diff --git a/.nojekyll b/.nojekyll
index 1baeeb12c..70f0c93b0 100644
--- a/.nojekyll
+++ b/.nojekyll
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diff --git a/incidents/index.html b/incidents/index.html
index 4fc44bc7b..8ac3d0046 100644
--- a/incidents/index.html
+++ b/incidents/index.html
@@ -488,7 +488,7 @@ <h1 class="title">Incident Reports</h1>
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 <tbody class="list">
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+<tr data-index="0" data-listing-date-sort="1486598400000" data-listing-file-modified-sort="1723363374663" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="7" data-listing-word-count-sort="1292" data-listing-title-sort="JupyterHub db manual overwrite" data-listing-filename-sort="2017-02-09-datahub-db-outage.qmd">
 <td>
 <span class="listing-date">Feb 9, 2017</span>
 </td>
@@ -496,7 +496,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2017-02-09-datahub-db-outage.html" class="title listing-title">JupyterHub db manual overwrite</a>
 </td>
 </tr>
-<tr data-index="1" data-listing-date-sort="1487894400000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="353" data-listing-title-sort="Custom Autoscaler gonee haywire" data-listing-filename-sort="2017-02-24-autoscaler-incident.qmd">
+<tr data-index="1" data-listing-date-sort="1487894400000" data-listing-file-modified-sort="1723363374663" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="353" data-listing-title-sort="Custom Autoscaler gonee haywire" data-listing-filename-sort="2017-02-24-autoscaler-incident.qmd">
 <td>
 <span class="listing-date">Feb 24, 2017</span>
 </td>
@@ -504,7 +504,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2017-02-24-autoscaler-incident.html" class="title listing-title">Custom Autoscaler gonee haywire</a>
 </td>
 </tr>
-<tr data-index="2" data-listing-date-sort="1487894400000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="628" data-listing-title-sort="Proxy eviction strands user" data-listing-filename-sort="2017-02-24-proxy-death-incident.qmd">
+<tr data-index="2" data-listing-date-sort="1487894400000" data-listing-file-modified-sort="1723363374663" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="628" data-listing-title-sort="Proxy eviction strands user" data-listing-filename-sort="2017-02-24-proxy-death-incident.qmd">
 <td>
 <span class="listing-date">Feb 24, 2017</span>
 </td>
@@ -512,7 +512,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2017-02-24-proxy-death-incident.html" class="title listing-title">Proxy eviction strands user</a>
 </td>
 </tr>
-<tr data-index="3" data-listing-date-sort="1488758400000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="576" data-listing-title-sort="Non-matching hub image tags cause downtime" data-listing-filename-sort="2017-03-06-helm-config-image-mismatch.qmd">
+<tr data-index="3" data-listing-date-sort="1488758400000" data-listing-file-modified-sort="1723363374663" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="576" data-listing-title-sort="Non-matching hub image tags cause downtime" data-listing-filename-sort="2017-03-06-helm-config-image-mismatch.qmd">
 <td>
 <span class="listing-date">Mar 6, 2017</span>
 </td>
@@ -520,7 +520,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2017-03-06-helm-config-image-mismatch.html" class="title listing-title">Non-matching hub image tags cause downtime</a>
 </td>
 </tr>
-<tr data-index="4" data-listing-date-sort="1489968000000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="580" data-listing-title-sort="Too many volumes per disk leave students stuck" data-listing-filename-sort="2017-03-20-too-many-volumes.qmd">
+<tr data-index="4" data-listing-date-sort="1489968000000" data-listing-file-modified-sort="1723363374663" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="580" data-listing-title-sort="Too many volumes per disk leave students stuck" data-listing-filename-sort="2017-03-20-too-many-volumes.qmd">
 <td>
 <span class="listing-date">Mar 20, 2017</span>
 </td>
@@ -528,7 +528,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2017-03-20-too-many-volumes.html" class="title listing-title">Too many volumes per disk leave students stuck</a>
 </td>
 </tr>
-<tr data-index="5" data-listing-date-sort="1490227200000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="526" data-listing-title-sort="Weird upstream ipython bug kills kernels" data-listing-filename-sort="2017-03-23-kernel-deaths-incident.qmd">
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 <td>
 <span class="listing-date">Mar 23, 2017</span>
 </td>
@@ -536,7 +536,7 @@ <h1 class="title">Incident Reports</h1>
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 <td>
 <span class="listing-date">Apr 3, 2017</span>
 </td>
@@ -544,7 +544,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2017-04-03-cluster-full-incident.html" class="title listing-title">Custom autoscaler does not scale up when it should</a>
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+<tr data-index="7" data-listing-date-sort="1494288000000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="333" data-listing-title-sort="Oops we forgot to pay the bill" data-listing-filename-sort="2017-05-09-gce-billing.qmd">
 <td>
 <span class="listing-date">May 9, 2017</span>
 </td>
@@ -552,7 +552,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2017-05-09-gce-billing.html" class="title listing-title">Oops we forgot to pay the bill</a>
 </td>
 </tr>
-<tr data-index="8" data-listing-date-sort="1507593600000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="813" data-listing-title-sort="Docker dies on a few Azure nodes" data-listing-filename-sort="2017-10-10-hung-nodes.qmd">
+<tr data-index="8" data-listing-date-sort="1507593600000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="813" data-listing-title-sort="Docker dies on a few Azure nodes" data-listing-filename-sort="2017-10-10-hung-nodes.qmd">
 <td>
 <span class="listing-date">Oct 10, 2017</span>
 </td>
@@ -560,7 +560,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2017-10-10-hung-nodes.html" class="title listing-title">Docker dies on a few Azure nodes</a>
 </td>
 </tr>
-<tr data-index="9" data-listing-date-sort="1508371200000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="746" data-listing-title-sort="Billing confusion with Azure portal causes summer hub to be lost" data-listing-filename-sort="2017-10-19-course-subscription-canceled.qmd">
+<tr data-index="9" data-listing-date-sort="1508371200000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="746" data-listing-title-sort="Billing confusion with Azure portal causes summer hub to be lost" data-listing-filename-sort="2017-10-19-course-subscription-canceled.qmd">
 <td>
 <span class="listing-date">Oct 19, 2017</span>
 </td>
@@ -568,7 +568,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2017-10-19-course-subscription-canceled.html" class="title listing-title">Billing confusion with Azure portal causes summer hub to be lost</a>
 </td>
 </tr>
-<tr data-index="10" data-listing-date-sort="1516838400000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="342" data-listing-title-sort="Accidental merge to prod brings things down" data-listing-filename-sort="2018-01-25-helm-chart-upgrade.qmd">
+<tr data-index="10" data-listing-date-sort="1516838400000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="342" data-listing-title-sort="Accidental merge to prod brings things down" data-listing-filename-sort="2018-01-25-helm-chart-upgrade.qmd">
 <td>
 <span class="listing-date">Jan 25, 2018</span>
 </td>
@@ -576,7 +576,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2018-01-25-helm-chart-upgrade.html" class="title listing-title">Accidental merge to prod brings things down</a>
 </td>
 </tr>
-<tr data-index="11" data-listing-date-sort="1516924800000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="377" data-listing-title-sort="Hub starts up very slow, causing outage for users" data-listing-filename-sort="2018-01-26-hub-slow-startup.qmd">
+<tr data-index="11" data-listing-date-sort="1516924800000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="377" data-listing-title-sort="Hub starts up very slow, causing outage for users" data-listing-filename-sort="2018-01-26-hub-slow-startup.qmd">
 <td>
 <span class="listing-date">Jan 26, 2018</span>
 </td>
@@ -584,7 +584,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2018-01-26-hub-slow-startup.html" class="title listing-title">Hub starts up very slow, causing outage for users</a>
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-<tr data-index="12" data-listing-date-sort="1517875200000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="284" data-listing-title-sort="Azure PD refuses to detach, causing downtime for data100" data-listing-filename-sort="2018-02-06-hub-db-dir.qmd">
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 <td>
 <span class="listing-date">Feb 6, 2018</span>
 </td>
@@ -592,7 +592,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2018-02-06-hub-db-dir.html" class="title listing-title">Azure PD refuses to detach, causing downtime for data100</a>
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-<tr data-index="13" data-listing-date-sort="1519776000000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="222" data-listing-title-sort="A node hangs, causing a subset of users to report issues" data-listing-filename-sort="2018-02-28-hung-node.qmd">
+<tr data-index="13" data-listing-date-sort="1519776000000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="222" data-listing-title-sort="A node hangs, causing a subset of users to report issues" data-listing-filename-sort="2018-02-28-hung-node.qmd">
 <td>
 <span class="listing-date">Feb 28, 2018</span>
 </td>
@@ -600,7 +600,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2018-02-28-hung-node.html" class="title listing-title">A node hangs, causing a subset of users to report issues</a>
 </td>
 </tr>
-<tr data-index="14" data-listing-date-sort="1528675200000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="338" data-listing-title-sort="Azure billing issue causes downtime" data-listing-filename-sort="2018-06-11-course-subscription-canceled.qmd">
+<tr data-index="14" data-listing-date-sort="1528675200000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="338" data-listing-title-sort="Azure billing issue causes downtime" data-listing-filename-sort="2018-06-11-course-subscription-canceled.qmd">
 <td>
 <span class="listing-date">Jun 11, 2018</span>
 </td>
@@ -608,7 +608,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2018-06-11-course-subscription-canceled.html" class="title listing-title">Azure billing issue causes downtime</a>
 </td>
 </tr>
-<tr data-index="15" data-listing-date-sort="1551052800000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="447" data-listing-title-sort="Azure Kubernetes API Server outage causes downtime" data-listing-filename-sort="2019-02-25-k8s-api-server-down.qmd">
+<tr data-index="15" data-listing-date-sort="1551052800000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="447" data-listing-title-sort="Azure Kubernetes API Server outage causes downtime" data-listing-filename-sort="2019-02-25-k8s-api-server-down.qmd">
 <td>
 <span class="listing-date">Feb 25, 2019</span>
 </td>
@@ -616,7 +616,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2019-02-25-k8s-api-server-down.html" class="title listing-title">Azure Kubernetes API Server outage causes downtime</a>
 </td>
 </tr>
-<tr data-index="16" data-listing-date-sort="1556668800000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="174" data-listing-title-sort="Service Account key leak incident" data-listing-filename-sort="2019-05-01-service-account-leak.qmd">
+<tr data-index="16" data-listing-date-sort="1556668800000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="174" data-listing-title-sort="Service Account key leak incident" data-listing-filename-sort="2019-05-01-service-account-leak.qmd">
 <td>
 <span class="listing-date">May 1, 2019</span>
 </td>
@@ -624,7 +624,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2019-05-01-service-account-leak.html" class="title listing-title">Service Account key leak incident</a>
 </td>
 </tr>
-<tr data-index="17" data-listing-date-sort="1642636800000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="767" data-listing-title-sort="Hubs throwing 505 errors" data-listing-filename-sort="2022-01-20-package-dependency-upgrade-incident.qmd">
+<tr data-index="17" data-listing-date-sort="1642636800000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="767" data-listing-title-sort="Hubs throwing 505 errors" data-listing-filename-sort="2022-01-20-package-dependency-upgrade-incident.qmd">
 <td>
 <span class="listing-date">Jan 20, 2022</span>
 </td>
@@ -632,7 +632,7 @@ <h1 class="title">Incident Reports</h1>
 <a href="../incidents/2022-01-20-package-dependency-upgrade-incident.html" class="title listing-title">Hubs throwing 505 errors</a>
 </td>
 </tr>
-<tr data-index="18" data-listing-date-sort="1706745600000" data-listing-file-modified-sort="1723362702766" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="874" data-listing-title-sort="Core nodes being autoscaled, configurable HTTP proxy crashes" data-listing-filename-sort="2024-core-node-incidents.qmd">
+<tr data-index="18" data-listing-date-sort="1706745600000" data-listing-file-modified-sort="1723363374667" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="874" data-listing-title-sort="Core nodes being autoscaled, configurable HTTP proxy crashes" data-listing-filename-sort="2024-core-node-incidents.qmd">
 <td>
 <span class="listing-date">Feb 1, 2024</span>
 </td>
diff --git a/search.json b/search.json
index 426f123f7..707a73b05 100644
--- a/search.json
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     "section": "",
-    "text": "Data 100\n\n\n\n\n\n\njupyterlab\n\n\notter-grader\n\n\nshared-folders\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nData 102\n\n\n\n\n\n\njupyterlab\n\n\notter-grader\n\n\nshared-folders\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nData 8X\n\n\n\n\n\n\njupyterlab\n\n\nltiauthenticator\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nDataHub\n\n\n\n\n\n\njupyterlab\n\n\nr\n\n\nvscode\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nProb 140\n\n\n\n\n\n\njupyterlab\n\n\nvscode\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nR\n\n\n\n\n\n\njupyterlab\n\n\nr\n\n\nrstudio\n\n\nvscode\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nShiny\n\n\n\n\n\n\nr\n\n\nrstudio\n\n\nshiny\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nStat 159\n\n\n\n\n\n\njupyterlab\n\n\nrtc\n\n\nvscode\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nStat 20\n\n\n\n\n\n\njupyterlab\n\n\nquarto\n\n\nrstudio\n\n\nshiny\n\n\n\n\n\n\n\n\n\n\n\n\n\nNo matching items",
+    "text": "Data 100\n\n\n\n\n\n\ncourse\n\n\njupyterlab\n\n\notter-grader\n\n\nshared-folders\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nData 102\n\n\n\n\n\n\ncourse\n\n\njupyterlab\n\n\notter-grader\n\n\nshared-folders\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nData 8X\n\n\n\n\n\n\njupyterlab\n\n\nltiauthenticator\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nDataHub\n\n\n\n\n\n\njupyterlab\n\n\nr\n\n\nvscode\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nProb 140\n\n\n\n\n\n\ncourse\n\n\njupyterlab\n\n\nvscode\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nR\n\n\n\n\n\n\njupyterlab\n\n\nr\n\n\nrstudio\n\n\nvscode\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nShiny\n\n\n\n\n\n\nr\n\n\nrstudio\n\n\nshiny\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nStat 159\n\n\n\n\n\n\ncourse\n\n\njupyterlab\n\n\nrtc\n\n\nshared-folders\n\n\nvscode\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nStat 20\n\n\n\n\n\n\ncourse\n\n\njupyterlab\n\n\nquarto\n\n\nrstudio\n\n\nshared-folders\n\n\nshiny\n\n\n\n\n\n\n\n\n\n\n\n\n\nNo matching items",
     "crumbs": [
       "Using DataHub",
       "JupyterHub Deployments"
@@ -1162,7 +1162,7 @@
     "href": "users/hubs/shiny.html",
     "title": "Shiny",
     "section": "",
-    "text": "r.datahub.berkeley.edu uses the same user environment as the main datahub, however it launches RStudio by default instead of JupyterLab. As with the main datahub, people can use R or Python in either authoring environment."
+    "text": "shiny.datahub.berkeley.edu contains the Shiny application services and it launches by default instead of JupyterLab or RSutdio."
   },
   {
     "objectID": "users/authentication.html",
diff --git a/sitemap.xml b/sitemap.xml
index 84d19726c..7919002ef 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,254 +2,254 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/index.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/structure.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/github-token.html</loc>
-    <lastmod>2024-08-11T07:51:42.762Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/core-pool.html</loc>
-    <lastmod>2024-08-11T07:51:42.762Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/new-packages.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/prometheus-grafana.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/new-hub.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/calendar-scaler.html</loc>
-    <lastmod>2024-08-11T07:51:42.762Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/course-config.html</loc>
-    <lastmod>2024-08-11T07:51:42.762Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/rebuild-postgres-image.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/preview-local.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/pre-reqs.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/policy/create_policy.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/policy/storage-retention.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/policy/principles.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2019-02-25-k8s-api-server-down.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2018-02-06-hub-db-dir.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2024-core-node-incidents.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-02-09-datahub-db-outage-pvc-recreate-script.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2018-01-26-hub-slow-startup.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-02-24-proxy-death-incident.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2022-01-20-package-dependency-upgrade-incident.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-10-19-course-subscription-canceled.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2018-06-11-course-subscription-canceled.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2018-01-25-helm-chart-upgrade.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-02-24-autoscaler-incident.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/private-repo.html</loc>
-    <lastmod>2024-08-11T07:51:42.774Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.675Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs/data102.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs/datahub.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs/prob140.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs/r.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs/data100.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/features.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs/edx.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs/stat20.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs/stat159.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/hubs/shiny.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/users/authentication.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2019-05-01-service-account-leak.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2018-02-28-hung-node.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-04-03-cluster-full-incident.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-03-20-too-many-volumes.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-02-09-datahub-db-outage.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-10-10-hung-nodes.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-05-09-gce-billing.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-03-06-helm-config-image-mismatch.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/index.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/incidents/2017-03-23-kernel-deaths-incident.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/policy/policy_create_hubs.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/policy/policy_deploy_mainhubs.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/policy/index.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/index.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.667Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/credentials.html</loc>
-    <lastmod>2024-08-11T07:51:42.762Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/delete-hub.html</loc>
-    <lastmod>2024-08-11T07:51:42.762Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/new-image.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/google-sheets.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/rebuild-hub-image.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/clusterswitch.html</loc>
-    <lastmod>2024-08-11T07:51:42.762Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/remove-users-orm.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/howto/dns.html</loc>
-    <lastmod>2024-08-11T07:51:42.762Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/cluster-config.html</loc>
-    <lastmod>2024-08-11T07:51:42.762Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
   <url>
     <loc>https://docs.datahub.berkeley.edu/admins/storage.html</loc>
-    <lastmod>2024-08-11T07:51:42.766Z</lastmod>
+    <lastmod>2024-08-11T08:02:54.663Z</lastmod>
   </url>
 </urlset>
diff --git a/users/hubs.html b/users/hubs.html
index 5a83bb0ef..b503b41df 100644
--- a/users/hubs.html
+++ b/users/hubs.html
@@ -429,7 +429,7 @@
 <!-- margin-sidebar -->
     <div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
         
-    <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">(9)</span></div><div class="category" data-category="jupyterlab">jupyterlab <span class="quarto-category-count">(8)</span></div><div class="category" data-category="ltiauthenticator">ltiauthenticator <span class="quarto-category-count">(1)</span></div><div class="category" data-category="otter-grader">otter-grader <span class="quarto-category-count">(2)</span></div><div class="category" data-category="quarto">quarto <span class="quarto-category-count">(1)</span></div><div class="category" data-category="r">r <span class="quarto-category-count">(3)</span></div><div class="category" data-category="rstudio">rstudio <span class="quarto-category-count">(3)</span></div><div class="category" data-category="rtc">rtc <span class="quarto-category-count">(1)</span></div><div class="category" data-category="shared-folders">shared-folders <span class="quarto-category-count">(2)</span></div><div class="category" data-category="shiny">shiny <span class="quarto-category-count">(2)</span></div><div class="category" data-category="vscode">vscode <span class="quarto-category-count">(4)</span></div></div></div>
+    <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">(9)</span></div><div class="category" data-category="course">course <span class="quarto-category-count">(5)</span></div><div class="category" data-category="jupyterlab">jupyterlab <span class="quarto-category-count">(8)</span></div><div class="category" data-category="ltiauthenticator">ltiauthenticator <span class="quarto-category-count">(1)</span></div><div class="category" data-category="otter-grader">otter-grader <span class="quarto-category-count">(2)</span></div><div class="category" data-category="quarto">quarto <span class="quarto-category-count">(1)</span></div><div class="category" data-category="r">r <span class="quarto-category-count">(3)</span></div><div class="category" data-category="rstudio">rstudio <span class="quarto-category-count">(3)</span></div><div class="category" data-category="rtc">rtc <span class="quarto-category-count">(1)</span></div><div class="category" data-category="shared-folders">shared-folders <span class="quarto-category-count">(4)</span></div><div class="category" data-category="shiny">shiny <span class="quarto-category-count">(2)</span></div><div class="category" data-category="vscode">vscode <span class="quarto-category-count">(4)</span></div></div></div>
 <!-- main -->
 <main class="content" id="quarto-document-content">
 
@@ -458,7 +458,7 @@ <h1 class="title">JupyterHub Deployments</h1>
 
 <div class="quarto-listing quarto-listing-container-default" id="listing-listing">
 <div class="list quarto-listing-default">
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+<div class="quarto-post image-right" data-index="0" data-categories="course,jupyterlab,otter-grader,shared-folders" data-listing-file-modified-sort="1723363374667" data-listing-reading-time-sort="1" data-listing-word-count-sort="72">
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@@ -472,6 +472,9 @@ <h3 class="no-anchor listing-title">
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+<div class="listing-category" onclick="window.quartoListingCategory('course'); return false;">
+course
+</div>
 <div class="listing-category" onclick="window.quartoListingCategory('jupyterlab'); return false;">
 jupyterlab
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@@ -491,7 +494,7 @@ <h3 class="no-anchor listing-title">
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+<div class="quarto-post image-right" data-index="1" data-categories="course,jupyterlab,otter-grader,shared-folders" data-listing-file-modified-sort="1723363374667" data-listing-reading-time-sort="1" data-listing-word-count-sort="30">
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 <div class="listing-categories">
+<div class="listing-category" onclick="window.quartoListingCategory('course'); return false;">
+course
+</div>
 <div class="listing-category" onclick="window.quartoListingCategory('jupyterlab'); return false;">
 jupyterlab
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+<div class="quarto-post image-right" data-index="2" data-categories="jupyterlab,ltiauthenticator" data-listing-file-modified-sort="1723363374667" data-listing-reading-time-sort="1" data-listing-word-count-sort="42">
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@@ -601,6 +607,9 @@ <h3 class="no-anchor listing-title">
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 </div>
 <div class="listing-categories">
+<div class="listing-category" onclick="window.quartoListingCategory('course'); return false;">
+course
+</div>
 <div class="listing-category" onclick="window.quartoListingCategory('jupyterlab'); return false;">
 jupyterlab
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@@ -617,7 +626,7 @@ <h3 class="no-anchor listing-title">
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+<div class="quarto-post image-right" data-index="5" data-categories="jupyterlab,r,rstudio,vscode" data-listing-file-modified-sort="1723363374667" data-listing-reading-time-sort="1" data-listing-word-count-sort="34">
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@@ -653,7 +662,7 @@ <h3 class="no-anchor listing-title">
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+<div class="quarto-post image-right" data-index="6" data-categories="r,rstudio,shiny" data-listing-file-modified-sort="1723363374667" data-listing-reading-time-sort="1" data-listing-word-count-sort="16">
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 </div>
 <div class="listing-description">
-<a href="../users/hubs/shiny.html" class="no-external">r.datahub.berkeley.edu uses the same user environment as the main datahub, however it launches RStudio by default instead of JupyterLab. As with the main datahub, people can…</a>
+<a href="../users/hubs/shiny.html" class="no-external">shiny.datahub.berkeley.edu contains the Shiny application services and it launches by default instead of JupyterLab or RSutdio.</a>
 </div>
 </div>
 <div class="metadata">
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+<div class="quarto-post image-right" data-index="7" data-categories="course,jupyterlab,rtc,shared-folders,vscode" data-listing-file-modified-sort="1723363374667" data-listing-reading-time-sort="2" data-listing-word-count-sort="318">
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 </div>
 <div class="listing-categories">
+<div class="listing-category" onclick="window.quartoListingCategory('course'); return false;">
+course
+</div>
 <div class="listing-category" onclick="window.quartoListingCategory('jupyterlab'); return false;">
 jupyterlab
 </div>
 <div class="listing-category" onclick="window.quartoListingCategory('rtc'); return false;">
 rtc
 </div>
+<div class="listing-category" onclick="window.quartoListingCategory('shared-folders'); return false;">
+shared-folders
+</div>
 <div class="listing-category" onclick="window.quartoListingCategory('vscode'); return false;">
 vscode
 </div>
@@ -719,7 +734,7 @@ <h3 class="no-anchor listing-title">
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+<div class="quarto-post image-right" data-index="8" data-categories="course,jupyterlab,quarto,rstudio,shared-folders,shiny" data-listing-file-modified-sort="1723363374667" data-listing-reading-time-sort="1" data-listing-word-count-sort="33">
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 <a href="../users/hubs/stat20.html" class="no-external"></a>
 </div>
 <div class="listing-categories">
+<div class="listing-category" onclick="window.quartoListingCategory('course'); return false;">
+course
+</div>
 <div class="listing-category" onclick="window.quartoListingCategory('jupyterlab'); return false;">
 jupyterlab
 </div>
@@ -742,6 +760,9 @@ <h3 class="no-anchor listing-title">
 <div class="listing-category" onclick="window.quartoListingCategory('rstudio'); return false;">
 rstudio
 </div>
+<div class="listing-category" onclick="window.quartoListingCategory('shared-folders'); return false;">
+shared-folders
+</div>
 <div class="listing-category" onclick="window.quartoListingCategory('shiny'); return false;">
 shiny
 </div>
diff --git a/users/hubs/data100.html b/users/hubs/data100.html
index b3059f56f..2fb09f21a 100644
--- a/users/hubs/data100.html
+++ b/users/hubs/data100.html
@@ -373,6 +373,7 @@
 <div class="quarto-title">
 <h1 class="title">Data 100</h1>
   <div class="quarto-categories">
+    <div class="quarto-category">course</div>
     <div class="quarto-category">jupyterlab</div>
     <div class="quarto-category">otter-grader</div>
     <div class="quarto-category">shared-folders</div>
diff --git a/users/hubs/data102.html b/users/hubs/data102.html
index a9941e95f..3b82b3343 100644
--- a/users/hubs/data102.html
+++ b/users/hubs/data102.html
@@ -373,6 +373,7 @@
 <div class="quarto-title">
 <h1 class="title">Data 102</h1>
   <div class="quarto-categories">
+    <div class="quarto-category">course</div>
     <div class="quarto-category">jupyterlab</div>
     <div class="quarto-category">otter-grader</div>
     <div class="quarto-category">shared-folders</div>
diff --git a/users/hubs/prob140.html b/users/hubs/prob140.html
index d0d358895..c8f8be4c1 100644
--- a/users/hubs/prob140.html
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@@ -373,6 +373,7 @@
 <div class="quarto-title">
 <h1 class="title">Prob 140</h1>
   <div class="quarto-categories">
+    <div class="quarto-category">course</div>
     <div class="quarto-category">jupyterlab</div>
     <div class="quarto-category">vscode</div>
   </div>
diff --git a/users/hubs/shiny.html b/users/hubs/shiny.html
index 089eaea97..a7a0825ae 100644
--- a/users/hubs/shiny.html
+++ b/users/hubs/shiny.html
@@ -393,7 +393,7 @@ <h1 class="title">Shiny</h1>
 </header>
 
 
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+<p><a href="https://shiny.datahub.berkeley.edu">shiny.datahub.berkeley.edu</a> contains the Shiny application services and it launches by default instead of JupyterLab or RSutdio.</p>
 
 
 
diff --git a/users/hubs/stat159.html b/users/hubs/stat159.html
index 0eb2910b8..5ca7a926d 100644
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@@ -407,8 +407,10 @@
 <div class="quarto-title">
 <h1 class="title">Stat 159</h1>
   <div class="quarto-categories">
+    <div class="quarto-category">course</div>
     <div class="quarto-category">jupyterlab</div>
     <div class="quarto-category">rtc</div>
+    <div class="quarto-category">shared-folders</div>
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diff --git a/users/hubs/stat20.html b/users/hubs/stat20.html
index 5ffce044b..f3b0d681d 100644
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@@ -373,9 +373,11 @@
 <div class="quarto-title">
 <h1 class="title">Stat 20</h1>
   <div class="quarto-categories">
+    <div class="quarto-category">course</div>
     <div class="quarto-category">jupyterlab</div>
     <div class="quarto-category">quarto</div>
     <div class="quarto-category">rstudio</div>
+    <div class="quarto-category">shared-folders</div>
     <div class="quarto-category">shiny</div>
   </div>
   </div>