diff --git a/_book/BBMMscript.html b/_book/BBMMscript.html
index 567c2fc..fe29c7e 100644
--- a/_book/BBMMscript.html
+++ b/_book/BBMMscript.html
@@ -919,10 +919,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/BBMMscript.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/BBMMscript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/BufferScript.html b/_book/BufferScript.html
index 572752e..a46cc82 100644
--- a/_book/BufferScript.html
+++ b/_book/BufferScript.html
@@ -5998,10 +5998,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/BufferScript.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/BufferScript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/CatdBBMM.html b/_book/CatdBBMM.html
index 3506223..f98d0e5 100644
--- a/_book/CatdBBMM.html
+++ b/_book/CatdBBMM.html
@@ -973,10 +973,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/CatdBBMM.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/CatdBBMM.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/DMAdeerMovebank.html b/_book/DMAdeerMovebank.html
index 56651fe..8c90e6b 100644
--- a/_book/DMAdeerMovebank.html
+++ b/_book/DMAdeerMovebank.html
@@ -420,7 +420,7 @@
    
   <ul>
 <li><a href="#importing-datasets-from-a-web-source" id="toc-importing-datasets-from-a-web-source" class="nav-link active" data-scroll-target="#importing-datasets-from-a-web-source"><span class="header-section-number">15.1</span> Importing datasets from a web source</a></li>
-  </ul><div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/DMAdeerMovebank.Rmd" class="toc-action">Edit this page</a></p></div></div></nav>
+  </ul><div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/DMAdeerMovebank.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></nav>
     </div>
 <!-- main -->
 <main class="content" id="quarto-document-content"><header id="title-block-header" class="quarto-title-block default"><div class="quarto-title">
@@ -718,7 +718,7 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
     </div>
diff --git a/_book/Data-Manipulation-Management.html b/_book/Data-Manipulation-Management.html
index 50f36c7..5e05c05 100644
--- a/_book/Data-Manipulation-Management.html
+++ b/_book/Data-Manipulation-Management.html
@@ -671,10 +671,10 @@ <h1 class="title"><span id="sec-import" class="quarto-section-identifier">Data M
 </div> <!-- /content -->
 <footer class="footer">
   <div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/Data-Manipulation-Management.qmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/Data-Manipulation-Management.qmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/DistanceUniqueBurst.html b/_book/DistanceUniqueBurst.html
index e8f3f3b..ae84bf8 100644
--- a/_book/DistanceUniqueBurst.html
+++ b/_book/DistanceUniqueBurst.html
@@ -845,10 +845,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/DistanceUniqueBurst.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/DistanceUniqueBurst.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/FPTscript.html b/_book/FPTscript.html
index 357557a..e8009c3 100644
--- a/_book/FPTscript.html
+++ b/_book/FPTscript.html
@@ -869,10 +869,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/FPTscript.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/FPTscript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/Frag_Auto.html b/_book/Frag_Auto.html
index 1cebc2f..0f09ce9 100644
--- a/_book/Frag_Auto.html
+++ b/_book/Frag_Auto.html
@@ -420,7 +420,7 @@
    
   <ul>
 <li><a href="#and-7.2-fragstats-metrics-within-polygons" id="toc-and-7.2-fragstats-metrics-within-polygons" class="nav-link active" data-scroll-target="#and-7.2-fragstats-metrics-within-polygons"><span class="header-section-number">29.1</span> 7.1 and 7.2 Fragstats Metrics within Polygons</a></li>
-  </ul><div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/Frag_Auto.Rmd" class="toc-action">Edit this page</a></p></div></div></nav>
+  </ul><div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/Frag_Auto.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></nav>
     </div>
 <!-- main -->
 <main class="content" id="quarto-document-content"><header id="title-block-header" class="quarto-title-block default"><div class="quarto-title">
@@ -795,7 +795,7 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
     </div>
diff --git a/_book/GridScripts.html b/_book/GridScripts.html
index 1389c63..82ba1c8 100644
--- a/_book/GridScripts.html
+++ b/_book/GridScripts.html
@@ -476,73 +476,47 @@ <h1 class="title">
   |                                                                            
   |====                                                                  |   5%
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@@ -1158,10 +1008,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/GridScripts.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/GridScripts.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/GridSystem2Script.html b/_book/GridSystem2Script.html
index 71c1cf4..b5b449a 100644
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@@ -1279,10 +1279,10 @@ <h1 class="title">
 </nav>
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index be3884e..6155907 100644
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index 81c4109..b0c7549 100644
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index d4d0b13..76a4ce4 100644
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diff --git a/_book/LinearDistScript_files/figure-html/unnamed-chunk-12-1.png b/_book/LinearDistScript_files/figure-html/unnamed-chunk-12-1.png
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diff --git a/_book/LinearDistScript_files/figure-html/unnamed-chunk-4-1.png b/_book/LinearDistScript_files/figure-html/unnamed-chunk-4-1.png
index 0e90f6c..951e9da 100644
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diff --git a/_book/LinearDistScript_files/figure-html/unnamed-chunk-4-2.png b/_book/LinearDistScript_files/figure-html/unnamed-chunk-4-2.png
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diff --git a/_book/LogisticRSF.html b/_book/LogisticRSF.html
index 3645d19..9f7bee8 100644
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     <div class="nav-footer-center">
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+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/LogisticRSF.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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index 95f00be..4881dae 100644
--- a/_book/MCPscript.html
+++ b/_book/MCPscript.html
@@ -420,7 +420,7 @@
    
   <ul>
 <li><a href="#minimum-convex-polygon-mcp" id="toc-minimum-convex-polygon-mcp" class="nav-link active" data-scroll-target="#minimum-convex-polygon-mcp"><span class="header-section-number">31.1</span> Minimum Convex Polygon (MCP)</a></li>
-  </ul><div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/MCPscript.Rmd" class="toc-action">Edit this page</a></p></div></div></nav>
+  </ul><div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/MCPscript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></nav>
     </div>
 <!-- main -->
 <main class="content" id="quarto-document-content"><header id="title-block-header" class="quarto-title-block default"><div class="quarto-title">
@@ -736,7 +736,7 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
     </div>
diff --git a/_book/MD_DataPrep.html b/_book/MD_DataPrep.html
index 9e3d3a3..ecdcd78 100644
--- a/_book/MD_DataPrep.html
+++ b/_book/MD_DataPrep.html
@@ -520,12 +520,12 @@ <h1 class="title">
 <div class="cell-output cell-output-stdout">
 <pre><code>    [,1]
 1      5
-2   1135
-3  22200
-4  10213
-5   2255
-6  21926
-7  61187
+2   1052
+3  21750
+4   9733
+5   2133
+6  16290
+7  58264
 9      9
 10    14</code></pre>
 </div>
@@ -567,31 +567,31 @@ <h1 class="title">
 <span><span class="co">#next step of combining layers.</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/utils/str.html">str</a></span><span class="op">(</span><span class="va">nlcd</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>'data.frame':   118944 obs. of  3 variables:
+<pre><code>'data.frame':   109250 obs. of  3 variables:
  $ x         : num  -1128960 -1128930 -1128900 -1128870 -1128840 ...
- $ y         : num  1725120 1725120 1725120 1725120 1725120 ...
- $ CLASS_NAME: num  6 6 7 5 7 7 7 7 7 7 ...</code></pre>
+ $ y         : num  1725360 1725360 1725360 1725360 1725360 ...
+ $ CLASS_NAME: num  7 7 7 7 5 7 7 7 6 7 ...</code></pre>
 </div>
 <div class="sourceCode" id="cb17"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/utils/str.html">str</a></span><span class="op">(</span><span class="va">elev</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>'data.frame':   118944 obs. of  3 variables:
+<pre><code>'data.frame':   109250 obs. of  3 variables:
  $ x             : num  -1128960 -1128930 -1128900 -1128870 -1128840 ...
- $ y             : num  1725120 1725120 1725120 1725120 1725120 ...
- $ USGS_1_n38w109: num  2066 2066 2066 2066 2066 ...</code></pre>
+ $ y             : num  1725360 1725360 1725360 1725360 1725360 ...
+ $ USGS_1_n38w109: num  2075 2075 2077 2080 2082 ...</code></pre>
 </div>
 <div class="sourceCode" id="cb19"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/utils/str.html">str</a></span><span class="op">(</span><span class="va">slo</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>'data.frame':   118938 obs. of  3 variables:
- $ x    : num  -1128930 -1128900 -1128870 -1128840 -1128810 ...
- $ y    : num  1725120 1725120 1725120 1725120 1725120 ...
- $ slope: num  2.77 2.92 2.93 2.81 2.52 ...</code></pre>
+<pre><code>'data.frame':   109250 obs. of  3 variables:
+ $ x    : num  -1128960 -1128930 -1128900 -1128870 -1128840 ...
+ $ y    : num  1725360 1725360 1725360 1725360 1725360 ...
+ $ slope: num  2.29 2.9 4.54 5.08 4.7 ...</code></pre>
 </div>
 <div class="sourceCode" id="cb21"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/utils/str.html">str</a></span><span class="op">(</span><span class="va">asp</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>'data.frame':   118938 obs. of  3 variables:
- $ x     : num  -1128930 -1128900 -1128870 -1128840 -1128810 ...
- $ y     : num  1725120 1725120 1725120 1725120 1725120 ...
- $ aspect: num  187 170 169 179 201 ...</code></pre>
+<pre><code>'data.frame':   109250 obs. of  3 variables:
+ $ x     : num  -1128960 -1128930 -1128900 -1128870 -1128840 ...
+ $ y     : num  1725360 1725360 1725360 1725360 1725360 ...
+ $ aspect: num  178 213 237 234 222 ...</code></pre>
 </div>
 </div>
 <ol start="10" type="1">
@@ -621,26 +621,26 @@ <h1 class="title">
 <span><span class="fu"><a href="https://rdrr.io/pkg/terra/man/headtail.html">head</a></span><span class="op">(</span><span class="va">layers</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>         x       y CLASS_NAME              xy        x       y USGS_1_n38w109
-2 -1128930 1725120          6 -11289301725120 -1128930 1725120       2066.208
-3 -1128900 1725120          7 -11289001725120 -1128900 1725120       2066.122
-4 -1128870 1725120          5 -11288701725120 -1128870 1725120       2065.845
-5 -1128840 1725120          7 -11288401725120 -1128840 1725120       2065.617
-6 -1128810 1725120          7 -11288101725120 -1128810 1725120       2065.518
-7 -1128780 1725120          7 -11287801725120 -1128780 1725120       2065.893
+1 -1128960 1725360          7 -11289601725360 -1128960 1725360       2074.788
+2 -1128930 1725360          7 -11289301725360 -1128930 1725360       2074.990
+3 -1128900 1725360          7 -11289001725360 -1128900 1725360       2076.914
+4 -1128870 1725360          7 -11288701725360 -1128870 1725360       2079.564
+5 -1128840 1725360          5 -11288401725360 -1128840 1725360       2081.792
+6 -1128810 1725360          7 -11288101725360 -1128810 1725360       2083.144
                xy        x       y   aspect              xy        x       y
-2 -11289301725120 -1128930 1725120 186.6083 -11289301725120 -1128930 1725120
-3 -11289001725120 -1128900 1725120 169.6972 -11289001725120 -1128900 1725120
-4 -11288701725120 -1128870 1725120 168.8511 -11288701725120 -1128870 1725120
-5 -11288401725120 -1128840 1725120 179.2484 -11288401725120 -1128840 1725120
-6 -11288101725120 -1128810 1725120 200.8592 -11288101725120 -1128810 1725120
-7 -11287801725120 -1128780 1725120 224.8529 -11287801725120 -1128780 1725120
+1 -11289601725360 -1128960 1725360 177.7081 -11289601725360 -1128960 1725360
+2 -11289301725360 -1128930 1725360 212.5121 -11289301725360 -1128930 1725360
+3 -11289001725360 -1128900 1725360 237.0969 -11289001725360 -1128900 1725360
+4 -11288701725360 -1128870 1725360 233.5645 -11288701725360 -1128870 1725360
+5 -11288401725360 -1128840 1725360 222.2563 -11288401725360 -1128840 1725360
+6 -11288101725360 -1128810 1725360 206.8798 -11288101725360 -1128810 1725360
      slope              xy
-2 2.767000 -11289301725120
-3 2.924113 -11289001725120
-4 2.929363 -11288701725120
-5 2.805838 -11288401725120
-6 2.517983 -11288101725120
-7 1.946136 -11287801725120</code></pre>
+1 2.285503 -11289601725360
+2 2.902969 -11289301725360
+3 4.543044 -11289001725360
+4 5.080888 -11288701725360
+5 4.701881 -11288401725360
+6 4.078935 -11288101725360</code></pre>
 </div>
 <div class="sourceCode" id="cb26"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="co">#Remove xys that are repeated in each layer</span></span>
 <span><span class="va">layers</span> <span class="op">=</span> <span class="va">layers</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="fl">3</span>,<span class="fl">7</span>,<span class="fl">11</span>,<span class="fl">15</span>,<span class="fl">13</span><span class="op">:</span><span class="fl">14</span><span class="op">)</span><span class="op">]</span></span>
@@ -656,24 +656,24 @@ <h1 class="title">
 <div class="cell-output cell-output-stdout">
 <pre><code>aspect_categorical
     E     N     S     W 
- 7702  8355 33361 69520 </code></pre>
+ 6527  7899 30876 63948 </code></pre>
 </div>
 <div class="sourceCode" id="cb28"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/table.html">table</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/NA.html">is.na</a></span><span class="op">(</span><span class="va">aspect_categorical</span><span class="op">)</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>
  FALSE 
-118938 </code></pre>
+109250 </code></pre>
 </div>
 <div class="sourceCode" id="cb30"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="va">layers</span><span class="op">$</span><span class="va">aspect_categorical</span> <span class="op">=</span> <span class="va">aspect_categorical</span></span>
 <span><span class="fu"><a href="https://rdrr.io/pkg/terra/man/headtail.html">head</a></span><span class="op">(</span><span class="va">layers</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>  nlcd elevation   aspect    slope        x       y aspect_categorical
-2    6  2066.208 186.6083 2.767000 -1128930 1725120                  S
-3    7  2066.122 169.6972 2.924113 -1128900 1725120                  S
-4    5  2065.845 168.8511 2.929363 -1128870 1725120                  S
-5    7  2065.617 179.2484 2.805838 -1128840 1725120                  S
-6    7  2065.518 200.8592 2.517983 -1128810 1725120                  S
-7    7  2065.893 224.8529 1.946136 -1128780 1725120                  S</code></pre>
+1    7  2074.788 177.7081 2.285503 -1128960 1725360                  S
+2    7  2074.990 212.5121 2.902969 -1128930 1725360                  S
+3    7  2076.914 237.0969 4.543044 -1128900 1725360                  W
+4    7  2079.564 233.5645 5.080888 -1128870 1725360                  W
+5    5  2081.792 222.2563 4.701881 -1128840 1725360                  S
+6    7  2083.144 206.8798 4.078935 -1128810 1725360                  S</code></pre>
 </div>
 <div class="sourceCode" id="cb32"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="co">#write.table(layers,"layer1.txt",sep=",",col.names=TRUE, quote=FALSE)</span></span>
 <span></span>
@@ -704,13 +704,13 @@ <h1 class="title">
 <span><span class="va">test</span> <span class="op">=</span> <span class="fu">grab.values</span><span class="op">(</span><span class="va">layers2</span>, <span class="va">muleys</span><span class="op">$</span><span class="va">X</span>, <span class="va">muleys</span><span class="op">$</span><span class="va">Y</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/pkg/terra/man/headtail.html">head</a></span><span class="op">(</span><span class="va">test</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>     nlcd elevation  aspect    slope        x       y aspect_categorical
-471     6  2416.838 118.283 23.83838 -1114860 1725120                  E
-4711    6  2416.838 118.283 23.83838 -1114860 1725120                  E
-4712    6  2416.838 118.283 23.83838 -1114860 1725120                  E
-4713    6  2416.838 118.283 23.83838 -1114860 1725120                  E
-4714    6  2416.838 118.283 23.83838 -1114860 1725120                  E
-4715    6  2416.838 118.283 23.83838 -1114860 1725120                  E</code></pre>
+<pre><code>     nlcd elevation   aspect    slope        x       y aspect_categorical
+437     6  2395.623 280.6483 2.295674 -1115880 1725360                  W
+4371    6  2395.623 280.6483 2.295674 -1115880 1725360                  W
+4372    6  2395.623 280.6483 2.295674 -1115880 1725360                  W
+4373    6  2395.623 280.6483 2.295674 -1115880 1725360                  W
+4374    6  2395.623 280.6483 2.295674 -1115880 1725360                  W
+4375    6  2395.623 280.6483 2.295674 -1115880 1725360                  W</code></pre>
 </div>
 <div class="sourceCode" id="cb35"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="co">##NOTE that all values are the same but this is not correct.</span></span>
 <span><span class="co">##What is the problem here and how do we fix it?</span></span>
@@ -727,13 +727,13 @@ <h1 class="title">
 <span><span class="va">used</span><span class="op">$</span><span class="va">use</span> <span class="op">=</span> <span class="fl">1</span></span>
 <span><span class="fu"><a href="https://rdrr.io/pkg/terra/man/headtail.html">head</a></span><span class="op">(</span><span class="va">used</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>      nlcd elevation   aspect    slope        x       y aspect_categorical use
-71176    7  2319.678 279.2745 3.335822 -1117710 1720620                  W   1
-45711    7  2351.774 216.1926 2.682197 -1117020 1722240                  S   1
-79169    6  2280.329 293.9049 3.794633 -1118640 1720110                  W   1
-84812    6  2259.534 294.1198 6.261055 -1119270 1719750                  W   1
-90948    3  2258.673 246.0630 2.609612 -1119270 1719360                  W   1
-78672    7  2253.320 288.7855 4.975383 -1119390 1720140                  W   1</code></pre>
+<pre><code>       nlcd elevation   aspect    slope        x       y aspect_categorical use
+49782     6  2353.957 263.8254 4.252453 -1116960 1721970                  W   1
+86836     6  2217.750 312.5775 6.662394 -1119690 1719420                  W   1
+77667     7  2248.726 241.1956 6.642384 -1119450 1720050                  W   1
+45847     7  2351.774 216.2095 2.682055 -1117020 1722240                  S   1
+458471    7  2351.774 216.2095 2.682055 -1117020 1722240                  S   1
+67683     7  2329.548 264.6193 2.048619 -1117440 1720740                  W   1</code></pre>
 </div>
 </div>
 <p>13. We also need to get some measure of what is available for our mule deer population (2nd order selection) or for each mule deer (3rd order selection). We really do not understand the need for 2nd order selection unless you are looking at deer across different landscapes but hardly seems necessary for deer occupying similar areas such as our mule deer in southwestern Colorado. Below we will focus on 3rd order selection with used locations for each deer being compared to available locations randomly determined within each deer’s MCP.</p>
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index db651ee..1b79552 100644
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diff --git a/_book/Panther_All4_files/figure-html/unnamed-chunk-8-1.png b/_book/Panther_All4_files/figure-html/unnamed-chunk-8-1.png
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diff --git a/_book/PatchAnalystScript.html b/_book/PatchAnalystScript.html
index 846e82a..a704411 100644
--- a/_book/PatchAnalystScript.html
+++ b/_book/PatchAnalystScript.html
@@ -783,10 +783,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
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+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/PatchAnalystScript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/Preface.html b/_book/Preface.html
index ae43341..950797c 100644
--- a/_book/Preface.html
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 <footer class="footer">
   <div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
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+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/Preface.qmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/RasterScript.html b/_book/RasterScript.html
index 4f5a9fe..d3f7965 100644
--- a/_book/RasterScript.html
+++ b/_book/RasterScript.html
@@ -870,10 +870,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/RasterScript.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/RasterScript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/ReadFilesScript.html b/_book/ReadFilesScript.html
index cd7e77b..11c76c8 100644
--- a/_book/ReadFilesScript.html
+++ b/_book/ReadFilesScript.html
@@ -420,7 +420,7 @@
    
   <ul>
 <li><a href="#cleaning-raw-climate-data" id="toc-cleaning-raw-climate-data" class="nav-link active" data-scroll-target="#cleaning-raw-climate-data"><span class="header-section-number">12.1</span> Cleaning Raw Climate Data</a></li>
-  </ul><div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/ReadFilesScript.Rmd" class="toc-action">Edit this page</a></p></div></div></nav>
+  </ul><div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/ReadFilesScript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></nav>
     </div>
 <!-- main -->
 <main class="content" id="quarto-document-content"><header id="title-block-header" class="quarto-title-block default"><div class="quarto-title">
@@ -776,7 +776,7 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
     </div>
diff --git a/_book/RegTrajScript.html b/_book/RegTrajScript.html
index 83f472a..082506c 100644
--- a/_book/RegTrajScript.html
+++ b/_book/RegTrajScript.html
@@ -877,10 +877,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/RegTrajScript.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/RegTrajScript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/Resource-Selection.html b/_book/Resource-Selection.html
index f799671..3df00d9 100644
--- a/_book/Resource-Selection.html
+++ b/_book/Resource-Selection.html
@@ -671,10 +671,10 @@ <h1 class="title"><span id="sec-import" class="quarto-section-identifier">Resour
 </div> <!-- /content -->
 <footer class="footer">
   <div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/Resource-Selection.qmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/Resource-Selection.qmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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diff --git a/_book/SoilScript.html b/_book/SoilScript.html
index 378e683..373d571 100644
--- a/_book/SoilScript.html
+++ b/_book/SoilScript.html
@@ -534,10 +534,10 @@ <h1 class="title">
 <span><span class="va">obs.tbl</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>
- 9.7 11.5 11.7 12.4 12.6 16.5 18.5 19.8 20.1 20.7   21 24.7 25.8 26.2 26.7 27.2 
-   6   89   35  142  232    6  166   22   34   34   49   25   14    8   13   25 
+   0  5.1 10.9 11.5 11.7 12.6 12.8 16.5 18.5 20.1 21.1 23.7 26.1 26.2   40 40.6 
+   7   26   12   40  149  108   20  133   67   34    2    6   41  158   46   80 
   42 
-  54 </code></pre>
+   2 </code></pre>
 </div>
 <div class="sourceCode" id="cb14"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="co">#Also tally soil types for each mule deer sampled</span></span>
 <span><span class="va">obs.tbl2</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/table.html">table</a></span><span class="op">(</span><span class="va">soils.locs</span><span class="op">[</span><span class="va">soils.locs</span><span class="op">]</span><span class="op">)</span></span>
@@ -554,12 +554,12 @@ <h1 class="title">
 <span><span class="va">obs</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>
-        9.7        11.5        11.7        12.4        12.6        16.5 
-0.006289308 0.093291405 0.036687631 0.148846960 0.243186583 0.006289308 
-       18.5        19.8        20.1        20.7          21        24.7 
-0.174004193 0.023060797 0.035639413 0.035639413 0.051362683 0.026205451 
-       25.8        26.2        26.7        27.2          42 
-0.014675052 0.008385744 0.013626834 0.026205451 0.056603774 </code></pre>
+          0         5.1        10.9        11.5        11.7        12.6 
+0.007518797 0.027926960 0.012889366 0.042964554 0.160042965 0.116004296 
+       12.8        16.5        18.5        20.1        21.1        23.7 
+0.021482277 0.142857143 0.071965628 0.036519871 0.002148228 0.006444683 
+       26.1        26.2          40        40.6          42 
+0.044038668 0.169709989 0.049409237 0.085929108 0.002148228 </code></pre>
 </div>
 <div class="sourceCode" id="cb18"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="va">obs2</span> <span class="op">&lt;-</span> <span class="va">obs.tbl2</span><span class="op">/</span><span class="fu"><a href="https://rdrr.io/r/base/sum.html">sum</a></span><span class="op">(</span><span class="va">obs.tbl2</span><span class="op">)</span></span>
 <span><span class="va">obs2</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
@@ -821,10 +821,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/SoilScript.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/SoilScript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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index ae6862a..41fdf58 100644
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diff --git a/_book/TimeLagScript.html b/_book/TimeLagScript.html
index 48c325a..c29a8e5 100644
--- a/_book/TimeLagScript.html
+++ b/_book/TimeLagScript.html
@@ -813,10 +813,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
     <div class="nav-footer-center">
       &nbsp;
-    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/TimeLagScript.Rmd" class="toc-action">Edit this page</a></p></div></div></div>
+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/TimeLagScript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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index 777bb92..552e9a9 100644
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@@ -810,10 +810,10 @@ <h1 class="title">
 </nav>
 </div> <!-- /content -->
 <footer class="footer"><div class="nav-footer">
-    <div class="nav-footer-left">R for Data Science (2e) was written by Hadley Wickham, Mine Çetinkaya-Rundel, and Garrett Grolemund.</div>   
+    <div class="nav-footer-left">Manual of Applied Spatial Ecology was written by W. David Walter.</div>   
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+    <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/edit/main/TrajDynScript.Rmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/walterASEL/Manual-of-Applied-Spatial-Ecology/issues/new" class="toc-action">Report an issue</a></p></div></div></div>
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index 7ded778..2866c22 100644
--- a/_book/Weather-Station-Code_Snowfall.html
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@@ -582,6 +582,16 @@ <h1 class="title">
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   |======================================================================| 100%</code></pre>
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@@ -924,10 +1004,10 @@ <h1 class="title">
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