diff --git a/_quarto.yml b/_quarto.yml
index 54d8b21..3464b02 100644
--- a/_quarto.yml
+++ b/_quarto.yml
@@ -32,7 +32,7 @@ website:
         text: Extracting covariates
       - href: modeling-01.qmd
         text: Basic modeling
-      - href: modleing-02.qmd
+      - href: modeling-02.qmd
         text: Modeling by month
       - href: about.qmd
         text: About
diff --git a/docs/about.html b/docs/about.html
index dcd411e..33eee4a 100644
--- a/docs/about.html
+++ b/docs/about.html
@@ -30,7 +30,7 @@
 <script src="site_libs/quarto-search/fuse.min.js"></script>
 <script src="site_libs/quarto-search/quarto-search.js"></script>
 <meta name="quarto:offset" content="./">
-<link href="./modleing-02.qmd" rel="prev">
+<link href="./modeling-02.html" rel="prev">
 <script src="site_libs/quarto-html/quarto.js"></script>
 <script src="site_libs/quarto-html/popper.min.js"></script>
 <script src="site_libs/quarto-html/tippy.umd.min.js"></script>
@@ -148,7 +148,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./modleing-02.qmd" class="sidebar-item-text sidebar-link">
+  <a href="./modeling-02.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Modeling by month</span></a>
   </div>
 </li>
@@ -426,7 +426,7 @@ <h1 class="title">About</h1>
 </script>
 <nav class="page-navigation">
   <div class="nav-page nav-page-previous">
-      <a href="./modleing-02.qmd" class="pagination-link">
+      <a href="./modeling-02.html" class="pagination-link">
         <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text">Modeling by month</span>
       </a>          
   </div>
diff --git a/docs/covariates.html b/docs/covariates.html
index 3e800f8..2906586 100644
--- a/docs/covariates.html
+++ b/docs/covariates.html
@@ -183,7 +183,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./modleing-02.qmd" class="sidebar-item-text sidebar-link">
+  <a href="./modeling-02.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Modeling by month</span></a>
   </div>
 </li>
diff --git a/docs/index.html b/docs/index.html
index 06af11f..08035e3 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -182,7 +182,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./modleing-02.qmd" class="sidebar-item-text sidebar-link">
+  <a href="./modeling-02.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Modeling by month</span></a>
   </div>
 </li>
diff --git a/docs/modeling-01.html b/docs/modeling-01.html
index 4e7e974..e2e7ca9 100644
--- a/docs/modeling-01.html
+++ b/docs/modeling-01.html
@@ -64,7 +64,7 @@
 <script src="site_libs/quarto-search/fuse.min.js"></script>
 <script src="site_libs/quarto-search/quarto-search.js"></script>
 <meta name="quarto:offset" content="./">
-<link href="./modleing-02.qmd" rel="next">
+<link href="./modeling-02.html" rel="next">
 <link href="./covariates.html" rel="prev">
 <script src="site_libs/quarto-html/quarto.js"></script>
 <script src="site_libs/quarto-html/popper.min.js"></script>
@@ -183,7 +183,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./modleing-02.qmd" class="sidebar-item-text sidebar-link">
+  <a href="./modeling-02.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Modeling by month</span></a>
   </div>
 </li>
@@ -802,7 +802,7 @@ <h4 data-number="6.2.1" class="anchored" data-anchor-id="how-did-it-do-1"><span
       </a>          
   </div>
   <div class="nav-page nav-page-next">
-      <a href="./modleing-02.qmd" class="pagination-link">
+      <a href="./modeling-02.html" class="pagination-link">
         <span class="nav-page-text">Modeling by month</span> <i class="bi bi-arrow-right-short"></i>
       </a>
   </div>
diff --git a/docs/modeling-02.html b/docs/modeling-02.html
index 1efd8dc..2571240 100644
--- a/docs/modeling-02.html
+++ b/docs/modeling-02.html
@@ -64,6 +64,8 @@
 <script src="site_libs/quarto-search/fuse.min.js"></script>
 <script src="site_libs/quarto-search/quarto-search.js"></script>
 <meta name="quarto:offset" content="./">
+<link href="./about.html" rel="next">
+<link href="./modeling-01.html" rel="prev">
 <script src="site_libs/quarto-html/quarto.js"></script>
 <script src="site_libs/quarto-html/popper.min.js"></script>
 <script src="site_libs/quarto-html/tippy.umd.min.js"></script>
@@ -107,9 +109,7 @@
       <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" 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">
-      Species distribution modeling with R
-      </li></ol></nav>
+      <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./modeling-02.html">Modeling by month</a></li></ol></nav>
       <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" 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="" onclick="window.quartoOpenSearch();">
@@ -183,7 +183,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./modleing-02.qmd" class="sidebar-item-text sidebar-link">
+  <a href="./modeling-02.html" class="sidebar-item-text sidebar-link active">
  <span class="menu-text">Modeling by month</span></a>
   </div>
 </li>
@@ -625,6 +625,18 @@ <h3 data-number="3.2" class="anchored" data-anchor-id="iterate-through-the-month
   }
 });
 </script>
+<nav class="page-navigation">
+  <div class="nav-page nav-page-previous">
+      <a href="./modeling-01.html" class="pagination-link">
+        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text">Basic modeling</span>
+      </a>          
+  </div>
+  <div class="nav-page nav-page-next">
+      <a href="./about.html" class="pagination-link">
+        <span class="nav-page-text">About</span> <i class="bi bi-arrow-right-short"></i>
+      </a>
+  </div>
+</nav>
 </div> <!-- /content -->
 <footer class="footer">
   <div class="nav-footer">
diff --git a/docs/observations.html b/docs/observations.html
index e66341b..0519c9a 100644
--- a/docs/observations.html
+++ b/docs/observations.html
@@ -183,7 +183,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./modleing-02.qmd" class="sidebar-item-text sidebar-link">
+  <a href="./modeling-02.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Modeling by month</span></a>
   </div>
 </li>
diff --git a/docs/predictors.html b/docs/predictors.html
index 436efbc..ae8fbeb 100644
--- a/docs/predictors.html
+++ b/docs/predictors.html
@@ -183,7 +183,7 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./modleing-02.qmd" class="sidebar-item-text sidebar-link">
+  <a href="./modeling-02.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Modeling by month</span></a>
   </div>
 </li>