From ae83d17e2aa6d3c365664254da2f4318c7f58895 Mon Sep 17 00:00:00 2001
From: abarciauskas-bgse <abarciauskas-bgse@users.noreply.github.com>
Date: Fri, 15 Nov 2024 00:08:42 +0000
Subject: [PATCH] =?UTF-8?q?Deploy=20preview=20for=20PR=20121=20?=
 =?UTF-8?q?=F0=9F=9B=AB?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../cogs-details.html                         |  4 +-
 .../cogs-examples.html                        |  4 +-
 .../cogs-overview_resampling.html             |  4 +-
 .../cloud-optimized-geotiffs/intro.html       |  4 +-
 .../writing-cogs-in-python.html               |  4 +-
 .../cloud-optimized-netcdf4-hdf5/index.html   | 38 ++++++----
 pr-preview/pr-121/contributing.html           |  4 +-
 pr-preview/pr-121/cookbooks/index.html        |  4 +-
 pr-preview/pr-121/copc/index.html             |  8 +-
 pr-preview/pr-121/copc/lidar-las-to-copc.html |  4 +-
 .../pr-121/flatgeobuf/flatgeobuf-in-js.html   |  4 +-
 pr-preview/pr-121/flatgeobuf/flatgeobuf.html  |  4 +-
 .../pr-121/flatgeobuf/hilbert-r-tree.html     |  4 +-
 pr-preview/pr-121/flatgeobuf/intro.html       |  4 +-
 .../pr-121/geoparquet/geoparquet-example.html |  4 +-
 pr-preview/pr-121/geoparquet/index.html       |  4 +-
 pr-preview/pr-121/glossary.html               |  4 +-
 pr-preview/pr-121/index.html                  |  4 +-
 pr-preview/pr-121/kerchunk/intro.html         |  4 +-
 .../pr-121/kerchunk/kerchunk-in-practice.html |  8 +-
 pr-preview/pr-121/overview.html               |  4 +-
 pr-preview/pr-121/pmtiles/intro.html          |  4 +-
 .../pr-121/pmtiles/pmtiles-example.html       |  4 +-
 pr-preview/pr-121/search.json                 | 76 +++++++++----------
 pr-preview/pr-121/template.html               |  4 +-
 .../pr-121/transition-from-rmarkdown.html     |  4 +-
 pr-preview/pr-121/zarr/intro.html             |  4 +-
 pr-preview/pr-121/zarr/zarr-in-practice.html  |  4 +-
 28 files changed, 116 insertions(+), 110 deletions(-)

diff --git a/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-details.html b/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-details.html
index 714253f..f7d4ba1 100644
--- a/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-details.html
+++ b/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-details.html
@@ -223,7 +223,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -232,7 +232,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-examples.html b/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-examples.html
index a91b394..b1db9f4 100644
--- a/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-examples.html
+++ b/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-examples.html
@@ -257,7 +257,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -266,7 +266,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-overview_resampling.html b/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-overview_resampling.html
index 00d689e..f156c5a 100644
--- a/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-overview_resampling.html
+++ b/pr-preview/pr-121/cloud-optimized-geotiffs/cogs-overview_resampling.html
@@ -257,7 +257,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -266,7 +266,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/cloud-optimized-geotiffs/intro.html b/pr-preview/pr-121/cloud-optimized-geotiffs/intro.html
index c867463..4dc0d02 100644
--- a/pr-preview/pr-121/cloud-optimized-geotiffs/intro.html
+++ b/pr-preview/pr-121/cloud-optimized-geotiffs/intro.html
@@ -223,7 +223,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -232,7 +232,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/cloud-optimized-geotiffs/writing-cogs-in-python.html b/pr-preview/pr-121/cloud-optimized-geotiffs/writing-cogs-in-python.html
index 16f5053..97dbf50 100644
--- a/pr-preview/pr-121/cloud-optimized-geotiffs/writing-cogs-in-python.html
+++ b/pr-preview/pr-121/cloud-optimized-geotiffs/writing-cogs-in-python.html
@@ -257,7 +257,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -266,7 +266,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/cloud-optimized-netcdf4-hdf5/index.html b/pr-preview/pr-121/cloud-optimized-netcdf4-hdf5/index.html
index 18eafbb..13edcad 100644
--- a/pr-preview/pr-121/cloud-optimized-netcdf4-hdf5/index.html
+++ b/pr-preview/pr-121/cloud-optimized-netcdf4-hdf5/index.html
@@ -8,7 +8,7 @@
 
 <meta name="author" content="Aimee Barciauskas, Alexey Shikmonalov, Alexsander Jelenak">
 
-<title>Cloud-Optimized NetCDF/HDF – Cloud-Optimized Geospatial Formats Guide</title>
+<title>Cloud-Optimized HDF/NetCDF – Cloud-Optimized Geospatial Formats Guide</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -138,7 +138,7 @@
       <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" role="button" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
         <i class="bi bi-layout-text-sidebar-reverse"></i>
       </button>
-        <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item">Formats</li><li class="breadcrumb-item"><a href="../cloud-optimized-netcdf4-hdf5/index.html">Cloud-Optimized HDF5 and NetCDF</a></li><li class="breadcrumb-item"><a href="../cloud-optimized-netcdf4-hdf5/index.html">Cloud-Optimized NetCDF/HDF</a></li></ol></nav>
+        <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item">Formats</li><li class="breadcrumb-item"><a href="../cloud-optimized-netcdf4-hdf5/index.html">Cloud-Optimized HDF/NetCDF</a></li><li class="breadcrumb-item"><a href="../cloud-optimized-netcdf4-hdf5/index.html">Cloud-Optimized HDF/NetCDF</a></li></ol></nav>
         <a class="flex-grow-1" role="navigation" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
         </a>
       <button type="button" class="btn quarto-search-button" aria-label="Search" onclick="window.quartoOpenSearch();">
@@ -278,7 +278,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="true">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="true" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -287,7 +287,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link active">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
@@ -455,9 +455,9 @@ <h2 id="toc-title">On this page</h2>
 <!-- main -->
 <main class="content" id="quarto-document-content">
 
-<header id="title-block-header" class="quarto-title-block default"><nav class="quarto-page-breadcrumbs quarto-title-breadcrumbs d-none d-lg-block" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item">Formats</li><li class="breadcrumb-item"><a href="../cloud-optimized-netcdf4-hdf5/index.html">Cloud-Optimized HDF5 and NetCDF</a></li><li class="breadcrumb-item"><a href="../cloud-optimized-netcdf4-hdf5/index.html">Cloud-Optimized NetCDF/HDF</a></li></ol></nav>
+<header id="title-block-header" class="quarto-title-block default"><nav class="quarto-page-breadcrumbs quarto-title-breadcrumbs d-none d-lg-block" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item">Formats</li><li class="breadcrumb-item"><a href="../cloud-optimized-netcdf4-hdf5/index.html">Cloud-Optimized HDF/NetCDF</a></li><li class="breadcrumb-item"><a href="../cloud-optimized-netcdf4-hdf5/index.html">Cloud-Optimized HDF/NetCDF</a></li></ol></nav>
 <div class="quarto-title">
-<h1 class="title">Cloud-Optimized NetCDF/HDF</h1>
+<h1 class="title">Cloud-Optimized HDF/NetCDF</h1>
 </div>
 
 
@@ -501,7 +501,8 @@ <h1>Background</h1>
 </blockquote>
 <p><img src="../images/why-hdf-on-cloud-is-slow.png" class="img-fluid"></p>
 <p><span class="citation" data-cites="barrett2024">(<a href="#ref-barrett2024" role="doc-biblioref">Barrett et al. 2024</a>)</span></p>
-<p>For storage on disk, small chunks were preferred because access was fast, and retrieving any part of a chunk involved reading the entire chunk <span class="citation" data-cites="h5py_developers">(<a href="#ref-h5py_developers" role="doc-biblioref">H5py Developers n.d.</a>)</span>. However, when this same data is stored in the cloud, performance can suffer due to the high number of requests required to access both metadata and raw data. With network access, reducing the number of requests makes access much more efficient. A detailed explanation of current best practices for cloud-optimized HDF5 and NetCDF-4 is provided below, followed by a checklist and some how-to guidance for assessing file layout.</p>
+<p>For storage on disk, small chunks were preferred because access was fast, and retrieving any part of a chunk involved reading the entire chunk <span class="citation" data-cites="h5py_developers">(<a href="#ref-h5py_developers" role="doc-biblioref">H5py Developers n.d.</a>)</span>. However, when this same data is stored in the cloud, performance can suffer due to the high number of requests required to access both metadata and raw data. With network access, reducing the number of requests makes access much more efficient.</p>
+<p>A detailed explanation of current best practices for cloud-optimized HDF5 and NetCDF-4 is provided below, followed by a checklist and some how-to guidance for assessing file layout.</p>
 <div class="callout callout-style-default callout-note callout-titled">
 <div class="callout-header d-flex align-content-center">
 <div class="callout-icon-container">
@@ -512,7 +513,7 @@ <h1>Background</h1>
 </div>
 </div>
 <div class="callout-body-container callout-body">
-<p>Note: NetCDF4 are valid HDF5 files, see <a href="https://docs.unidata.ucar.edu/netcdf-c/current/interoperability_hdf5.html">Reading and Editing NetCDF-4 Files with HDF5</a>.</p>
+<p>Note: NetCDF-4 are valid HDF5 files, see <a href="https://docs.unidata.ucar.edu/netcdf-c/current/interoperability_hdf5.html">Reading and Editing NetCDF-4 Files with HDF5</a>.</p>
 </div>
 </div>
 </section>
@@ -520,7 +521,7 @@ <h1>Background</h1>
 <h1>Current Best Practices for Cloud-Optimized HDF5 and NetCDF-4</h1>
 <section id="format" class="level2">
 <h2 class="anchored" data-anchor-id="format">Format</h2>
-<p>To be considered cloud-optimized, the format should support chunking and compression. <a href="https://docs.unidata.ucar.edu/netcdf-c/current/faq.html">NetCDF3</a> and <a href="https://docs.hdfgroup.org/archive/support/products/hdf4/HDF-FAQ.html#18">HDF4 prior to v4.1</a> do not support chunking and chunk-level compression, and thus cannot be reformatted to be cloud optimized. The lack of support for chunking and compression along with <a href="https://docs.hdfgroup.org/archive/support/products/hdf5_tools/h4toh5/h4vsh5.html">other limitations</a> led to the development of NetCDF4 and HDF5.</p>
+<p>To be considered cloud-optimized, the format should support chunking and compression. <a href="https://docs.unidata.ucar.edu/netcdf-c/current/faq.html">NetCDF3</a> and <a href="https://docs.hdfgroup.org/archive/support/products/hdf4/HDF-FAQ.html#18">HDF4 prior to v4.1</a> do not support chunking and chunk-level compression, and thus cannot be reformatted to be cloud optimized. The lack of support for chunking and compression along with <a href="https://docs.hdfgroup.org/archive/support/products/hdf5_tools/h4toh5/h4vsh5.html">other limitations</a> led to the development of NetCDF-4 and HDF5.</p>
 </section>
 <section id="chunk-size" class="level2">
 <h2 class="anchored" data-anchor-id="chunk-size">Chunk Size</h2>
@@ -582,7 +583,7 @@ <h2 class="anchored" data-anchor-id="consolidated-internal-file-metadata">Consol
 </div>
 </div>
 <div class="callout-body-container callout-body">
-<p><em>Lazy loading:</em> Lazy loading is a common term for first loading only metadata, and deferring reading of data values until computation requires them.</p>
+<p><em>Lazy loading:</em> Lazy loading is a common term for first loading only metadata, and deferring reading of data values until required by computation.</p>
 </div>
 </div>
 <section id="compression" class="level3">
@@ -595,7 +596,12 @@ <h3 class="anchored" data-anchor-id="compression">Compression</h3>
 <section id="data-product-usage-documentation-tutorials-and-examples" class="level2">
 <h2 class="anchored" data-anchor-id="data-product-usage-documentation-tutorials-and-examples">Data Product Usage Documentation (Tutorials and Examples)</h2>
 <p>How users use the data is out of the producers’ control. However, tutorials and examples can be starting points for many data product users. These documents should include information on how to read data directly from cloud storage (as opposed to downloading over HTTPS) and how to configure popular libraries for optimizing performance.</p>
-<p>For example, the following library defaults will impact performance and are important to consider: * HDF5 library: The size of the HDF5’s chunk cache by default is 1MB. This value is configurable. Chunks that don’t fit into the chunk cache are discarded and must be re-read from the storage location each time. Learn more: <a href="https://www.hdfgroup.org/2022/10/17/improve-hdf5-performance-using-caching/">Improve HDF5 performance using caching</a>. * S3FS library: The S3FS library is a popular library for accessing data on AWS’s cloud object storage S3. It has a default block size of 5MB (<a href="https://s3fs.readthedocs.io/en/stable/api.html#s3fs.core.S3FileSystem">S3FS API docs</a>. * Additional guidance on h5py, fsspec, and ROS3 libraries for creating and reading HDF5 can be found in <span class="citation" data-cites="jelenak2024">(<a href="#ref-jelenak2024" role="doc-biblioref">Jelenak 2024</a>)</span>.</p>
+<p>For example, the following library defaults will impact performance and are important to consider:</p>
+<ul>
+<li>HDF5 library: The size of the HDF5’s chunk cache by default is 1MB. This value is configurable. Chunks that don’t fit into the chunk cache are discarded and must be re-read from the storage location each time. Learn more: <a href="https://www.hdfgroup.org/2022/10/17/improve-hdf5-performance-using-caching/">Improve HDF5 performance using caching</a>.</li>
+<li>S3FS library: The S3FS library is a popular library for accessing data on AWS’s cloud object storage S3. It has a default block size of 5MB (<a href="https://s3fs.readthedocs.io/en/stable/api.html#s3fs.core.S3FileSystem">S3FS API docs</a>.</li>
+<li>Additional guidance on h5py, fsspec, and ROS3 libraries for creating and reading HDF5 can be found in <span class="citation" data-cites="jelenak2024">Jelenak (<a href="#ref-jelenak2024" role="doc-biblioref">2024</a>)</span>.</li>
+</ul>
 <section id="additional-research" class="level3">
 <h3 class="anchored" data-anchor-id="additional-research">Additional research</h3>
 <p>Here is some additional research done on caching for specific libraries and datasets that may be helpful in understanding the impact of caching and developing product guidance:</p>
@@ -609,7 +615,7 @@ <h3 class="anchored" data-anchor-id="additional-research">Additional research</h
 <h2 class="anchored" data-anchor-id="cloud-optimized-hdfnetcdf-checklist">Cloud-Optimized HDF/NetCDF Checklist</h2>
 <p>Please consider the following when preparing HDF/NetCDF data for use on the cloud:</p>
 <ul class="task-list">
-<li><label><input type="checkbox">The format supports consolidated metadata, chunking and compression (HDF5 and NetCDF4 do, but HDF4 and NetCDF3 do not).</label></li>
+<li><label><input type="checkbox">The format supports consolidated metadata, chunking and compression (HDF5 and NetCDF-4 do, but HDF4 and NetCDF-3 do not).</label></li>
 <li><label><input type="checkbox">Metadata has been consolidated (see also <a href="#how-to-check-for-consolidated-metadata">how-to-check-for-consolidated-metadata</a>).</label></li>
 <li><label><input type="checkbox">Chunk sizes that are not too big nor too small (100kb-16mb) (see also <a href="#how-to-check-chunk-size-and-shape">how-to-check-chunk-size-and-shape</a>).</label></li>
 <li><label><input type="checkbox">An appropriate compression algorithm has been applied.</label></li>
@@ -620,13 +626,13 @@ <h2 class="anchored" data-anchor-id="cloud-optimized-hdfnetcdf-checklist">Cloud-
 </section>
 <section id="how-tos" class="level1">
 <h1>How tos</h1>
-<p>The examples below require the HDF5 library package is installed on your system. While you can check for chunk size and shape with h5py, h5py is a high-level interface primarily for accessing datasets, attributes, and other basic HDF5 functionalities. h5py does not expose lower-level file options directly.</p>
+<p>The examples below require the HDF5 library package is installed on your system. These commands will also work for NetCDF-4 While you can check for chunk size and shape with h5py, h5py is a high-level interface primarily for accessing datasets, attributes, and other basic HDF5 functionalities. h5py does not expose lower-level file options directly.</p>
 <section id="commands-in-brief" class="level2">
 <h2 class="anchored" data-anchor-id="commands-in-brief">Commands in brief:</h2>
 <ul>
-<li><a href="https://support.hdfgroup.org/documentation/hdf5/latest/_h5_t_o_o_l__s_t__u_g.html"><code>h5stat</code></a>: stats from an existing HDF5 file.</li>
-<li><a href="https://support.hdfgroup.org/documentation/hdf5/latest/_h5_t_o_o_l__r_p__u_g.html"><code>h5repack</code></a>: write a new file with a new layout.</li>
-<li><a href="https://support.hdfgroup.org/documentation/hdf5/latest/_h5_t_o_o_l__d_p__u_g.html"><code>h5dump</code></a>: display objects from an HDF5 file</li>
+<li><a href="https://support.hdfgroup.org/documentation/hdf5/latest/_h5_t_o_o_l__s_t__u_g.html"><code>h5stat</code></a> prints stats from an existing HDF5 file.</li>
+<li><a href="https://support.hdfgroup.org/documentation/hdf5/latest/_h5_t_o_o_l__r_p__u_g.html"><code>h5repack</code></a> writes a new file with a new layout.</li>
+<li><a href="https://support.hdfgroup.org/documentation/hdf5/latest/_h5_t_o_o_l__d_p__u_g.html"><code>h5dump</code></a> displays objects from an HDF5 file.</li>
 </ul>
 </section>
 <section id="how-to-check-for-consolidated-metadata" class="level2">
diff --git a/pr-preview/pr-121/contributing.html b/pr-preview/pr-121/contributing.html
index 45d175f..1f1510e 100644
--- a/pr-preview/pr-121/contributing.html
+++ b/pr-preview/pr-121/contributing.html
@@ -222,7 +222,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -231,7 +231,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/cookbooks/index.html b/pr-preview/pr-121/cookbooks/index.html
index 9231236..186a364 100644
--- a/pr-preview/pr-121/cookbooks/index.html
+++ b/pr-preview/pr-121/cookbooks/index.html
@@ -223,7 +223,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -232,7 +232,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/copc/index.html b/pr-preview/pr-121/copc/index.html
index fddb523..c5d393e 100644
--- a/pr-preview/pr-121/copc/index.html
+++ b/pr-preview/pr-121/copc/index.html
@@ -223,7 +223,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -232,7 +232,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
@@ -960,8 +960,8 @@ <h1 class="title">Cloud-Optimized Point Clouds (COPC)</h1>
 </script>
 <nav class="page-navigation">
   <div class="nav-page nav-page-previous">
-      <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="pagination-link" aria-label="Cloud-Optimized NetCDF/HDF">
-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text">Cloud-Optimized NetCDF/HDF</span>
+      <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="pagination-link" aria-label="Cloud-Optimized HDF/NetCDF">
+        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text">Cloud-Optimized HDF/NetCDF</span>
       </a>          
   </div>
   <div class="nav-page nav-page-next">
diff --git a/pr-preview/pr-121/copc/lidar-las-to-copc.html b/pr-preview/pr-121/copc/lidar-las-to-copc.html
index 3f5233d..dc9a3b4 100644
--- a/pr-preview/pr-121/copc/lidar-las-to-copc.html
+++ b/pr-preview/pr-121/copc/lidar-las-to-copc.html
@@ -257,7 +257,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -266,7 +266,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/flatgeobuf/flatgeobuf-in-js.html b/pr-preview/pr-121/flatgeobuf/flatgeobuf-in-js.html
index 4f7c622..b05a61f 100644
--- a/pr-preview/pr-121/flatgeobuf/flatgeobuf-in-js.html
+++ b/pr-preview/pr-121/flatgeobuf/flatgeobuf-in-js.html
@@ -259,7 +259,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -268,7 +268,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/flatgeobuf/flatgeobuf.html b/pr-preview/pr-121/flatgeobuf/flatgeobuf.html
index c725f37..a59a299 100644
--- a/pr-preview/pr-121/flatgeobuf/flatgeobuf.html
+++ b/pr-preview/pr-121/flatgeobuf/flatgeobuf.html
@@ -260,7 +260,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -269,7 +269,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/flatgeobuf/hilbert-r-tree.html b/pr-preview/pr-121/flatgeobuf/hilbert-r-tree.html
index 9f7a998..587ba43 100644
--- a/pr-preview/pr-121/flatgeobuf/hilbert-r-tree.html
+++ b/pr-preview/pr-121/flatgeobuf/hilbert-r-tree.html
@@ -223,7 +223,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -232,7 +232,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/flatgeobuf/intro.html b/pr-preview/pr-121/flatgeobuf/intro.html
index 7ca56de..fdbeaa3 100644
--- a/pr-preview/pr-121/flatgeobuf/intro.html
+++ b/pr-preview/pr-121/flatgeobuf/intro.html
@@ -223,7 +223,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -232,7 +232,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/geoparquet/geoparquet-example.html b/pr-preview/pr-121/geoparquet/geoparquet-example.html
index f88082e..b1e8abe 100644
--- a/pr-preview/pr-121/geoparquet/geoparquet-example.html
+++ b/pr-preview/pr-121/geoparquet/geoparquet-example.html
@@ -260,7 +260,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -269,7 +269,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/geoparquet/index.html b/pr-preview/pr-121/geoparquet/index.html
index b4afc27..f1ac9e3 100644
--- a/pr-preview/pr-121/geoparquet/index.html
+++ b/pr-preview/pr-121/geoparquet/index.html
@@ -257,7 +257,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -266,7 +266,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/glossary.html b/pr-preview/pr-121/glossary.html
index b57321e..4734bf7 100644
--- a/pr-preview/pr-121/glossary.html
+++ b/pr-preview/pr-121/glossary.html
@@ -223,7 +223,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -232,7 +232,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/index.html b/pr-preview/pr-121/index.html
index 52dd222..b255486 100644
--- a/pr-preview/pr-121/index.html
+++ b/pr-preview/pr-121/index.html
@@ -222,7 +222,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -231,7 +231,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/kerchunk/intro.html b/pr-preview/pr-121/kerchunk/intro.html
index b5aa34e..bcbb02e 100644
--- a/pr-preview/pr-121/kerchunk/intro.html
+++ b/pr-preview/pr-121/kerchunk/intro.html
@@ -257,7 +257,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -266,7 +266,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/kerchunk/kerchunk-in-practice.html b/pr-preview/pr-121/kerchunk/kerchunk-in-practice.html
index ef2ee37..7492a64 100644
--- a/pr-preview/pr-121/kerchunk/kerchunk-in-practice.html
+++ b/pr-preview/pr-121/kerchunk/kerchunk-in-practice.html
@@ -260,7 +260,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -269,7 +269,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
@@ -3155,8 +3155,8 @@ <h1>Additional resources</h1>
       </a>          
   </div>
   <div class="nav-page nav-page-next">
-      <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="pagination-link" aria-label="Cloud-Optimized NetCDF/HDF">
-        <span class="nav-page-text">Cloud-Optimized NetCDF/HDF</span> <i class="bi bi-arrow-right-short"></i>
+      <a href="../cloud-optimized-netcdf4-hdf5/index.html" class="pagination-link" aria-label="Cloud-Optimized HDF/NetCDF">
+        <span class="nav-page-text">Cloud-Optimized HDF/NetCDF</span> <i class="bi bi-arrow-right-short"></i>
       </a>
   </div>
 </nav>
diff --git a/pr-preview/pr-121/overview.html b/pr-preview/pr-121/overview.html
index 7554b98..74f6e63 100644
--- a/pr-preview/pr-121/overview.html
+++ b/pr-preview/pr-121/overview.html
@@ -224,7 +224,7 @@
           <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
             <a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false">
- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -233,7 +233,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
       </ul>
diff --git a/pr-preview/pr-121/pmtiles/intro.html b/pr-preview/pr-121/pmtiles/intro.html
index 62e8a68..bb71d02 100644
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@@ -223,7 +223,7 @@
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- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
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@@ -232,7 +232,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
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- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
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diff --git a/pr-preview/pr-121/pmtiles/pmtiles-example.html b/pr-preview/pr-121/pmtiles/pmtiles-example.html
index a7d0c98..cf01f4c 100644
--- a/pr-preview/pr-121/pmtiles/pmtiles-example.html
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@@ -257,7 +257,7 @@
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- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
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@@ -266,7 +266,7 @@
           <li class="sidebar-item">
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- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
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diff --git a/pr-preview/pr-121/search.json b/pr-preview/pr-121/search.json
index dd240f5..b366c55 100644
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-    "title": "Cloud-Optimized NetCDF/HDF",
+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "",
     "text": "Note\n\n\n\nYou can skip the background and details by jumping to the checklist.",
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       "Formats",
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-      "Cloud-Optimized NetCDF/HDF"
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+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "Format",
-    "text": "Format\nTo be considered cloud-optimized, the format should support chunking and compression. NetCDF3 and HDF4 prior to v4.1 do not support chunking and chunk-level compression, and thus cannot be reformatted to be cloud optimized. The lack of support for chunking and compression along with other limitations led to the development of NetCDF4 and HDF5.",
+    "text": "Format\nTo be considered cloud-optimized, the format should support chunking and compression. NetCDF3 and HDF4 prior to v4.1 do not support chunking and chunk-level compression, and thus cannot be reformatted to be cloud optimized. The lack of support for chunking and compression along with other limitations led to the development of NetCDF-4 and HDF5.",
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+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "Chunk Size",
     "text": "Chunk Size\nThere is no one-size-fits all chunk size and shape as use cases for different products vary. However, chunks should not be “too big” or “too small”.\n\nWhen chunks are too small:\n\nExtra metadata may increase file size.\nIt takes extra time to look up each chunk.\nMore network I/O is incurred because each chunk is stored and accessed independently (although contiguous chunks may be accessed by extending the byte range into one request).\n\n\n\nWhen chunks are too big:\n\nAn entire chunk must be read and decompressed to read even a small portion of the data.\nManaging large chunks in memory slows down processing and is more likely to exceed memory and chunk caches.\n\nA chunk size should be selected that is large enough to reduce the number of tasks that parallel schedulers have to think about (which affects overhead) but also small enough so that many of them can fit in memory at once. The Amazon S3 Best Practices says the typical size for byte-range requests is 8-16MB. However, requests for data from contiguous chunks can be merged into 1 HTTP request, so chunks could be much smaller (one recommendation is 100kb to 2mb) (Jelenak 2024).\n\n\n\n\n\n\nNote\n\n\n\nPerformance greatly depends on libraries used to access the data and how they are configured to cache data as well.\n\n\n\n\nChunk shape vs chunk size\nThe chunk size - the number of values per chunk, often multiplied by their data type’s size in bytes to get a total size in bytes - must be differentiated from the chunk shape, which is the number of values stored along each dimension in a given chunk. Recommended chunk size depends on a storage system’s characteristics and its interaction with the data access library. That makes chunk size recommendations fairly universal when holding the storage system data access library constant.\nIn contrast, an optimal chunk shape is use case dependent. For a 3-dimensional dataset (latitude, longitude, time) with a chunk size of 1000, chunk shapes could vary, such as:\n\n10 lat x 10 lon x 10 time,\n20 lat x 50 lon x 1 time, or\n5 lat x 5 lon x 40 time.\n\nLarger chunks in a given dimension improve read performance in that direction: (3) is best for time-series analysis, (2) for mapping, and (1) is balanced for both. Thus, chunk shape should be chosen based on how the data is expected to be used, as there are trade-offs. A useful approach is to think in terms of “aspect ratios” of chunks, adjusting relative chunk sizes to fit the expected balance of spatial versus time-series analyses (see https://github.com/jbusecke/dynamic_chunks).\n (Shiklomanov 2024)\nA best practice to help determine both chunk size and shape would be to specify some “benchmark use cases” for the data. With these use cases in mind, evaluate what chunk shape and size is large enough such that the computation doesn’t result in thousands of jobs and small enough that multiple chunks can be stored in-memory and a library’s buffer cache, such as HDF5’s buffer cache.",
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-    "title": "Cloud-Optimized NetCDF/HDF",
+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "Consolidated Internal File Metadata",
-    "text": "Consolidated Internal File Metadata\nConsolidated metadata is a key characteristic of cloud-optimized data. Client libraries use file metadata to understand what’s in the file and where it is stored. When metadata is scattered across a file (which is the default for HDF5 writing), client applications have to make multiple requests for metadata information.\nFor HDF5 files, to consolidate metadata, files should be written with the paged aggregation file space management strategy. When using this strategy, HDF5 will write data in pages where metadata is separated from raw data chunks. Further, only files using paged aggregation can use HDF5 library’s page buffer cache to reduce subsequent data access.\n\n\n\n\n\n\nNote\n\n\n\nLazy loading: Lazy loading is a common term for first loading only metadata, and deferring reading of data values until computation requires them.\n\n\n\nCompression\nCompression is the process of minimizing the size of data stored on disk using an algorithm to reduce the overall size of the data. This can include scale and offset parameters which reduce the size of each byte that needs to be stored. There are many algorithms for compressing data and users can even define their own compression algorithms. Data product owners should evaluate what compression algorithm is right for their data.\n (Quinn 2024)\nNASA satellite data predominantly compressed with the zlib (a.k.a., gzip, deflate) method. However, other methods should be explored as a higher compression ratio is often possible, and in the case of HDF5, fills file pages better(Jelenak 2023a).",
+    "text": "Consolidated Internal File Metadata\nConsolidated metadata is a key characteristic of cloud-optimized data. Client libraries use file metadata to understand what’s in the file and where it is stored. When metadata is scattered across a file (which is the default for HDF5 writing), client applications have to make multiple requests for metadata information.\nFor HDF5 files, to consolidate metadata, files should be written with the paged aggregation file space management strategy. When using this strategy, HDF5 will write data in pages where metadata is separated from raw data chunks. Further, only files using paged aggregation can use HDF5 library’s page buffer cache to reduce subsequent data access.\n\n\n\n\n\n\nNote\n\n\n\nLazy loading: Lazy loading is a common term for first loading only metadata, and deferring reading of data values until required by computation.\n\n\n\nCompression\nCompression is the process of minimizing the size of data stored on disk using an algorithm to reduce the overall size of the data. This can include scale and offset parameters which reduce the size of each byte that needs to be stored. There are many algorithms for compressing data and users can even define their own compression algorithms. Data product owners should evaluate what compression algorithm is right for their data.\n (Quinn 2024)\nNASA satellite data predominantly compressed with the zlib (a.k.a., gzip, deflate) method. However, other methods should be explored as a higher compression ratio is often possible, and in the case of HDF5, fills file pages better(Jelenak 2023a).",
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-    "title": "Cloud-Optimized NetCDF/HDF",
+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "Data Product Usage Documentation (Tutorials and Examples)",
-    "text": "Data Product Usage Documentation (Tutorials and Examples)\nHow users use the data is out of the producers’ control. However, tutorials and examples can be starting points for many data product users. These documents should include information on how to read data directly from cloud storage (as opposed to downloading over HTTPS) and how to configure popular libraries for optimizing performance.\nFor example, the following library defaults will impact performance and are important to consider: * HDF5 library: The size of the HDF5’s chunk cache by default is 1MB. This value is configurable. Chunks that don’t fit into the chunk cache are discarded and must be re-read from the storage location each time. Learn more: Improve HDF5 performance using caching. * S3FS library: The S3FS library is a popular library for accessing data on AWS’s cloud object storage S3. It has a default block size of 5MB (S3FS API docs. * Additional guidance on h5py, fsspec, and ROS3 libraries for creating and reading HDF5 can be found in (Jelenak 2024).\n\nAdditional research\nHere is some additional research done on caching for specific libraries and datasets that may be helpful in understanding the impact of caching and developing product guidance:\n\nIn this issue Optimize s3fs read cache settings for the GEDI Subsetter (findings to be formalized), Chuck Daniels found the “all” cache type (cache entire contents), a block size of 8MB and fill cache=True to deliver the best performance.\nIn HDF at the Speed of Zarr, Luis Lopez demonstrates, using ICESat-2 data, the importance of using similar arguments with fsspec (blockcache instead of all, but the results in the issue above were not significantly different between these 2 options) as well as the importance of using nearly equivalent arguments in for h5py (raw data chunk cache nbytes and page_buff_size).",
+    "text": "Data Product Usage Documentation (Tutorials and Examples)\nHow users use the data is out of the producers’ control. However, tutorials and examples can be starting points for many data product users. These documents should include information on how to read data directly from cloud storage (as opposed to downloading over HTTPS) and how to configure popular libraries for optimizing performance.\nFor example, the following library defaults will impact performance and are important to consider:\n\nHDF5 library: The size of the HDF5’s chunk cache by default is 1MB. This value is configurable. Chunks that don’t fit into the chunk cache are discarded and must be re-read from the storage location each time. Learn more: Improve HDF5 performance using caching.\nS3FS library: The S3FS library is a popular library for accessing data on AWS’s cloud object storage S3. It has a default block size of 5MB (S3FS API docs.\nAdditional guidance on h5py, fsspec, and ROS3 libraries for creating and reading HDF5 can be found in Jelenak (2024).\n\n\nAdditional research\nHere is some additional research done on caching for specific libraries and datasets that may be helpful in understanding the impact of caching and developing product guidance:\n\nIn this issue Optimize s3fs read cache settings for the GEDI Subsetter (findings to be formalized), Chuck Daniels found the “all” cache type (cache entire contents), a block size of 8MB and fill cache=True to deliver the best performance.\nIn HDF at the Speed of Zarr, Luis Lopez demonstrates, using ICESat-2 data, the importance of using similar arguments with fsspec (blockcache instead of all, but the results in the issue above were not significantly different between these 2 options) as well as the importance of using nearly equivalent arguments in for h5py (raw data chunk cache nbytes and page_buff_size).",
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-    "title": "Cloud-Optimized NetCDF/HDF",
+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "Cloud-Optimized HDF/NetCDF Checklist",
-    "text": "Cloud-Optimized HDF/NetCDF Checklist\nPlease consider the following when preparing HDF/NetCDF data for use on the cloud:\n\nThe format supports consolidated metadata, chunking and compression (HDF5 and NetCDF4 do, but HDF4 and NetCDF3 do not).\nMetadata has been consolidated (see also how-to-check-for-consolidated-metadata).\nChunk sizes that are not too big nor too small (100kb-16mb) (see also how-to-check-chunk-size-and-shape).\nAn appropriate compression algorithm has been applied.\nExpected use cases for the data were considered when designing the chunk size and shape.\nData product usage documentation includes directions on how to read directly from cloud storage and how to use client libraries’ caching features.",
+    "text": "Cloud-Optimized HDF/NetCDF Checklist\nPlease consider the following when preparing HDF/NetCDF data for use on the cloud:\n\nThe format supports consolidated metadata, chunking and compression (HDF5 and NetCDF-4 do, but HDF4 and NetCDF-3 do not).\nMetadata has been consolidated (see also how-to-check-for-consolidated-metadata).\nChunk sizes that are not too big nor too small (100kb-16mb) (see also how-to-check-chunk-size-and-shape).\nAn appropriate compression algorithm has been applied.\nExpected use cases for the data were considered when designing the chunk size and shape.\nData product usage documentation includes directions on how to read directly from cloud storage and how to use client libraries’ caching features.",
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-    "title": "Cloud-Optimized NetCDF/HDF",
+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "Commands in brief:",
-    "text": "Commands in brief:\n\nh5stat: stats from an existing HDF5 file.\nh5repack: write a new file with a new layout.\nh5dump: display objects from an HDF5 file",
+    "text": "Commands in brief:\n\nh5stat prints stats from an existing HDF5 file.\nh5repack writes a new file with a new layout.\nh5dump displays objects from an HDF5 file.",
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-    "title": "Cloud-Optimized NetCDF/HDF",
+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "How to check for consolidated metadata",
     "text": "How to check for consolidated metadata\nTo be considered cloud-optimized, HDF5 files should be written with the paged file space management strategy. When using this strategy, HDF5 will write data in pages where metadata is separated from raw data chunks (Jelenak 2023b).\nYou can check the file space management strategy with the command line h5stat tool:\nh5stat -S infile.h5\nThis returns output such as:\nFilename: infile.h5\nFile space management strategy: H5F_FSPACE_STRATEGY_FSM_AGGR\nFile space page size: 4096 bytes\nSummary of file space information:\n  File metadata: 2157376 bytes\n  Raw data: 37784376 bytes\n  Amount/Percent of tracked free space: 0 bytes/0.0%\n  Unaccounted space: 802424 bytes\nTotal space: 40744176 bytes\nNotice the strategy: File space management strategy: H5F_FSPACE_STRATEGY_FSM_AGGR. This is the default option. The best choice for cloud-optimized access is H5F_FSPACE_STRATEGY_PAGE. Learn more about the options in the HDF docs: File Space Management (HDF Group).",
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       "Formats",
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-      "Cloud-Optimized NetCDF/HDF"
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-    "title": "Cloud-Optimized NetCDF/HDF",
+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "How to change the file space management strategy",
     "text": "How to change the file space management strategy\nYou can use the h5repack to reorganize the metadata (Jelenak 2023b). When repacking to use the PAGE file space management strategy, you will also need to specify a page size that will indicate the block size for metadata storage. This should be at least as big as the File metadata value returned from h5stat -S.\n$ h5repack -S PAGE -G 4000000 infile.h5 outfile.h5",
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       "Formats",
-      "Cloud-Optimized HDF5 and NetCDF",
-      "Cloud-Optimized NetCDF/HDF"
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-    "title": "Cloud-Optimized NetCDF/HDF",
+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "How to check chunk size and shape",
     "text": "How to check chunk size and shape\nReplace infile.h5 with a filename on your system and dataset_name with the name of a dataset in that file.\nh5dump -pH infile.h5 | grep dataset_name -A 10",
     "crumbs": [
       "Formats",
-      "Cloud-Optimized HDF5 and NetCDF",
-      "Cloud-Optimized NetCDF/HDF"
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-    "title": "Cloud-Optimized NetCDF/HDF",
+    "title": "Cloud-Optimized HDF/NetCDF",
     "section": "How to change the chunk size and shape",
     "text": "How to change the chunk size and shape\n$ h5repack \\\n  # dataset:CHUNK=DIM[xDIM...xDIM]\n  /path/to/dataset:CHUNK=2000 infile.h5 outfile.h5",
     "crumbs": [
       "Formats",
-      "Cloud-Optimized HDF5 and NetCDF",
-      "Cloud-Optimized NetCDF/HDF"
+      "Cloud-Optimized HDF/NetCDF",
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diff --git a/pr-preview/pr-121/template.html b/pr-preview/pr-121/template.html
index 531ff65..f3fb837 100644
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- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
@@ -232,7 +232,7 @@
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   <div class="sidebar-item-container"> 
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- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
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diff --git a/pr-preview/pr-121/transition-from-rmarkdown.html b/pr-preview/pr-121/transition-from-rmarkdown.html
index caf51f3..d52a281 100644
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@@ -257,7 +257,7 @@
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- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
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@@ -266,7 +266,7 @@
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./cloud-optimized-netcdf4-hdf5/index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
   </div>
 </li>
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diff --git a/pr-preview/pr-121/zarr/intro.html b/pr-preview/pr-121/zarr/intro.html
index 87f5ef9..fd3fe05 100644
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- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
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@@ -232,7 +232,7 @@
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- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
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diff --git a/pr-preview/pr-121/zarr/zarr-in-practice.html b/pr-preview/pr-121/zarr/zarr-in-practice.html
index 413446b..15b51b8 100644
--- a/pr-preview/pr-121/zarr/zarr-in-practice.html
+++ b/pr-preview/pr-121/zarr/zarr-in-practice.html
@@ -261,7 +261,7 @@
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- <span class="menu-text">Cloud-Optimized HDF5 and NetCDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
           <a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" role="navigation" aria-expanded="false" aria-label="Toggle section">
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@@ -270,7 +270,7 @@
           <li class="sidebar-item">
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- <span class="menu-text">Cloud-Optimized NetCDF/HDF</span></a>
+ <span class="menu-text">Cloud-Optimized HDF/NetCDF</span></a>
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