diff --git a/.nojekyll b/.nojekyll
index 7bccd8e..28895ca 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-e8601917
\ No newline at end of file
+134121fe
\ No newline at end of file
diff --git a/content/experiments.out.ipynb b/content/experiments.out.ipynb
index 533b6df..7116dff 100644
--- a/content/experiments.out.ipynb
+++ b/content/experiments.out.ipynb
@@ -6,7 +6,7 @@
       "source": [
         "# experiments"
       ],
-      "id": "a0c05b5c-967d-4249-aa6a-ae2ee0a60657"
+      "id": "261169a4-91b0-45a6-a9b3-7aebbcd1a0fe"
     },
     {
       "cell_type": "code",
@@ -59,7 +59,7 @@
         "\n",
         "# Results"
       ],
-      "id": "17f09b32-dd94-411c-8ce3-d68ddc0ab738"
+      "id": "9510bc09-d179-4cae-ab64-76c72076ed64"
     },
     {
       "cell_type": "code",
@@ -111,7 +111,7 @@
         "Store, 5. Retrieve (Vector store query). We came up with four main\n",
         "options (below) with some possible variations (see the yellow arrows)."
       ],
-      "id": "284f512f-d0f9-4dff-b44f-f5ff588d3fda"
+      "id": "48edf674-7340-46c0-bad8-0ea44c0a51be"
     },
     {
       "cell_type": "code",
@@ -219,7 +219,7 @@
         "}\n",
         "`"
       ],
-      "id": "408d5f97-5aed-4d2d-b532-11b0d5a9fe7e"
+      "id": "c36c88ef-b6fc-493e-a483-01b25133c6fb"
     },
     {
       "cell_type": "code",
@@ -235,7 +235,7 @@
       "source": [
         "neato = require(\"@observablehq/graphviz@0.2\")"
       ],
-      "id": "66b81646-b149-4339-84af-cd5aa8283061"
+      "id": "e6942a05-6395-45bb-950c-493e203a7de5"
     }
   ],
   "nbformat": 4,
diff --git a/content/image_gallery.html b/content/image_gallery.html
index 918fc3f..c023358 100644
--- a/content/image_gallery.html
+++ b/content/image_gallery.html
@@ -230,7 +230,7 @@ <h2 class="anchored" data-anchor-id="motivation-for-checker">Motivation for Chec
 </ul>
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><img src="bv172tc9618/0001_bv172tc9618_0001_diff.jpg" class="img-fluid figure-img" width="1000"></p>
+<p><img src="bv172tc9618/0001_bv172tc9618_0001_diff.jpg" class="img-fluid figure-img" width="1250"></p>
 <figcaption>bv172tc9618_0001</figcaption>
 </figure>
 </div>
diff --git a/sitemap.xml b/sitemap.xml
index eba41e1..c6690fb 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,102 +2,102 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/Option2final.html</loc>
-    <lastmod>2024-08-09T17:18:37.444Z</lastmod>
+    <lastmod>2024-08-09T17:30:27.303Z</lastmod>
   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/Option1.html</loc>
-    <lastmod>2024-08-09T17:18:37.444Z</lastmod>
+    <lastmod>2024-08-09T17:30:27.303Z</lastmod>
   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/Text_Difference_Checker.html</loc>
-    <lastmod>2024-08-09T17:18:37.532Z</lastmod>
+    <lastmod>2024-08-09T17:30:27.387Z</lastmod>
   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/code.html</loc>
-    <lastmod>2024-08-09T17:18:37.568Z</lastmod>
+    <lastmod>2024-08-09T17:30:27.427Z</lastmod>
   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/experiments.html</loc>
-    <lastmod>2024-08-09T17:18:37.688Z</lastmod>
+    <lastmod>2024-08-09T17:30:27.547Z</lastmod>
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   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/image_gallery.html</loc>
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   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/ComparingResults-Options1&amp;2.html</loc>
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   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/publishing.html</loc>
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   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/Option2.html</loc>
-    <lastmod>2024-08-09T17:18:37.444Z</lastmod>
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   <url>
     <loc>https://Miller-Library.github.io/taxa-project/index.html</loc>
-    <lastmod>2024-08-09T17:18:37.852Z</lastmod>
+    <lastmod>2024-08-09T17:30:27.683Z</lastmod>
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   <url>
     <loc>https://Miller-Library.github.io/taxa-project/Text Checker/Text_Difference_Checker.html</loc>
-    <lastmod>2024-08-09T17:18:37.440Z</lastmod>
+    <lastmod>2024-08-09T17:30:27.299Z</lastmod>
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   <url>
     <loc>https://Miller-Library.github.io/taxa-project/Option #1 Experiment/Option #1.html</loc>
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   <url>
     <loc>https://Miller-Library.github.io/taxa-project/Option #2 Experiment/Option 2 Final Draft.html</loc>
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+    <lastmod>2024-08-09T17:30:26.947Z</lastmod>
   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/Option #2 Experiment/Option #2A Refinement.html</loc>
-    <lastmod>2024-08-09T17:18:37.084Z</lastmod>
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   <url>
     <loc>https://Miller-Library.github.io/taxa-project/Text Difference Checker.html</loc>
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   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/architectures.html</loc>
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+    <lastmod>2024-08-09T17:30:27.299Z</lastmod>
   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/rendering.html</loc>
-    <lastmod>2024-08-09T17:18:37.732Z</lastmod>
+    <lastmod>2024-08-09T17:30:27.595Z</lastmod>
   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/rmarkdown.html</loc>
-    <lastmod>2024-08-09T17:18:37.732Z</lastmod>
+    <lastmod>2024-08-09T17:30:27.595Z</lastmod>
   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/add-content.html</loc>
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   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/PyTesseract_OCR.html</loc>
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   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/Global_Biodiversity_Information_Facility_(GBIF)_API.html</loc>
-    <lastmod>2024-08-09T17:18:37.440Z</lastmod>
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   </url>
   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/experiments_1.html</loc>
-    <lastmod>2024-08-09T17:18:37.688Z</lastmod>
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   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/plan.html</loc>
-    <lastmod>2024-08-09T17:18:37.732Z</lastmod>
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   <url>
     <loc>https://Miller-Library.github.io/taxa-project/content/customizing.html</loc>
-    <lastmod>2024-08-09T17:18:37.640Z</lastmod>
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   </url>
 </urlset>