diff --git a/.nojekyll b/.nojekyll
index 5034fab..e93a4da 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-1efe5140
\ No newline at end of file
+61ea56f4
\ No newline at end of file
diff --git a/index.html b/index.html
index e5fbe1e..95e7e77 100644
--- a/index.html
+++ b/index.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 <meta name="author" content="statistics.development@education.gov.uk">
-<meta name="dcterms.date" content="2023-12-19">
+<meta name="dcterms.date" content="2023-12-20">
 
 <title>Analysts’ Guide</title>
 <style>
@@ -433,7 +433,7 @@ <h1 class="title">Analysts’ Guide</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">December 19, 2023</p>
+      <p class="date">December 20, 2023</p>
     </div>
   </div>
   
diff --git a/learning-development/sql.html b/learning-development/sql.html
index 5299fb1..f96d1d1 100644
--- a/learning-development/sql.html
+++ b/learning-development/sql.html
@@ -486,7 +486,7 @@ <h2 class="anchored" data-anchor-id="best-practice">Best practice</h2>
 <section id="how-to-work-with-sql" class="level2">
 <h2 class="anchored" data-anchor-id="how-to-work-with-sql">How to work with SQL</h2>
 <p>SSMS is the best tool to get started with writing SQL queries and saving SQL scripts that produce your desired outputs.</p>
-<p>Once you have saved SQL scripts or are more familiar with writing SQL queries on the fly, you can look at running your scripts or lines of SQL code <a href="../RAP/rap.html#Connecting_R_to_SQL">directly in R</a>. This will streamline your process, saving copying and pasting SQL outputs into csvs, and ultimately help with reaching RAP best practice by aiding production of <a href="../RAP/rap.html#Single_publication_production_script">a single publication production script</a></p>
+<p>Once you have saved SQL scripts or are more familiar with writing SQL queries on the fly, you can look at running your scripts or lines of SQL code <a href="../RAP/rap-statistics.html#connecting-r-to-sql">directly in R</a>. This will streamline your process, saving copying and pasting SQL outputs into csvs, and ultimately help with reaching RAP best practice by aiding production of <a href="../RAP/rap-statistics.html#whole-publication-production-scripts">a single publication production script</a></p>
 <hr>
 </section>
 <section id="quick-reference-lookup" class="level2">
diff --git a/sitemap.xml b/sitemap.xml
index 41253d2..160f96e 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,106 +2,106 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/ADA/databricks_rstudio.html</loc>
-    <lastmod>2023-12-19T14:50:41.285Z</lastmod>
+    <lastmod>2023-12-20T09:30:08.375Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/CODE_OF_CONDUCT.html</loc>
-    <lastmod>2023-12-19T14:50:40.365Z</lastmod>
+    <lastmod>2023-12-20T09:30:07.487Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/RAP/rap-support.html</loc>
-    <lastmod>2023-12-19T14:50:15.309Z</lastmod>
+    <lastmod>2023-12-20T09:29:42.475Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/RAP/rap-expectations.html</loc>
-    <lastmod>2023-12-19T14:50:14.289Z</lastmod>
+    <lastmod>2023-12-20T09:29:41.507Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/statistics-production/scrums.html</loc>
-    <lastmod>2023-12-19T14:50:11.493Z</lastmod>
+    <lastmod>2023-12-20T09:29:38.699Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/statistics-production/pub.html</loc>
-    <lastmod>2023-12-19T14:50:10.781Z</lastmod>
+    <lastmod>2023-12-20T09:29:37.983Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/statistics-production/examples.html</loc>
-    <lastmod>2023-12-19T14:50:09.617Z</lastmod>
+    <lastmod>2023-12-20T09:29:36.807Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/statistics-production/embedded-charts.html</loc>
-    <lastmod>2023-12-19T14:49:43.677Z</lastmod>
+    <lastmod>2023-12-20T09:29:10.747Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/learning-development/r.html</loc>
-    <lastmod>2023-12-19T14:49:42.877Z</lastmod>
+    <lastmod>2023-12-20T09:29:09.939Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/learning-development/git.html</loc>
-    <lastmod>2023-12-19T14:49:19.253Z</lastmod>
+    <lastmod>2023-12-20T09:28:46.391Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/learning-development/python.html</loc>
-    <lastmod>2023-12-19T14:49:18.093Z</lastmod>
+    <lastmod>2023-12-20T09:28:45.235Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/writing-visualising/writing.html</loc>
-    <lastmod>2023-12-19T14:48:33.281Z</lastmod>
+    <lastmod>2023-12-20T09:28:00.323Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/writing-visualising/dashboards.html</loc>
-    <lastmod>2023-12-19T14:48:31.729Z</lastmod>
+    <lastmod>2023-12-20T09:27:58.759Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/writing-visualising/visualising.html</loc>
-    <lastmod>2023-12-19T14:48:32.793Z</lastmod>
+    <lastmod>2023-12-20T09:27:59.823Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/index.html</loc>
-    <lastmod>2023-12-19T14:48:55.489Z</lastmod>
+    <lastmod>2023-12-20T09:28:22.699Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/learning-development/sql.html</loc>
-    <lastmod>2023-12-19T14:49:18.573Z</lastmod>
+    <lastmod>2023-12-20T09:28:45.719Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/learning-development/learning-support.html</loc>
-    <lastmod>2023-12-19T14:49:19.701Z</lastmod>
+    <lastmod>2023-12-20T09:28:46.843Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/statistics-production/stats_tools.html</loc>
-    <lastmod>2023-12-19T14:49:43.237Z</lastmod>
+    <lastmod>2023-12-20T09:29:10.283Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/statistics-production/ud.html</loc>
-    <lastmod>2023-12-19T14:50:09.121Z</lastmod>
+    <lastmod>2023-12-20T09:29:36.283Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/statistics-production/user-eng.html</loc>
-    <lastmod>2023-12-19T14:50:10.269Z</lastmod>
+    <lastmod>2023-12-20T09:29:37.455Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/statistics-production/user-analytics.html</loc>
-    <lastmod>2023-12-19T14:50:11.149Z</lastmod>
+    <lastmod>2023-12-20T09:29:38.359Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/statistics-production/ees.html</loc>
-    <lastmod>2023-12-19T14:50:13.905Z</lastmod>
+    <lastmod>2023-12-20T09:29:41.127Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/RAP/rap-faq.html</loc>
-    <lastmod>2023-12-19T14:50:14.909Z</lastmod>
+    <lastmod>2023-12-20T09:29:42.087Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/RAP/rap-statistics.html</loc>
-    <lastmod>2023-12-19T14:50:39.945Z</lastmod>
+    <lastmod>2023-12-20T09:30:07.079Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/ADA/ada.html</loc>
-    <lastmod>2023-12-19T14:50:40.809Z</lastmod>
+    <lastmod>2023-12-20T09:30:07.919Z</lastmod>
   </url>
   <url>
     <loc>https://dfe-analytical-services.github.io/analysts-guide/CONTRIBUTING.html</loc>
-    <lastmod>2023-12-19T14:50:41.709Z</lastmod>
+    <lastmod>2023-12-20T09:30:08.787Z</lastmod>
   </url>
 </urlset>