diff --git a/_build/.doctrees/environment.pickle b/_build/.doctrees/environment.pickle
index 9224072..f3b5d47 100644
Binary files a/_build/.doctrees/environment.pickle and b/_build/.doctrees/environment.pickle differ
diff --git a/_config.yml b/_config.yml
index 5c9c160..17436d3 100644
--- a/_config.yml
+++ b/_config.yml
@@ -1,8 +1,8 @@
 # Book settings
 # Learn more at https://jupyterbook.org/customize/config.html
 
-title: Feb 2024
-author: team@
+title: Project 2025
+author: the-team@
 
 # Force re-execution of notebooks on each build.
 # See https://jupyterbook.org/content/execute.html
diff --git a/docs/.buildinfo b/docs/.buildinfo
index 3945f75..9a42fbc 100644
--- a/docs/.buildinfo
+++ b/docs/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: d4e64c74f2983585211c3adff67b8bff
+config: 9faf61270d7f5c580c92761a8f9bfee4
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/a_report_class.html b/docs/a_report_class.html
index af24955..445097d 100644
--- a/docs/a_report_class.html
+++ b/docs/a_report_class.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Survey report class &#8212; Feb 2024</title>
+    <title>Survey report class &#8212; Project 2025</title>
   
   
   
@@ -136,7 +136,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -781,7 +781,7 @@ <h3>Material report<a class="headerlink" href="#material-report" title="Permalin
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/bern.html b/docs/bern.html
index 76d8359..1b2914f 100644
--- a/docs/bern.html
+++ b/docs/bern.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Canton Bern &#8212; Feb 2024</title>
+    <title>Canton Bern &#8212; Project 2025</title>
   
   
   
@@ -138,7 +138,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -3222,7 +3222,7 @@ <h2>Municipal Results - all data<a class="headerlink" href="#municipal-results-a
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/combined.html b/docs/combined.html
index 69eb9b7..71d3566 100644
--- a/docs/combined.html
+++ b/docs/combined.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Canton - combined &#8212; Feb 2024</title>
+    <title>Canton - combined &#8212; Project 2025</title>
   
   
   
@@ -138,7 +138,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -3115,7 +3115,7 @@ <h2>Municipal Results - all data<a class="headerlink" href="#municipal-results-a
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/extracting_topo_data.html b/docs/extracting_topo_data.html
index 37cf89e..538b9dc 100644
--- a/docs/extracting_topo_data.html
+++ b/docs/extracting_topo_data.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Extracting land use values &#8212; Feb 2024</title>
+    <title>Extracting land use values &#8212; Project 2025</title>
   
   
   
@@ -138,7 +138,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -1051,7 +1051,7 @@ <h3>distance to intersection<a class="headerlink" href="#distance-to-intersectio
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/forecasts.html b/docs/forecasts.html
index e6b3c8f..c723ac3 100644
--- a/docs/forecasts.html
+++ b/docs/forecasts.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Grid forecast class &#8212; Feb 2024</title>
+    <title>Grid forecast class &#8212; Project 2025</title>
   
   
   
@@ -136,7 +136,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -833,7 +833,7 @@ <h3>Posterior Dirichlet counts<a class="headerlink" href="#posterior-dirichlet-c
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/geneve.html b/docs/geneve.html
index f553893..1cb859e 100644
--- a/docs/geneve.html
+++ b/docs/geneve.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Canton Genève &#8212; Feb 2024</title>
+    <title>Canton Genève &#8212; Project 2025</title>
   
   
   
@@ -138,7 +138,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -3065,7 +3065,7 @@ <h2>Municipal Results - all data<a class="headerlink" href="#municipal-results-a
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/genindex.html b/docs/genindex.html
index 4714b2d..554a3c1 100644
--- a/docs/genindex.html
+++ b/docs/genindex.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Index &#8212; Feb 2024</title>
+    <title>Index &#8212; Project 2025</title>
   
   
   
@@ -134,7 +134,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -346,7 +346,7 @@ <h1 id="index">Index</h1>
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/landuse_class.html b/docs/landuse_class.html
index cb78551..71f2c50 100644
--- a/docs/landuse_class.html
+++ b/docs/landuse_class.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Land use class &#8212; Feb 2024</title>
+    <title>Land use class &#8212; Project 2025</title>
   
   
   
@@ -136,7 +136,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -1172,7 +1172,7 @@ <h3>Categorical land use<a class="headerlink" href="#categorical-land-use" title
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/multinomial_conjugate.html b/docs/multinomial_conjugate.html
index 2ad679c..30243da 100644
--- a/docs/multinomial_conjugate.html
+++ b/docs/multinomial_conjugate.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Empirical Bayes &#8212; Feb 2024</title>
+    <title>Empirical Bayes &#8212; Project 2025</title>
   
   
   
@@ -137,7 +137,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -692,7 +692,7 @@ <h3>Empirical Bayes grid approximation using a conjugate prior<a class="headerli
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/project.html b/docs/project.html
index 7a55594..287f877 100644
--- a/docs/project.html
+++ b/docs/project.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Proposal &#8212; Feb 2024</title>
+    <title>Proposal &#8212; Project 2025</title>
   
   
   
@@ -136,7 +136,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -563,7 +563,7 @@ <h2>Interested ?<a class="headerlink" href="#interested" title="Permalink to thi
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/search.html b/docs/search.html
index 898acf6..1997e4b 100644
--- a/docs/search.html
+++ b/docs/search.html
@@ -7,7 +7,7 @@
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><title>Search - Feb 2024</title>
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><title>Search - Project 2025</title>
   
   
   
@@ -136,7 +136,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -358,7 +358,7 @@ <h1>Search</h1>
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/the_survey_data.html b/docs/the_survey_data.html
index d48e7db..b61effc 100644
--- a/docs/the_survey_data.html
+++ b/docs/the_survey_data.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>The survey data &#8212; Feb 2024</title>
+    <title>The survey data &#8212; Project 2025</title>
   
   
   
@@ -136,7 +136,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -546,7 +546,7 @@ <h2>The current survey data:<a class="headerlink" href="#the-current-survey-data
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/titlepage.html b/docs/titlepage.html
index 1525296..fbabf17 100644
--- a/docs/titlepage.html
+++ b/docs/titlepage.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>The litter assistant &#8212; Feb 2024</title>
+    <title>The litter assistant &#8212; Project 2025</title>
   
   
   
@@ -135,7 +135,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -416,7 +416,7 @@ <h1>The litter assistant<a class="headerlink" href="#the-litter-assistant" title
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/use_cases.html b/docs/use_cases.html
index 57e1d41..fed7dcf 100644
--- a/docs/use_cases.html
+++ b/docs/use_cases.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Use cases &#8212; Feb 2024</title>
+    <title>Use cases &#8212; Project 2025</title>
   
   
   
@@ -136,7 +136,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -470,7 +470,7 @@ <h2>What is the chance of finding X ?<a class="headerlink" href="#what-is-the-ch
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/valais.html b/docs/valais.html
index 0fd688b..904758f 100644
--- a/docs/valais.html
+++ b/docs/valais.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Canton Valais &#8212; Feb 2024</title>
+    <title>Canton Valais &#8212; Project 2025</title>
   
   
   
@@ -138,7 +138,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -3131,7 +3131,7 @@ <h2>Municipal Results - all data<a class="headerlink" href="#municipal-results-a
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/vaud.html b/docs/vaud.html
index 2292e2f..29b4214 100644
--- a/docs/vaud.html
+++ b/docs/vaud.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Canton Vaud &#8212; Feb 2024</title>
+    <title>Canton Vaud &#8212; Project 2025</title>
   
   
   
@@ -138,7 +138,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -3269,7 +3269,7 @@ <h2>Municipal Results - all data<a class="headerlink" href="#municipal-results-a
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
diff --git a/docs/zurich.html b/docs/zurich.html
index 0bff9a5..37e74b9 100644
--- a/docs/zurich.html
+++ b/docs/zurich.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Canton Zürich &#8212; Feb 2024</title>
+    <title>Canton Zürich &#8212; Project 2025</title>
   
   
   
@@ -138,7 +138,7 @@
   
   
   
-    <p class="title logo__title">Feb 2024</p>
+    <p class="title logo__title">Project 2025</p>
   
 </a></div>
         <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
@@ -3115,7 +3115,7 @@ <h2>Municipal Results - all data<a class="headerlink" href="#municipal-results-a
   <div class="footer-item">
     
 <p class="component-author">
-By team@
+By the-team@
 </p>
 
   </div>
