diff --git a/.nojekyll b/.nojekyll
index 521f8ee..114fe2a 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-87334ceb
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diff --git a/code/02_models/04b_air_quality_model_search.html b/code/02_models/04b_air_quality_model_search.html
index c8e7547..f793ff8 100644
--- a/code/02_models/04b_air_quality_model_search.html
+++ b/code/02_models/04b_air_quality_model_search.html
@@ -404,7 +404,7 @@ <h1 class="title">Appendix J — Air Quality prediction model search</h1>
 </div>
 </div>
 <p>Use Grid Search CV to find the best model for each weights option.</p>
-<div class="cell" data-jupyter="{&quot;outputs_hidden&quot;:true}" data-tags="[]" data-execution_count="9">
+<div class="cell" data-tags="[]" data-execution_count="9">
 <div class="sourceCode cell-code" id="cb9"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>meta <span class="op">=</span> {}</span>
 <span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> name, W <span class="kw">in</span> weights.items():</span>
 <span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a>    W.transform <span class="op">=</span> <span class="st">"r"</span></span>
diff --git a/code/02_models/04c_air_quality_model_final.html b/code/02_models/04c_air_quality_model_final.html
index 3a7be5a..590c000 100644
--- a/code/02_models/04c_air_quality_model_final.html
+++ b/code/02_models/04c_air_quality_model_final.html
@@ -673,7 +673,7 @@ <h1 class="title">Appendix K — Air quality model training</h1>
 <span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <p>Create weights of the order 5 identified as optimal.</p>
-<div class="cell" data-execution_count="7">
+<div class="cell" data-jupyter="{&quot;outputs_hidden&quot;:true}" data-scrolled="true" data-execution_count="7">
 <div class="sourceCode cell-code" id="cb7"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>queen <span class="op">=</span> libpysal.weights.Queen.from_dataframe(data)</span>
 <span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>dist2000 <span class="op">=</span> libpysal.weights.DistanceBand.from_dataframe(data, <span class="dv">2000</span>)</span>
 <span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a>W <span class="op">=</span> libpysal.weights.w_union(queen,dist2000)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
diff --git a/index.html b/index.html
index 0af01be..d3d16ac 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="Anna Zanchetta, Martin Fleischmann, Dani Arribas-Bel; The Alan Turing Institute">
-<meta name="dcterms.date" content="2023-11-24">
+<meta name="dcterms.date" content="2023-12-11">
 
 <title>Land Use Demonstrator</title>
 <style>
@@ -300,7 +300,7 @@ <h1 class="title">Land Use Demonstrator</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">November 24, 2023</p>
+      <p class="date">December 11, 2023</p>
     </div>
   </div>