diff --git a/404.html b/404.html
index 482374d..de80831 100644
--- a/404.html
+++ b/404.html
@@ -322,8 +322,8 @@ <h1>Page not found</h1>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/404.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/404.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 962e687..39527f8 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -354,7 +354,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-06-19",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-08-06"
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index a3ad5a9..513a84f 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -405,7 +405,7 @@ <h1>Licenses</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/LICENSE.html",
   "dateCreated": "2024-06-19",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-08-06"
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 34a5a23..f90e145 100644
--- a/aio.html
+++ b/aio.html
@@ -1284,8 +1284,8 @@ <h4 class="accordion-header" id="headingSolution16"> Show me the solution </h4>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/aio.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/aio.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/fertility-prediction.html b/fertility-prediction.html
index f51e910..11e5b22 100644
--- a/fertility-prediction.html
+++ b/fertility-prediction.html
@@ -1225,7 +1225,7 @@ <h4 class="accordion-header" id="headingSolution16"> Show me the solution </h4>
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/fertility-prediction.html",
   "dateCreated": "2024-06-19",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-08-06"
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index f338887..31d050c 100644
--- a/images.html
+++ b/images.html
@@ -359,8 +359,8 @@ <h3 id="fertility-prediction-figure-2">Figure 2</h3>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/images.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/images.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 588b260..3770149 100644
--- a/index.html
+++ b/index.html
@@ -331,8 +331,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/index.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/index.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index a40d019..9fc1de6 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -362,8 +362,8 @@ <h1>Instructor Notes</h1>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor-notes.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor-notes.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index ec4311e..6e9e342 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -322,8 +322,8 @@ <h1>Page not found</h1>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/404.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/404.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 65e1495..fc1c758 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -356,7 +356,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-06-19",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-08-06"
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 67563e9..0644a1f 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -407,7 +407,7 @@ <h1>Licenses</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/LICENSE.html",
   "dateCreated": "2024-06-19",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-08-06"
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index e284684..185ba79 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1287,8 +1287,8 @@ <h4 class="accordion-header" id="headingSolution16"> Show me the solution </h4>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/aio.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/aio.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/fertility-prediction.html b/instructor/fertility-prediction.html
index d5a9f45..01412fb 100644
--- a/instructor/fertility-prediction.html
+++ b/instructor/fertility-prediction.html
@@ -1227,7 +1227,7 @@ <h4 class="accordion-header" id="headingSolution16"> Show me the solution </h4>
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/fertility-prediction.html",
   "dateCreated": "2024-06-19",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-08-06"
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 2ff2719..1346c52 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -361,8 +361,8 @@ <h3 id="fertility-prediction-figure-2">Figure 2</h3>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/images.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/images.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 0a1a11c..871b2e1 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -356,8 +356,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/index.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/index.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index e62ce35..7fe1a0e 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -365,8 +365,8 @@ <h1>Instructor Notes</h1>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/instructor-notes.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/instructor-notes.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index fba43a2..4a2ca6b 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -357,8 +357,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/key-points.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/key-points.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 0069124..3484543 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -307,8 +307,8 @@ <h1>Learner Profiles</h1>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/profiles.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/profiles.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 45ce0a8..c43e106 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -349,7 +349,7 @@ <h1>Reference</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/instructor/reference.html",
   "dateCreated": "2024-06-19",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-08-06"
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index a1a8f9b..949be18 100644
--- a/key-points.html
+++ b/key-points.html
@@ -355,8 +355,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/key-points.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/key-points.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index c2b1b2b..8ec771c 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-08-06T00:37Z
+last_built: 2024-08-13T00:38Z
diff --git a/profiles.html b/profiles.html
index 95ed0a8..fef9596 100644
--- a/profiles.html
+++ b/profiles.html
@@ -307,8 +307,8 @@ <h1>Learner Profiles</h1>
   "url": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/profiles.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/profiles.html",
   "dateCreated": "2024-06-19",
-  "dateModified": "2024-08-06",
-  "datePublished": "2024-08-06"
+  "dateModified": "2024-08-13",
+  "datePublished": "2024-08-13"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index ec6afbd..dd66c8a 100644
--- a/reference.html
+++ b/reference.html
@@ -347,7 +347,7 @@ <h1>Reference</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/fertility-prediction-assignment/reference.html",
   "dateCreated": "2024-06-19",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-08-06"
+  "datePublished": "2024-08-13"
 }
 
   </script><script>