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diff --git a/Get-your-dataset-ready.pdf b/Get-your-dataset-ready.pdf
diff --git a/centroids.html b/centroids.html
@@ -287,17 +287,23 @@
   <a href="./desire-lines.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">OD pairs and desire lines</span></span></a>
   </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./distances.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Euclidean and routing distances</span></span></a>
+  </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./open-data.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
+ <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
   </div>
 </li>
           <li class="sidebar-item">
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   <a href="./r5r.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
+ <span class="menu-text"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
   </div>
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diff --git a/data-manipulation.html b/data-manipulation.html
@@ -231,17 +231,23 @@
   <a href="./desire-lines.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">OD pairs and desire lines</span></span></a>
   </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./distances.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Euclidean and routing distances</span></span></a>
+  </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./open-data.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
+ <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
   </div>
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           <li class="sidebar-item">
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   <a href="./r5r.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
+ <span class="menu-text"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
   </div>
 </li>
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diff --git a/desire-lines.html b/desire-lines.html
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diff --git a/distances_files/figure-html/unnamed-chunk-15-1.png b/distances_files/figure-html/unnamed-chunk-15-1.png
diff --git a/index.html b/index.html
@@ -241,17 +241,23 @@
   <a href="./desire-lines.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">OD pairs and desire lines</span></span></a>
   </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./distances.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Euclidean and routing distances</span></span></a>
+  </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./open-data.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
+ <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./r5r.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
+ <span class="menu-text"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
   </div>
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diff --git a/interactive-maps.html b/interactive-maps.html
diff --git a/open-data.html b/open-data.html
diff --git a/r-basics.html b/r-basics.html
@@ -251,17 +251,23 @@
   <a href="./desire-lines.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">OD pairs and desire lines</span></span></a>
   </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./distances.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Euclidean and routing distances</span></span></a>
+  </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./open-data.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
+ <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./r5r.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
+ <span class="menu-text"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
   </div>
 </li>
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diff --git a/r5r.html b/r5r.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>11&nbsp; Urban Accessibility with R – Get your dataset ready</title>
+<title>12&nbsp; Urban Accessibility with R – Get your dataset ready</title>
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-<meta name="citation_title" content="[11]{.chapter-number}&nbsp; [Urban Accessibility with R]{.chapter-title}">
+<meta name="citation_title" content="[12]{.chapter-number}&nbsp; [Urban Accessibility with R]{.chapter-title}">
 <meta name="citation_language" content="en">
 <meta name="citation_reference" content="citation_title=Literate Programming;,citation_author=Donald E. Knuth;,citation_publication_date=1984;,citation_cover_date=1984;,citation_year=1984;,citation_fulltext_html_url=https://doi.org/10.1093/comjnl/27.2.97;,citation_issue=2;,citation_doi=10.1093/comjnl/27.2.97;,citation_issn=0010-4620;,citation_volume=27;,citation_journal_title=Comput. J.;,citation_publisher=Oxford University Press, Inc.;">
 <meta name="citation_reference" content="citation_title=Mobilidade e funcionalidade do território nas Áreas Metropolitanas do Porto e de Lisboa: 2017;,citation_author=undefined INE;,citation_publication_date=2018;,citation_cover_date=2018;,citation_year=2018;,citation_fulltext_html_url=https://www.ine.pt/xportal/xmain?xpid=INE&amp;amp;amp;xpgid=ine_publicacoes&amp;PUBLICACOESpub_boui=349495406&amp;PUBLICACOESmodo=2&amp;xlang=pt;,citation_isbn=978-989-25-0478-0;,citation_technical_report_institution=Instituto National de Estatística;">
@@ -128,7 +128,7 @@
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       </button>
-        <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./centroids.html"><strong>Day 2</strong></a></li><li class="breadcrumb-item"><a href="./r5r.html"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></a></li></ol></nav>
+        <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./centroids.html"><strong>Day 2</strong></a></li><li class="breadcrumb-item"><a href="./r5r.html"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></a></li></ol></nav>
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@@ -231,17 +231,23 @@
   <a href="./desire-lines.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">OD pairs and desire lines</span></span></a>
   </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./distances.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Euclidean and routing distances</span></span></a>
+  </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./open-data.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
+ <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
   </div>
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           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./r5r.html" class="sidebar-item-text sidebar-link active">
- <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
+ <span class="menu-text"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
   </div>
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@@ -269,9 +275,9 @@ <h2 id="toc-title">Table of contents</h2>
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+<header id="title-block-header" class="quarto-title-block default"><nav class="quarto-page-breadcrumbs quarto-title-breadcrumbs d-none d-lg-block" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./centroids.html"><strong>Day 2</strong></a></li><li class="breadcrumb-item"><a href="./r5r.html"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></a></li></ol></nav>
 <div class="quarto-title">
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+<div class="quarto-title-block"><div><h1 class="title"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></h1><button type="button" class="btn code-tools-button" id="quarto-code-tools-source"><i class="bi"></i> Code</button></div></div>
 </div>
 
 
@@ -938,7 +944,7 @@ <h2 class="unnumbered anchored" data-anchor-id="about-the-instructor">About the
 <nav class="page-navigation">
   <div class="nav-page nav-page-previous">
       <a href="./open-data.html" class="pagination-link" aria-label="Open transportation data">
-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Open transportation data</span></span>
+        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Open transportation data</span></span>
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   </div>
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diff --git a/references.html b/references.html
@@ -249,17 +249,23 @@
   <a href="./desire-lines.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">OD pairs and desire lines</span></span></a>
   </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./distances.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Euclidean and routing distances</span></span></a>
+  </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./open-data.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
+ <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Open transportation data</span></span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./r5r.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
+ <span class="menu-text"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span></a>
   </div>
 </li>
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@@ -310,6 +316,11 @@
 Geral da População. VI Recenseamento Geral da Habitação</span>.”</span>
 Lisboa: <span>Instituto National de Estatística</span>. <a href="https://censos.ine.pt/xurl/pub/65586079">https://censos.ine.pt/xurl/pub/65586079</a>.
 </div>
+<div id="ref-stplanr" class="csl-entry" role="listitem">
+Lovelace, Robin, and Richard Ellison. 2018. <span>“Stplanr: A Package
+for Transport Planning.”</span> <em><span>The R Journal</span></em> 10
+(2): 10. <a href="https://doi.org/10.32614/RJ-2018-053">https://doi.org/10.32614/RJ-2018-053</a>.
+</div>
 <div id="ref-od" class="csl-entry" role="listitem">
 Lovelace, Robin, and Malcolm Morgan. 2024. <em>Od: Manipulate and Map
 Origin-Destination Data</em>. <a href="https://github.com/itsleeds/od">https://github.com/itsleeds/od</a>.
@@ -318,11 +329,6 @@
 Pebesma, Edzer, and Roger Bivand. 2023. <em>Spatial Data Science: With
 Applications in <span>R</span></em>. Boca Raton: Chapman; Hall/CRC. <a href="https://doi.org/10.1201/9780429459016">https://doi.org/10.1201/9780429459016</a>.
 </div>
-<div id="ref-stplanr" class="csl-entry" role="listitem">
-Robin Lovelace, and Richard Ellison. 2018. <span>“Stplanr: A Package for
-Transport Planning.”</span> <em><span>The R Journal</span></em> 10 (2):
-10. <a href="https://doi.org/10.32614/RJ-2018-053">https://doi.org/10.32614/RJ-2018-053</a>.
-</div>
 <div id="ref-centr" class="csl-entry" role="listitem">
 Zomorrodi, Ryan. 2024. <em>Centr: Weighted and Unweighted Spatial
 Centers</em>. <a href="https://ryanzomorrodi.github.io/centr/">https://ryanzomorrodi.github.io/centr/</a>.
@@ -952,7 +958,7 @@
 <nav class="page-navigation">
   <div class="nav-page nav-page-previous">
       <a href="./r5r.html" class="pagination-link" aria-label="Urban Accessibility with R">
-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">11</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span>
+        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">12</span>&nbsp; <span class="chapter-title">Urban Accessibility with R</span></span>
       </a>          
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