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diff --git a/docs/after_mcmc.html b/docs/after_mcmc.html
diff --git a/docs/after_mcmc.ipynb b/docs/after_mcmc.ipynb
diff --git a/docs/hierarchical_models.html b/docs/hierarchical_models.html
diff --git a/docs/hierarchical_models.ipynb b/docs/hierarchical_models.ipynb
diff --git a/docs/index.html b/docs/index.html
@@ -4773,8 +4773,11 @@
   </div>
 </li>
           <li class="sidebar-item">
- <span class="menu-text">after_mcmc.qmd</span>
-  </li>
+  <div class="sidebar-item-container"> 
+  <a href="./after_mcmc.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text">What to do after MCMC</span></a>
+  </div>
+</li>
           <li class="sidebar-item">
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   <a href="./regression.html" class="sidebar-item-text sidebar-link">

diff --git a/docs/index.ipynb b/docs/index.ipynb
@@ -205,7 +205,7 @@
         "Discussion).” *Bayesian Analysis* 16 (2): 667–718.\n",
         "<https://doi.org/10.1214/20-BA1221>."
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+      "id": "751820c1-c54a-4c53-9dce-aeff626824af"
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diff --git a/docs/introduction_to_bayesian_inference.html b/docs/introduction_to_bayesian_inference.html
@@ -4946,8 +4946,11 @@
   </div>
 </li>
           <li class="sidebar-item">
- <span class="menu-text">after_mcmc.qmd</span>
-  </li>
+  <div class="sidebar-item-container"> 
+  <a href="./after_mcmc.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text">What to do after MCMC</span></a>
+  </div>
+</li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./regression.html" class="sidebar-item-text sidebar-link">

diff --git a/docs/introduction_to_bayesian_inference.ipynb b/docs/introduction_to_bayesian_inference.ipynb
diff --git a/docs/mcmc_and_stan.html b/docs/mcmc_and_stan.html
@@ -4946,8 +4946,11 @@
   </div>
 </li>
           <li class="sidebar-item">
- <span class="menu-text">after_mcmc.qmd</span>
-  </li>
+  <div class="sidebar-item-container"> 
+  <a href="./after_mcmc.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text">What to do after MCMC</span></a>
+  </div>
+</li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./regression.html" class="sidebar-item-text sidebar-link">

diff --git a/docs/mcmc_and_stan.ipynb b/docs/mcmc_and_stan.ipynb
diff --git a/docs/metropolis-hastings.html b/docs/metropolis-hastings.html
diff --git a/docs/metropolis-hastings.ipynb b/docs/metropolis-hastings.ipynb
diff --git a/docs/regression.html b/docs/regression.html
diff --git a/docs/regression.ipynb b/docs/regression.ipynb
diff --git a/docs/search.json b/docs/search.json
diff --git a/materials/after_mcmc.md → materials/after_mcmc.qmd b/materials/after_mcmc.md → materials/after_mcmc.qmd