From 17ecf06da7e6bcbbd14276fde80c72ebdf512085 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Mon, 1 Jan 2024 17:53:18 +0100
Subject: [PATCH] update week 4

---
 doc/pub/week4/html/._week4-bs000.html      |  18 +-
 doc/pub/week4/html/._week4-bs001.html      |  16 +-
 doc/pub/week4/html/._week4-bs002.html      |  12 +-
 doc/pub/week4/html/._week4-bs003.html      |  12 +-
 doc/pub/week4/html/._week4-bs004.html      |  12 +-
 doc/pub/week4/html/._week4-bs005.html      |  12 +-
 doc/pub/week4/html/._week4-bs006.html      |  12 +-
 doc/pub/week4/html/._week4-bs007.html      |  12 +-
 doc/pub/week4/html/._week4-bs008.html      |  12 +-
 doc/pub/week4/html/._week4-bs009.html      |  12 +-
 doc/pub/week4/html/._week4-bs010.html      |  12 +-
 doc/pub/week4/html/._week4-bs011.html      |  12 +-
 doc/pub/week4/html/._week4-bs012.html      |  12 +-
 doc/pub/week4/html/._week4-bs013.html      |  12 +-
 doc/pub/week4/html/._week4-bs014.html      |  12 +-
 doc/pub/week4/html/._week4-bs015.html      |  12 +-
 doc/pub/week4/html/._week4-bs016.html      |  12 +-
 doc/pub/week4/html/._week4-bs017.html      |  12 +-
 doc/pub/week4/html/._week4-bs018.html      |  12 +-
 doc/pub/week4/html/._week4-bs019.html      |  12 +-
 doc/pub/week4/html/._week4-bs020.html      |  12 +-
 doc/pub/week4/html/._week4-bs021.html      |  12 +-
 doc/pub/week4/html/._week4-bs022.html      |  12 +-
 doc/pub/week4/html/._week4-bs023.html      |  12 +-
 doc/pub/week4/html/._week4-bs024.html      |  12 +-
 doc/pub/week4/html/._week4-bs025.html      |  12 +-
 doc/pub/week4/html/._week4-bs026.html      |  12 +-
 doc/pub/week4/html/._week4-bs027.html      |  12 +-
 doc/pub/week4/html/._week4-bs028.html      |  12 +-
 doc/pub/week4/html/._week4-bs029.html      |  12 +-
 doc/pub/week4/html/._week4-bs030.html      |  12 +-
 doc/pub/week4/html/._week4-bs031.html      |  12 +-
 doc/pub/week4/html/._week4-bs032.html      |  12 +-
 doc/pub/week4/html/._week4-bs033.html      |  12 +-
 doc/pub/week4/html/._week4-bs034.html      |  12 +-
 doc/pub/week4/html/._week4-bs035.html      |  12 +-
 doc/pub/week4/html/._week4-bs036.html      |  12 +-
 doc/pub/week4/html/._week4-bs037.html      |  12 +-
 doc/pub/week4/html/._week4-bs038.html      |  12 +-
 doc/pub/week4/html/._week4-bs039.html      |  12 +-
 doc/pub/week4/html/._week4-bs040.html      |  12 +-
 doc/pub/week4/html/._week4-bs041.html      |  12 +-
 doc/pub/week4/html/._week4-bs042.html      |  12 +-
 doc/pub/week4/html/._week4-bs043.html      |  12 +-
 doc/pub/week4/html/._week4-bs044.html      |  12 +-
 doc/pub/week4/html/._week4-bs045.html      |  12 +-
 doc/pub/week4/html/._week4-bs046.html      |  12 +-
 doc/pub/week4/html/._week4-bs047.html      |  12 +-
 doc/pub/week4/html/._week4-bs048.html      |  12 +-
 doc/pub/week4/html/._week4-bs049.html      |  12 +-
 doc/pub/week4/html/._week4-bs050.html      |  12 +-
 doc/pub/week4/html/._week4-bs051.html      |  12 +-
 doc/pub/week4/html/._week4-bs052.html      |  12 +-
 doc/pub/week4/html/._week4-bs053.html      |  12 +-
 doc/pub/week4/html/._week4-bs054.html      |  12 +-
 doc/pub/week4/html/._week4-bs055.html      |  12 +-
 doc/pub/week4/html/._week4-bs056.html      |  12 +-
 doc/pub/week4/html/._week4-bs057.html      |  12 +-
 doc/pub/week4/html/week4-bs.html           |  18 +-
 doc/pub/week4/html/week4-reveal.html       |  14 +-
 doc/pub/week4/html/week4-solarized.html    |  18 +-
 doc/pub/week4/html/week4.html              |  18 +-
 doc/pub/week4/ipynb/ipynb-week4-src.tar.gz | Bin 191 -> 191 bytes
 doc/pub/week4/ipynb/week4.ipynb            | 486 ++++++++++-----------
 doc/pub/week4/pdf/week4.pdf                | Bin 464164 -> 464743 bytes
 doc/src/week4/week4.do.txt                 |   8 +-
 66 files changed, 634 insertions(+), 634 deletions(-)

diff --git a/doc/pub/week4/html/._week4-bs000.html b/doc/pub/week4/html/._week4-bs000.html
index 75569a8e..54e8dcf1 100644
--- a/doc/pub/week4/html/._week4-bs000.html
+++ b/doc/pub/week4/html/._week4-bs000.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
@@ -319,7 +319,7 @@
 <!-- ------------------- main content ---------------------- -->
 <div class="jumbotron">
 <center>
-<h1>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</h1>
+<h1>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -335,7 +335,7 @@ <h1>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</h1>
 </center>
 <br>
 <center>
-<h4>February 13-17, 2023</h4>
+<h4>February 5-9, 2024</h4>
 </center> <!-- date -->
 <br>
 
@@ -374,7 +374,7 @@ <h4>February 13-17, 2023</h4>
 </footer>
 -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week4/html/._week4-bs001.html b/doc/pub/week4/html/._week4-bs001.html
index 81b19faf..aced11be 100644
--- a/doc/pub/week4/html/._week4-bs001.html
+++ b/doc/pub/week4/html/._week4-bs001.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
@@ -317,7 +317,7 @@
 <p>&nbsp;</p><p>&nbsp;</p><p>&nbsp;</p> <!-- add vertical space -->
 <a name="part0001"></a>
 <!-- !split -->
-<h2 id="overview-of-week-7-february-13-17" class="anchor">Overview of week 7, February 13-17 </h2>
+<h2 id="overview-of-week-6-february-5-9-2024" class="anchor">Overview of week 6, February 5-9, 2024 </h2>
 <div class="panel panel-default">
 <div class="panel-body">
 <!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
@@ -336,7 +336,7 @@ <h2 id="overview-of-week-7-february-13-17" class="anchor">Overview of week 7, Fe
 <li> On importance sampling, see notes from last week at <a href="http://compphysics.github.io/ComputationalPhysics2/doc/pub/week4/html/week4-reveal.html" target="_self"><tt>http://compphysics.github.io/ComputationalPhysics2/doc/pub/week4/html/week4-reveal.html</tt></a></li>
 <li> These lecture notes</li>
 <li> Recommended background literature, <a href="https://web.stanford.edu/~boyd/cvxbook/" target="_self">Convex Optimization</a> by Boyd and Vandenberghe. Their <a href="https://web.stanford.edu/~boyd/cvxbook/bv_cvxslides.pdf" target="_self">lecture slides</a> are very useful (warning, these are some 300 pages).</li>
-<li> <a href="https://youtu.be/JPmU4BWTd2Y" target="_self">Video of lecture TBA</a></li>
+<li> <a href="https://youtu.be/" target="_self">Video of lecture TBA</a></li>
 <li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary16.pdf" target="_self">Handwritten notes</a></li>
 </ul>
 </div>
diff --git a/doc/pub/week4/html/._week4-bs002.html b/doc/pub/week4/html/._week4-bs002.html
index bf7da0ea..dfd56667 100644
--- a/doc/pub/week4/html/._week4-bs002.html
+++ b/doc/pub/week4/html/._week4-bs002.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs003.html b/doc/pub/week4/html/._week4-bs003.html
index ba6ce169..6a38d088 100644
--- a/doc/pub/week4/html/._week4-bs003.html
+++ b/doc/pub/week4/html/._week4-bs003.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs004.html b/doc/pub/week4/html/._week4-bs004.html
index 6d4f66d7..34f1ba65 100644
--- a/doc/pub/week4/html/._week4-bs004.html
+++ b/doc/pub/week4/html/._week4-bs004.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs005.html b/doc/pub/week4/html/._week4-bs005.html
index 02728aa5..1b64d959 100644
--- a/doc/pub/week4/html/._week4-bs005.html
+++ b/doc/pub/week4/html/._week4-bs005.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs006.html b/doc/pub/week4/html/._week4-bs006.html
index 286b87a5..c02af7c3 100644
--- a/doc/pub/week4/html/._week4-bs006.html
+++ b/doc/pub/week4/html/._week4-bs006.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs007.html b/doc/pub/week4/html/._week4-bs007.html
index 70682c0f..4833ecd8 100644
--- a/doc/pub/week4/html/._week4-bs007.html
+++ b/doc/pub/week4/html/._week4-bs007.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs008.html b/doc/pub/week4/html/._week4-bs008.html
index 2702478c..9b6c74ae 100644
--- a/doc/pub/week4/html/._week4-bs008.html
+++ b/doc/pub/week4/html/._week4-bs008.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs009.html b/doc/pub/week4/html/._week4-bs009.html
index 22a30fb3..b7ffc65c 100644
--- a/doc/pub/week4/html/._week4-bs009.html
+++ b/doc/pub/week4/html/._week4-bs009.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs010.html b/doc/pub/week4/html/._week4-bs010.html
index 8a1bfdf0..97f9fd2e 100644
--- a/doc/pub/week4/html/._week4-bs010.html
+++ b/doc/pub/week4/html/._week4-bs010.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs011.html b/doc/pub/week4/html/._week4-bs011.html
index 529986b5..5ad38339 100644
--- a/doc/pub/week4/html/._week4-bs011.html
+++ b/doc/pub/week4/html/._week4-bs011.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs012.html b/doc/pub/week4/html/._week4-bs012.html
index 5955cacf..5baeb38f 100644
--- a/doc/pub/week4/html/._week4-bs012.html
+++ b/doc/pub/week4/html/._week4-bs012.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs013.html b/doc/pub/week4/html/._week4-bs013.html
index 993e42bd..910d6dfe 100644
--- a/doc/pub/week4/html/._week4-bs013.html
+++ b/doc/pub/week4/html/._week4-bs013.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs014.html b/doc/pub/week4/html/._week4-bs014.html
index be58c301..f74cd353 100644
--- a/doc/pub/week4/html/._week4-bs014.html
+++ b/doc/pub/week4/html/._week4-bs014.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs015.html b/doc/pub/week4/html/._week4-bs015.html
index 947bbe0a..ce21582b 100644
--- a/doc/pub/week4/html/._week4-bs015.html
+++ b/doc/pub/week4/html/._week4-bs015.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs016.html b/doc/pub/week4/html/._week4-bs016.html
index 053caedc..42e05e76 100644
--- a/doc/pub/week4/html/._week4-bs016.html
+++ b/doc/pub/week4/html/._week4-bs016.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs017.html b/doc/pub/week4/html/._week4-bs017.html
index 185039b4..ab7c5cd0 100644
--- a/doc/pub/week4/html/._week4-bs017.html
+++ b/doc/pub/week4/html/._week4-bs017.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs018.html b/doc/pub/week4/html/._week4-bs018.html
index e38c8843..c3d51159 100644
--- a/doc/pub/week4/html/._week4-bs018.html
+++ b/doc/pub/week4/html/._week4-bs018.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs019.html b/doc/pub/week4/html/._week4-bs019.html
index 93b4d3dc..caa59d79 100644
--- a/doc/pub/week4/html/._week4-bs019.html
+++ b/doc/pub/week4/html/._week4-bs019.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs020.html b/doc/pub/week4/html/._week4-bs020.html
index 754fcd59..3c3ea878 100644
--- a/doc/pub/week4/html/._week4-bs020.html
+++ b/doc/pub/week4/html/._week4-bs020.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs021.html b/doc/pub/week4/html/._week4-bs021.html
index 32514220..215de2e5 100644
--- a/doc/pub/week4/html/._week4-bs021.html
+++ b/doc/pub/week4/html/._week4-bs021.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs022.html b/doc/pub/week4/html/._week4-bs022.html
index 33e4ed93..fe42a95c 100644
--- a/doc/pub/week4/html/._week4-bs022.html
+++ b/doc/pub/week4/html/._week4-bs022.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs023.html b/doc/pub/week4/html/._week4-bs023.html
index 7c87ad8c..4200e338 100644
--- a/doc/pub/week4/html/._week4-bs023.html
+++ b/doc/pub/week4/html/._week4-bs023.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs024.html b/doc/pub/week4/html/._week4-bs024.html
index 874d6324..f5135fef 100644
--- a/doc/pub/week4/html/._week4-bs024.html
+++ b/doc/pub/week4/html/._week4-bs024.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs025.html b/doc/pub/week4/html/._week4-bs025.html
index b4bd4ac5..dbd0d597 100644
--- a/doc/pub/week4/html/._week4-bs025.html
+++ b/doc/pub/week4/html/._week4-bs025.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs026.html b/doc/pub/week4/html/._week4-bs026.html
index 0d26845e..35b9d79b 100644
--- a/doc/pub/week4/html/._week4-bs026.html
+++ b/doc/pub/week4/html/._week4-bs026.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs027.html b/doc/pub/week4/html/._week4-bs027.html
index 349021ca..b80022f2 100644
--- a/doc/pub/week4/html/._week4-bs027.html
+++ b/doc/pub/week4/html/._week4-bs027.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs028.html b/doc/pub/week4/html/._week4-bs028.html
index 566facae..9f347c11 100644
--- a/doc/pub/week4/html/._week4-bs028.html
+++ b/doc/pub/week4/html/._week4-bs028.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs029.html b/doc/pub/week4/html/._week4-bs029.html
index 308aba6b..3d998cd7 100644
--- a/doc/pub/week4/html/._week4-bs029.html
+++ b/doc/pub/week4/html/._week4-bs029.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs030.html b/doc/pub/week4/html/._week4-bs030.html
index f58d9f4a..8fba53bc 100644
--- a/doc/pub/week4/html/._week4-bs030.html
+++ b/doc/pub/week4/html/._week4-bs030.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs031.html b/doc/pub/week4/html/._week4-bs031.html
index ee7e4943..3a51bb10 100644
--- a/doc/pub/week4/html/._week4-bs031.html
+++ b/doc/pub/week4/html/._week4-bs031.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs032.html b/doc/pub/week4/html/._week4-bs032.html
index b692bb32..6a0eb3f2 100644
--- a/doc/pub/week4/html/._week4-bs032.html
+++ b/doc/pub/week4/html/._week4-bs032.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs033.html b/doc/pub/week4/html/._week4-bs033.html
index 7a5ae92a..ae76f230 100644
--- a/doc/pub/week4/html/._week4-bs033.html
+++ b/doc/pub/week4/html/._week4-bs033.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs034.html b/doc/pub/week4/html/._week4-bs034.html
index b39362fb..3a8485ee 100644
--- a/doc/pub/week4/html/._week4-bs034.html
+++ b/doc/pub/week4/html/._week4-bs034.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs035.html b/doc/pub/week4/html/._week4-bs035.html
index 28e73ec2..27b7104d 100644
--- a/doc/pub/week4/html/._week4-bs035.html
+++ b/doc/pub/week4/html/._week4-bs035.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs036.html b/doc/pub/week4/html/._week4-bs036.html
index db4b157b..5cff3acf 100644
--- a/doc/pub/week4/html/._week4-bs036.html
+++ b/doc/pub/week4/html/._week4-bs036.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs037.html b/doc/pub/week4/html/._week4-bs037.html
index 704e219e..ebadfe4c 100644
--- a/doc/pub/week4/html/._week4-bs037.html
+++ b/doc/pub/week4/html/._week4-bs037.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs038.html b/doc/pub/week4/html/._week4-bs038.html
index 4aca7dc9..0b09575e 100644
--- a/doc/pub/week4/html/._week4-bs038.html
+++ b/doc/pub/week4/html/._week4-bs038.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs039.html b/doc/pub/week4/html/._week4-bs039.html
index f195c28b..de8d79a8 100644
--- a/doc/pub/week4/html/._week4-bs039.html
+++ b/doc/pub/week4/html/._week4-bs039.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs040.html b/doc/pub/week4/html/._week4-bs040.html
index a463b78f..23b0ba42 100644
--- a/doc/pub/week4/html/._week4-bs040.html
+++ b/doc/pub/week4/html/._week4-bs040.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs041.html b/doc/pub/week4/html/._week4-bs041.html
index 6cfe7458..627f8a64 100644
--- a/doc/pub/week4/html/._week4-bs041.html
+++ b/doc/pub/week4/html/._week4-bs041.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs042.html b/doc/pub/week4/html/._week4-bs042.html
index 60284824..84b9a2ad 100644
--- a/doc/pub/week4/html/._week4-bs042.html
+++ b/doc/pub/week4/html/._week4-bs042.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs043.html b/doc/pub/week4/html/._week4-bs043.html
index a9facdb0..3d0068dc 100644
--- a/doc/pub/week4/html/._week4-bs043.html
+++ b/doc/pub/week4/html/._week4-bs043.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs044.html b/doc/pub/week4/html/._week4-bs044.html
index a6631382..fd34eeaf 100644
--- a/doc/pub/week4/html/._week4-bs044.html
+++ b/doc/pub/week4/html/._week4-bs044.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs045.html b/doc/pub/week4/html/._week4-bs045.html
index e11406f2..9c902cc1 100644
--- a/doc/pub/week4/html/._week4-bs045.html
+++ b/doc/pub/week4/html/._week4-bs045.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs046.html b/doc/pub/week4/html/._week4-bs046.html
index f13ea371..172999a0 100644
--- a/doc/pub/week4/html/._week4-bs046.html
+++ b/doc/pub/week4/html/._week4-bs046.html
@@ -8,8 +8,8 @@
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs047.html b/doc/pub/week4/html/._week4-bs047.html
index e9d495b1..679a9623 100644
--- a/doc/pub/week4/html/._week4-bs047.html
+++ b/doc/pub/week4/html/._week4-bs047.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs048.html b/doc/pub/week4/html/._week4-bs048.html
index 69984bbf..b55ef449 100644
--- a/doc/pub/week4/html/._week4-bs048.html
+++ b/doc/pub/week4/html/._week4-bs048.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs049.html b/doc/pub/week4/html/._week4-bs049.html
index cfcacdac..5d77a709 100644
--- a/doc/pub/week4/html/._week4-bs049.html
+++ b/doc/pub/week4/html/._week4-bs049.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs050.html b/doc/pub/week4/html/._week4-bs050.html
index 6fb99eff..6fcc2b7c 100644
--- a/doc/pub/week4/html/._week4-bs050.html
+++ b/doc/pub/week4/html/._week4-bs050.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs051.html b/doc/pub/week4/html/._week4-bs051.html
index 95c973b8..998fcb11 100644
--- a/doc/pub/week4/html/._week4-bs051.html
+++ b/doc/pub/week4/html/._week4-bs051.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs052.html b/doc/pub/week4/html/._week4-bs052.html
index ea66b9fa..db8bdffd 100644
--- a/doc/pub/week4/html/._week4-bs052.html
+++ b/doc/pub/week4/html/._week4-bs052.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs053.html b/doc/pub/week4/html/._week4-bs053.html
index 9138a5a5..066bc375 100644
--- a/doc/pub/week4/html/._week4-bs053.html
+++ b/doc/pub/week4/html/._week4-bs053.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs054.html b/doc/pub/week4/html/._week4-bs054.html
index 2a351103..f15e7efa 100644
--- a/doc/pub/week4/html/._week4-bs054.html
+++ b/doc/pub/week4/html/._week4-bs054.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs055.html b/doc/pub/week4/html/._week4-bs055.html
index 77f3e2aa..464395cc 100644
--- a/doc/pub/week4/html/._week4-bs055.html
+++ b/doc/pub/week4/html/._week4-bs055.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs056.html b/doc/pub/week4/html/._week4-bs056.html
index aa731ed9..b65804c4 100644
--- a/doc/pub/week4/html/._week4-bs056.html
+++ b/doc/pub/week4/html/._week4-bs056.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/._week4-bs057.html b/doc/pub/week4/html/._week4-bs057.html
index deacce08..f7d5a1ad 100644
--- a/doc/pub/week4/html/._week4-bs057.html
+++ b/doc/pub/week4/html/._week4-bs057.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
diff --git a/doc/pub/week4/html/week4-bs.html b/doc/pub/week4/html/week4-bs.html
index 75569a8e..54e8dcf1 100644
--- a/doc/pub/week4/html/week4-bs.html
+++ b/doc/pub/week4/html/week4-bs.html
@@ -8,8 +8,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week4.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week4-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -36,10 +36,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -242,14 +242,14 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week4-bs.html">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</a>
+    <a class="navbar-brand" href="week4-bs.html">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-7-february-13-17" style="font-size: 80%;">Overview of week 7, February 13-17</a></li>
+     <!-- navigation toc: --> <li><a href="._week4-bs001.html#overview-of-week-6-february-5-9-2024" style="font-size: 80%;">Overview of week 6, February 5-9, 2024</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs002.html#importance-sampling-and-overview-of-what-needs-to-be-coded-from-last-week" style="font-size: 80%;">Importance sampling and  overview of what needs to be coded, from last week</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
      <!-- navigation toc: --> <li><a href="._week4-bs021.html#importance-sampling" style="font-size: 80%;">Importance sampling</a></li>
@@ -319,7 +319,7 @@
 <!-- ------------------- main content ---------------------- -->
 <div class="jumbotron">
 <center>
-<h1>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</h1>
+<h1>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -335,7 +335,7 @@ <h1>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</h1>
 </center>
 <br>
 <center>
-<h4>February 13-17, 2023</h4>
+<h4>February 5-9, 2024</h4>
 </center> <!-- date -->
 <br>
 
@@ -374,7 +374,7 @@ <h4>February 13-17, 2023</h4>
 </footer>
 -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week4/html/week4-reveal.html b/doc/pub/week4/html/week4-reveal.html
index d5517494..625eb013 100644
--- a/doc/pub/week4/html/week4-reveal.html
+++ b/doc/pub/week4/html/week4-reveal.html
@@ -9,8 +9,8 @@
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 
 <!-- reveal.js: https://lab.hakim.se/reveal-js/ -->
 
@@ -168,7 +168,7 @@
 <section>
 <!-- ------------------- main content ---------------------- -->
 <center>
-<h1 style="text-align: center;">Week 7: Importance Sampling and Metropolis-Hastings' algorithm</h1>
+<h1 style="text-align: center;">Week 6: Importance Sampling and Metropolis-Hastings' algorithm</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -184,18 +184,18 @@ <h1 style="text-align: center;">Week 7: Importance Sampling and Metropolis-Hasti
 </center>
 <br>
 <center>
-<h4>February 13-17, 2023</h4>
+<h4>February 5-9, 2024</h4>
 </center> <!-- date -->
 <br>
 
 
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </section>
 
 <section>
-<h2 id="overview-of-week-7-february-13-17">Overview of week 7, February 13-17 </h2>
+<h2 id="overview-of-week-6-february-5-9-2024">Overview of week 6, February 5-9, 2024 </h2>
 <div class="alert alert-block alert-block alert-text-normal">
 <b>Topics</b>
 <p>
@@ -213,7 +213,7 @@ <h2 id="overview-of-week-7-february-13-17">Overview of week 7, February 13-17 </
 <p><li> On importance sampling, see notes from last week at <a href="http://compphysics.github.io/ComputationalPhysics2/doc/pub/week4/html/week4-reveal.html" target="_blank"><tt>http://compphysics.github.io/ComputationalPhysics2/doc/pub/week4/html/week4-reveal.html</tt></a></li>
 <p><li> These lecture notes</li>
 <p><li> Recommended background literature, <a href="https://web.stanford.edu/~boyd/cvxbook/" target="_blank">Convex Optimization</a> by Boyd and Vandenberghe. Their <a href="https://web.stanford.edu/~boyd/cvxbook/bv_cvxslides.pdf" target="_blank">lecture slides</a> are very useful (warning, these are some 300 pages).</li>
-<p><li> <a href="https://youtu.be/JPmU4BWTd2Y" target="_blank">Video of lecture TBA</a></li>
+<p><li> <a href="https://youtu.be/" target="_blank">Video of lecture TBA</a></li>
 <p><li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary16.pdf" target="_blank">Handwritten notes</a></li>
 </ul>
 </div>
diff --git a/doc/pub/week4/html/week4-solarized.html b/doc/pub/week4/html/week4-solarized.html
index eb9d0213..d86a77fa 100644
--- a/doc/pub/week4/html/week4-solarized.html
+++ b/doc/pub/week4/html/week4-solarized.html
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 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
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@@ -63,10 +63,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
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-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -263,7 +263,7 @@
 
 <!-- ------------------- main content ---------------------- -->
 <center>
-<h1>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</h1>
+<h1>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -279,12 +279,12 @@ <h1>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</h1>
 </center>
 <br>
 <center>
-<h4>February 13-17, 2023</h4>
+<h4>February 5-9, 2024</h4>
 </center> <!-- date -->
 <br>
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
-<h2 id="overview-of-week-7-february-13-17">Overview of week 7, February 13-17 </h2>
+<h2 id="overview-of-week-6-february-5-9-2024">Overview of week 6, February 5-9, 2024 </h2>
 <div class="alert alert-block alert-block alert-text-normal">
 <b>Topics</b>
 <p>
@@ -302,7 +302,7 @@ <h2 id="overview-of-week-7-february-13-17">Overview of week 7, February 13-17 </
 <li> On importance sampling, see notes from last week at <a href="http://compphysics.github.io/ComputationalPhysics2/doc/pub/week4/html/week4-reveal.html" target="_blank"><tt>http://compphysics.github.io/ComputationalPhysics2/doc/pub/week4/html/week4-reveal.html</tt></a></li>
 <li> These lecture notes</li>
 <li> Recommended background literature, <a href="https://web.stanford.edu/~boyd/cvxbook/" target="_blank">Convex Optimization</a> by Boyd and Vandenberghe. Their <a href="https://web.stanford.edu/~boyd/cvxbook/bv_cvxslides.pdf" target="_blank">lecture slides</a> are very useful (warning, these are some 300 pages).</li>
-<li> <a href="https://youtu.be/JPmU4BWTd2Y" target="_blank">Video of lecture TBA</a></li>
+<li> <a href="https://youtu.be/" target="_blank">Video of lecture TBA</a></li>
 <li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary16.pdf" target="_blank">Handwritten notes</a></li>
 </ul>
 </div>
@@ -1770,7 +1770,7 @@ <h2 id="exercise-2-general-expression-for-the-derivative-of-the-energy">Exercise
 <!-- --- end exercise --- -->
 <!-- ------------------- end of main content --------------- -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week4/html/week4.html b/doc/pub/week4/html/week4.html
index dc4482d8..6e78b474 100644
--- a/doc/pub/week4/html/week4.html
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-<meta name="description" content="Week 7: Importance Sampling and Metropolis-Hastings' algorithm">
-<title>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</title>
+<meta name="description" content="Week 6: Importance Sampling and Metropolis-Hastings' algorithm">
+<title>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</title>
 <style type="text/css">
 /* bloodish style */
 body {
@@ -140,10 +140,10 @@
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 7, February 13-17',
+ 'sections': [('Overview of week 6, February 5-9, 2024',
                2,
                None,
-               'overview-of-week-7-february-13-17'),
+               'overview-of-week-6-february-5-9-2024'),
               ('Importance sampling and  overview of what needs to be coded, '
                'from last week',
                2,
@@ -340,7 +340,7 @@
 
 <!-- ------------------- main content ---------------------- -->
 <center>
-<h1>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</h1>
+<h1>Week 6: Importance Sampling and Metropolis-Hastings' algorithm</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -356,12 +356,12 @@ <h1>Week 7: Importance Sampling and Metropolis-Hastings' algorithm</h1>
 </center>
 <br>
 <center>
-<h4>February 13-17, 2023</h4>
+<h4>February 5-9, 2024</h4>
 </center> <!-- date -->
 <br>
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
-<h2 id="overview-of-week-7-february-13-17">Overview of week 7, February 13-17 </h2>
+<h2 id="overview-of-week-6-february-5-9-2024">Overview of week 6, February 5-9, 2024 </h2>
 <div class="alert alert-block alert-block alert-text-normal">
 <b>Topics</b>
 <p>
@@ -379,7 +379,7 @@ <h2 id="overview-of-week-7-february-13-17">Overview of week 7, February 13-17 </
 <li> On importance sampling, see notes from last week at <a href="http://compphysics.github.io/ComputationalPhysics2/doc/pub/week4/html/week4-reveal.html" target="_blank"><tt>http://compphysics.github.io/ComputationalPhysics2/doc/pub/week4/html/week4-reveal.html</tt></a></li>
 <li> These lecture notes</li>
 <li> Recommended background literature, <a href="https://web.stanford.edu/~boyd/cvxbook/" target="_blank">Convex Optimization</a> by Boyd and Vandenberghe. Their <a href="https://web.stanford.edu/~boyd/cvxbook/bv_cvxslides.pdf" target="_blank">lecture slides</a> are very useful (warning, these are some 300 pages).</li>
-<li> <a href="https://youtu.be/JPmU4BWTd2Y" target="_blank">Video of lecture TBA</a></li>
+<li> <a href="https://youtu.be/" target="_blank">Video of lecture TBA</a></li>
 <li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary16.pdf" target="_blank">Handwritten notes</a></li>
 </ul>
 </div>
@@ -1847,7 +1847,7 @@ <h2 id="exercise-2-general-expression-for-the-derivative-of-the-energy">Exercise
 <!-- --- end exercise --- -->
 <!-- ------------------- end of main content --------------- -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week4/ipynb/ipynb-week4-src.tar.gz b/doc/pub/week4/ipynb/ipynb-week4-src.tar.gz
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diff --git a/doc/pub/week4/ipynb/week4.ipynb b/doc/pub/week4/ipynb/week4.ipynb
index e106568a..4475f0db 100644
--- a/doc/pub/week4/ipynb/week4.ipynb
+++ b/doc/pub/week4/ipynb/week4.ipynb
@@ -2,37 +2,37 @@
  "cells": [
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-   "id": "9a317e1b",
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+    "<!-- dom:TITLE: Week 6: Importance Sampling and Metropolis-Hastings' algorithm -->"
    ]
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   {
    "cell_type": "markdown",
-   "id": "69179b84",
+   "id": "3b95e21c",
    "metadata": {
     "editable": true
    },
    "source": [
-    "# Week 7: Importance Sampling and Metropolis-Hastings' algorithm\n",
+    "# Week 6: Importance Sampling and Metropolis-Hastings' algorithm\n",
     "**Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no**, Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway and Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA\n",
     "\n",
-    "Date: **February 13-17, 2023**"
+    "Date: **February 5-9, 2024**"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "1ecd7b0a",
+   "id": "474369eb",
    "metadata": {
     "editable": true
    },
    "source": [
-    "## Overview of week 7, February 13-17\n",
+    "## Overview of week 6, February 5-9, 2024\n",
     "**Topics.**\n",
     "\n",
     "* Finalize discussion on importance sampling and Fokker-Planck and Langevin equations and computational aspects\n",
@@ -47,14 +47,14 @@
     "\n",
     "* Recommended background literature, [Convex Optimization](https://web.stanford.edu/~boyd/cvxbook/) by Boyd and Vandenberghe. Their [lecture slides](https://web.stanford.edu/~boyd/cvxbook/bv_cvxslides.pdf) are very useful (warning, these are some 300 pages).\n",
     "\n",
-    "* [Video of lecture TBA](https://youtu.be/JPmU4BWTd2Y)\n",
+    "* [Video of lecture TBA](https://youtu.be/)\n",
     "\n",
     "* [Handwritten notes](https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary16.pdf)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7ec8041d",
+   "id": "1f110141",
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@@ -67,7 +67,7 @@
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-   "id": "48193d99",
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@@ -89,7 +89,7 @@
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@@ -101,7 +101,7 @@
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@@ -113,7 +113,7 @@
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@@ -124,7 +124,7 @@
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@@ -136,7 +136,7 @@
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-   "id": "17b170ac",
+   "id": "34d2be96",
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@@ -147,7 +147,7 @@
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@@ -158,7 +158,7 @@
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-   "id": "61db6094",
+   "id": "dcfb2c37",
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@@ -170,7 +170,7 @@
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@@ -247,7 +247,7 @@
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@@ -270,7 +270,7 @@
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-   "id": "856d62fa",
+   "id": "6703b680",
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@@ -280,7 +280,7 @@
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@@ -292,7 +292,7 @@
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-   "id": "085be6ef",
+   "id": "241228a2",
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@@ -302,7 +302,7 @@
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@@ -314,7 +314,7 @@
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-   "id": "210ece63",
+   "id": "9b3dbf7d",
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@@ -327,7 +327,7 @@
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@@ -365,7 +365,7 @@
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@@ -376,7 +376,7 @@
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@@ -430,7 +430,7 @@
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@@ -441,7 +441,7 @@
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@@ -534,7 +534,7 @@
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@@ -584,7 +584,7 @@
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@@ -828,7 +828,7 @@
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@@ -865,7 +865,7 @@
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@@ -875,7 +875,7 @@
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@@ -888,7 +888,7 @@
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@@ -898,7 +898,7 @@
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@@ -913,7 +913,7 @@
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@@ -928,7 +928,7 @@
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@@ -940,7 +940,7 @@
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@@ -950,7 +950,7 @@
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@@ -961,7 +961,7 @@
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@@ -976,7 +976,7 @@
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@@ -986,7 +986,7 @@
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@@ -1001,7 +1001,7 @@
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@@ -1011,7 +1011,7 @@
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@@ -1023,7 +1023,7 @@
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@@ -1035,7 +1035,7 @@
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@@ -1045,7 +1045,7 @@
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@@ -1059,7 +1059,7 @@
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@@ -1069,7 +1069,7 @@
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@@ -1083,7 +1083,7 @@
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@@ -1094,7 +1094,7 @@
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@@ -1106,7 +1106,7 @@
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@@ -1116,7 +1116,7 @@
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@@ -1130,7 +1130,7 @@
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@@ -1141,7 +1141,7 @@
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@@ -1153,7 +1153,7 @@
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@@ -1163,7 +1163,7 @@
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@@ -1177,7 +1177,7 @@
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@@ -1187,7 +1187,7 @@
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@@ -1199,7 +1199,7 @@
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@@ -1209,7 +1209,7 @@
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@@ -1220,7 +1220,7 @@
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@@ -1239,7 +1239,7 @@
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@@ -1250,7 +1250,7 @@
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@@ -1262,7 +1262,7 @@
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@@ -1273,7 +1273,7 @@
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@@ -1287,7 +1287,7 @@
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@@ -1309,7 +1309,7 @@
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@@ -1323,7 +1323,7 @@
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@@ -1335,7 +1335,7 @@
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@@ -1348,7 +1348,7 @@
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@@ -1360,7 +1360,7 @@
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@@ -1372,7 +1372,7 @@
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@@ -1386,7 +1386,7 @@
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@@ -1398,7 +1398,7 @@
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@@ -1415,7 +1415,7 @@
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@@ -1430,7 +1430,7 @@
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@@ -1442,7 +1442,7 @@
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@@ -1452,7 +1452,7 @@
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@@ -1464,7 +1464,7 @@
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@@ -1474,7 +1474,7 @@
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@@ -1487,7 +1487,7 @@
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@@ -1499,7 +1499,7 @@
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@@ -1509,7 +1509,7 @@
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@@ -1521,7 +1521,7 @@
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@@ -1531,7 +1531,7 @@
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@@ -1543,7 +1543,7 @@
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@@ -1555,7 +1555,7 @@
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@@ -1569,7 +1569,7 @@
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@@ -1581,7 +1581,7 @@
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@@ -1591,7 +1591,7 @@
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@@ -1603,7 +1603,7 @@
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@@ -1613,7 +1613,7 @@
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@@ -1625,7 +1625,7 @@
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@@ -1635,7 +1635,7 @@
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@@ -1649,7 +1649,7 @@
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@@ -1661,7 +1661,7 @@
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@@ -1672,7 +1672,7 @@
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@@ -1684,7 +1684,7 @@
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@@ -1694,7 +1694,7 @@
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@@ -1706,7 +1706,7 @@
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@@ -1717,7 +1717,7 @@
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@@ -1729,7 +1729,7 @@
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@@ -1739,7 +1739,7 @@
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@@ -1752,7 +1752,7 @@
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@@ -1763,7 +1763,7 @@
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@@ -1776,7 +1776,7 @@
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@@ -1786,7 +1786,7 @@
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@@ -1798,7 +1798,7 @@
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@@ -1817,7 +1817,7 @@
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@@ -1830,7 +1830,7 @@
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@@ -1841,7 +1841,7 @@
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@@ -1854,7 +1854,7 @@
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@@ -1866,7 +1866,7 @@
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@@ -1876,7 +1876,7 @@
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@@ -1888,7 +1888,7 @@
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@@ -1898,7 +1898,7 @@
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@@ -1910,7 +1910,7 @@
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@@ -1921,7 +1921,7 @@
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@@ -1933,7 +1933,7 @@
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@@ -1944,7 +1944,7 @@
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@@ -1956,7 +1956,7 @@
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@@ -1968,7 +1968,7 @@
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@@ -1980,7 +1980,7 @@
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@@ -1990,7 +1990,7 @@
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@@ -2002,7 +2002,7 @@
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@@ -2013,7 +2013,7 @@
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@@ -2025,7 +2025,7 @@
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@@ -2035,7 +2035,7 @@
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@@ -2048,7 +2048,7 @@
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@@ -2062,7 +2062,7 @@
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@@ -2073,7 +2073,7 @@
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@@ -2087,7 +2087,7 @@
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@@ -2098,7 +2098,7 @@
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@@ -2111,7 +2111,7 @@
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@@ -2125,7 +2125,7 @@
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@@ -2136,7 +2136,7 @@
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@@ -2150,7 +2150,7 @@
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@@ -2161,7 +2161,7 @@
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@@ -2172,7 +2172,7 @@
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@@ -2185,7 +2185,7 @@
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@@ -2195,7 +2195,7 @@
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@@ -2209,7 +2209,7 @@
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@@ -2225,7 +2225,7 @@
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@@ -2239,7 +2239,7 @@
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@@ -2250,7 +2250,7 @@
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@@ -2264,7 +2264,7 @@
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@@ -2275,7 +2275,7 @@
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@@ -2292,7 +2292,7 @@
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@@ -2305,7 +2305,7 @@
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@@ -2317,7 +2317,7 @@
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@@ -2329,7 +2329,7 @@
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@@ -2341,7 +2341,7 @@
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@@ -2355,7 +2355,7 @@
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@@ -2368,7 +2368,7 @@
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@@ -2381,7 +2381,7 @@
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@@ -2396,7 +2396,7 @@
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@@ -2408,7 +2408,7 @@
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@@ -2418,7 +2418,7 @@
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@@ -2430,7 +2430,7 @@
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@@ -2440,7 +2440,7 @@
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@@ -2452,7 +2452,7 @@
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@@ -2462,7 +2462,7 @@
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@@ -2474,7 +2474,7 @@
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@@ -2484,7 +2484,7 @@
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@@ -2497,7 +2497,7 @@
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@@ -2509,7 +2509,7 @@
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@@ -2519,7 +2519,7 @@
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@@ -2532,7 +2532,7 @@
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@@ -2542,7 +2542,7 @@
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@@ -2554,7 +2554,7 @@
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@@ -2567,7 +2567,7 @@
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@@ -2579,7 +2579,7 @@
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@@ -2589,7 +2589,7 @@
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@@ -2601,7 +2601,7 @@
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@@ -2611,7 +2611,7 @@
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@@ -2630,7 +2630,7 @@
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@@ -2643,7 +2643,7 @@
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@@ -2655,7 +2655,7 @@
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@@ -2665,7 +2665,7 @@
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@@ -2677,7 +2677,7 @@
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@@ -2687,7 +2687,7 @@
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@@ -2699,7 +2699,7 @@
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@@ -2710,7 +2710,7 @@
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@@ -2722,7 +2722,7 @@
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@@ -2732,7 +2732,7 @@
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@@ -2744,7 +2744,7 @@
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@@ -2754,7 +2754,7 @@
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@@ -2766,7 +2766,7 @@
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@@ -2776,7 +2776,7 @@
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@@ -2786,7 +2786,7 @@
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@@ -2797,7 +2797,7 @@
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@@ -2808,7 +2808,7 @@
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@@ -2819,7 +2819,7 @@
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@@ -2830,7 +2830,7 @@
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@@ -2842,7 +2842,7 @@
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@@ -2852,7 +2852,7 @@
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@@ -2872,7 +2872,7 @@
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@@ -2886,7 +2886,7 @@
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@@ -2898,7 +2898,7 @@
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@@ -2910,7 +2910,7 @@
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@@ -2922,7 +2922,7 @@
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@@ -2933,7 +2933,7 @@
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@@ -2945,7 +2945,7 @@
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@@ -2955,7 +2955,7 @@
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    "metadata": {
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@@ -2967,7 +2967,7 @@
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   {
    "cell_type": "markdown",
-   "id": "9a0a033f",
+   "id": "c46f294e",
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@@ -2977,7 +2977,7 @@
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   {
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-   "id": "52ea6e1f",
+   "id": "53109b68",
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@@ -2989,7 +2989,7 @@
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   {
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-   "id": "f561e8ef",
+   "id": "eca29d88",
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@@ -2999,7 +2999,7 @@
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   {
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-   "id": "4fb0c5d7",
+   "id": "3cbfe269",
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@@ -3010,7 +3010,7 @@
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   {
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-   "id": "358ccaf9",
+   "id": "90328989",
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@@ -3022,7 +3022,7 @@
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   {
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-   "id": "bdacaeec",
+   "id": "ae943c85",
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diff --git a/doc/pub/week4/pdf/week4.pdf b/doc/pub/week4/pdf/week4.pdf
index 7c6b2e702082ca918113c46af2812307736775f7..5b2daaa46eec86dd2b1db1e44894ead6d917b447 100644
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diff --git a/doc/src/week4/week4.do.txt b/doc/src/week4/week4.do.txt
index ef2f6482..b091f1a3 100644
--- a/doc/src/week4/week4.do.txt
+++ b/doc/src/week4/week4.do.txt
@@ -1,9 +1,9 @@
-TITLE: Week 7: Importance Sampling and Metropolis-Hastings' algorithm
+TITLE: Week 6: Importance Sampling and Metropolis-Hastings' algorithm
 AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} Email morten.hjorth-jensen@fys.uio.no at Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway & Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA
-DATE: February 13-17, 2023
+DATE: February 5-9, 2024
 
 !split
-===== Overview of week 7, February 13-17 =====
+===== Overview of week 6, February 5-9, 2024 =====
 !bblock  Topics
 * Finalize discussion on importance sampling and Fokker-Planck and Langevin equations and computational aspects
 * Gradient Descent methods, getting started
@@ -13,7 +13,7 @@ DATE: February 13-17, 2023
 * On importance sampling, see notes from last week at URL:"http://compphysics.github.io/ComputationalPhysics2/doc/pub/week4/html/week4-reveal.html"
 * These lecture notes
 * Recommended background literature, "Convex Optimization":"https://web.stanford.edu/~boyd/cvxbook/" by Boyd and Vandenberghe. Their "lecture slides":"https://web.stanford.edu/~boyd/cvxbook/bv_cvxslides.pdf" are very useful (warning, these are some 300 pages).
-* "Video of lecture TBA":"https://youtu.be/JPmU4BWTd2Y"
+* "Video of lecture TBA":"https://youtu.be/"
 * "Handwritten notes":"https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary16.pdf"
 !eblock