity. You can learn more about their research below.\n\n\n\nVideo conference screen shot (♥) of some researchers in the 2024 NASA Openscapes Champions Cohort.\n\n\nTogether as a Champions Cohort, these teams discussed what worked and didn’t work as they migrated workflows to the Cloud, focusing on collaboration and Open Science. We met as a cohort five times over two months on alternating Wednesdays. Each cohort call included a welcome and code of conduct reminder and two teaching sessions with time for reflection in small groups or silent journaling and group discussion before closing with suggestions for future team meeting topics (“Seaside Chats”), Efficiency Tips, and Inclusion Tips. All topics and the slides presented are shared on the 2024 Cohort page. Additional coworking sessions were scheduled on alternate weeks, where researchers could work quietly, screenshare to ask questions, or meet with their team to discuss further. In addition, the teams have access to Openscapes’ 2i2c Jupyter Hub, which will continue for the next year. \nThe NASA Openscapes Mentors supported the Champions and contributed to the curriculum (all available at https://openscapes.github.io/series). In particular, the NASA Openscapes Champions Curriculum had important additions. \n\nAronne Merrelli (University of Michigan, 2023 Champion) shared his experiences of First Forays into the Cloud, and how it’s possible to go from cloud novice to feeling like it’s a superpower and doing real analyses for his American Geophysical Union (AGU) poster (and beyond!). YouTube clip \nCatalina Taglialatela (PO.DAAC) led the Earthdata Cloud Clinic with datasets from several DAACs and using the earthaccess Python library for NASA Earthdata search & access in the Cloud. \nMatt Fisher (NSIDC) updated psychological safety examples - this lesson particularly resonated with the Champions teams who reflected together about how this is important for learning new things. YouTube clip.\nAlexis Hunzinger (GES DISC) extended the Data strategies in the Cloud lesson with considerations of environmental impact /climate change and streaming data in the same way you stream video on a streaming service such as Netflix, without downloading to a local computer or server.\nCassie Nickles (PO.DAAC) walked through and welcomed contributions to NASA Earthdata Cloud Cookbook, a learning-oriented resources hub to support scientific researchers who use NASA Earthdata as NASA migrates data and workflows to the cloud.- YouTube clip.\nBrianna Lind (LP DAAC, KBR Inc., under contract to the U.S. Geological Survey)’s Open Communities lesson solicited many additional examples including Cloud Native Computing Foundation (CNCF), US Research Software Engineering (US-RSE), Research Data Alliance (RDA), Earth Science Information Partners (ESIP), CryoCloud, Project Pythia.\nMahsa Jami (LP DAAC, KBR Inc., under contract to the U.S. Geological Survey) shared coding strategies for parallelizing code and dove into parallel processing from a scientist perspective. “Pleasingly parallel” is a term for tasks that are completely independent from each other - for example, to validate whether each value in a dataset is within a threshold. YouTube clip.\nLuis Lopez (NSIDC) demonstrated new interactive features of the earthaccess Python library: earthaccess.explore()which provides interactivity without having to download data. This feature only streams metadata (of the dataset’s spatial coverage, volume size) and not the data itself. earthaccess.explore() enables previewing the data and helps narrow down what you may eventually want to stream to memory or download. Additional features enable you to identify different satellite swath overlaps in a selected area and save egress costs because it works more efficiently. YouTube clip.\nAndy Teucher demoed data storage strategies in the Cloud, first via a notebook tutorial about How to store data in the Cloud (including where to store and how to delete your intermediate & test files) and then about storage strategies & costs. YouTube clip.\n\n\n\n\nLuis López demonstrates new interactive features of the earthaccess Python library that enable users to identify different satellite swath overlaps in a selected area.\n\n\n\n\n\nFigure by Andy Teucher showing costs of compute (purple) and storage (blue and green) in the Cloud. HOME directory (Amazon calls this EFS on the backend) is far more expensive than the other options (Amazon calls these S3 buckets).\n\n\nTeams also heard a NASA Earthdata Cloud Update (slides) from Special Guest Justin Rice, NASA Goddard Space Flight Center, ESDIS Project Office, Deputy Project Manager/Data Systems."
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-    "text": "Shared Lessons Learned\nThe Openscapes Champions provides a space for teams to come together to learn from each other and across teams. It is a way to collaborate and distribute leadership across teams and reduce the burden on the team leader feeling the need to learn everything first to teach it to the rest of the team. Below are just a few things we’ve learned and are carrying forward. \nUnderstanding ‘When to Cloud.’ The Cloud makes some things easier and some things harder. Over the series of five synchronous cohort calls, we considered when Cloud is effective and when the download model may still be more appropriate. Andy Barrett highlighted some considerations in Call 2 on Data Strategies for Future Us.\n\n\n\n\n\n\nFigure from Andy’s slides.\n\nWhen to Cloud is a recent addition as an early chapter of the NASA Earthdata Cloud Cookbook and will evolve as we continue to learn when to Cloud and when not to. Kudos to Alexis Hunzinger from GES DISC for leading this effort.\nUndifferentiated Heavy Lifting - `earthaccess` for the win! Jeff Bezos coined this term in his 2006 keynote describing AWS doing undifferentiated heavy lifting so that everyone doesn’t have to do the mucky parts. The NASA DAAC Mentors’ work with research teams allows them to identify places of friction that, if fixed once, would benefit many users. One of the places the NASA DAAC mentors, led by Luis Lopez, have done this is with earthaccess, a Python library to search, download or stream NASA Earth science data with just a few lines of code. Luis described earthaccess in a video demo we shared in Call 3, and the Cohort used earthaccess in Call 4. We heard over and over how useful earthaccess was to the Cohort teams. \n\n\n\n\n\n\nZoom chat from a researcher in the 2023 Champions Cohort, who also participated in the 2021 Cloud Hackathon which preceded `earthaccess` development.\n\nHowever, several challenges working with NASA Earthdata in the Cloud are still unresolved. These include: \n\nWe have made the first steps to migrating to the Cloud possible, but workflows are generally designed for serial processing. Refactoring code to take advantage of parallelization and scaling available in the Cloud isn’t a skillset we have on our project team. \nOur Cloud tutorials have been Python-centric, and Champions research teams use a variety of languages, including R, Matlab, IDL, and Fortran. File formats - particularly HDF4 and HDFEOS - that some teams used aren’t as straightforward to use in the Cloud. \nThe 2i2c JuypterHub is a great resource for initial experimentation, but teams do not necessarily want to depend on the Hub. The hurdle to go from accessing the Cloud through a GitHub login in a browser to interacting with the AWS console interface is giant. It also requires a credit card, which leads to the most consistent challenge - it is still difficult to understand how much the Cloud will cost."
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+    "section": "What we learned and challenges",
+    "text": "What we learned and challenges\nThe Openscapes Champions provides a space for teams to come together to learn from each other and across teams. It is a way to collaborate and distribute leadership roles across the various teams, helping to reduce the burden team leaders often feel of needing to learn everything first before teaching it to the rest of the team. \nHere are the highlights of the third Champions Cohort:\n\nScience teams were using data across DAACs - more this year than ever! It felt great to demonstrate the same earthaccess workflows with datasets from different DAACs.\nEveryone had less capacity to engage this year - both from the Mentors’ side and Champions side. We saw less activity between sessions on Slack and in Coworking. This could in part be video conferencing fatigue, but also might highlight the benefit of people (Mentors + Champions) having additional time outside of the normal five calls to experiment, ask questions, and develop. This kind of engagement has led to useful development in the past (refer to next bullet).\nPast Champions Cohorts have resulted in useful developments, including the earthaccess Python library and MATLAB integration in the Hub. This year, emerging development is around “how to talk to your institution’s IT about your cloud needs” and NASA Plankton, Aerosol, Cloud, ocean Ecosystem (PACE) data access. More to come!\nWe had a lot of “new” content added from what we learned in the last year (Hub storage in S3 buckets, computing concepts, psychological safety!). This meant that we spent less time on core open science skills & practices that we do in the Core Champions Lesson Series (https://openscapes.github.io/series). These core open science skills & practices can help people feel confident and willing to share needs.\nFeedback from participants was valuable:\n\n“Openscapes has allowed me to see that working in Python and in the Cloud is not as scary as I once thought it was. I hope to collaborate more with others that are already using cloud computing so I can get my feet wet in some publishable research using S3 buckets. Where before I would not have thought that I could be a viable contributor.”\n“I used to think that cloud computing was for parallelizing processes and when you needed a really fast computer. I never thought about its ability to store data in a format that is easily accessed for VERY large data sets. I wish that more people in fisheries would start thinking about how their data could be stored in multidimensional arrays rather than flat data frames.”\n“Many people have great ideas but facilitators often have to work to get those ideas out into the open and the same method of getting those ideas out will NOT work on everyone. So, if you care about progress you should care about using multiple avenues to allow people to express themselves.”\n\n\nSeveral challenges working with NASA Earthdata in the Cloud are still unresolved, many which apply more broadly than just NASA data and rather to user adoption of the cloud computing technology in general. These include: \n\nWhile Aronne Merrelli’s story was inspiring, Champions reflected that they find it hard to think about projects that would be good for the Cloud when they have no experience using the Cloud – so how can you find a project to move to the Cloud when your brain won’t let you go there in the first place?\nCost - we still need to have and communicate a better sense of this. We intentionally do not have the “how much does it cost” conversation early on because our intention is to help people experience what it involves and first think about “when to cloud.” However, we do have cost numbers from previous years and plan to gather more cost statistics for the upcoming ESIP summer meeting.\nWe need to think about storage differently in the Cloud because users pay daily to store data in the Cloud. Champions commented that they often “over-produce” files because storage is cheap and access is easy on local machines. How do we learn what is really important and what we can “toss”?\nFolks had interest in learning more about working with confidential data in the Cloud, as researchers often combine non-NASA data for their analyses and this is expected to be an increasing need.\nSeveral themes/questions recurred that we have heard before and for which remain as open questions. Importantly, Amazon Web Services (AWS) Cloud onboarding, when to use what resources, how to set them up, and how to discuss needs with organizational leadership and IT staff, often falls outside the scope of NASA DAACs, yet it’s a key element of helping users adopt the Cloud and use NASA data in the Cloud. It is encouraging to hear some of the champions starting to have conversations with their institutions, IT departments, and making their needs known, which is likely a big part of the solution, too.\n\n\n\n\n\n\nFigure by Alexis Hunzinger showing the focus of cloud for data storage and compute. This figure was also used to frame the EDMW-EarthData-Workshop-2024 taught by the NOAA Coastwatch Champions team."
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-    "section": "Gaining Cloud Momentum",
-    "text": "Gaining Cloud Momentum\nPart of the Openscapes Champions approach is that teams decide what to work on. The teams devoted at least 8 hours a month to focus on their workflows, learning, and collaborating within and across their teams. During this time, they thought through and discussed their current NASA Earthdata workflows and planned and experimented with transitioning their workflows to the Cloud using Openscapes’ 2i2c-hosted Jupyter Hub as a first step. As in other Openscapes Champions cohorts, teams also realized the power of Open science and that open is a spectrum that includes considering future us - potentially just you or your group in 3 months. \nWe saw teams and the NASA DAAC mentors make significant progress in migrating workflows to the Cloud. A few highlights from teams that participated in the cohort included: \n\nThe Geoweaver team made a Python version of Geoweaver, pyGeoweaver, and contributed a tutorial to the EarthData Cloud Cookbook! \nThe CLIMCAPS Team did initial experiments with earthaccess. They found it was a factor of 2 faster, but expected a more significant increase in speed.\nThe HEAT Team was able to access data through earthaccess and bring it into Geopandas. They have additional work to do to use the Cloud to process data to connect to other services like GIOVANNI. \nThe S-MODE Team made initial progress using earthaccess with S-MODE data. They had challenges being able to only access one file at a time. \nThe Hydrometeorology and GESTAR Teams connected with our MathWorks contacts and made progress accessing NASA Earthdata in the Cloud via MATLAB. We’ve submitted a talk at the AGU fall conference about this, stay tuned!\nThe LASERS Team had experience with Google Earth Engine and spent some time trying to use AWS for the same tasks. They also noted how their Cloud collaboration was a pathway toward more open, collaborative work across their team."
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+    "section": "Team Pathways and Cloud Momentum",
+    "text": "Team Pathways and Cloud Momentum\nPart of the Openscapes Champions approach is that teams decide what to work on. The teams devoted at least 8 hours a month to focus on their workflows, learning, and collaborating within and across their teams. During this time, they thought through and discussed their current NASA Earthdata workflows and planned and experimented with transitioning their workflows to the Cloud using Openscapes’ 2i2c-hosted Jupyter Hub as a first step. As in other Openscapes Champions cohorts, teams also realized the power of Open Science and that open is a spectrum that includes considering future us - potentially just you or your group in 3 months. \n“Fledging” was a big theme this year, especially following Aronne Merrelli’s talk. We think of this as where do researchers go to do their real science, when they leave the Openscapes 2i2c Hub for experimental purposes? What do they need to know in terms of cost estimates, docker images, administrative personnel (potentially both technical and policy)? We saw teams and the NASA DAAC mentors make substantial progress in migrating workflows to the Cloud. A few highlights from teams that participated in the cohort included:\n\n\nThe Ocean Science Analytics team experimented with and found ‎earthaccess to be insightful and useful! This was valuable as a hands-on activity. The team members have questions about setting up AWS on their own and would like to understand what tools are needed for a specific task. For example, when could dask, an open-source Python library for parallel computing, be used for a task or would another tool be more appropriate?\nThe NOAA IEA (Integrated Ecosystem Assessment) team benefitted from having an improved conceptual understanding of what is involved with cloud workflows – they would like to work with NOAA IT to understand what’s available and possible with JupyterHubs and find workable solutions, now that we understand more of the possibilities.\nThe PACE Hackweek team found Hubs ‎very instrumental in learning cloud computing and helping to create hackweek tutorials. They have used their seaside chats for tutorial development, using GitHub, and have included people outside their team. They have gained more understanding about AWS EC2/storage service by having conversations with Science Managed Cloud Environment (SMCE) for gaining access to Open Science Studio (OSS).\nThe NOAA Coastwatch team took what they learned from the Earthdata Cloud Clinic and reused it to teach 70 colleagues from across NOAA at the NOAA Enterprise Data Management Workshop in their EDMW-EarthData-Workshop-2024. They taught the same tutorials twice, first in Python using earthaccess and then in R using earthdatalogin.\nThe Wimberly Lab Team shared their pathway with a bridge metaphor and how they are tackling challenges through talking about this in lab meetings and learning new tools together. \nAsynchronously, Lucas Barbedo from the Liu-Zhang team shared about using NASA PACE data [comment + thread] in the 2i2c JupyterHub following the Earthdata Cloud Clinic, and shared progress through a GitHub discussion: What’s happening on the NASA Openscapes Hub!? . \n\n\n\n\nFigure by Wimberly Lab (Yusuf Jamal) showing the teams’ pathway with a bridge metaphor. \n\n\nAdditional Cloud resources shared from the NOAA Enterprise Data Management Workshop\n\nhttps://guide.cloudnativegeo.org/\nhttps://abarciauskas-bgse.github.io/presentations/noaa-edmw-intro-2024‎\nhttps://projectpythia.org/dask-cookbook/"
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-    "text": "Onward!\nIf our NASA Openscapes Champions Cohort is any indication, the NASA Earthdata community is making significant strides in building capacity to use Cloud resources, and the transition is successfully happening. While the cohort is officially over, these teams are just at the beginning, and we are excited to follow their results. Several Champions will participate in Carpentries Instructor Training this summer; The Carpentries is a nonprofit that teaches introductory coding skills around the world, Instructor Training is not coding-specific, but it is a pedagogical approach to teaching technical topics. As part of our NASA grant, we partner with The Carpentries and are excited to extend this opportunity to Champions since many of them mentioned wanting to contribute more to open science efforts going forward.\nWe are grateful to this Champion Cohort’s early adopter spirit, their time and effort to make this migration and all of the feedback and input they provided. They all participated in this cohort, knowing that while this was the second Cohort, they were among the first research teams to use NASA Earthdata in the Cloud. What they learned and shared will make it easier for subsequent teams to make this same shift. Many teams articulated this spirit of Open leadership, explicitly asking how they could help other teams. We also learned so much, and we will refine the NASA Openscapes Champions as we plan for our next cohort and our work with the DAAC mentors in the future years of our project."
+    "text": "Onward!\nIf the 2024 NASA Openscapes Champions Cohort is any indication, the NASA Earthdata community is making substantial strides in building capacity to use cloud resources, and the transition is successfully happening. Although the cohort is officially over, these teams are just at their beginning, and we are excited to follow their results as they experiment with parallelizing code and incorporating storage considerations in their workflows. We plan to continue to work with them in the next year, as their 2i2c managed cloud Hub access continues. As we did last year, we are planning to offer the Carpentries Instructor Training for interested Champions this summer. The Carpentries is a nonprofit that teaches introductory coding skills around the world. Instructor Training is not coding-specific, but it is an educational approach to teaching technical topics. As part of our NASA grant, we have partnered with The Carpentries and are excited to extend this opportunity to Champions because many of them mentioned wanting to contribute more to open science efforts going forward.\nWe are grateful to this Champion Cohort for their early adopter spirit, their time and effort to make this migration, and all the feedback and input they provided. They all participated in this cohort, knowing that while this was the third Cohort, they were among the first research teams to use NASA Earthdata in the Cloud. What they learned and shared will make it easier for subsequent teams to make this same shift. Many teams articulated this spirit of open leadership, explicitly asking how they could help other teams. We also learned so much from this cohort, which will help us refine the NASA Openscapes Champions program, as we plan for our next cohort and our work with the DAAC mentors in the future years of our project."
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     "section": "About the NASA Openscapes Champions Teams",
-    "text": "About the NASA Openscapes Champions Teams\nCLIMCAPS Team We use a number of NASA products in CLIMCAPS to stabilize and improve the retrieval of atmospheric profiles from hyperspectral infrared measurements. These include (i) MERRA-2 and (ii) the MEASURES CAMEL dataset. We distribute CLIMCAPS as Level 2 and Level 3 files to a range of different users. Our research focuses on maintaining/improving the CLIMCAPS algorithm and collaborating with users to improve and tailor CLIMCAPS data products. Since releasing the CLIMCAPS record via GES DISC in 2020 (2002–present), we have seen our user base grow. We have had the chance to collaborate with many groups. This gave us the opportunity to address their questions, clarify the product and help prepare custom Level 3 files that are tailored to target applications. The CLIMCAPS Level 2 product contains many different types of uncertainty metrics that can be used to filter and refine data usage. We would absolutely love the opportunity to make these workflows, that we’ve helped develop for users, more widely available. I have no doubt that other communities will find it useful also, and we want, in turn, to learn from others. Experience is teaching us that good science happens when developers and scientists collaborate together. And this is why I think Cloud-based workflows is one of the most exciting technology advances in recent years.\nHEAT (HydroEnergy Analytics Team) There is an increasing global demand for food, water and energy mainly driven by rapid urbanization, rising population, economic growth and regional conflicts. As water, energy and food are interconnected and are part of a system, we will adopt an integrated Water-Energy-Food Nexus (W-E-F) approach to examine the interdependence of water, energy and food and the impacts of climate change on water, energy, and food consumption in Nepal. Nepal, a country located in Southeast Asia, presents a unique case, where the datasets are either sparse, extremely challenging to obtain, or unavailable. Assessing W-E-F Nexus is particularly challenging due to gaps in datasets and lack of long-term observations. NASA’s Earth Observation data can be used to overcome these obstacles by providing ongoing long-term observations of the planet at various spatial and temporal resolutions, effectively filling in the gaps in the data. Our approach involves utilizing data-driven techniques to analyze the W-E-F nexus at watershed level in Nepal. Specifically, we plan to combine NASA’s Earth Observation data with hydropower generation, agricultural production and socioeconomic data in Nepal to gain a more comprehensive understanding of the W-E-F nexus in the region. We have identified several potential datasets, and will address two major questions in the cohort: 1) How has water availability, hydropower generation and consumption, demographics, crop yield changed in Nepal over the last 20 years? 2) What is the relationship between change in hydropower generation with respect to changes in hydrometeorology and demographics? Outcome: We will develop a Jupyter Notebook that outlines a comprehensive method for generating outputs from data acquisition using a Cloud environment. This end-to-end process will be clearly described in the notebook, providing an intuitive and efficient workflow that can be replicated by others adhering to the open science principles. Through this effort, we aim to facilitate the use of Cloud computing in data analysis and dissemination, streamlining the research process and enabling more efficient collaboration among researchers. The final Jupyter Notebook will be shared in the collaborative space (GitHub). The pain points encountered from an interdisciplinary user’s perspective will be documented.\nLASERS Team Our team has expertise in assessing vegetation biophysical parameters using data from all platforms, terrestrial, airborne and spaceborne. We have experience in using the Google Earth Engine and ICESat-2 data to produce gridded-maps of canopy height and canopy cover and we have produced open science software tools for displaying and labeling ICESat-2 photons, e.g., PhotonLabeler, or Waveformlidar, both available on GitHub. Our research efforts of producing Landsat-resolution gridded maps of canopy height, canopy cover, and biomass, are limited in scale by using local computing and data download-intensive approaches. Educational accounts on Cloud-based platforms, such as GEE, have limitations for data availability, data volume and modeling options, and the learning curve and cost for migrating to platforms like AWS, have their own challenges. As such, we hope that by joining NASA’s Openscapes we’ll remove barriers to producing timely vegetation products at continental and global scales to better answer pressing questions in ecology while empowering students and young scientists to use Cloud-computing and open science tools. We use ICESat-2 data, Landsat, and derived data to characterize vegetation structure and estimate biophysical parameters, such as height, cover, biomass. For producing gridded maps of vegetation parameters at scales larger than regional, e.g., continental and global, the volume of data download and processing time are hampering the workflow, therefore we intend to migrate the process to the Cloud.\nGeoweaver Team Our group has a lot of interests and collaboration history with DAACs and the Earth science community, and we are dedicated to developing Geoweaver to support Earth science teams as well as DAAC staff (data pipeline, ingestion, migration, analytics) to be productive, and their work are tangible and FAIR for other scientists to reproduce. We use NASA data as input variables to AI models to train the models with the ability to discover Earth insights in time and be actionable. We are very interested in migrating the workflow into the Cloud because that is where the data is and there are data retrieval and I/O steps in our workflows which are slow if they are executed outside the Cloud. By migrating workflows into Cloud, we want to experiment and showcase that: (1) scientists can easily switch from their personal computing environments to Cloud environment seamlessly and effortlessly using Geoweaver; (2) the hybrid collaboration environment provided by NASA and researchers’ home institution, including their laptops, can work together for one single workflow (/purpose) without under-using (wasting) resources; (3) make the building-testing-debugging iteration more quick, useful, transparent, and of course FAIR (Geoweaver records everything people did no matter where) and help scientists get serious about workflow run history sharing in a single zip file; (4) show that Geoweaver is a click-button solution if scientists want to deploy their AI workflows into operational services to run periodically like every day.\nS-MODE Team Our group has a diversity of professional experience, ranging from graduate students to PI’s. Everyone in our group is interested in exploring open-source workflows on the Cloud and building machinery to analyze a variety of data from S-MODE (Sub-Mesoscale Ocean Dynamics Experiment). Our collaboration will benefit the general S-MODE community as we plan on sharing our findings. Our overall goal is to foster a data analysis community for S-MODE by creating machinery that can be used by many research groups. From Mackenzie: “I work with NASA funded saildrone data to investigate submesoscale dynamics of the upper ocean and air-sea interactions. Specifically, I am working with saildrone datasets from the Atlantic Tradewind Ocean Atmosphere Interaction Campaign (ATOMIC) and S-MODE. I analyze the saildrone data using python and Jupyter notebooks. Additionally, I use satellite data from SMAP, Aquarius, and SWOT to provide environmental context on where the saildrone data was collected. I currently download most of the datasets and keep them on my university’s HPC system. I use open-source software to analyze the data, which includes python packages such as Xarray, numpy, matplotlib, cartopy, and pandas.”\nHydrometeorology Team We are highly motivated to migrate our ground validation workflow for the NASA GPM - Global Precipitation Measurement product to the Cloud. With over a decade of experience working with ground weather radar products and developing comprehensive workflows for ground validation work, we are eager to streamline and optimize our process. We use NASA data in three areas. First, we conduct cross-validation between NASA GPM products and NOAA ground weather radar products. Second, we create synergy of multiple NASA remote sensing measurements to achieve better precipitation product. Third, we apply NASA remote sensing data to monitor and forecast natural hazards such as flash flooding, drought, tornado, etc. Our team recognizes the numerous benefits that Cloud computing resources can provide. Firstly, Cloud services are highly scalable and can easily accommodate changes in demand from other scientists. Secondly, by migrating our workflow to the Cloud, we can automate many tasks and improve efficiency while reducing the risk of errors or delays. Thirdly, Cloud computing resources are accessible from anywhere with an internet connection, making it easier to collaborate with other scientists. Lastly, Cloud services can be integrated with other tools and services, such as machine learning or data analytics platforms, enhancing the overall capabilities of the workflow. We strongly believe that ground validation efforts require a global approach, and migrating our ground validation workflow to the Cloud can greatly enhance our ability to collaborate with other scientists and improve our work on a global scale.\nGESTAR Team We conduct sensor calibration, mission support and support data applications. I work in the GESTAR2 group (Goddard Earth Sciences Technology and Research II) at UMBC (University of Maryland, Baltimore County). Our team, lead by Dr. Strow with us has been responsible for the development of the CHIRP (Climate Hyperspectral Radiance Product) now being hosted on GES DISC DAAC and intimately concerned with the Aqua AIRS, NOAA CrIS MetOP IASI sensors so that their data can be used for climate studies. We are heavily invested in Matlab with C and Fortran libraries. We deal with 10s of TB data almost daily using the HPC at UMBC - a fantastic resource. There is an interest and growing incentive to migrate to the Cloud, but for us the capital (of effort) to ‘re-locate’ is very significant. We need to understand the cost/benefit in our situation. There is a very steep learning curve and very little time available and there isn’t a one solution to fit all."
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-    "text": "NASA Openscapes Mentors Aaron Friesz, Andy Barrett, Danny Kaufman, Rhys Leahy, Alexis Hunzinger, with Julia Lowndes are co-leading this session at the ESIP Summer 2024 meeting.\nESIP Meeting theme: Grounded in Trust: Data Ethics Empower Collaboration\nDetails on the ESIP site.\nPurpose of our session: Facilitate a space to find common challenges & solutions for “moving to the cloud”, which includes onboarding people to a shared compute space and fledging them to their own space. We will share stories of how people go from 0 to Hub and then fledge to other clouds. Have mechanisms to hear many voices and come up with creative solutions. We will also invite people to contribute (earthaccess, Cookbook) and how we onboard. Share stories of how people go from 0 to Hub and then fledge to other cloud. \nOutcomes from our session: Learn from participants: what are challenges encountered from onboarding & fledging? Co-design solutions. Blog post - summary posted on ESIP/NASA-Openscapes blog. We’ll include authors from Roll Call unless you’d prefer to opt out; we’ll share a draft beforehand. \nProcess: Stories from NASA Openscapes (30 min); Breakout groups (25 min); Discussion (25 min)\n\n\nNASA Openscapes is a community where staff with similar roles supporting users across 12 NASA Earth Science Data Centers (DAACs) – through building trust – have been able to learn, develop common tutorials, and teach together to support users migrating workflows using NASA Earthdata to the Cloud. NASA Openscapes Mentors co-create and maintain an open Earthdata Cloud Cookbook of common reusable open source tutorials that they have co-developed for specific audiences and tested and refined through frequent workshops, hackathons, and Openscapes Champions Cohorts. We also created the earthaccess Python library which made users’ first experience with NASA Earthdata Cloud be two lines of Python code rather than 30 lines of bash code (that also required clicking and managing hidden files for authentication). The work we do together as a small community has enormous cascading effects, particularly as they visibly practice open science daily via contributions to open source code and documentation. We have supported hundreds of users to have their first hands-on experience with NASA Earthdata in the Cloud in a 2i2c JupyterHub configured for Jupyter, RStudio, MATLAB, and QGIS using our tutorials and docker base images (set up for libraries/environments, Quarto, etc). As the purpose of our JupyterHub is initial learning and exploration, we are now focused on “fledging” – answering the question “where do researchers go when they leave the Openscapes 2i2c JupyterHub?” We will share first stories of researchers shifting to their own cloud spaces, attaching their university credit cards in order to do science at scale in the cloud. We will share stories and challenges, and how approaches fit and can be leveraged by the ESIP community."
+    "text": "About the NASA Openscapes Champions Teams\nThe Liu-Zhang (University of Louisiana at Lafayette & University of Southern Mississippi) team primarily uses NASA Earthdata Search to access datasets from Earth Surface Mineral Dust Source Investigation (EMIT) and The ECOsystem Spaceborne Thermal Radiometer Experiment on Space Station (ECOSTRESS) missions, which we then use to create algorithms for ecosystem analysis. We have a particular interest in using hyperspectral data, such as the upcoming PACE data to study vegetation and algae in water bodies. Our work involves developing deep learning models for habitat classification and analyzing water quality. Transitioning to hyperspectral imaging and deep learning greatly increases computational demands, making it challenging to execute code locally compared to leveraging cloud computing resources. Additionally, this transition enhances the accessibility of our algorithm to the public. Currently funded by EMIT and serving as early adopters of PACE, we are eager to contribute to the NASA Cookbook by offering new algorithms that apply to NASA’s latest satellite data, such as EMIT and PACE.\nThe Ocean Science Analytics team incorporates NASA data in our studies of coastal and offshore marine regions, specifically as it pertains to marine mammals. Combining in situ data from hydrophones to determine the vocal occurrence of marine mammals with remotely sensed ocean color data, we use chlorophyll, net primary productivity, sea surface temperature, etc. to characterize the associated habitat and document changes over time. As a PACE early adopter, we are incorporating PACE data in our studies through large scale observations of photosynthesizing organisms, which will allow us to incorporate direct measurements of the presence and distributions of plankton species. This in connection with feeding behavior will provide a better understanding of the spatial use of these habitats.\nThe PACE Hackweek team supports the NASA PACE mission, which launched in February 2024 and is collecting unprecedented data from our global oceans, atmosphere, and land. PACE data will be hosted in the Cloud; therefore, we are interested in learning more about cloud-based workflows to access and analyze PACE data and contribute our efforts and outcomes to our community of end-users.\nThe NOAA CoastWatch team is motivated by how rising ocean temperatures, higher sea levels, melting ice, and increasing ocean acidity are changing the way marine life and ecosystems function in our world’s oceans. This affects everything from how we manage fisheries and protect communities that depend on fishing to how we protect important habitats and species. The ocean is expected to continue changing and changes are expected to become more extreme. A lot is at stake. Improving how we use Earth data in our workflows is essential. We have much we can learn about migrating to the Cloud by connecting with other earth science teams at NASA and with the NASA Openscapes mentors.\nThe Wimberly Lab (University of Oklahoma) team explores the impacts of changing climate and landscapes on ecosystems and human health, with an emphasis on developing spatial decision support tools to support public health decisions, land use planning, and natural resource management. We address these topics through landscape, regional, and global analyses using satellite remote sensing and other sources of environmental monitoring data. Specific research areas include the effects of environmental change on vector-borne disease outbreaks, the influences of human land use and wildfires on forest landscape dynamics, the impacts of agricultural expansion and intensification on native ecosystems, and the development of computer software for disease outbreak forecasting and landscape change modeling. We conduct our research in locations throughout the world including North America, West Africa, Ethiopia, and India.\nThe NOAA IEA team’s approach provides cross-disciplinary science to support ecosystem-based management in the Gulf of Mexico. For example, we conduct research on climate-fisheries interactions, changes in species ranges and distributions, and environmental impacts on fisheries such as those driven by harmful algal blooms. We use data from earth system modeling and remotely sensed data, including sea surface temperature, sea surface height, ocean currents, wind, ocean color, salinity, dissolved oxygen, and primary production indices. We are particularly interested in integrating modern open-science techniques to automate our core deliverables, called Ecosystem Status Reports, and other data products related to NOAA surveys. We’re beginning to test some of these approaches in ongoing projects. For example, the ongoing IEA-Wind project aims to develop data baselines to track the impacts of forthcoming offshore wind energy infrastructure development. The project has been conceptualized and executed thus far with an open-data approach. We believe that a deeper understanding of the concepts and approaches offered by this Cohort would allow for a more holistic application across Gulf of Mexico IEA efforts. \nThe NASA SERVIR Central America team are representatives of Costa Rica’s National System of Conservation Areas (SINAC, in Spanish), the Forest Research and Services Institute of the National University of Costa Rica, and the Central America Aerospace Network (RAC, in Spanish). The NASA / USAID SERVIR program is helping to connect the Costa Rican researchers with Openscapes. The team is responsible for generating Costa Rica’s official national forest cover maps, in the context of its national forest monitoring system. Therefore, involving the team will have a notable national impact in terms of their reporting to international commitments (e.g., the United Nations Convention on Biological Diversity (CBD), the United Nations Convention to Combat Desertification (UNCCD), the United Nations Framework Convention on Climate Change (UNFCCC), and Sustainable Development Goals (SDG) 15.2). The team is currently using Google Earth Engine (GEE) to access and process data from Sentinel-1 (SAR) and Sentinel-2 (optical). They combine these datasets and perform a supervised classification to generate land cover maps. While the team’s workflow is already in the Cloud (via GEE), they are interested in exploring additional computational capabilities that may be available via AWS for processing big data, including the inclusion of other datasets like that of the Landsat archive.\nThe POSTECH (University South Korea) team is actively engaged in climate modeling research, utilizing both Python and NCAR Command Language (NCL) scripts to analyze climate data. We are eager to expand our knowledge and skills by collaborating with experts in the field, and we are keen to explore new methodologies and insights. Joining your team presents an exciting opportunity for us to enhance our expertise and broaden our exposure to cutting-edge techniques in climate science.\nDisclaimer: Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government.\nReference herein to any specific commercial product, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement by the United States Government or the Jet Propulsion Laboratory, California Institute of Technology."
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-    "text": "At the 2023 ESIP Winter Meeting, “Opening Doors to Open Science”, we held a session called “Better Science for Future Us: Openscapes stories and approaches for the Year of Open Science” with speakers from University of North Carolina (UNC), National Oceanic and Atmospheric Administration (NOAA) Fisheries, California Water Boards, NASA’s National Snow and Ice Data Center, and NASA’s Physical Oceanography Distributed Active Archive Center. The goals of this session were to hear from and boost a diverse set of leaders from across the US government and academia to highlight open science in daily work, including peer-teaching, mentoring, and learning. Building from our session at ESIP Winter 2022, we hope to create more channels for inter- and cross-agency learning, and share open science stories across agencies, as part of the 2023 Year of Open Science as recently declared by the US Biden-Harris Administration. Speakers shared stories about open science in government and their experiences with Openscapes. Stories were shared in a “Fishbowl” format, where speakers each shared and then there was a broader discussion with the 50+ participants. This blog is co-authored with the speakers.\nQuick links:"
+    "text": "Quicklinks\nOur 9th Openscapes Community Call featured NASA Openscapes Mentors and the Coiled team demoing approaches to supporting researchers using NASA Earthdata in the Cloud. This built from a previous demo at the National Snow and Ice Data Center User Working Group that presented different Cloud Environment Opportunities to meet users where they are (blog post).\nGoing to AGU 2023? Come say hi to the Coiled team at their booth (right at the entrance next to Google)"
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-    "text": "3 approaches for the year of open science\nThis session brought together a diverse set of leaders from across the U.S. government and academia to highlight open science in daily work, including peer-teaching, mentoring, and learning. They shared stories, examples, and concrete tips for supporting each other and our colleagues with collaborative, inclusive open science approaches, with the aim of strengthening channels for inter- and cross-agency action in the Year of Open Science 2023. This session builds from our session at ESIP Winter 2022, and you can review the summary blog and videos: 3 takeaways for planning for the year of open science. Those 3 takeaways were 1. Both top-down and grassroots efforts are necessary; 2. Dissolve silos by supporting early adopters; 3. Reuse and build from existing efforts to accelerate change.\nThis year, presenters shared Openscapes stories and approaches following another year’s work mentoring, coaching, and teaching colleagues as well as listening, advocating, and informing open science policy at different levels. Their stories come from the many phases of open science movement building they represent: a first welcome, inside government organizations, “forking” Openscapes internally, and contributing back to open science. What emerged was real lightbulb moments and real-time interplay between panelists who have not previously worked together as we recognized common themes and learned from each other.\nHere are 3 overlapping takeaways from this session that all speakers embodied:\n\nExamine the cracks; invest in real relationships\nBreak the hero mentality in science; invest in radical collaboration\nBuild morale through learning; advocate for learning time\n\nWe describe these more fully below. And as we advocate for open science in this Year of Open Science, let’s connect open science with building morale and empowering individuals as well as with the higher quality of work created."
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+    "text": "Background\nNASA Openscapes is a project and community supporting researchers using NASA Earthdata in the Cloud. This community call welcomed our speakers Amy Steiker, Luis Lopez, and Andy Barrett from the National Snow and Ice Data Center (NSIDC) who are NASA Openscapes Mentors, and James Bourbeau from Coiled who is collaborating with NASA Openscapes Mentors and Champions science teams. \nWe followed the Liberating Structures What? So What? Now What? format, with silent journal prompts for reflections and 15 mins of Q&A from questions in chat."
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-    "text": "Examine the cracks; invest in real relationships\n“Examining the cracks’’ was a concept brought up by Ileana Fenwick at the very beginning of our session, and it resonated with the other panelists throughout. Ileana designed and leads the Pathways to Open Science program, a remote event series of community calls and coworking for Black environmental & marine researchers to build community for the future of data intensive science. The first session, held on the evening of this ESIP panel, welcomed over 80 participants! Ileana shared that as she became empowered with open science, she thought exposure alone would be enough to attract other people to open science events. It wasn’t; there are many reasons why folks do not feel included in science and open science. It caused her to examine the cracks - why wouldn’t she participate in this program if she saw it in her inbox? This influenced the design of the Pathways program, with a deep investment in engagement. Ileana partnered Openscapes with Black in Marine Science (BIMS) and Black Women in Ecology, Evolution, and Marine Science (BWEEMS), and met 1:1 with faculty at HBCUs, to learn about their students’ needs and introduce her ideas for the program. Ileana shared these three pieces of advice, saying”inclusion is not an afterthought”:\n\nSurface level efforts are easy to spot. Some questions to ask as you plan your program goals and efforts are: What is your motivation for this work? Is it genuine? Is the space you’re inviting students to a safe space for marginalized students? (Do they know that?) It is clear when the broader impacts are written last. Inclusion is not an afterthought, your planning and process should demonstrate that.\nWe exist. If your efforts are not yielding diverse participation, it’s not because we aren’t out there. It’s because your efforts need to be tailored more specifically and intentionally.\nCenter diverse voices. If there are no members of your team from your target audience or your team is not reflective, this is a moment to step back and ask yourself if YOU need to be the one doing this work. Amplify and empower diverse leadership, support them, compensate them, use privilege to push the project forward.\n\n\n\n \n\n\nSlide from Ileana Fenwick’s talk on challenging her views on how to engage. Examining the cracks led Ileana to see that that exposure to information is not enough, and this influenced the design of the Pathways to Open Science program\n\n\nLater, Corey Clatterbuck described the momentum at the California Water Boards following an Openscapes Cohort she and Anna Holder co-led in 2022. They knew they wanted to “fork” the Openscapes curriculum to adapt it to the needs of their colleagues, so they examined the cracks using results of an internal 2019 Data Literacy Survey with Water Boards employees. Corey and Anna were surprised by the results and, like Ileana, designed their programming to meet these needs. The results showed that respondents were motivated by interest in particular data tasks (image below, top half) and not in specific software or coding languages (image below, bottom half). In short, people were more interested in learning how to do things in their job (goal-oriented), than learning specific software (tool-oriented). From this, the design of their Cohort emphasized the human over technical approach to open science to reach the majority of Water Boards colleagues who might be interested in open science. They increased the length of each call from 1.5 hours to 2 hours, and added a new module on documentation to replace the one on coding-strategies.\n\n\n \n\n\nResults from the California Water Boards internal 2019 Data Literacy Survey showed that respondents were motivated by interest in particular data tasks (top half) and not in specific software or coding languages (bottom half). Examining these cracks influenced how Clatterbuck and Holder forked and designed the Champions Program at the California Water Boards. (slide from Clatterbuck)\n\n\nIleana’s approach of “Examining the cracks” also caught Cassie Nickles’ ear. She is a Mentor with NASA Openscapes, a community that supports researchers as they migrate analytical workflows to the Cloud. Cassie and her colleagues across other NASA Earthdata data centers are co-creating common tutorials, a review & reuse process, and as well as community of practice for teaching, mentoring, and facilitation for NASA Earthdata Cloud. As she was onboarding into her current role, Cassie became overwhelmed by the steps and processes required by end users to access and use NASA Earthdata. She figured if she was confused, others might be too and wanted to help simplify navigating the complicated systems.\n\nThe data analysis needed for the pressing problems we face should not be limited by the complexity of the underlying systems or a lack of computer engineering skills. - Luis Lopez, NSIDC\n\nCassie and Openscapes Mentor-colleague Catalina Oaida Taglialatela made Cheatsheets with clickable icons that lead to tutorials for NASA Earthdata Cloud researchers! Having filled some gaps, Cassie is now recognizing more cracks moving forward: how do we get these resources in front of the folks they’re intended for?"
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+    "text": "Easy Scalable Cloud Computing with Coiled\nThe call started with a few demos, first from Andy Barrett and Amy Steiker from NSIDC. Andy shared a science use case based on translating photons measurements from ICESAT-2 to sea ice thickness. These data were first accessed with the earthaccess Python library, then needed to be regridded over geographic areas, which Amy demoed in this Jupyter notebook. Amy ran this code on her laptop and used Coiled to spin up remote virtual machines (VMs) in the cloud to run her computations.\n\n\n\nThen, James ran through two common workflows that process terabyte-scale cloud datasets. In the first example, we saw how to churn through many cloud-hosted NASA Earthdata files (~500 GB of NetCDF files) in parallel on the cloud. This involved lightly decorating an existing Python function with the Coiled Function decorator. The entire workflow ran in &lt;10 minutes and cost ~$0.36.\nIn the next example, we used Xarray to process 6 TB of the cloud-hosted NOAA water model where we computed the average water table depth for each county in the US for the year 2020. We parallelized and distributed the work across 50 VMs using a Coiled cluster. The workflow ran in &lt; 5 minutes and cost ~$1.\n\n\n\nLuis commented on how cloud computing is a barrier for many teams, but tools like Coiled provide options for working in the cloud easily. In fact, Coiled is just half the magic (provisioning cloud resources); the rest is the open source packages, which together help science move faster."
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-    "text": "Break the hero mentality in science; invest in radical collaboration\nErin Robinson opened the session saying that solutions to large-scale environmental and social challenges require radical collaboration, but have been limited by the hero model, where science is competitive, siloed, and rewards an individual hero, often a white man. She said we together are changing this story. We do this by welcoming people where they are and through creative approaches that blend methods from open source software development, mentoring, coaching, and art.\nReflecting as a Mentor at NOAA Fisheries supporting 6 Openscapes cohorts (240 staff) in 2022, Josh London said that “collaboration is something we’re never taught.” Individuality is instilled in grad school and we never have a chance to change this through “business as usual.” We need the space and place to relearn. Don’t spend your time trying to solve things yourself. Learn together first! It’s ok to ask for help early. Adyan Rios is also a NOAA Fisheries Mentor, who is helping develop a learning culture at the Southeast Fisheries Science Center through leading “Surf Sessions” where colleagues cowork remotely and share what they know. Adyan echoed this need for radical collaboration, saying that it’s radical because it means being vulnerable. It means people sharing things they haven’t figured out yet, while they’re still messy. Or share a cool thing you learned, like a keyboard shortcut. If you just learned it, chances are someone in your community didn’t know it yet either. Sharing makes their day a little better and make their work more efficient. This harkens back to Cassie creating cheatsheets to share what she figured out to help others.\n\n\n“Team collaboration is not something that we’ve all learned from the beginning. In grad school it’s instilled in us this idea that anything meaningful that we do in science is supposed to be done by us as individuals.” – Josh London\n\n\n\n\n\n“This mindset and practice [of learning together first] has been revolutionary for us at NOAA.” — Adyan Rios\n\nBreaking the hero model is something that Luis Lopez has been thinking about too. He shared that as a software engineer, something he has learned through the NASA Openscapes Mentors community is to empathize with researchers and not expect that software alone is the hero. The key is to really understand learners and researchers, get to know them and see how they work and where they are stuck. Working with his NASA Mentor colleagues, Luis identified that there were many steps involved before researchers could be hands-on with data in the cloud, and was intent on reducing that “time to science”. Luis has led development of the earthaccess python library to search, download or stream NASA Earth science data, enabling a researcher to get to the science with four lines of Python code, instead of running command line code that saves a hidden .netrc file to the user’s computer and requires reactivation after one hour. Collaborating with other Mentors has been critical here – again breaking the hero model – as Cassie’s Cheatsheets helped visualize all the steps previously involved that were cumbersome for scientists.\n\nBuild morale through learning; advocate for learning time\n“How to make learning part of your job” and “When do you carve out time to learn” are questions that come up frequently, as they did here. Pointing to examples of how other individuals and agencies do this has been super powerful: it is negotiated with supervisors at NOAA to be included in Individual Work Plans, and the NASA Earthdata Mentors are a fantastic example of the power of high-level support for learning. The NASA Mentors shared how the Mentor community has been able to learn and collaborate together over the past two years. This was because their time was approved at a high level, by NASA policy and by their managers. This approved time has given space for them to first share and listen, find the common, and then build together, reuse, and amplify.\n\n\n“Learning builds morale: it gives people an opportunity to change workflows, learn new skills, improve the culture, and take ownershipof that” — Josh London\n\n\nWe’re seeing some of this trickle out beyond the Openscapes curriculum. Josh London talked about how we often focus on the shiny new tools (python, R, Quarto, GitHub) but it’s the culture shifts that are the real meaningful change. He said it’s so encouraging to see in a calendar invite for a meeting that someone’s already initiated an agenda in a shared document and that there are multiple people contributing notes there at the same time. Additionally, learning to use tools like GitHub for shared “todo” lists and better project management for teams has increased morale for NOAA Fisheries teams. Teams are also using these tools for more inclusive communication to onboard other team members to their projects, passing forward this increased morale that comes from learning together.\nLoneliness during the Pandemic was mentioned several times - Adyan, Cassie, Corey, and Ileana all onboarded to their current roles during the pandemic. They noted that shared practices like coworking along with collaborating asynchronously with GitHub and Google Docs helped them feel less alone and build real connections with their colleagues. And, it helped them learn skills they needed to do their jobs. They saw that these skills would help other colleagues as well, so they have dedicated time to teaching and supporting colleagues, and advocating for learning time from supervisors.\n\n\n“Not everyone needs the same learning curve; we can send down a rope and help others get to where they need to be sooner.” — Adyan Rios\n\n\n\n \n\n\nThe California Water Boards Openscapes Cohort emphasized psychological safety and culture, uniting data strategies, and documentation to create a welcoming environment, build community, and reduce loneliness in learning new skills. (slide from Clatterbuck; artwork from GitHub Illustrated Series)\n\n\n\nOnward\nOne of the most inspiring aspects of this panel was the mutual recognition of common themes, challenges, and potential approaches among speakers from government agencies and academia who had not previously worked together. ESIP is a great place to make those connections across agencies and convening these sessions is an effective way to move us all forward together. Open science isn’t the ultimate goal. The vision is what’s possible because of open science: climate solutions, social justice, and democracy. As we advocate in this Year of Open Science, let’s connect it not just to the higher efficiency and quality of work that is produced, but especially with higher team morale and empowerment of individuals to change their institutional culture.\n\n\n\nSpeakers Bios\nCorey Clatterbuck is an environmental scientist at the California Water Boards in the Office of Information Management and Analysis and the Surface Water Ambient Monitoring Program. A trained ecologist, Corey’s current work uses landscape and water data to identify healthy watersheds in California and determine the policies & practices to keep them that way. Having supported Openscapes trainings throughout 2021, “forked” Openscapes with her colleague Anna Holder and taught her colleagues internally within the Water Boards in 2022.\nIleana Fenwick is a third-year marine fisheries PhD student at UNC and part of the Openscapes core team. She launched the Pathways to Open Science program to welcome more Black marine scientists to open science and to build skills and community!\nJosh London is a Wildlife Biologist at NOAA Fisheries, in the Marine Mammal Laboratory Alaska Fisheries Science Center (AFSC). Josh’s research focuses on ecology and conservation of Arctic seals. Josh is a long-time open source developer and champion; mentor with Openscapes, co-leading Winter and 4 Fall Cohorts with NOAA Fisheries.\nLuis Lopez is a Research Software Engineer at the National Snow and Ice Data Center (NSIDC) in Boulder, Colorado. He has helped develop tools and services to facilitate data access and discoverability across different NASA Earth missions. He is part of the first cohort of NASA Openscapes Mentors, and lead developer for the earthaccess python library and corn jupyterhub environment.\nCassie Nickles is an Applied Science Systems Engineer working for NASA’s PO.DAAC, the Physical Oceanography Data Active Archive Center. She became a NASA-Openscapes mentor in 2022 and is consistently looking for better ways to make the complicated simple for data end users through mechanisms like data tutorials, workflow diagrams & cheatsheets!\nAdyan Rios is a research ecologist at NOAA Fisheries, in the Caribbean Fisheries Branch of the Sustainable Fisheries Division at the Southeast Fisheries Science Center (SEFSC). Adyan participated in Openscapes in Fall 2021 and became an organizer and mentor in 2022; co-leading Summer and 4 Fall Cohorts with NOAA Fisheries.\n \n\nESIP 2023 panelists"
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-    "text": "Build morale through learning; advocate for learning time\n“How to make learning part of your job” and “When do you carve out time to learn” are questions that come up frequently, as they did here. Pointing to examples of how other individuals and agencies do this has been super powerful: it is negotiated with supervisors at NOAA to be included in Individual Work Plans, and the NASA Earthdata Mentors are a fantastic example of the power of high-level support for learning. The NASA Mentors shared how the Mentor community has been able to learn and collaborate together over the past two years. This was because their time was approved at a high level, by NASA policy and by their managers. This approved time has given space for them to first share and listen, find the common, and then build together, reuse, and amplify.\n\n\n“Learning builds morale: it gives people an opportunity to change workflows, learn new skills, improve the culture, and take ownershipof that” — Josh London\n\n\nWe’re seeing some of this trickle out beyond the Openscapes curriculum. Josh London talked about how we often focus on the shiny new tools (python, R, Quarto, GitHub) but it’s the culture shifts that are the real meaningful change. He said it’s so encouraging to see in a calendar invite for a meeting that someone’s already initiated an agenda in a shared document and that there are multiple people contributing notes there at the same time. Additionally, learning to use tools like GitHub for shared “todo” lists and better project management for teams has increased morale for NOAA Fisheries teams. Teams are also using these tools for more inclusive communication to onboard other team members to their projects, passing forward this increased morale that comes from learning together.\nLoneliness during the Pandemic was mentioned several times - Adyan, Cassie, Corey, and Ileana all onboarded to their current roles during the pandemic. They noted that shared practices like coworking along with collaborating asynchronously with GitHub and Google Docs helped them feel less alone and build real connections with their colleagues. And, it helped them learn skills they needed to do their jobs. They saw that these skills would help other colleagues as well, so they have dedicated time to teaching and supporting colleagues, and advocating for learning time from supervisors.\n\n\n“Not everyone needs the same learning curve; we can send down a rope and help others get to where they need to be sooner.” — Adyan Rios\n\n\n\n \n\n\nThe California Water Boards Openscapes Cohort emphasized psychological safety and culture, uniting data strategies, and documentation to create a welcoming environment, build community, and reduce loneliness in learning new skills. (slide from Clatterbuck; artwork from GitHub Illustrated Series)\n\n\n\nOnward\nOne of the most inspiring aspects of this panel was the mutual recognition of common themes, challenges, and potential approaches among speakers from government agencies and academia who had not previously worked together. ESIP is a great place to make those connections across agencies and convening these sessions is an effective way to move us all forward together. Open science isn’t the ultimate goal. The vision is what’s possible because of open science: climate solutions, social justice, and democracy. As we advocate in this Year of Open Science, let’s connect it not just to the higher efficiency and quality of work that is produced, but especially with higher team morale and empowerment of individuals to change their institutional culture.\n\n\n\nSpeakers Bios\nCorey Clatterbuck is an environmental scientist at the California Water Boards in the Office of Information Management and Analysis and the Surface Water Ambient Monitoring Program. A trained ecologist, Corey’s current work uses landscape and water data to identify healthy watersheds in California and determine the policies & practices to keep them that way. Having supported Openscapes trainings throughout 2021, “forked” Openscapes with her colleague Anna Holder and taught her colleagues internally within the Water Boards in 2022.\nIleana Fenwick is a third-year marine fisheries PhD student at UNC and part of the Openscapes core team. She launched the Pathways to Open Science program to welcome more Black marine scientists to open science and to build skills and community!\nJosh London is a Wildlife Biologist at NOAA Fisheries, in the Marine Mammal Laboratory Alaska Fisheries Science Center (AFSC). Josh’s research focuses on ecology and conservation of Arctic seals. Josh is a long-time open source developer and champion; mentor with Openscapes, co-leading Winter and 4 Fall Cohorts with NOAA Fisheries.\nLuis Lopez is a Research Software Engineer at the National Snow and Ice Data Center (NSIDC) in Boulder, Colorado. He has helped develop tools and services to facilitate data access and discoverability across different NASA Earth missions. He is part of the first cohort of NASA Openscapes Mentors, and lead developer for the earthaccess python library and corn jupyterhub environment.\nCassie Nickles is an Applied Science Systems Engineer working for NASA’s PO.DAAC, the Physical Oceanography Data Active Archive Center. She became a NASA-Openscapes mentor in 2022 and is consistently looking for better ways to make the complicated simple for data end users through mechanisms like data tutorials, workflow diagrams & cheatsheets!\nAdyan Rios is a research ecologist at NOAA Fisheries, in the Caribbean Fisheries Branch of the Sustainable Fisheries Division at the Southeast Fisheries Science Center (SEFSC). Adyan participated in Openscapes in Fall 2021 and became an organizer and mentor in 2022; co-leading Summer and 4 Fall Cohorts with NOAA Fisheries.\n \n\nESIP 2023 panelists"
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+    "text": "Resources\n\nGeospatial Cloud Resources from Coiled\nProcessing Terabyte-Scale NASA Cloud Datasets with Coiled \nProcessing a 250 TB dataset with Coiled, Dask, and Xarray \nCloud Environment Opportunities. Managed JupyterHub options for Cryosphere and NASA Earthdata user communities."
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-    "title": "3 approaches for the year of open science",
-    "section": "Onward",
-    "text": "Onward\nOne of the most inspiring aspects of this panel was the mutual recognition of common themes, challenges, and potential approaches among speakers from government agencies and academia who had not previously worked together. ESIP is a great place to make those connections across agencies and convening these sessions is an effective way to move us all forward together. Open science isn’t the ultimate goal. The vision is what’s possible because of open science: climate solutions, social justice, and democracy. As we advocate in this Year of Open Science, let’s connect it not just to the higher efficiency and quality of work that is produced, but especially with higher team morale and empowerment of individuals to change their institutional culture."
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+    "text": "Date: Tuesday, February 20, 2024\nTime: 10:00 - 11:00 am PT (find your local time)\nWhere: Zoom\nRegister (free) via Zoom to get the meeting link\nNASA Openscapes Mentors develop, teach, and support many workshops, events, conversations, and each other with their main goal to support scientists using NASA Earthdata as they migrate workflows to the cloud. We all want (need!) to be able to see ongoing NASA Openscapes events and relevant events across 11 NASA data centers, their planning status, and where they fit in our calendars. We need something that is lightweight with a low barrier to entry. Sure, there are many add-ons to make it more “functional” (GitHub templates, Actions), but for whom? These might be barriers to people less familiar with GitHub.\nWe embrace working in the open and sharing how-we-work early before trying to make something “perfect” that doesn’t suit people’s needs. Join us for a screenshare-and-tell of how we’re using GitHub Issues, Projects, and Roadmap to have an open, dynamic way for many people to use and contribute to this “calendar”. It’s not just about the tools though. We’ll talk about how it started, how it’s going, the mindset, skills, and how we document as we go.\nBring your questions and your experiences. We’re keen to hear about how others have done this and how we can improve our setup. We always save time for audience discussion!\nSpeakers will include Bri Lind, a Geospatial Data Scientist at NASA’s Land Processes Distributed Active Archive Center (LP DAAC) and a NASA Openscapes Mentor, Stefanie Butland from the Openscapes team, and staff from other NASA data centers who are trying out this approach."
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-    "text": "Speakers Bios\nCorey Clatterbuck is an environmental scientist at the California Water Boards in the Office of Information Management and Analysis and the Surface Water Ambient Monitoring Program. A trained ecologist, Corey’s current work uses landscape and water data to identify healthy watersheds in California and determine the policies & practices to keep them that way. Having supported Openscapes trainings throughout 2021, “forked” Openscapes with her colleague Anna Holder and taught her colleagues internally within the Water Boards in 2022.\nIleana Fenwick is a third-year marine fisheries PhD student at UNC and part of the Openscapes core team. She launched the Pathways to Open Science program to welcome more Black marine scientists to open science and to build skills and community!\nJosh London is a Wildlife Biologist at NOAA Fisheries, in the Marine Mammal Laboratory Alaska Fisheries Science Center (AFSC). Josh’s research focuses on ecology and conservation of Arctic seals. Josh is a long-time open source developer and champion; mentor with Openscapes, co-leading Winter and 4 Fall Cohorts with NOAA Fisheries.\nLuis Lopez is a Research Software Engineer at the National Snow and Ice Data Center (NSIDC) in Boulder, Colorado. He has helped develop tools and services to facilitate data access and discoverability across different NASA Earth missions. He is part of the first cohort of NASA Openscapes Mentors, and lead developer for the earthaccess python library and corn jupyterhub environment.\nCassie Nickles is an Applied Science Systems Engineer working for NASA’s PO.DAAC, the Physical Oceanography Data Active Archive Center. She became a NASA-Openscapes mentor in 2022 and is consistently looking for better ways to make the complicated simple for data end users through mechanisms like data tutorials, workflow diagrams & cheatsheets!\nAdyan Rios is a research ecologist at NOAA Fisheries, in the Caribbean Fisheries Branch of the Sustainable Fisheries Division at the Southeast Fisheries Science Center (SEFSC). Adyan participated in Openscapes in Fall 2021 and became an organizer and mentor in 2022; co-leading Summer and 4 Fall Cohorts with NOAA Fisheries.\n \n\nESIP 2023 panelists"
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+    "text": "Background and Resources\nStarter documentation in our NASA Earthdata Cloud Cookbook: GitHub for Calendaring and Project Management\nRead more on our blog about how we work with NASA Openscapes Mentors to support scientists using data from NASA Earthdata as they migrate workflows to the cloud.\nRelated CSCCE Open Source Tools Trials:\n\nUsing GitHub to facilitate community activities\nGitHub and Bitergia to support research and developer communities\nUsing GitHub and HedgeDoc to organize and support community events\n\n\n\n\n\n\nMainPlanning GitHub Project - Roadmap Schedule view"
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+    "title": "First Forays into the Cloud - first “fledging” story from NASA Openscapes!",
     "section": "",
-    "text": "Cross-posted at openscapes.org/blog, nmfs-openscapes.github.io/blog, nasa-openscapes.github.io/news, openscapes.github.io/pathways-to-open-science/blog\nDate: Thursday, September 26, 2024\nTime: 1:00 - 2:00 pm PT (find your local time)\n Register (free) via Zoom to get the meeting link"
+    "text": "Aronne Merrelli is a first example of a scientist “fledging” from the learning JupyterHub managed by 2i2c and Openscapes to another cloud space to do real science - here with Coiled. Aronne says cloud is “like a super power” because he can ask bigger questions, and he shared his story with the 2024 NASA Openscapes Champions science teams. Aronne’s story is available via slides and YouTube and Julie Lowndes is summarizing here as a blog.\nQuick links"
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-    "text": "Resources\n\nThe Open Science Dynamic Convergence Workshop brings together researchers, students, policymakers, funders, and other stakeholders to highlight impactful open science activities, explore collaboration opportunities, and find practical ways to speed up the global adoption of open science.\nOpenscapes post: Biden-Harris Administration announces support for NOAA Fisheries’ data, infrastructure, and workforce modernization in part via Openscapes\nNOAA Fisheries announcement Aug 15, 2024: Biden-Harris Administration Announces $34 Million to Modernize NOAA Fisheries’ Data, Infrastructure and Workforce\nOpenscapes post: White House Fact Sheet Mentions Openscapes!\nFACT SHEET: Biden-⁠Harris Administration Marks the Anniversary of OSTP’s Year of Open Science, Jan 31, 2024"
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+    "title": "First Forays into the Cloud - first “fledging” story from NASA Openscapes!",
+    "section": "Cloud Takeaways from Aronne Merrelli",
+    "text": "Cloud Takeaways from Aronne Merrelli\nAronne Merrelli, University of Michigan, is a research scientist and a 2023 NASA Openscapes Champion, and he shared his story with 2024 Champions teams. His main takeaways:\n\nFinds cloud to be “a super power”\n\nNew science questions: can process data too big to imagine processing in current places\nDetails: “I did an analysis for my AGU poster: 150 TB of L1 and L2 data, and I only needed some tiny fraction that were of interest to me. In the old way I would need to find a way to download it all first, and I don’t have a machine big enough. But parallelizing with Coiled, I can subset. Now once I realize that, I realize there are bigger datasets that just seemed unworkable before.” - Aronne Merrelli\n\nCloud costs: cheaper than expected\n\nMatt Rocklin’s “Rule of Thumb”: $0.10 per TB, so processing 150 TB would be roughly $15\nThinking for grant proposals: ~$100s/yr will go a long way\n\nInfrastructure: less intensive than expected\n\nShifting workflow to earthaccess then parallelizing with Coiled. Little setup required\n\n\nAronne describes himself as a Level 1 or Level 2 algorithm scientist. He had been interested in learning how to use the cloud and had some previous unhelpful experiences, since most discussions revolved around the administration of cloud services that made it seem like there was a large overhead to using the cloud, including specialized packages that seemed hard to use, or inefficient on datasets he uses."
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-    "text": "This is a brief summary of the session we led at the 2024 ESIP summer conference, focused primarily on the breakout group feedback from the session! We define Onboarding as a friendly first experience in the Cloud, framed via technical infrastructure, lessons on open science and cloud concepts, and social support. We define Fledging as a friendly set up for Cloud that works for me, including a plan, how to do it, how to pay for it. It means leaving the nest, soaring high and perhaps building your own nest.\nQuicklinks:\nThe theme of the 2024 ESIP Summer meeting was “grounded in trust”, with a focus on ethics and establishing relationships. This theme rooted us: we’ve spent the last 3 years introducing people to the cloud for scientific computing, motivated by the fact that NASA is moving Earthdata to the cloud. We focused on helping scientists using NASA Earthdata and what this migration means for them. But only in the past year have we focused on “offboarding”, to complement our onboarding process (focused on where they go after they leave our JupyterHub) – but that term felt harsh, like walking the plank. We wanted a friendlier way to talk about this, so we call it “fledging” since people are spreading their wings after being in the “nest” with their nestmates, learning together in the JupyterHub we provide for workshop participants, in collaboration with our partners at 2i2c.\nFirst, Alexis Hunzinger (GES DISC) shared Aronne Merrelli’s story (show-not-tell). Aronne was a participant in the 2023 NASA Openscapes Champions group, and found the Cloud to be a “superpower” - see this blog post summary and video of Aronne sharing with the 2024 Champions science teams.\nThen, Aaron Friesz (LP DAAC) and Danny Kaufman (ASDC) broke down all the components that helped build that nest. This includes a central focus on researcher/user needs and iterating through teaching; How we work – openly, with synchronous and asynchronous space and place; and all the onboarding support for how they learn and work.\nAnd then Julie Lowndes (Openscapes) and Eli Holmes (NOAA Fisheries) shared about fledging experiences so far - what we do and think about. This focused on where people fledge to and cost. Eli Holmes shared how she fledged in a different way, not only as a researcher but also as a facilitator who sets up infrastructure for others within her government agency. She shared how not all the participants leaving the nest are birds. Some are zebras and others are fish. Their needs when fledging are fundamentally different from those of the birds. And even among the birds, there is variety."
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+    "title": "First Forays into the Cloud - first “fledging” story from NASA Openscapes!",
+    "section": "What makes this a fledging story",
+    "text": "What makes this a fledging story\nNASA Openscapes gave a chance for Aaron to learn how to run code in the cloud without much extra overhead. Learning in the 2i2c JupyterHub and then with Coiled, he could focus on the science and not require a cloud optimized data format. The key thing is that he didn’t really need to modify his workflow! He sees cloud computing as a new capability that allows him to do analyses on big data sets that would have been hard to do on any other machine. Here are the steps of what fledging looked like:\n\nLearned when and how to cloud (via NASA Openscapes Champions cohort)\n\nCross-DAAC Mentors led, scientist focused, open science, inclusive (Aronne’s previous attempts to learn were geared towards engineers)\n\nExperimented in JupyterHub (managed by 2i2c & Openscapes, NASA credits)\n\nExtremely easy to get your ‘toes in the water’ running code in the cloud\nRan tutorials, prototyped code, easy with earthaccess & corn environment \n\nExperimented in Coiled (managed by Coiled & Openscapes, NASA credits)\n\nVery easy to use, essentially zero administrative overhead\nLearned to parallelize code in small pieces, easy transition to my workflow\n\nDid real science in Coiled (managed by Coiled & University credit card!!!)\n\nUM’s institutional AWS account is a big help here\n\n\n\n\n\nSlide from Aronne Merrelli showing how cloud computing is a new way to work: “see this as a new capability that allows me to do analyses on big data sets that would have been hard to do on any other machine.”"
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-    "section": "Breakout groups - participant feedback",
-    "text": "Breakout groups - participant feedback\nParticipants in the room self-identified as Cloud enablers/facilitators (60%), as well as Cloud users (35%) and neither (27%).\n\nWe asked participants to share their experiences in breakout groups. We wanted to know from our audience of cloud facilitators/enablers and cloud users, what solutions and challenges they have found when it comes to onboarding to and fledging from the Cloud. Between the feedback received during this breakout session and responses from a survey sent to past program participants about their current cloud usage and challenges, here are some common challenges and new points we haven’t heard before.\nStand out:\n\nCreate easy wins early on to make onboarding more encouraging!\nInterest in learning how to set up environments via tutorials.\nHow does one find or qualify for these “onboarding” opportunities? It seems like there is a privilege based on who you know.\n\nCommon ones:\n\nFor onboarding, keep tutorials simple, but relevant to the discipline.\nPeople feel successful and supported through many, open channels of connection (e.g. Slack, hack/coworking times, anonymous questions, etc.).\nSome feedback from users: when I go to nasa.gov, I can’t find any cross-DAAC stuff, or earthaccess.\nNot all data is in the cloud, we are still operating in hybrid mode.\nIt’s a challenge to spend time and energy optimizing legacy code and data formats for the cloud - it’s tempting to just “lift and shift”.\nOrganizational silos and management priorities are a barrier to experimenting with cloud capabilities.\n\nThe following screenshots illustrate participants responses to several questions. We include them here for readers to consider where their own communities land.\n\n\n\n\nOne thing we noted was that more people had thoughts about onboarding rather than fledging. And that’s ok! Fledging is very new to us as an idea, having really started talking about it last summer at ESIP and more readily (and calling it fledging) at AGU and this spring, in conversations with Yuvi Panda, Carl Boettiger, and Eli Holmes."
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+    "section": "Aronne’s recommendations to proceed",
+    "text": "Aronne’s recommendations to proceed\nFor Champions curious what this could look like for them, Aronne suggests they identify a near term task that you can shift to cloud processing. Aronne chose to do the analysis for his AGU poster through Coiled, which fit his 3 criteria:\n\nsomething you were going to do anyway\nrequires use of a dataset in the cloud (NASA Earthdata cloud, NOAA open data)\nIs “large-ish”, so you will get some immediate benefit (meaning, that you will potentially save yourself some time by doing it in the cloud)"
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-    "text": "Closing thoughts\nJulie Lowndes - ESIP is a great conference - for me it feels like RStudio and rOpenSci conferences, which means it is welcoming and highly productive and filled with friends everywhere - even when you don’t know them yet. This is my 4th year of ESIP confs (starting in 2020 when Erin Robinson invited me to keynote and this kicked off our NASA Openscapes collaboration!), and my second in person. Last year, I took away how Aaron Friesz remarked that “I’ve been to many ESIP conferences representing my data center (LP DAAC), but this year I felt like people saw me as someone to collaborate with as an expert on supporting users in the cloud”. This year, I’m taking away how embraced and loved “earthaccess” is. “Earthaccess” is a python library that has vastly improved everyone’s experience accessing NASA Earthdata programmatically (both locally and in the cloud). It was first developed by Luis López through working closely with Champions science teams and is now awesomely co-developed by a NASA open source community with contributors extending across DAACs, other parts of NASA, and beyond. I heard “earthaccess” everywhere, in talks, in hallways. People used “earthaccess” used like “Zoom” or “ggplot” - it’s a tool you use, no need to discuss further, we all know it as a vital part of the picture. I also really felt how the word “Openscapes” was used by many as an “us” or “we”; “Openscapes does this” means a community with many many people involved – and people see and feel that. This was always the vision that Erin Robinson and I have had, and I really felt it here. It was amazing.\nCarl Boettiger, during a coworking debrief: Onboarding is a very visible thing, we can ensure there’s no sharp edges in the nest. But when you leave there are more edges - we can think of how to soften, where it works well, where there is a need. We can learn where there are training places and where it’s technical, what to develop to put in place."
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+    "text": "Fledging - building momentum\nAronne’s fledging story is a huge deal, building on the work of many many people for over a decade. It took 10 years of data migration by NASA engineering teams, 3 years of NASA Openscapes Mentors developing common approaches for teaching, to get this fledging story. This first example is the hardest, and we expect more to come (like a flywheel that is toughest to spin the first time, ten times, hundred times.)\nThanks so much to Aronne for sharing what he learned with the NASA Openscapes Mentors, 2024 Champions science teams and other audiences. Thank you to Coiled for partnering with NASA Openscapes and supporting scientists like Aronne!"
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-    "text": "Date: Monday, February 26, 2024\nTime: 11:00 - 12:00 MT / 1:00 - 2:00 ET Presenter: Luis Lopez, National Snow and Ice Data Center\nThe monthly Earth Science Data Systems (ESDS) Technology Spotlight webinars provide a platform for ESDIS, the DAACs (NASA Data Centers), IMPACT, and other ESDS initiatives and competitive programs to showcase technology innovations to an ESDS-wide audience and to discuss how these technologies might be adapted and used throughout ESDS. The webinars are open to everyone in the greater ESDS community."
+    "text": "In Spring 2022 we led our first NASA Openscapes Champions Cohort for research teams that work with NASA EarthData. This cohort is funded by NASA and part of our NASA Openscapes Framework project. For this Cohort, we co-led the cohort with the NASA DAAC mentors and we focused on shifting toward Open science, collaborative, reproducible practices to support research teams as they transition from the download model to the Cloud. We also actively experimented with cloud data access through the Openscapes 2i2c-hosted JupyterHub.\nQuick links:"
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-    "text": "We support users at the NASA National Snow and Ice Data Center Distributed Active Archive Center (NSIDC DAAC). This week we had an in person meeting with our User Working Group (UWG), a group that consists of fourteen members representing our cryospheric user community by providing recommendations on the DAAC’s data resources and overall objectives and priorities. We presented a slide deck with an overview of Cloud Environment Opportunities focused on managed JupyterHub options, and a live demo of Coiled, which is a company providing software and expertise for scalable Cloud computing built on Dask. This work currently builds from our Cloud infrastructure set up with NASA Openscapes. The purpose was to share the options currently available, and to invite UWG members to work and improve from these ideas.\nWe’re also part of the NASA Openscapes community; we support researchers using NASA Earthdata as they migrate their data analysis workflows to the Cloud. This blog post does not go into deep detail about how NASA Earthdata is migrating to the Cloud, but you can read more about our efforts with NASA Openscapes at https://nasa-openscapes.github.io.\nThis blog post gives a brief summary of the slides and some thoughts going forward.\nQuick link: slides"
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+    "title": "From downloading data to Cloud access: NASA Openscapes Champions Wrap-up",
+    "section": "NASA Champions Cohort overview",
+    "text": "NASA Champions Cohort overview\nThe NASA Openscapes Framework project is a 3-year project to support scientists using NASA Earthdata from NASA’s Earth Observing System Data and Information System (EOSDIS) Distributed Active Archive Centers (DAACs), as they migrate workflows to the cloud. We are just wrapping up Year 1 and amazed at how much we have collectively accomplished this year with the DAAC mentors and participating DAACs as well as all the researchers and research teams we have worked with. You can read more about our first year in our 2021 annual report. \nAs part of this work, with the DAAC mentors, we co-led our first NASA Openscapes Champions cohort. Based on Openscapes’ flagship program, Openscapes Champions, theNASA Openscapes Champions Cohort was a professional development and mentorship opportunity for early adopter, science teams that use NASA Earthdata and were interested in migrating their existing workflows to the cloud through collaborative open data science practices. The Openscapes Champions Cohort ran formally in March - April 2022. \nThe ten research teams who participated were interested in a wide variety of NASA Earthdata and various stages of cloud technology familiarity. You can learn more about their research below. Together as a Champions cohort they discussed what worked and didn’t work as they migrated workflows to the cloud, with a focus on collaboration and open science. We met as a cohort five times over two months, on alternating Fridays. Each cohort call included a welcome and code of conduct reminder, two teaching sessions with time for reflection in small groups or silent journaling and group discussion, before closing with suggestions for future team meeting topics (“Seaside Chats”), Efficiency Tips, and Inclusion Tips. Additional hands-on clinics and coworking sessions were scheduled within this period and will extend for the next two months to support these teams as they continue to work on the cloud workflow migration. In addition, the teams were supported by the Openscapes DAAC mentors and staff and Element84 and had access to Openscapes’ 2i2c Jupyter Hub, which will continue for the next year.\n\n\n\nZoomie class photo of NASA Champions"
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-    "title": "Cloud Environment Opportunities",
-    "section": "When to Cloud?",
-    "text": "When to Cloud?\nWe started off with considerations of “When to Cloud?” This covered things to consider for you now and in the future:\n\nWhat is the data volume?\nHow long will it take to download?\nCan you store all that data (cost and space)?\nDo you have the computing power for processing?\nDoes your team need a common computing environment?\nDo you need to share data at each step or just an end product?\n\nAndy Barrett created and presented more in-depth slides to the 2023 NASA Champions Cohort of Science teams: Data strategies for Future Us, for Cloud.\nAssuming you are “ready to Cloud” based on the considerations above, there are two main solutions for accessing NASA Earthdata Cloud: Do it yourself or using a managed Cloud service. If you do it yourself, this involves creating an AWS Account, connecting to an EC2 instance, and using resources like the Earthdata Cloud Primer for more setup and cost management information. If you use a managed Cloud service, organizations like 2i2c can provide Cloud-hosted JupyterHubs for research and education. Your institution may also support smaller or larger scale options."
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+    "title": "From downloading data to Cloud access: NASA Openscapes Champions Wrap-up",
+    "section": "What did participants achieve?",
+    "text": "What did participants achieve?\nJust like our DAAC mentors have built collaborative bridges across the distributed data centers to identify the common parts of cloud data access over the first year of our project, this cohort was an opportunity to connect NASA Earthdata users, building a community that is eager to use data in the cloud and provides a forum to discuss common techniques and challenges. The teams devoted at least 8 hours a month to focus on their workflows. In this time, they thought through and discussed their current NASA Earthdata workflows and planned and experimented with transitioning their workflows to the cloud using Openscapes’ 2i2c-hosted Jupyter Hub as a first step. As in other Openscapes Champions cohorts, teams also realized the power of onboarding to create more resilient labs and they explored creating collaborative spaces for their teams through Google Drive, Slack, and GitHub. \nThemes we revisited throughout the cohort included: \nThe Open science underpinnings of the Openscapes Champions program are important. During our last Champions session when the teams presented their pathways, it was amazing to hear how many times that teams were trying to use Github, Gitlab, or taking away other Open science practices in addition to the cloud-specific. It wasn’t all or nothing, they were taking small steps. It was also great to hear that a takeaway from this cohort is, working more openly and reproducibly provides for a more resilient workflow and team. \nWe intentionally focus on providing a kind welcome to technical topics. The kind space that we co-created with the teams and DAAC mentors provided an opportunity to collaborate as teams and ask questions that may in other settings go unasked because of fear that everyone else already knows. (Note: everyone else doesn’t know and will be glad you asked!)   \nThis also led to several challenges that consistently surfaced and still need more focused effort to resolve. The vocabulary to understand the Cloud needs to be clearly explained. For example, what is an S3 bucket or a “requester pays bucket” and why does a user need to know about AWS West-2? Cloud cost is another challenge. We lower the barrier by providing the 2i2c Jupyterhub, but teams don’t want to depend on our hub. They want their own workspace and want to be able to predict costs more effectively. Finally, our work has been focused on Python because that was the language of choice for DAAC mentors and it is a widely used open-source language in the broader Earth science community. In the Champions Cohort we had three teams using Matlab and one team using R; we need to think about how to expand our support and tutorial materials for these other languages."
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-    "section": "Comparing/Overview of Managed Hubs",
-    "text": "Comparing/Overview of Managed Hubs\n\n\nThe NASA Openscapes 2i2c JupyterHub, one of the six options presented, provides a valuable shared Cloud environment not only for our Science Champions and workshop learners, but also for our DAAC scientists, developers, and user support staff across NASA EOSDIS (Earth Observing System Data and Information System).\n\n\n\nThe Earthdata Cloud Playground is in development as a long-term resource for users learning and testing their data workflows in the Cloud.\n\n\n\nCoiled can be a resource for those who wish to offboard or scale from an existing Hub environment."
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+    "text": "Closing thoughts\nAs we indicated at the beginning of this blog, this transition isn’t one that is completed in 2.5 months and so this is not the end for this Cohort. We are moving from the structured sessions of the Champions program into two additional months of coworking time and 1-1 interactions with DAAC mentors and staff and Element84 in order to make lasting changes with cloud data access. \nWe will focus on specific topics like: \n\nPracticing GitHub workflows and teaching others on your team \nCloud spatial subsetting \nEnvironment management for creating cloud computing space that is reproducible and scalable (e.g. docker images) \nDask/Pangeo software stack to enable scalable processing \nCloud costs and setup \nNetCDF to Zarr\nDocker containers \n\nFinally, we are grateful to this Champion Cohort’s early adopter spirit, their time and effort to make this migration, and all of the feedback and input they provided. They all participated in this cohort knowing that they were some of the first research teams to use NASA Earthdata in the cloud and that they were the first NASA Openscapes Champions cohort. This meant that there would be technical challenges as we work out migrating to the cloud, yet what they learn will make it easier for subsequent teams making this same shift. It also exhibited the reciprocal learning that happens; we will refine the NASA Openscapes Champions as we plan for our next cohort and our work with the DAAC mentors in year 2."
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-    "text": "Coiled live demo\nThis Fall, Openscapes is partnering with Coiled to support us experimenting with another approach to Cloud access, as well as refactoring workflows from serial processes (for-loops) to parallel in order to leverage the true power of Cloud. Amy Steiker and Luis Lopez lead a live demo for UWG participants, leveraging the same Google doc approach used during the Science Champions Earthdata Cloud Clinic for this event, including more information on Coiled. \n\n\nAmy Steiker presenting to NSIDC User Working Group\n\nThe demo showcased a Python script that processed large amounts of altimetry data from NASA’s ICESat-2 mission. While the script was run from Amy’s local computer, the data processing steps were run on the Cloud using Coiled Functions for running Python functions on Cloud virtual machines (VMs). This approach was particularly convenient as it allows existing Python functions to be run in the Cloud by lightly annotating them with a @coiled.function decorator.\nThis workflow benefited from running on the Cloud because the ICESat-2 mission data was already stored on the Cloud in S3, so moving the data processing to be co-located next to the data avoided data transfers, which are both slow and expensive."
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+    "section": "NASA Openscapes Champions Teams",
+    "text": "NASA Openscapes Champions Teams\nThe Cryosphere Geophysics and Remote Sensing (CryoGARS) Glaciology Team at Boise State University analyzes modern changes to the Earth’s cryosphere, with a focus on rapid changes in glacier flow, glacier-ocean interactions, iceberg melting, and seasonal snow accumulation and melt. Nearly all of our projects use Landsat imagery to map changes in glacier, iceberg, and/or snow extent. Several projects also use Landsat data to map glacier velocities or rely on NASA-produced glacier velocities computed from Landsat and Sentinel-2 data. We also use ICESat-2 data to map glacier volume change and seasonal snow in mountain regions. We look forward to using more cloud resources so that we can expand our analyses in space and time in order to advance our understanding of Cryosphere change!\nThe Mapes Team at the University of Miami studies atmospheric dynamics through multi-source data synthesis, with global grids as the glue. The global grids are huge, so downloading is out of the question. Fetching from aggregations (THREDDS, GDS) works for case studies, but sometimes we need to process it all (simplest example: make a multi-year climatology, to give context to actual fields as “anomalies”). So the data lake in the cloud will be a nice resource, and open new vistas like machine learning which always benefits from more data.\nThe Cornillon Team at the University of Rhode Island has several projects making use of MODIS and VIIRS sea surface temperature (SST). The project of focus for this cohort has been the statistical description of the location, strength, and temporal evolution of SST fronts. As part of this project, we developed an algorithm to unmask pixels improperly flagged as cloud contaminated in the standard MODIS SST products. The improved masks will be made available to the community at large as will the fronts identified by our edge detection algorithm. \nThe Ladies of Landsat Team has members from USGS, UCSB, and the University of Arizona. Kate uses dense time series of Landsat data to build harmonic models to predict land use cover and land use change and its links to climatological signals. Crista and Sarah research the human dimensions of earth observation data, such as Landsat. Nikki uses NASA drought models to map climate hazards in her Navajo Nation community. The research project “Power of the Pixel: Connecting Indigenous Communities through Remote Sensing in the United States” combines the power of all three foci to use NASA/USGS Landsat data to build earth observation capacity in Indigenous communities across the United States.\nThe SASSIE Team has members from the University of Washington, JPL, and APL. They are part of the NASA salinity and SWOT science teams, and regularly use satellite salinity, temperature, altimetry and sea ice data, as well as in situ holdings (SPURS-2, upcoming SASSIE experiment).\nThe Tandon Team at the University of Massachusetts Dartmouth uses remotely sensed data to setup the larger scale perspectives for our more in depth analysis and cruise based work for in-situ experimental data from initiatives in the Indian Ocean such as ASIRI and MISOBOB.\nThe Palter Team at the University of Rhode Island uses NASA data to compare with in-situ observations taken from ships and Uncrewed Surface Vehicles. NASA data provides additional parameters (like ocean surface topography) that are useful in the understanding of in-situ data (for example identifying fronts in the ACC). We have also used ocean color data from MODIS-Aqua to map distributions of ocean surface properties, such as chlorophyll concentration & sea surface salinity (region-specific algorithm), to analyze seasonal, annual, and decadal trends of key biogeochemical processes in the ocean.\nThe Just Team at the Icahn School of Medicine at Mount Sinai uses earth observations to reconstruct ground-level environmental exposures to fine particulate matter, air temperature, and humidity which we use in epidemiologic health studies with cohorts and large registries in the US and Mexico. In a project that started out by seeking to understand the pattern of error in Aerosol Optical Depth (AOD) retrievals, we have developed an R-based reproducible workflow using the targets package for collocating and correcting AOD from the MAIAC algorithm (product MCD19A2 for Aqua and Terra) versus ground stations using gradient-boosted machine learning. This workflow adds reproducibility and extensibility for further development and new applications, building on results we have published for AOD (https://doi.org/10.3390/rs10050803) and for column water vapor (https://doi.org/10.5194/amt-13-4669-2020; data/code in Zenodo: 10.5281/zenodo.3568449).\nThe Hain/SPoRT Team is a directly funded NASA activity and engages with operational stakeholders to transition unique NASA observations and capabilities to improve decision-making.\nThe Roberts Team supports evaluation of global energy and water budgets, develops retrieval algorithms and climate data records (e.g. SeaFlux V1), evaluates air-sea interaction and ocean winds, and downscales and bias corrects models for use in hydrologic and agricultural modeling)."
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-    "text": "Recap\nWe closed our presentation and demo with the following advice for the User Working Group scientists:\n\n\nFirst ask yourself: When to Cloud? You may continue to download data, or work locally using Cloud-based service outputs, and optionally take advantage of Cloud.\n\n\nIf you “passed go”, there are a growing number of options to easily onboard to a Cloud environment. The options we presented are not exhaustive! We want to hear from you on other options you are pursuing and how your Cloud transition is going."
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+    "text": "Lisa Kempler works at MathWorks as a Research and Geoscience Strategist. She supports research and educator communities seeking to integrate their platforms with software tools and resources that enable effective data access, computing, and results sharing and publishing. She regularly meets with research communities, including site developers and users of data and compute services, developing programs and working with teams to provide implementation and user support. Lisa attended Brown University, Boston University, and Northeastern University.\nQuick links:\nMore and more data is being made available for users on NASA’s Earthdata Cloud platform. NASA Openscapes collaborates with a community of user-support staff across ten of the NASA Earth science Distributed Active Archives (DAACs), with the aim to help researchers transition their computational workflows to the Cloud using NASA Earthdata.\nThrough the NASA Openscapes Champions, an annual program that supports cohorts of science teams, a number of researchers expressed interest in using the data hosted on NASA Earthdata with MATLAB. The initial NASA Openscapes’ JupyterHub platform hosted by 2i2c, and tutorials, were Python-based. However, to make this transition, users need to be able to use software tools that are familiar to them that enable access to the data and can process it. The NASA Openscapes team reached out to MathWorks, developers of MATLAB, to support the effort to integrate MATLAB into NASA Openscapes JupyterHub and tutorials. The goal was to enable direct Cloud data access from MATLAB.\nTogether, our two teams have successfully installed MATLAB on NASA Openscapes JupyterHub, visible in the screenshot below. It is now available for researchers participating in NASA Openscapes affiliated learning events to try out with Earthdata data. Researchers will “bring their own license” (BYOL) and will be prompted to input that information to access MATLAB.\nThe MATLAB implementation on Openscapes JupyterHub consists of\nIn addition, we’ve written a detailed tutorial to help users learn the system and process the data. The MATLAB tutorial from NASA Openscapes includes code examples, that cover:\nIt’s new to work with NASA Earthdata on the NASA Openscapes JupyterHub, and even newer with MATLAB! We are excited that teams participating in the 2022 and 2023 NASA Openscapes Champions program are already logging into Openscapes and using MATLAB on the platform and continuing to push forward NASA Earthdata Cloud access through MATLAB. We will share more results on this work at the upcoming American Geophysical Union Fall Meeting on Tuesday, December 12. If you are interested in this work, please get in touch (lisak@mathworks.com).\nTo learn more about using MATLAB with data on NASA Openscapes, watch the video presentation to the NASA Openscapes Mentors or read the MATLAB Tutorial.\nAcknowledgements: A special thanks to Erin Robinson of NASA Openscapes and Luis Lopez Espinosa of the National Snow and Ice Data Center (NSIDC) for their collaboration on the NASA Openscapes MATLAB implementation and their contributions to this blog post."
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+    "text": "Footnotes\n\n\nMany universities and research institutes have site-wide licenses for MATLAB – called “Campus-Wide Licenses” and “Institute-Wide Licenses”, respectively. Most universities in the U.S. and Canada have CWLs. In those cases, all researchers, faculty and students have access to a MATLAB license via their institutions that work in this BYOL setup. Check with your university system administrators to find out if you have access to a MATLAB license at your institution.↩︎"
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-    "text": "In December at the AGU Fall Meeting in San Francisco, we were so grateful to connect with so many colleagues in person. We supported NASA Mentors Cloud Workshops on Sunday and organized a Happy Hour with colleagues from across NASA and the Open Science world. We attended and gave talks thoughout the week in addition to making many great connections in the Exhibition Hall, Poster Hall, and outside in the sun. This is a brief summary of our Friday 8-minute talk titled NASA Openscapes: Approaches and Stories of Kinder, Open Science in the Cloud.\nQuick links:"
+    "text": "Aaron Friesz, science coordination lead at NASA’s Land Processes Distributed Active Archive Center (LP DAAC) and NASA Openscapes Mentor, helps promote open science principles to empower more diverse, inclusive, and effective data science communities.\nRead the NASA Earthdata Data Chat interview with Aaron where he discusses what being a NASA Openscapes Mentor entails, how he and his fellow mentors promote open science, and the resources available to help users develop their cloud computing skills.\n\n\n\n\nCitationBibTeX citation:@online{friesz2024,\n  author = {Friesz, Aaron and M. Smith, Joseph},\n  title = {NASA {Earthdata} {Data} {Chat} with {Aaron} {Friesz}},\n  date = {2024-04-04},\n  url = {https://nasa-openscapes.github.io/news/2024-04-04-nasa-earthdata-aaron-friesz/},\n  langid = {en}\n}\nFor attribution, please cite this work as:\nFriesz, Aaron, and Joseph M. Smith. 2024. “NASA Earthdata Data\nChat with Aaron Friesz.” April 4, 2024. https://nasa-openscapes.github.io/news/2024-04-04-nasa-earthdata-aaron-friesz/."
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-    "text": "Why we work: motivated by climate and social change\n\n\n“What if we connected our skills & values as a daily practice, for climate?”\n\n\nWe kicked off our talk with this question to center the motivation for the work we do. As the NASA Openscapes Mentors had given many talks, workshops, and posters throughout the week showcasing and teaching their shared work, we summarized their efforts with a quote from Cassie Nickles:\n\n\n“NASA Openscapes is a collaborative environment for data center [DAAC] staff to collectively support open science initiatives for NASA Earthdata users. We’ve developed awesome material to help Earthdata users (cheatsheets, a python package (earthaccess), NASA Earthdata Cloud Cookbook).\nPerhaps just as important as what we’ve done however, are mindsets we’ve grown into along the way. It’s okay to share imperfect works in progress. Ideas are not too big or too small to share. We are better at dreaming and implementing the future together.” – Cassie Nickles (PO.DAAC)\n\n\nThen we centered our talk on a layer above: how we work to support these amazing user support staff to collaborate across data centers and as early adopters, co-develop teaching resources and infrastructure to support researchers in the Cloud."
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+    "text": "On September 19, 2024, Openscapes was recognized at The White House for our work in open science. We were invited to attend the “Celebration of The White House Office of Science Technology and Policy (OSTP) Year of Open Science Recognition Challenge Winners”!\nJulie Lowndes (founding director) and Ileana Fenwick (Pathways to Open Science program lead) represented the Openscapes Team and our community at The White House recognition event, as well as at an international open science event called the Open Science Dynamic Convergence Workshop in Washington DC on Sept 18-19, where Julie was a panelist.\nThis was a BIG DEAL.\nWe’re so excited that Openscapes was recognized and wanted to share this moment. Why were we invited? What were our experiences? As a followup Community Call, Ileana and Julie “interviewed” each other to share their reactions to and thoughts about their experiences. A few highlights and notes below; you can also watch the full recording and view the annotated photo gallery.\nQuick links:\nCross-posted at openscapes.org/blog, nmfs-openscapes.github.io/blog, nasa-openscapes.github.io/news, openscapes.github.io/pathways-to-open-science/blog"
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-    "section": "How we work: Openscapes Flywheel",
-    "text": "How we work: Openscapes Flywheel\nThe Openscapes Flywheel is a tool for movement building (Robinson & Lowndes 2022). We developed this from the early days collaborating with the NASA Mentors and it is open source: available for you to reuse and fork as other groups are starting to do. We reach for the Flywheel as a tool for planning, implementation and communication, just as we reach for R, Quarto, and JupyterHubs for analysis, documentation, and cloud computing.\nThe Flywheel is a concept developed by Jim Collins, where transformations occur from consistently doing key activities that add up over time. The Openscapes Flywheel at its simplest form has six steps that we repeat daily, monthly, and over years. Starting from the bottom and going clockwise: Leverage common workflows, skills, and tools; Inspire; Welcome; Create space & place; Invest in learning and trust; Work openly.\n\n\n\n\nThe Openscapes Flywheel\n\n\n\nWe talked through what this looked like for the NASA Openscapes project in Year 1, and then again in Years 2-3 as the Flywheel gained momentum as the Mentor community grew and supported researchers on the Cloud."
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+    "text": "Recognition at the White House\nSee the Photo Gallery – Annotated slide deck for photos to go along with these moments.\nIleana’s “in the action moment” was being at the table. This was a gilded room with a big rectangular table, ornate chairs around the table and encircling the walls, and open science representatives from 13 federal agencies in attendance. Ileana spoke about how she first heard about open science in 2021, and how she found it so transformative for her science that she developed and leads the Openscapes Pathways to Open Science program for Black environmental & marine researchers to build community for the future of data intensive science. There were also Presidential cupcakes, with sugar seals you could eat!\nJulie’s “in the action moment” moment was walking into the building. This was the EEOB (Eisenhower Executive Office Building); after going through 3 security steps we were suddenly in the building and “unchaperoned” for an hour before our recognition ceremony, and encouraged to explore! It felt big – surrounded by history and structure, but we can shape what we do. There were fossils in the marble floors, stained glass in the ceilings above the spiraling staircases. We went into Vice President Harris’ office! We had aviator sunglasses (courtesy of Julie’s husband Elliot Lowndes) at the ready in case we met President Biden (we did not).\nOpenscapes was recognized for “movement building for kinder open science for future us: a cross-agency effort at NOAA Fisheries, NASA, and EPA”. Being recognized for “movement building” is significant; it is not an easily-measurable impact. Openscapes’ focus on movement building is having real impact shifting culture across academia, government, and non-profit groups. We help people find each other and collaboratively evolve their work with modern and kind workflows, and there are now over 1000 people who are/have been involved with Openscapes, including those who have brought this with them to new positions and jobs. We all approach open science as a daily practice, a way to work differently, in a kinder way and connect big challenges with daily work. This can show up in different ways depending on our situations, and the work that is long-term, ongoing, and intentional. Scroll recent blog posts to get a sense of this work.\nThe White House recognition follows from an Openscapes submission to The White House Office of Science & Technology Policy Open Science Recognition Challenge in Fall 2023, which was looking to recognize open science stories to benefit society. Co-authors (5 max) were: Julia Lowndes (Openscapes founding director who co-leads & supports initiatives); Erin Robinson (Metadata Game Changers co-founder who co-leads NASA Openscapes & helped scale Openscapes with the Flywheel); Eli Holmes (NOAA Fisheries Open Science lead, a 3-year initiative by the NOAA Fish Office of Science & Tech); Ileana Fenwick (Pathways to Open Science lead & a fierce advocate for HBCU equity); Luis López (NASA Openscapes cloud infrastructure lead & develops open source tools).\n\n\n\n\n\nIleana and Julie representing Openscapes at the White House\n\n\n\n\n\n\n\nRecognition Challenge winners on the Navy Steps of the EEOB.\n\n\n\n\nOpenscapes made a 7-minute statement; we quoted Dr. Justin Rice (Deputy Manager at NASA Earth Science) and Dr. Evan Howell (Director, Office of Science and Technology at NOAA Fisheries) about the impact of Openscapes on their agencies; shared about the Flywheel & forking as the first step, as well as Champions & Pathways to Open Science programs.\n\n\n“The impact that Openscapes has had in the last 2 years is unprecedented at NASA” — Dr. Justin Rice, Deputy Project Manager for Data Systems for NASA Earth Science Data and Information System (ESDIS)\n\n\n\n\n“Over the month or two I thought about the proposal, I met numerous people in the field involved in this initiative, and *everyone* was positive and supportive of the endeavor, which is something I don’t think I’ve ever experienced in my career to date.” — Dr. Evan Howell, Director, Office of Science and Technology at NOAA Fisheries\n\n\nOur big ask was that people need to be paid to learn, teach, contribute to open source, and collaborate across organizations - there aren’t enough examples of what a sustainable career in open science looks like. If we’re asking people to change the way they work for open science, we need to change the way we work too – what levers can we pull with contracts, procurement, and reporting to fund that work and make it enduring. Ileana also underscored how important investing in HBCUs is, as they provide a huge proportion of our workforce.\n\n\n\nJulie and Ileana in Vice President Kamala Harris’ office!\n\n\nWatch the Community Call recording and browse the collaborative notes to hear more about The White House, our experiences, and the other awesome groups recognized there. You’ll also hear reflections about the Open Science Dynamic Convergence Workshop that we attended, organized by the Open Research Community Accelerator (ORCA), in collaboration with CERN and UNESCO and with the participation of NASA and the National Science Foundation. This was a real international group and exciting to engage with open science on a more global scale. The collaborative notes also have Julie’s talking points from the panel."
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-    "text": "Turning hundreds, thousands of times in ways big and small\nWhat’s so exciting is that following these initial turns of the Flywheel, it is now turning hundreds, thousands of times in ways big and small: like when a researcher uses GitHub for the first time and then turns around to teach their supervisor, and when staff have the confidence to speak up in meetings with what they know from the broader open science community. We’ve shared these stories in several manuscripts and blog posts, including a cross-government collaboration:\n\nThe Openscapes Flywheel: A framework for managers to facilitate and scale inclusive Open science practices (Robinson & Lowndes 2022)\nShifting institutional culture to develop climate solutions with Open Science (Lowndes et al 2023)\nhttps://openscapes.org"
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+    "text": "Resources\n\nThe Open Science Dynamic Convergence Workshop brings together researchers, students, policymakers, funders, and other stakeholders to highlight impactful open science activities, explore collaboration opportunities, and find practical ways to speed up the global adoption of open science.\nOpenscapes post: Biden-Harris Administration announces support for NOAA Fisheries’ data, infrastructure, and workforce modernization in part via Openscapes\nNOAA Fisheries announcement Aug 15, 2024: Biden-Harris Administration Announces $34 Million to Modernize NOAA Fisheries’ Data, Infrastructure and Workforce\nOpenscapes post: White House Fact Sheet Mentions Openscapes!\nMentions Openscapes! FACT SHEET: Biden-⁠Harris Administration Marks the Anniversary of OSTP’s Year of Open Science, Jan 31, 2024\nWhite House Office of Science & Technology Policy Announces Year of Open Science Recognition Challenge Winners, March 21, 2024"
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-    "title": "NASA Openscapes: Approaches and Stories of Kinder, Open Science in the Cloud",
-    "section": "Technical & social infrastructure together",
-    "text": "Technical & social infrastructure together\nWhat’s key here is that technical & social infrastructure have been prioritized together consistently from the start. We focus on developing a kinder, open science mindset together: Mentorship is a skill we can all develop, just as we can all learn coding or data management as a skill, no matter where we’re starting from. In the open science world, there are many places to learn from & we can all join existing efforts with humility and a growth mindset to learn.\n\n\n\n\nDeveloping a kinder, open science mindset. Slide from AGU talk"
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