diff --git a/index.html b/index.html
index c3e1033..58a0dbf 100644
--- a/index.html
+++ b/index.html
@@ -406,7 +406,7 @@
 <div class="column" style="width:50%;">
 <p><span class="body-text baby-blue-text"><strong>Published:</strong> Oct 10, 2022</span></p>
 </div><div class="column" style="width:50%;">
-<p><span class="body-text baby-blue-text"><strong>Last updated:</strong> Oct 16, 2023</span></p>
+<p><span class="body-text baby-blue-text"><strong>Last updated:</strong> Oct 17, 2023</span></p>
 </div>
 </div>
 <hr class="hr-teal">
@@ -506,7 +506,7 @@
 <p class="body-text-s">
 Shiny alternatives ~ Words of wisdom ~ More resources
 </p>
-</section><section id="toc" class="slide level2" data-menu-title="Table of Contents"><h2></h2>
+</section><section id="source-code" class="slide level2" data-menu-title="Source Code Repo"><h2></h2>
 <p><span class="slide-title"><i class="fa-solid fa-code" title="the symbol for code, </>" aria-label="code"></i> See the source code <i class="fa-solid fa-code" title="the symbol for code, </>" aria-label="code"></i></span></p>
 <hr>
 <p><br><br></p>
@@ -1939,7 +1939,7 @@
 </div>
 <div class="cell">
 <div class="cell-output-display">
-<div class="countdown" id="timer_bf9d044a" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
+<div class="countdown" id="timer_e2e161e4" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
 <div class="countdown-controls">
 <button class="countdown-bump-down">−</button><button class="countdown-bump-up">&amp;plus;</button>
 </div>
@@ -3008,7 +3008,7 @@
 </div>
 <div class="cell">
 <div class="cell-output-display">
-<div class="countdown" id="timer_feec01ab" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
+<div class="countdown" id="timer_f733848a" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
 <div class="countdown-controls">
 <button class="countdown-bump-down">−</button><button class="countdown-bump-up">&amp;plus;</button>
 </div>
@@ -3294,7 +3294,7 @@
 </div>
 <div class="cell">
 <div class="cell-output-display">
-<div class="countdown" id="timer_5abea177" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
+<div class="countdown" id="timer_ca433cbc" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
 <div class="countdown-controls">
 <button class="countdown-bump-down">−</button><button class="countdown-bump-up">&amp;plus;</button>
 </div>
@@ -4269,7 +4269,7 @@
 </div>
 <div class="cell">
 <div class="cell-output-display">
-<div class="countdown" id="timer_69766847" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
+<div class="countdown" id="timer_e6eea072" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
 <div class="countdown-controls">
 <button class="countdown-bump-down">−</button><button class="countdown-bump-up">&amp;plus;</button>
 </div>
@@ -4608,8 +4608,8 @@
 <div id="tabset-7-1">
 <div class="cell">
 <div class="cell-output-display">
-<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-64b9ba0bc6d23e25bbef" style="width:960px;height:480px;"></div>
-<script type="application/json" data-for="htmlwidget-64b9ba0bc6d23e25bbef">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addProviderTiles","args":["Esri.WorldImagery",null,null,{"errorTileUrl":"","noWrap":false,"detectRetina":false}]},{"method":"addMiniMap","args":[null,null,"bottomright",150,150,19,19,-5,false,false,false,true,false,false,{"color":"#ff7800","weight":1,"clickable":false},{"color":"#000000","weight":1,"clickable":false,"opacity":0,"fillOpacity":0},{"hideText":"Hide MiniMap","showText":"Show MiniMap"},[]]},{"method":"addMarkers","args":[[70.032,70.236,70.17,70.233,70.27,70.267,70.032,70.09699999999999,70.247,70.113,70.246],[-152.194,-152.186,-152.785,-151.339,-151.355,-151.387,-152.194,-152.074,-151.478,-152.077,-152.141],null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["Site Name: HarryPotter <br> Elevation: 12.3 meters (above SL) <br> Avg Depth: 2.3 meters <br> Avg Lake Bed Temperature: 5.6 deg Celsius","Site Name: Hipbone <br> Elevation: 21 meters (above SL) <br> Avg Depth: 2 meters <br> Avg Lake Bed Temperature: 10.7 deg Celsius","Site Name: Iceshove <br> Elevation: 20.3 meters (above SL) <br> Avg Depth: 1.8 meters <br> Avg Lake Bed Temperature: 10.9 deg Celsius","Site Name: L9817 <br> Elevation: 16.1 meters (above SL) <br> Avg Depth: 2.6 meters <br> Avg Lake Bed Temperature: 5.9 deg Celsius","Site Name: L9819 <br> Elevation: 8.2 meters (above SL) <br> Avg Depth: 1.7 meters <br> Avg Lake Bed Temperature: 5.6 deg Celsius","Site Name: L9820 <br> Elevation: 9.5 meters (above SL) <br> Avg Depth: 1.1 meters <br> Avg Lake Bed Temperature: 5.5 deg Celsius","Site Name: LittleAlaska <br> Elevation: 28.9 meters (above SL) <br> Avg Depth: 1.2 meters <br> Avg Lake Bed Temperature: 5.2 deg Celsius","Site Name: LowerSnowman <br> Elevation: 27.4 meters (above SL) <br> Avg Depth: 1.2 meters <br> Avg Lake Bed Temperature: 7.2 deg Celsius","Site Name: M9925 <br> Elevation: 14.7 meters (above SL) <br> Avg Depth: 0.9 meters <br> Avg Lake Bed Temperature: 7 deg Celsius","Site Name: MiddleSnowman <br> Elevation: 26.3 meters (above SL) <br> Avg Depth: 1.1 meters <br> Avg Lake Bed Temperature: 6.4 deg Celsius","Site Name: Serenity <br> Elevation: 12 meters (above SL) <br> Avg Depth: 3.9 meters <br> Avg Lake Bed Temperature: 10.7 deg Celsius"],null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"setView":[[70.249234,-152.048442],6,[]],"limits":{"lat":[70.032,70.27],"lng":[-152.785,-151.339]}},"evals":[],"jsHooks":[]}</script>
+<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-4d842d78fb093cdf914d" style="width:960px;height:480px;"></div>
+<script type="application/json" data-for="htmlwidget-4d842d78fb093cdf914d">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addProviderTiles","args":["Esri.WorldImagery",null,null,{"errorTileUrl":"","noWrap":false,"detectRetina":false}]},{"method":"addMiniMap","args":[null,null,"bottomright",150,150,19,19,-5,false,false,false,true,false,false,{"color":"#ff7800","weight":1,"clickable":false},{"color":"#000000","weight":1,"clickable":false,"opacity":0,"fillOpacity":0},{"hideText":"Hide MiniMap","showText":"Show MiniMap"},[]]},{"method":"addMarkers","args":[[70.032,70.236,70.17,70.233,70.27,70.267,70.032,70.09699999999999,70.247,70.113,70.246],[-152.194,-152.186,-152.785,-151.339,-151.355,-151.387,-152.194,-152.074,-151.478,-152.077,-152.141],null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["Site Name: HarryPotter <br> Elevation: 12.3 meters (above SL) <br> Avg Depth: 2.3 meters <br> Avg Lake Bed Temperature: 5.6 deg Celsius","Site Name: Hipbone <br> Elevation: 21 meters (above SL) <br> Avg Depth: 2 meters <br> Avg Lake Bed Temperature: 10.7 deg Celsius","Site Name: Iceshove <br> Elevation: 20.3 meters (above SL) <br> Avg Depth: 1.8 meters <br> Avg Lake Bed Temperature: 10.9 deg Celsius","Site Name: L9817 <br> Elevation: 16.1 meters (above SL) <br> Avg Depth: 2.6 meters <br> Avg Lake Bed Temperature: 5.9 deg Celsius","Site Name: L9819 <br> Elevation: 8.2 meters (above SL) <br> Avg Depth: 1.7 meters <br> Avg Lake Bed Temperature: 5.6 deg Celsius","Site Name: L9820 <br> Elevation: 9.5 meters (above SL) <br> Avg Depth: 1.1 meters <br> Avg Lake Bed Temperature: 5.5 deg Celsius","Site Name: LittleAlaska <br> Elevation: 28.9 meters (above SL) <br> Avg Depth: 1.2 meters <br> Avg Lake Bed Temperature: 5.2 deg Celsius","Site Name: LowerSnowman <br> Elevation: 27.4 meters (above SL) <br> Avg Depth: 1.2 meters <br> Avg Lake Bed Temperature: 7.2 deg Celsius","Site Name: M9925 <br> Elevation: 14.7 meters (above SL) <br> Avg Depth: 0.9 meters <br> Avg Lake Bed Temperature: 7 deg Celsius","Site Name: MiddleSnowman <br> Elevation: 26.3 meters (above SL) <br> Avg Depth: 1.1 meters <br> Avg Lake Bed Temperature: 6.4 deg Celsius","Site Name: Serenity <br> Elevation: 12 meters (above SL) <br> Avg Depth: 3.9 meters <br> Avg Lake Bed Temperature: 10.7 deg Celsius"],null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"setView":[[70.249234,-152.048442],6,[]],"limits":{"lat":[70.032,70.27],"lng":[-152.785,-151.339]}},"evals":[],"jsHooks":[]}</script>
 </div>
 </div>
 </div>
@@ -4663,8 +4663,8 @@
 <div id="tabset-8-1">
 <div class="cell">
 <div class="cell-output-display">
-<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-6e3868c8be9b4c8f6b5d" style="width:960px;height:480px;"></div>
-<script type="application/json" data-for="htmlwidget-6e3868c8be9b4c8f6b5d">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addProviderTiles","args":["Esri.WorldImagery",null,null,{"errorTileUrl":"","noWrap":false,"detectRetina":false}]},{"method":"addMiniMap","args":[null,null,"bottomright",150,150,19,19,-5,false,false,false,true,false,false,{"color":"#ff7800","weight":1,"clickable":false},{"color":"#000000","weight":1,"clickable":false,"opacity":0,"fillOpacity":0},{"hideText":"Hide MiniMap","showText":"Show MiniMap"},[]]},{"method":"addMarkers","args":[[70.032,70.233],[-152.194,-151.339],null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["Site Name: HarryPotter <br> Elevation: 12.3 meters (above SL) <br> Avg Depth: 2.3 meters <br> Avg Lake Bed Temperature: 5.6 deg Celsius","Site Name: L9817 <br> Elevation: 16.1 meters (above SL) <br> Avg Depth: 2.6 meters <br> Avg Lake Bed Temperature: 5.9 deg Celsius"],null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"setView":[[70.249234,-152.048442],6,[]],"limits":{"lat":[70.032,70.233],"lng":[-152.194,-151.339]}},"evals":[],"jsHooks":[]}</script>
+<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-48bab210c89fb963c204" style="width:960px;height:480px;"></div>
+<script type="application/json" data-for="htmlwidget-48bab210c89fb963c204">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addProviderTiles","args":["Esri.WorldImagery",null,null,{"errorTileUrl":"","noWrap":false,"detectRetina":false}]},{"method":"addMiniMap","args":[null,null,"bottomright",150,150,19,19,-5,false,false,false,true,false,false,{"color":"#ff7800","weight":1,"clickable":false},{"color":"#000000","weight":1,"clickable":false,"opacity":0,"fillOpacity":0},{"hideText":"Hide MiniMap","showText":"Show MiniMap"},[]]},{"method":"addMarkers","args":[[70.032,70.233],[-152.194,-151.339],null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["Site Name: HarryPotter <br> Elevation: 12.3 meters (above SL) <br> Avg Depth: 2.3 meters <br> Avg Lake Bed Temperature: 5.6 deg Celsius","Site Name: L9817 <br> Elevation: 16.1 meters (above SL) <br> Avg Depth: 2.6 meters <br> Avg Lake Bed Temperature: 5.9 deg Celsius"],null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"setView":[[70.249234,-152.048442],6,[]],"limits":{"lat":[70.032,70.233],"lng":[-152.194,-151.339]}},"evals":[],"jsHooks":[]}</script>
 </div>
 </div>
 </div>
@@ -5441,7 +5441,7 @@
 </div>
 <div class="cell">
 <div class="cell-output-display">
-<div class="countdown" id="timer_e7f2d3b3" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
+<div class="countdown" id="timer_6750e150" data-update-every="1" data-play-sound="true" tabindex="0" style="right:0;bottom:0;font-size:2em;">
 <div class="countdown-controls">
 <button class="countdown-bump-down">−</button><button class="countdown-bump-up">&amp;plus;</button>
 </div>
diff --git a/index.qmd b/index.qmd
index b03b92a..5280716 100644
--- a/index.qmd
+++ b/index.qmd
@@ -86,7 +86,7 @@ format:
 
 ---
 
-##  {#toc data-menu-title="Table of Contents"}
+##  {#source-code data-menu-title="Source Code Repo"}
 
 [{{< fa code title="the symbol for code, </>" >}} See the source code {{< fa code title="the symbol for code, </>" >}}]{.slide-title}