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diff --git a/_freeze/topics-2024/2024-05-17-ocean-color/index/execute-results/html.json b/_freeze/topics-2024/2024-05-17-ocean-color/index/execute-results/html.json
@@ -0,0 +1,15 @@
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+  "hash": "60c4a2c84cddb944c02a3d056c1881ba",
+  "result": {
+    "engine": "knitr",
+    "markdown": "---\ntitle: Ocean Color Mapping\nauthor: Eli Holmes\n---\n\n\nImage:\n\n# Tutorials\n\n\n* [Download_read_visualize_L2_products.ipynb](Download_read_visualize_L2_products.ipynb)\n* [L3_files_read_plot.ipynb](L3_files_read_plot.ipynb)\n* [Read_plot_L2_chlorophyll_map_with_xarray.ipynb](Read_plot_L2_chlorophyll_map_with_xarray.ipynb)\n\n\n# Instructions\n\n-   dhub.opensci.live\n-   Select the Py - Openscapes image\n-   clone the NOAAHackDays repo\n-   the notebooks are in `topics-2024/2024-05-03-ocean-color`\n\n## How to clone\n\nNever cloned the NOAAHackDays repo?\n\n```         \ncd ~\ngit clone https://github.com/nmfs-opensci/NOAAHackDays\n```\n\nHave cloned it but need to update? This is going to destroy any changes that you made to the repo to make it match the current state of the repo on GitHub.\n\n```         \ngit reset --hard origin/master\n```\n",
+    "supporting": [],
+    "filters": [
+      "rmarkdown/pagebreak.lua"
+    ],
+    "includes": {},
+    "engineDependencies": {},
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diff --git a/docs/search.json b/docs/search.json
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+    <loc>https://nmfs-opensci.github.io/NOAAHackDays/topics-2024/2024-05-17-ocean-color/L3_files_read_plot.html</loc>
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diff --git a/docs/topics-2024/2024-04-05-ArcGIS/index.html b/docs/topics-2024/2024-04-05-ArcGIS/index.html
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+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
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diff --git a/docs/topics-2024/2024-04-12-cmip6/index.html b/docs/topics-2024/2024-04-12-cmip6/index.html
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+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
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diff --git a/docs/topics-2024/2024-04-19-dask/Parallel_compute_coiled.html b/docs/topics-2024/2024-04-19-dask/Parallel_compute_coiled.html
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diff --git a/docs/topics-2024/2024-04-19-dask/Parallel_compute_with_dask.html b/docs/topics-2024/2024-04-19-dask/Parallel_compute_with_dask.html
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+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
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diff --git a/docs/topics-2024/2024-04-19-dask/index.html b/docs/topics-2024/2024-04-19-dask/index.html
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diff --git a/docs/topics-2024/2024-04-25-vast/index.html b/docs/topics-2024/2024-04-25-vast/index.html
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+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
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diff --git a/docs/topics-2024/2024-04-25-vast/index_standardization.html b/docs/topics-2024/2024-04-25-vast/index_standardization.html
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diff --git a/docs/topics-2024/2024-04-26-echopype/echopype_tour.html b/docs/topics-2024/2024-04-26-echopype/echopype_tour.html
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  <span class="menu-text">Python - PACE Ocean Color</span></a>
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diff --git a/docs/topics-2024/2024-04-26-echopype/index.html b/docs/topics-2024/2024-04-26-echopype/index.html
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+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
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@@ -833,7 +833,7 @@ <h2 class="anchored" data-anchor-id="how-to-clone">How to clone</h2>
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diff --git a/docs/topics-2024/2024-04-26-echopype/ms_OOI_EK60_mooringtimeseries.html b/docs/topics-2024/2024-04-26-echopype/ms_OOI_EK60_mooringtimeseries.html
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-  <a href="../../topics-2024/2024-05-03-ocean-color/index.html" class="sidebar-item-text sidebar-link">
+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Python - PACE Ocean Color</span></a>
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diff --git a/docs/topics-2024/2024-04-26-echopype/ms_PacificHake_EK60_cruisetracks-dask.html b/docs/topics-2024/2024-04-26-echopype/ms_PacificHake_EK60_cruisetracks-dask.html
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-  <a href="../../topics-2024/2024-05-03-ocean-color/index.html" class="sidebar-item-text sidebar-link">
+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Python - PACE Ocean Color</span></a>
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diff --git a/docs/topics-2024/2024-04-26-echopype/ms_PacificHake_EK60_cruisetracks.html b/docs/topics-2024/2024-04-26-echopype/ms_PacificHake_EK60_cruisetracks.html
@@ -235,7 +235,7 @@
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-  <a href="../../topics-2024/2024-05-03-ocean-color/index.html" class="sidebar-item-text sidebar-link">
+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Python - PACE Ocean Color</span></a>
   </div>
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diff --git a/.../Download_read_visualize_L2_products.html → .../Download_read_visualize_L2_products.html b/.../Download_read_visualize_L2_products.html → .../Download_read_visualize_L2_products.html
@@ -232,7 +232,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../topics-2024/2024-05-03-ocean-color/index.html" class="sidebar-item-text sidebar-link">
+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Python - PACE Ocean Color</span></a>
   </div>
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@@ -1017,7 +1017,7 @@
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     <div class="nav-footer-center">
 <p><img src="https://github.com/nmfs-opensci/assets/blob/main/logo/nmfs-opensci-logo2.png?raw=true" alt="NMFS Open Science logo" style="width:150px"><br>NMFS Open Science (2023)</p>
-<div class="toc-actions"><ul><li><a href="https://github.dev/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-03-ocean-color/Download_read_visualize_L2_products.ipynb" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/issues/new" class="toc-action"><i class="bi empty"></i>Report an issue</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-03-ocean-color/Download_read_visualize_L2_products.ipynb" class="toc-action"><i class="bi empty"></i>View source</a></li></ul></div></div>
+<div class="toc-actions"><ul><li><a href="https://github.dev/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-17-ocean-color/Download_read_visualize_L2_products.ipynb" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/issues/new" class="toc-action"><i class="bi empty"></i>Report an issue</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-17-ocean-color/Download_read_visualize_L2_products.ipynb" class="toc-action"><i class="bi empty"></i>View source</a></li></ul></div></div>
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diff --git a/...ts_files/figure-html/cell-14-output-1.png → ...ts_files/figure-html/cell-14-output-1.png b/...ts_files/figure-html/cell-14-output-1.png → ...ts_files/figure-html/cell-14-output-1.png
diff --git a/...05-03-ocean-color/L3_files_read_plot.html → ...05-17-ocean-color/L3_files_read_plot.html b/...05-03-ocean-color/L3_files_read_plot.html → ...05-17-ocean-color/L3_files_read_plot.html
@@ -232,7 +232,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../topics-2024/2024-05-03-ocean-color/index.html" class="sidebar-item-text sidebar-link">
+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Python - PACE Ocean Color</span></a>
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@@ -918,7 +918,7 @@
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-<div class="toc-actions"><ul><li><a href="https://github.dev/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-03-ocean-color/L3_files_read_plot.ipynb" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/issues/new" class="toc-action"><i class="bi empty"></i>Report an issue</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-03-ocean-color/L3_files_read_plot.ipynb" class="toc-action"><i class="bi empty"></i>View source</a></li></ul></div></div>
+<div class="toc-actions"><ul><li><a href="https://github.dev/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-17-ocean-color/L3_files_read_plot.ipynb" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/issues/new" class="toc-action"><i class="bi empty"></i>Report an issue</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-17-ocean-color/L3_files_read_plot.ipynb" class="toc-action"><i class="bi empty"></i>View source</a></li></ul></div></div>
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diff --git a/...ot_files/figure-html/cell-11-output-1.png → ...ot_files/figure-html/cell-11-output-1.png b/...ot_files/figure-html/cell-11-output-1.png → ...ot_files/figure-html/cell-11-output-1.png
diff --git a/...lot_files/figure-html/cell-8-output-1.png → ...lot_files/figure-html/cell-8-output-1.png b/...lot_files/figure-html/cell-8-output-1.png → ...lot_files/figure-html/cell-8-output-1.png
diff --git a/..._plot_L2_chlorophyll_map_with_xarray.html → ..._plot_L2_chlorophyll_map_with_xarray.html b/..._plot_L2_chlorophyll_map_with_xarray.html → ..._plot_L2_chlorophyll_map_with_xarray.html
@@ -232,7 +232,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../topics-2024/2024-05-03-ocean-color/index.html" class="sidebar-item-text sidebar-link">
+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Python - PACE Ocean Color</span></a>
   </div>
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@@ -897,7 +897,7 @@
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-<div class="toc-actions"><ul><li><a href="https://github.dev/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-03-ocean-color/Read_plot_L2_chlorophyll_map_with_xarray.ipynb" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/issues/new" class="toc-action"><i class="bi empty"></i>Report an issue</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-03-ocean-color/Read_plot_L2_chlorophyll_map_with_xarray.ipynb" class="toc-action"><i class="bi empty"></i>View source</a></li></ul></div></div>
+<div class="toc-actions"><ul><li><a href="https://github.dev/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-17-ocean-color/Read_plot_L2_chlorophyll_map_with_xarray.ipynb" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/issues/new" class="toc-action"><i class="bi empty"></i>Report an issue</a></li><li><a href="https://github.com/nmfs-opensci/NOAAHackDays/blob/main/topics-2024/2024-05-17-ocean-color/Read_plot_L2_chlorophyll_map_with_xarray.ipynb" class="toc-action"><i class="bi empty"></i>View source</a></li></ul></div></div>
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diff --git a/...ray_files/figure-html/cell-6-output-1.png → ...ray_files/figure-html/cell-6-output-1.png b/...ray_files/figure-html/cell-6-output-1.png → ...ray_files/figure-html/cell-6-output-1.png
diff --git a/...ray_files/figure-html/cell-7-output-2.png → ...ray_files/figure-html/cell-7-output-2.png b/...ray_files/figure-html/cell-7-output-2.png → ...ray_files/figure-html/cell-7-output-2.png
diff --git a/...cs-2024/2024-05-03-ocean-color/index.html → ...cs-2024/2024-05-17-ocean-color/index.html b/...cs-2024/2024-05-03-ocean-color/index.html → ...cs-2024/2024-05-17-ocean-color/index.html
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+        <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item">Ocean Color Mapping</li></ol></nav>
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+  <a href="../../topics-2024/2024-05-03-ocean-color/index.qmd" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Python - PACE Ocean Color</span></a>
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@@ -220,7 +219,7 @@ <h2 id="toc-title">On this page</h2>
   <li><a href="#how-to-clone" id="toc-how-to-clone" class="nav-link" data-scroll-target="#how-to-clone">How to clone</a></li>
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@@ -263,9 +262,9 @@ <h1 class="title">Ocean Color Mapping</h1>
 <section id="tutorials" class="level1">
 <h1>Tutorials</h1>
 <ul>
-<li><a href="../../topics-2024/2024-05-03-ocean-color/Download_read_visualize_L2_products.html">Download_read_visualize_L2_products.ipynb</a></li>
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+<li><a href="../../topics-2024/2024-05-17-ocean-color/Download_read_visualize_L2_products.html">Download_read_visualize_L2_products.ipynb</a></li>
+<li><a href="../../topics-2024/2024-05-17-ocean-color/L3_files_read_plot.html">L3_files_read_plot.ipynb</a></li>
+<li><a href="../../topics-2024/2024-05-17-ocean-color/Read_plot_L2_chlorophyll_map_with_xarray.html">Read_plot_L2_chlorophyll_map_with_xarray.ipynb</a></li>
 </ul>
 </section>
 <section id="instructions" class="level1">
@@ -823,15 +822,6 @@ <h2 class="anchored" data-anchor-id="how-to-clone">How to clone</h2>
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