diff --git a/doc/pub/week35/html/._week35-bs000.html b/doc/pub/week35/html/._week35-bs000.html
index e6f5e6ee0..606fe872d 100644
--- a/doc/pub/week35/html/._week35-bs000.html
+++ b/doc/pub/week35/html/._week35-bs000.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
@@ -390,7 +392,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Aug 28, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week35/html/._week35-bs001.html b/doc/pub/week35/html/._week35-bs001.html
index fdade8102..a4291f69b 100644
--- a/doc/pub/week35/html/._week35-bs001.html
+++ b/doc/pub/week35/html/._week35-bs001.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
@@ -375,10 +377,21 @@ MathJax.Hub.Config({
 <h2 id="plans-for-week-35" class="anchor">Plans for week 35 </h2>
 
 <ul>
-<li> Thursday: Review of  ordinary Least Squares with applications and discussion of Ridge Regression and Singular Value Decomposition</li>
-<li> Friday: Analysis of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
-<li> <a href="http://databookuw.com/page-2/page-4/" target="_self">Video series on the SVD</a>. Highly recommended.</li>
+<li> Lab Wednesday: Work on exercises 1-5 for week 35</li>
+<li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\</li>
 </ul>
+<p>position</p>
+<ul>
+<li> Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
+</ul>
+<h3 id="reading-recommendations" class="anchor">Reading recommendations: </h3>
+<ol>
+ <li> See lecture notes for week 35 at <a href="https://compphysics.github.io/MachineLearning/doc/web/course.html" target="_self"><tt>https://compphysics.github.io/MachineLearning/doc/web/course.html</tt></a></li>
+ <li> For	a review on statistics see jupyter-book	<a href="https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html" target="_self"><tt>https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html</tt></a>, the	most relevant parts are covered by sections 1.1.1-1.1.5</li>
+ <li> HTF chapter 3. GBC chapters 1 and and sections 3.1-3.11 and 5.1</li>
+ <li> CMB sections 1.1 and 3.1</li>
+ <li> A good review on statistics	is given by Murphy's text, chapter 2, see <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf</tt></a></li>
+</ol>
 <p>
 <!-- navigation buttons at the bottom of the page -->
 <ul class="pagination">
diff --git a/doc/pub/week35/html/._week35-bs002.html b/doc/pub/week35/html/._week35-bs002.html
index 6b87b5921..0ce2ba91a 100644
--- a/doc/pub/week35/html/._week35-bs002.html
+++ b/doc/pub/week35/html/._week35-bs002.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
@@ -377,9 +379,10 @@ MathJax.Hub.Config({
 <p>The main topics on Thursday are:</p>
 <ol>
 <li> Repetition from last week on linear regression</li>
+<li> Reminder on statistics with quantities like mean values, variance abd covariance</li>
 <li> Discussion of how to prepare data and examples of applications of linear regression</li>
 <li> Mathematical interpretations of Linear Regression</li>
-<li> Start discussing Ridge and Lasso regression and Singular Value Decomposition</li>
+<li> Start discussing Ridge and Lasso regression and Singular Value Decomposition, to be continued Friday</li>
 </ol>
 <p>
 <!-- navigation buttons at the bottom of the page -->
diff --git a/doc/pub/week35/html/._week35-bs003.html b/doc/pub/week35/html/._week35-bs003.html
index 2bb3b019f..9424da969 100644
--- a/doc/pub/week35/html/._week35-bs003.html
+++ b/doc/pub/week35/html/._week35-bs003.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs004.html b/doc/pub/week35/html/._week35-bs004.html
index c6bf0658a..d13140e20 100644
--- a/doc/pub/week35/html/._week35-bs004.html
+++ b/doc/pub/week35/html/._week35-bs004.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs005.html b/doc/pub/week35/html/._week35-bs005.html
index b048db462..f649741c3 100644
--- a/doc/pub/week35/html/._week35-bs005.html
+++ b/doc/pub/week35/html/._week35-bs005.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs006.html b/doc/pub/week35/html/._week35-bs006.html
index 9f1d3b7c2..1200ab2bf 100644
--- a/doc/pub/week35/html/._week35-bs006.html
+++ b/doc/pub/week35/html/._week35-bs006.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs007.html b/doc/pub/week35/html/._week35-bs007.html
index 975d994ae..4ce795658 100644
--- a/doc/pub/week35/html/._week35-bs007.html
+++ b/doc/pub/week35/html/._week35-bs007.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs008.html b/doc/pub/week35/html/._week35-bs008.html
index 4465bf8c9..dd230d219 100644
--- a/doc/pub/week35/html/._week35-bs008.html
+++ b/doc/pub/week35/html/._week35-bs008.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs009.html b/doc/pub/week35/html/._week35-bs009.html
index 9e2bf8b71..4d51f75f7 100644
--- a/doc/pub/week35/html/._week35-bs009.html
+++ b/doc/pub/week35/html/._week35-bs009.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs010.html b/doc/pub/week35/html/._week35-bs010.html
index 2ef90c645..a1f678b63 100644
--- a/doc/pub/week35/html/._week35-bs010.html
+++ b/doc/pub/week35/html/._week35-bs010.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs011.html b/doc/pub/week35/html/._week35-bs011.html
index a3becfa7b..555b7e388 100644
--- a/doc/pub/week35/html/._week35-bs011.html
+++ b/doc/pub/week35/html/._week35-bs011.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs012.html b/doc/pub/week35/html/._week35-bs012.html
index 485669976..fc9fda447 100644
--- a/doc/pub/week35/html/._week35-bs012.html
+++ b/doc/pub/week35/html/._week35-bs012.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs013.html b/doc/pub/week35/html/._week35-bs013.html
index f7eff7056..0b20d9403 100644
--- a/doc/pub/week35/html/._week35-bs013.html
+++ b/doc/pub/week35/html/._week35-bs013.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs014.html b/doc/pub/week35/html/._week35-bs014.html
index f1deb9698..b1a71c23f 100644
--- a/doc/pub/week35/html/._week35-bs014.html
+++ b/doc/pub/week35/html/._week35-bs014.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs015.html b/doc/pub/week35/html/._week35-bs015.html
index e4c339929..281118582 100644
--- a/doc/pub/week35/html/._week35-bs015.html
+++ b/doc/pub/week35/html/._week35-bs015.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs016.html b/doc/pub/week35/html/._week35-bs016.html
index afb3294e3..71b7f3769 100644
--- a/doc/pub/week35/html/._week35-bs016.html
+++ b/doc/pub/week35/html/._week35-bs016.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs017.html b/doc/pub/week35/html/._week35-bs017.html
index fa7cb048e..d28a3371d 100644
--- a/doc/pub/week35/html/._week35-bs017.html
+++ b/doc/pub/week35/html/._week35-bs017.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs018.html b/doc/pub/week35/html/._week35-bs018.html
index 630965756..58a71c1ec 100644
--- a/doc/pub/week35/html/._week35-bs018.html
+++ b/doc/pub/week35/html/._week35-bs018.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs019.html b/doc/pub/week35/html/._week35-bs019.html
index 2dc388d53..2f177682a 100644
--- a/doc/pub/week35/html/._week35-bs019.html
+++ b/doc/pub/week35/html/._week35-bs019.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs020.html b/doc/pub/week35/html/._week35-bs020.html
index 2a16db91e..c137569a3 100644
--- a/doc/pub/week35/html/._week35-bs020.html
+++ b/doc/pub/week35/html/._week35-bs020.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs021.html b/doc/pub/week35/html/._week35-bs021.html
index 3789d951d..1e937e8c3 100644
--- a/doc/pub/week35/html/._week35-bs021.html
+++ b/doc/pub/week35/html/._week35-bs021.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs022.html b/doc/pub/week35/html/._week35-bs022.html
index 6fa90006a..5b97a3888 100644
--- a/doc/pub/week35/html/._week35-bs022.html
+++ b/doc/pub/week35/html/._week35-bs022.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs023.html b/doc/pub/week35/html/._week35-bs023.html
index afd88ef47..7b03f5840 100644
--- a/doc/pub/week35/html/._week35-bs023.html
+++ b/doc/pub/week35/html/._week35-bs023.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs024.html b/doc/pub/week35/html/._week35-bs024.html
index d779200f8..4ee2a42c7 100644
--- a/doc/pub/week35/html/._week35-bs024.html
+++ b/doc/pub/week35/html/._week35-bs024.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs025.html b/doc/pub/week35/html/._week35-bs025.html
index 00ee6a323..5aa466894 100644
--- a/doc/pub/week35/html/._week35-bs025.html
+++ b/doc/pub/week35/html/._week35-bs025.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs026.html b/doc/pub/week35/html/._week35-bs026.html
index 1ccaf986c..47957d36a 100644
--- a/doc/pub/week35/html/._week35-bs026.html
+++ b/doc/pub/week35/html/._week35-bs026.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs027.html b/doc/pub/week35/html/._week35-bs027.html
index acdf6cfb4..206210fda 100644
--- a/doc/pub/week35/html/._week35-bs027.html
+++ b/doc/pub/week35/html/._week35-bs027.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs028.html b/doc/pub/week35/html/._week35-bs028.html
index f268d09bc..1b1988c77 100644
--- a/doc/pub/week35/html/._week35-bs028.html
+++ b/doc/pub/week35/html/._week35-bs028.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs029.html b/doc/pub/week35/html/._week35-bs029.html
index e49ce24d1..8ee3a9a7c 100644
--- a/doc/pub/week35/html/._week35-bs029.html
+++ b/doc/pub/week35/html/._week35-bs029.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs030.html b/doc/pub/week35/html/._week35-bs030.html
index 6f48a0435..c9478012e 100644
--- a/doc/pub/week35/html/._week35-bs030.html
+++ b/doc/pub/week35/html/._week35-bs030.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs031.html b/doc/pub/week35/html/._week35-bs031.html
index 4c5910223..70b80d405 100644
--- a/doc/pub/week35/html/._week35-bs031.html
+++ b/doc/pub/week35/html/._week35-bs031.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs032.html b/doc/pub/week35/html/._week35-bs032.html
index efae2e5e2..5bdd50f32 100644
--- a/doc/pub/week35/html/._week35-bs032.html
+++ b/doc/pub/week35/html/._week35-bs032.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs033.html b/doc/pub/week35/html/._week35-bs033.html
index 4c4736573..3b1e03484 100644
--- a/doc/pub/week35/html/._week35-bs033.html
+++ b/doc/pub/week35/html/._week35-bs033.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs034.html b/doc/pub/week35/html/._week35-bs034.html
index a61237e51..11acc507d 100644
--- a/doc/pub/week35/html/._week35-bs034.html
+++ b/doc/pub/week35/html/._week35-bs034.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs035.html b/doc/pub/week35/html/._week35-bs035.html
index 072aa3c34..a3d2507ae 100644
--- a/doc/pub/week35/html/._week35-bs035.html
+++ b/doc/pub/week35/html/._week35-bs035.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs036.html b/doc/pub/week35/html/._week35-bs036.html
index d1ea92104..af570ad01 100644
--- a/doc/pub/week35/html/._week35-bs036.html
+++ b/doc/pub/week35/html/._week35-bs036.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs037.html b/doc/pub/week35/html/._week35-bs037.html
index bcfa59dff..e269b9a09 100644
--- a/doc/pub/week35/html/._week35-bs037.html
+++ b/doc/pub/week35/html/._week35-bs037.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs038.html b/doc/pub/week35/html/._week35-bs038.html
index 2c9c5a63f..38cf353e4 100644
--- a/doc/pub/week35/html/._week35-bs038.html
+++ b/doc/pub/week35/html/._week35-bs038.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs039.html b/doc/pub/week35/html/._week35-bs039.html
index b8c91d596..81f7e615b 100644
--- a/doc/pub/week35/html/._week35-bs039.html
+++ b/doc/pub/week35/html/._week35-bs039.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs040.html b/doc/pub/week35/html/._week35-bs040.html
index 738eb46db..e81dd3679 100644
--- a/doc/pub/week35/html/._week35-bs040.html
+++ b/doc/pub/week35/html/._week35-bs040.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs041.html b/doc/pub/week35/html/._week35-bs041.html
index faa165a9a..6b8b15aa8 100644
--- a/doc/pub/week35/html/._week35-bs041.html
+++ b/doc/pub/week35/html/._week35-bs041.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs042.html b/doc/pub/week35/html/._week35-bs042.html
index cb8c3c730..e698f45ac 100644
--- a/doc/pub/week35/html/._week35-bs042.html
+++ b/doc/pub/week35/html/._week35-bs042.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs043.html b/doc/pub/week35/html/._week35-bs043.html
index d797ab5fc..ef67fc0fc 100644
--- a/doc/pub/week35/html/._week35-bs043.html
+++ b/doc/pub/week35/html/._week35-bs043.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs044.html b/doc/pub/week35/html/._week35-bs044.html
index fe536c8a8..762ec7f57 100644
--- a/doc/pub/week35/html/._week35-bs044.html
+++ b/doc/pub/week35/html/._week35-bs044.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs045.html b/doc/pub/week35/html/._week35-bs045.html
index fddcbe802..8b2c6afbf 100644
--- a/doc/pub/week35/html/._week35-bs045.html
+++ b/doc/pub/week35/html/._week35-bs045.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs046.html b/doc/pub/week35/html/._week35-bs046.html
index 59e530495..9ac3e58c1 100644
--- a/doc/pub/week35/html/._week35-bs046.html
+++ b/doc/pub/week35/html/._week35-bs046.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs047.html b/doc/pub/week35/html/._week35-bs047.html
index 13450aee1..6362977ee 100644
--- a/doc/pub/week35/html/._week35-bs047.html
+++ b/doc/pub/week35/html/._week35-bs047.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs048.html b/doc/pub/week35/html/._week35-bs048.html
index 6bb5131a1..60d69583a 100644
--- a/doc/pub/week35/html/._week35-bs048.html
+++ b/doc/pub/week35/html/._week35-bs048.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs049.html b/doc/pub/week35/html/._week35-bs049.html
index 68b81a6f1..47910efef 100644
--- a/doc/pub/week35/html/._week35-bs049.html
+++ b/doc/pub/week35/html/._week35-bs049.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs050.html b/doc/pub/week35/html/._week35-bs050.html
index 33f421c60..5e20e6f3a 100644
--- a/doc/pub/week35/html/._week35-bs050.html
+++ b/doc/pub/week35/html/._week35-bs050.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs051.html b/doc/pub/week35/html/._week35-bs051.html
index 1b56e8180..db05aee14 100644
--- a/doc/pub/week35/html/._week35-bs051.html
+++ b/doc/pub/week35/html/._week35-bs051.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs052.html b/doc/pub/week35/html/._week35-bs052.html
index 1486eedaa..f2eba5f51 100644
--- a/doc/pub/week35/html/._week35-bs052.html
+++ b/doc/pub/week35/html/._week35-bs052.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs053.html b/doc/pub/week35/html/._week35-bs053.html
index 25f343261..c25fa0fe1 100644
--- a/doc/pub/week35/html/._week35-bs053.html
+++ b/doc/pub/week35/html/._week35-bs053.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs054.html b/doc/pub/week35/html/._week35-bs054.html
index 376f7d9fd..7de57365b 100644
--- a/doc/pub/week35/html/._week35-bs054.html
+++ b/doc/pub/week35/html/._week35-bs054.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs055.html b/doc/pub/week35/html/._week35-bs055.html
index 2f94e3584..d3717e807 100644
--- a/doc/pub/week35/html/._week35-bs055.html
+++ b/doc/pub/week35/html/._week35-bs055.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs056.html b/doc/pub/week35/html/._week35-bs056.html
index b64953477..0eaa49395 100644
--- a/doc/pub/week35/html/._week35-bs056.html
+++ b/doc/pub/week35/html/._week35-bs056.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs057.html b/doc/pub/week35/html/._week35-bs057.html
index 496e239a7..898259aa2 100644
--- a/doc/pub/week35/html/._week35-bs057.html
+++ b/doc/pub/week35/html/._week35-bs057.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs058.html b/doc/pub/week35/html/._week35-bs058.html
index 14717e2b1..22f4ae81a 100644
--- a/doc/pub/week35/html/._week35-bs058.html
+++ b/doc/pub/week35/html/._week35-bs058.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs059.html b/doc/pub/week35/html/._week35-bs059.html
index 7284f94e1..1fac57f80 100644
--- a/doc/pub/week35/html/._week35-bs059.html
+++ b/doc/pub/week35/html/._week35-bs059.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs060.html b/doc/pub/week35/html/._week35-bs060.html
index e5835d6c5..c7a5b0ee7 100644
--- a/doc/pub/week35/html/._week35-bs060.html
+++ b/doc/pub/week35/html/._week35-bs060.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs061.html b/doc/pub/week35/html/._week35-bs061.html
index 01d6060d0..353a2f9ac 100644
--- a/doc/pub/week35/html/._week35-bs061.html
+++ b/doc/pub/week35/html/._week35-bs061.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs062.html b/doc/pub/week35/html/._week35-bs062.html
index 8a7fa30c3..44a3580f2 100644
--- a/doc/pub/week35/html/._week35-bs062.html
+++ b/doc/pub/week35/html/._week35-bs062.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs063.html b/doc/pub/week35/html/._week35-bs063.html
index 5655185e8..5d0def676 100644
--- a/doc/pub/week35/html/._week35-bs063.html
+++ b/doc/pub/week35/html/._week35-bs063.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs064.html b/doc/pub/week35/html/._week35-bs064.html
index 3c3b8210d..a26f8fb55 100644
--- a/doc/pub/week35/html/._week35-bs064.html
+++ b/doc/pub/week35/html/._week35-bs064.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs065.html b/doc/pub/week35/html/._week35-bs065.html
index 07b75c5c6..0293b7af2 100644
--- a/doc/pub/week35/html/._week35-bs065.html
+++ b/doc/pub/week35/html/._week35-bs065.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs066.html b/doc/pub/week35/html/._week35-bs066.html
index 63fc9acbe..b388595b0 100644
--- a/doc/pub/week35/html/._week35-bs066.html
+++ b/doc/pub/week35/html/._week35-bs066.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs067.html b/doc/pub/week35/html/._week35-bs067.html
index f318f3b9b..59a6b0992 100644
--- a/doc/pub/week35/html/._week35-bs067.html
+++ b/doc/pub/week35/html/._week35-bs067.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs068.html b/doc/pub/week35/html/._week35-bs068.html
index 8790032aa..21b44423c 100644
--- a/doc/pub/week35/html/._week35-bs068.html
+++ b/doc/pub/week35/html/._week35-bs068.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/._week35-bs069.html b/doc/pub/week35/html/._week35-bs069.html
index 928f92d40..edb16a8df 100644
--- a/doc/pub/week35/html/._week35-bs069.html
+++ b/doc/pub/week35/html/._week35-bs069.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
diff --git a/doc/pub/week35/html/week35-bs.html b/doc/pub/week35/html/week35-bs.html
index e6f5e6ee0..606fe872d 100644
--- a/doc/pub/week35/html/week35-bs.html
+++ b/doc/pub/week35/html/week35-bs.html
@@ -37,6 +37,7 @@ doconce format html week35.do.txt --html_style=bootstrap --pygments_html_style=d
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -291,6 +292,7 @@ MathJax.Hub.Config({
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
      <!-- navigation toc: --> <li><a href="._week35-bs001.html#plans-for-week-35" style="font-size: 80%;"><b>Plans for week 35</b></a></li>
+     <!-- navigation toc: --> <li><a href="._week35-bs001.html#reading-recommendations" style="font-size: 80%;">&nbsp;&nbsp;&nbsp;Reading recommendations:</a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs002.html#thursday-september-1" style="font-size: 80%;"><b>Thursday September 1</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs003.html#why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week" style="font-size: 80%;"><b>Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week</b></a></li>
      <!-- navigation toc: --> <li><a href="._week35-bs004.html#regression-analysis-overarching-aims" style="font-size: 80%;"><b>Regression analysis, overarching aims</b></a></li>
@@ -390,7 +392,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Aug 28, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week35/html/week35-reveal.html b/doc/pub/week35/html/week35-reveal.html
index 65b2bf9ba..d38d1af35 100644
--- a/doc/pub/week35/html/week35-reveal.html
+++ b/doc/pub/week35/html/week35-reveal.html
@@ -184,7 +184,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Aug 28, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -198,10 +198,23 @@ MathJax.Hub.Config({
 <h2 id="plans-for-week-35">Plans for week 35 </h2>
 
 <ul>
-<p><li> Thursday: Review of  ordinary Least Squares with applications and discussion of Ridge Regression and Singular Value Decomposition</li>
-<p><li> Friday: Analysis of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
-<p><li> <a href="http://databookuw.com/page-2/page-4/" target="_blank">Video series on the SVD</a>. Highly recommended.</li>
+<p><li> Lab Wednesday: Work on exercises 1-5 for week 35</li>
+<p><li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\</li>
 </ul>
+<p>
+<p>position</p>
+<ul>
+<p><li> Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
+</ul>
+<p>
+<h3 id="reading-recommendations">Reading recommendations: </h3>
+<ol>
+ <p><li> See lecture notes for week 35 at <a href="https://compphysics.github.io/MachineLearning/doc/web/course.html" target="_blank"><tt>https://compphysics.github.io/MachineLearning/doc/web/course.html</tt></a></li>
+ <p><li> For	a review on statistics see jupyter-book	<a href="https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html" target="_blank"><tt>https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html</tt></a>, the	most relevant parts are covered by sections 1.1.1-1.1.5</li>
+ <p><li> HTF chapter 3. GBC chapters 1 and and sections 3.1-3.11 and 5.1</li>
+ <p><li> CMB sections 1.1 and 3.1</li>
+ <p><li> A good review on statistics	is given by Murphy's text, chapter 2, see <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf</tt></a></li>
+</ol>
 </section>
 
 <section>
@@ -210,9 +223,10 @@ MathJax.Hub.Config({
 <p>The main topics on Thursday are:</p>
 <ol>
 <p><li> Repetition from last week on linear regression</li>
+<p><li> Reminder on statistics with quantities like mean values, variance abd covariance</li>
 <p><li> Discussion of how to prepare data and examples of applications of linear regression</li>
 <p><li> Mathematical interpretations of Linear Regression</li>
-<p><li> Start discussing Ridge and Lasso regression and Singular Value Decomposition</li>
+<p><li> Start discussing Ridge and Lasso regression and Singular Value Decomposition, to be continued Friday</li>
 </ol>
 </section>
 
diff --git a/doc/pub/week35/html/week35-solarized.html b/doc/pub/week35/html/week35-solarized.html
index 78cf9e358..8477cb689 100644
--- a/doc/pub/week35/html/week35-solarized.html
+++ b/doc/pub/week35/html/week35-solarized.html
@@ -64,6 +64,7 @@ div.toc p,a {
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -320,7 +321,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Aug 28, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -328,19 +329,31 @@ MathJax.Hub.Config({
 <h2 id="plans-for-week-35">Plans for week 35 </h2>
 
 <ul>
-<li> Thursday: Review of  ordinary Least Squares with applications and discussion of Ridge Regression and Singular Value Decomposition</li>
-<li> Friday: Analysis of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
-<li> <a href="http://databookuw.com/page-2/page-4/" target="_blank">Video series on the SVD</a>. Highly recommended.</li>
+<li> Lab Wednesday: Work on exercises 1-5 for week 35</li>
+<li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\</li>
 </ul>
+<p>position</p>
+<ul>
+<li> Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
+</ul>
+<h3 id="reading-recommendations">Reading recommendations: </h3>
+<ol>
+ <li> See lecture notes for week 35 at <a href="https://compphysics.github.io/MachineLearning/doc/web/course.html" target="_blank"><tt>https://compphysics.github.io/MachineLearning/doc/web/course.html</tt></a></li>
+ <li> For	a review on statistics see jupyter-book	<a href="https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html" target="_blank"><tt>https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html</tt></a>, the	most relevant parts are covered by sections 1.1.1-1.1.5</li>
+ <li> HTF chapter 3. GBC chapters 1 and and sections 3.1-3.11 and 5.1</li>
+ <li> CMB sections 1.1 and 3.1</li>
+ <li> A good review on statistics	is given by Murphy's text, chapter 2, see <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf</tt></a></li>
+</ol>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 <h2 id="thursday-september-1">Thursday September 1 </h2>
 
 <p>The main topics on Thursday are:</p>
 <ol>
 <li> Repetition from last week on linear regression</li>
+<li> Reminder on statistics with quantities like mean values, variance abd covariance</li>
 <li> Discussion of how to prepare data and examples of applications of linear regression</li>
 <li> Mathematical interpretations of Linear Regression</li>
-<li> Start discussing Ridge and Lasso regression and Singular Value Decomposition</li>
+<li> Start discussing Ridge and Lasso regression and Singular Value Decomposition, to be continued Friday</li>
 </ol>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 <h2 id="why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week">Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week </h2>
diff --git a/doc/pub/week35/html/week35.html b/doc/pub/week35/html/week35.html
index 3f4304905..3390ec908 100644
--- a/doc/pub/week35/html/week35.html
+++ b/doc/pub/week35/html/week35.html
@@ -141,6 +141,7 @@ div.toc p,a {
 <!-- tocinfo
 {'highest level': 2,
  'sections': [('Plans for week 35', 2, None, 'plans-for-week-35'),
+              ('Reading recommendations:', 3, None, 'reading-recommendations'),
               ('Thursday September 1', 2, None, 'thursday-september-1'),
               ('Why Linear Regression (aka Ordinary Least Squares and family), '
                'repeat from last week',
@@ -397,7 +398,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Aug 28, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -405,19 +406,31 @@ MathJax.Hub.Config({
 <h2 id="plans-for-week-35">Plans for week 35 </h2>
 
 <ul>
-<li> Thursday: Review of  ordinary Least Squares with applications and discussion of Ridge Regression and Singular Value Decomposition</li>
-<li> Friday: Analysis of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
-<li> <a href="http://databookuw.com/page-2/page-4/" target="_blank">Video series on the SVD</a>. Highly recommended.</li>
+<li> Lab Wednesday: Work on exercises 1-5 for week 35</li>
+<li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\</li>
 </ul>
+<p>position</p>
+<ul>
+<li> Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
+</ul>
+<h3 id="reading-recommendations">Reading recommendations: </h3>
+<ol>
+ <li> See lecture notes for week 35 at <a href="https://compphysics.github.io/MachineLearning/doc/web/course.html" target="_blank"><tt>https://compphysics.github.io/MachineLearning/doc/web/course.html</tt></a></li>
+ <li> For	a review on statistics see jupyter-book	<a href="https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html" target="_blank"><tt>https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html</tt></a>, the	most relevant parts are covered by sections 1.1.1-1.1.5</li>
+ <li> HTF chapter 3. GBC chapters 1 and and sections 3.1-3.11 and 5.1</li>
+ <li> CMB sections 1.1 and 3.1</li>
+ <li> A good review on statistics	is given by Murphy's text, chapter 2, see <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf</tt></a></li>
+</ol>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 <h2 id="thursday-september-1">Thursday September 1 </h2>
 
 <p>The main topics on Thursday are:</p>
 <ol>
 <li> Repetition from last week on linear regression</li>
+<li> Reminder on statistics with quantities like mean values, variance abd covariance</li>
 <li> Discussion of how to prepare data and examples of applications of linear regression</li>
 <li> Mathematical interpretations of Linear Regression</li>
-<li> Start discussing Ridge and Lasso regression and Singular Value Decomposition</li>
+<li> Start discussing Ridge and Lasso regression and Singular Value Decomposition, to be continued Friday</li>
 </ol>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 <h2 id="why-linear-regression-aka-ordinary-least-squares-and-family-repeat-from-last-week">Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week </h2>
diff --git a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz
index 88d7fa662..83b805374 100644
Binary files a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz and b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz differ
diff --git a/doc/pub/week35/ipynb/week35.ipynb b/doc/pub/week35/ipynb/week35.ipynb
index be038a1ce..590bead5f 100644
--- a/doc/pub/week35/ipynb/week35.ipynb
+++ b/doc/pub/week35/ipynb/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b4623f95",
+   "id": "1a9b614f",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b044ae34",
+   "id": "cbf1c62c",
    "metadata": {
     "editable": true
    },
@@ -22,30 +22,51 @@
     "# Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression\n",
     "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n",
     "\n",
-    "Date: **Aug 23, 2022**\n",
+    "Date: **Aug 28, 2022**\n",
     "\n",
     "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "33557552",
+   "id": "cc45af03",
    "metadata": {
     "editable": true
    },
    "source": [
     "## Plans for week 35\n",
     "\n",
-    "* Thursday: Review of  ordinary Least Squares with applications and discussion of Ridge Regression and Singular Value Decomposition\n",
+    "* Lab Wednesday: Work on exercises 1-5 for week 35\n",
     "\n",
-    "* Friday: Analysis of Ridge and Lasso Regression and links with Singular Value Decomposition\n",
+    "* Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\\\n",
     "\n",
-    "* [Video series on the SVD](http://databookuw.com/page-2/page-4/). Highly recommended."
+    "position\n",
+    "* Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "03b47f23",
+   "id": "8170fbde",
+   "metadata": {
+    "editable": true
+   },
+   "source": [
+    "### Reading recommendations:\n",
+    "\n",
+    "1. See lecture notes for week 35 at <https://compphysics.github.io/MachineLearning/doc/web/course.html>\n",
+    "\n",
+    "2. For\ta review on statistics see jupyter-book\t<https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html>, the\tmost relevant parts are covered by sections 1.1.1-1.1.5\n",
+    "\n",
+    "3. HTF chapter 3. GBC chapters 1 and and sections 3.1-3.11 and 5.1\n",
+    "\n",
+    "4. CMB sections 1.1 and 3.1\n",
+    "\n",
+    "5. A good review on statistics\tis given by Murphy's text, chapter 2, see <https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f438d531",
    "metadata": {
     "editable": true
    },
@@ -55,16 +76,18 @@
     "The main topics on Thursday are:\n",
     "1. Repetition from last week on linear regression\n",
     "\n",
-    "2. Discussion of how to prepare data and examples of applications of linear regression\n",
+    "2. Reminder on statistics with quantities like mean values, variance abd covariance\n",
     "\n",
-    "3. Mathematical interpretations of Linear Regression\n",
+    "3. Discussion of how to prepare data and examples of applications of linear regression\n",
     "\n",
-    "4. Start discussing Ridge and Lasso regression and Singular Value Decomposition"
+    "4. Mathematical interpretations of Linear Regression\n",
+    "\n",
+    "5. Start discussing Ridge and Lasso regression and Singular Value Decomposition, to be continued Friday"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "2d80fc77",
+   "id": "03a6b4a7",
    "metadata": {
     "editable": true
    },
@@ -98,7 +121,7 @@
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   {
    "cell_type": "markdown",
-   "id": "0d081ac4",
+   "id": "2a112e30",
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@@ -120,7 +143,7 @@
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   {
    "cell_type": "markdown",
-   "id": "bfcc1e82",
+   "id": "179e1144",
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@@ -148,7 +171,7 @@
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-   "id": "9507c3c3",
+   "id": "794bec68",
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@@ -163,7 +186,7 @@
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   {
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-   "id": "724efa80",
+   "id": "2fde9cac",
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@@ -175,7 +198,7 @@
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   {
    "cell_type": "markdown",
-   "id": "5ba52af7",
+   "id": "41c4d063",
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@@ -190,7 +213,7 @@
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   {
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-   "id": "152c9e9b",
+   "id": "6ae110f6",
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@@ -203,7 +226,7 @@
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   {
    "cell_type": "markdown",
-   "id": "72c65863",
+   "id": "402880e7",
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@@ -215,7 +238,7 @@
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   {
    "cell_type": "markdown",
-   "id": "4c7f4a36",
+   "id": "26081206",
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@@ -225,7 +248,7 @@
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   {
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-   "id": "183e1c28",
+   "id": "38258da3",
    "metadata": {
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@@ -236,7 +259,7 @@
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   {
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-   "id": "9a639107",
+   "id": "dfaed111",
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@@ -254,7 +277,7 @@
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   {
    "cell_type": "markdown",
-   "id": "1c13f6ee",
+   "id": "fe1d9da2",
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@@ -265,7 +288,7 @@
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   {
    "cell_type": "markdown",
-   "id": "18cbaf75",
+   "id": "5bc9aa45",
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@@ -277,7 +300,7 @@
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   {
    "cell_type": "markdown",
-   "id": "92b0cb01",
+   "id": "f0ae4d02",
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@@ -287,7 +310,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79a66365",
+   "id": "65701184",
    "metadata": {
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@@ -299,7 +322,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45d16888",
+   "id": "21b59127",
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@@ -309,7 +332,7 @@
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   {
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-   "id": "5922dbe2",
+   "id": "ef8383ff",
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@@ -321,7 +344,7 @@
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   {
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-   "id": "2d3889b5",
+   "id": "53fd95bf",
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@@ -331,7 +354,7 @@
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    "cell_type": "markdown",
-   "id": "4bd264be",
+   "id": "b7f80ffa",
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@@ -350,7 +373,7 @@
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   {
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-   "id": "d5c5e78e",
+   "id": "f1100b2a",
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@@ -360,7 +383,7 @@
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   {
    "cell_type": "markdown",
-   "id": "0ffdb4b2",
+   "id": "5d9c810b",
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@@ -372,7 +395,7 @@
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   {
    "cell_type": "markdown",
-   "id": "cbfc0ced",
+   "id": "d6db69bc",
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@@ -382,7 +405,7 @@
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   {
    "cell_type": "markdown",
-   "id": "a1976a5d",
+   "id": "5fbd15a5",
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@@ -398,7 +421,7 @@
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   {
    "cell_type": "markdown",
-   "id": "b4444062",
+   "id": "302993bc",
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@@ -418,7 +441,7 @@
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   {
    "cell_type": "markdown",
-   "id": "8d73f5d1",
+   "id": "e000ce4c",
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@@ -428,7 +451,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30f7156b",
+   "id": "a6008fb8",
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@@ -439,7 +462,7 @@
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   {
    "cell_type": "markdown",
-   "id": "79ce9e1b",
+   "id": "300ea972",
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@@ -458,7 +481,7 @@
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   {
    "cell_type": "markdown",
-   "id": "a610bcdf",
+   "id": "1ceedabf",
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@@ -468,7 +491,7 @@
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   {
    "cell_type": "markdown",
-   "id": "0130e43c",
+   "id": "db66178c",
    "metadata": {
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@@ -480,7 +503,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24806195",
+   "id": "190de135",
    "metadata": {
     "editable": true
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@@ -490,7 +513,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa9f5940",
+   "id": "6615aeb5",
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@@ -501,7 +524,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2396b8e0",
+   "id": "ac1f8532",
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@@ -521,7 +544,7 @@
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   {
    "cell_type": "markdown",
-   "id": "b22ea1fc",
+   "id": "870fab51",
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@@ -533,7 +556,7 @@
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   {
    "cell_type": "markdown",
-   "id": "3a47d968",
+   "id": "ba61ca80",
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@@ -548,7 +571,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "b9dd5ce2",
+   "id": "d5874954",
    "metadata": {
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     "editable": true
@@ -630,7 +653,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "526d8080",
+   "id": "bf2d9ada",
    "metadata": {
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@@ -640,7 +663,7 @@
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   {
    "cell_type": "markdown",
-   "id": "19391ec3",
+   "id": "49883a88",
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@@ -652,7 +675,7 @@
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   {
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-   "id": "9f9c1cea",
+   "id": "84997004",
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@@ -662,7 +685,7 @@
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   {
    "cell_type": "markdown",
-   "id": "07105a87",
+   "id": "cd95f027",
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@@ -673,7 +696,7 @@
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   {
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-   "id": "5d953cf9",
+   "id": "939c7872",
    "metadata": {
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@@ -685,7 +708,7 @@
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   {
    "cell_type": "markdown",
-   "id": "027cc521",
+   "id": "3d87415d",
    "metadata": {
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@@ -695,7 +718,7 @@
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   {
    "cell_type": "markdown",
-   "id": "63fb290c",
+   "id": "ac6ac658",
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@@ -707,7 +730,7 @@
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   {
    "cell_type": "markdown",
-   "id": "389d3456",
+   "id": "185868b3",
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@@ -717,7 +740,7 @@
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   {
    "cell_type": "markdown",
-   "id": "ea661378",
+   "id": "e17add8b",
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@@ -729,7 +752,7 @@
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   {
    "cell_type": "markdown",
-   "id": "8cceb426",
+   "id": "a00ae7f6",
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@@ -742,7 +765,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8db5f635",
+   "id": "0fa8fb67",
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@@ -754,7 +777,7 @@
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   {
    "cell_type": "markdown",
-   "id": "30f1b289",
+   "id": "f2ce77e6",
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@@ -764,7 +787,7 @@
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   {
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-   "id": "eca479f3",
+   "id": "0774a5ba",
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@@ -776,7 +799,7 @@
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   {
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-   "id": "753e7ef8",
+   "id": "86ee0bcd",
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@@ -788,7 +811,7 @@
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   {
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-   "id": "9f102ec9",
+   "id": "2899bec7",
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@@ -799,7 +822,7 @@
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-   "id": "1c58eb36",
+   "id": "31d2696c",
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@@ -811,7 +834,7 @@
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+   "id": "c3d35d28",
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@@ -830,7 +853,7 @@
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-   "id": "58c862b7",
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@@ -843,7 +866,7 @@
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@@ -853,7 +876,7 @@
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@@ -865,7 +888,7 @@
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-   "id": "66872bb2",
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@@ -875,7 +898,7 @@
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-   "id": "35b960d3",
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@@ -887,7 +910,7 @@
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@@ -897,7 +920,7 @@
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-   "id": "329072cc",
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@@ -909,7 +932,7 @@
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-   "id": "d0cf4d8e",
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@@ -920,7 +943,7 @@
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@@ -932,7 +955,7 @@
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@@ -942,7 +965,7 @@
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@@ -954,7 +977,7 @@
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@@ -964,7 +987,7 @@
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@@ -976,7 +999,7 @@
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@@ -997,7 +1020,7 @@
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@@ -1010,7 +1033,7 @@
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@@ -1022,7 +1045,7 @@
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@@ -1034,7 +1057,7 @@
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@@ -1046,7 +1069,7 @@
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@@ -1058,7 +1081,7 @@
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@@ -1074,7 +1097,7 @@
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+   "id": "59333986",
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@@ -1086,7 +1109,7 @@
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+   "id": "d96b9d83",
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@@ -1096,7 +1119,7 @@
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+   "id": "522dec73",
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@@ -1108,7 +1131,7 @@
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-   "id": "3927d874",
+   "id": "68ca3df1",
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@@ -1126,7 +1149,7 @@
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-   "id": "4a080ae2",
+   "id": "94e2e4a6",
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@@ -1137,7 +1160,7 @@
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-   "id": "2ef9820c",
+   "id": "ec04aa49",
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@@ -1149,7 +1172,7 @@
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-   "id": "20164493",
+   "id": "3f5588d8",
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@@ -1159,7 +1182,7 @@
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-   "id": "ff17a511",
+   "id": "87fb60d6",
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@@ -1171,7 +1194,7 @@
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@@ -1181,7 +1204,7 @@
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@@ -1193,7 +1216,7 @@
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@@ -1203,7 +1226,7 @@
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@@ -1217,7 +1240,7 @@
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@@ -1232,7 +1255,7 @@
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@@ -1243,7 +1266,7 @@
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@@ -1256,7 +1279,7 @@
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@@ -1267,7 +1290,7 @@
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@@ -1290,7 +1313,7 @@
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@@ -1304,7 +1327,7 @@
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@@ -1317,7 +1340,7 @@
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@@ -1328,7 +1351,7 @@
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@@ -1340,7 +1363,7 @@
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@@ -1351,7 +1374,7 @@
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@@ -1367,7 +1390,7 @@
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@@ -1378,7 +1401,7 @@
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@@ -1392,7 +1415,7 @@
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@@ -1413,7 +1436,7 @@
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@@ -1424,7 +1447,7 @@
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@@ -1473,7 +1496,7 @@
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@@ -1484,7 +1507,7 @@
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@@ -1509,7 +1532,7 @@
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@@ -1521,7 +1544,7 @@
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@@ -1565,7 +1588,7 @@
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@@ -1577,7 +1600,7 @@
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@@ -1593,7 +1616,7 @@
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@@ -1604,7 +1627,7 @@
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@@ -1622,7 +1645,7 @@
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@@ -1633,7 +1656,7 @@
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-   "id": "dfd09fb2",
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@@ -1647,7 +1670,7 @@
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@@ -1658,7 +1681,7 @@
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@@ -1671,7 +1694,7 @@
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@@ -1682,7 +1705,7 @@
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@@ -1699,7 +1722,7 @@
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@@ -1710,7 +1733,7 @@
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@@ -1726,7 +1749,7 @@
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@@ -1737,7 +1760,7 @@
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@@ -1761,7 +1784,7 @@
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@@ -1772,7 +1795,7 @@
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-   "id": "4b61f2b1",
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@@ -1785,7 +1808,7 @@
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@@ -1796,7 +1819,7 @@
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@@ -1816,7 +1839,7 @@
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@@ -1827,7 +1850,7 @@
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@@ -1870,7 +1893,7 @@
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@@ -1885,7 +1908,7 @@
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@@ -1914,7 +1937,7 @@
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@@ -1939,7 +1962,7 @@
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@@ -1959,7 +1982,7 @@
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@@ -1986,7 +2009,7 @@
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@@ -1999,7 +2022,7 @@
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@@ -2011,7 +2034,7 @@
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@@ -2022,7 +2045,7 @@
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@@ -2038,7 +2061,7 @@
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-   "id": "aea8c53b",
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@@ -2072,7 +2095,7 @@
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@@ -2082,7 +2105,7 @@
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@@ -2097,7 +2120,7 @@
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@@ -2109,7 +2132,7 @@
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@@ -2119,7 +2142,7 @@
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@@ -2135,7 +2158,7 @@
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-   "id": "c7d30e84",
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@@ -2152,7 +2175,7 @@
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@@ -2165,7 +2188,7 @@
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@@ -2212,7 +2235,7 @@
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@@ -2223,7 +2246,7 @@
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-   "id": "484b2abd",
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@@ -2326,7 +2349,7 @@
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@@ -2340,7 +2363,7 @@
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@@ -2352,7 +2375,7 @@
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@@ -2364,7 +2387,7 @@
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@@ -2376,7 +2399,7 @@
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@@ -2386,7 +2409,7 @@
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@@ -2398,7 +2421,7 @@
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@@ -2408,7 +2431,7 @@
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@@ -2420,7 +2443,7 @@
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@@ -2431,7 +2454,7 @@
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@@ -2443,7 +2466,7 @@
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@@ -2455,7 +2478,7 @@
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@@ -2465,7 +2488,7 @@
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@@ -2477,7 +2500,7 @@
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@@ -2489,7 +2512,7 @@
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@@ -2499,7 +2522,7 @@
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@@ -2511,7 +2534,7 @@
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@@ -2521,7 +2544,7 @@
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@@ -2533,7 +2556,7 @@
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@@ -2543,7 +2566,7 @@
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@@ -2583,7 +2606,7 @@
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@@ -2600,7 +2623,7 @@
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@@ -2623,7 +2646,7 @@
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@@ -2640,7 +2663,7 @@
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@@ -2659,7 +2682,7 @@
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@@ -2670,7 +2693,7 @@
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@@ -2682,7 +2705,7 @@
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@@ -2700,7 +2723,7 @@
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@@ -2716,7 +2739,7 @@
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@@ -2728,7 +2751,7 @@
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@@ -2738,7 +2761,7 @@
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@@ -2753,7 +2776,7 @@
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@@ -2765,7 +2788,7 @@
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@@ -2775,7 +2798,7 @@
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@@ -2787,7 +2810,7 @@
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@@ -2797,7 +2820,7 @@
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@@ -2809,7 +2832,7 @@
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@@ -2821,7 +2844,7 @@
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@@ -2836,7 +2859,7 @@
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@@ -2847,7 +2870,7 @@
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@@ -2867,7 +2890,7 @@
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@@ -2879,7 +2902,7 @@
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@@ -2889,7 +2912,7 @@
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@@ -2901,7 +2924,7 @@
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@@ -2930,7 +2953,7 @@
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@@ -2957,7 +2980,7 @@
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@@ -2968,7 +2991,7 @@
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@@ -3008,7 +3031,7 @@
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@@ -3025,7 +3048,7 @@
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@@ -3048,7 +3071,7 @@
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@@ -3058,7 +3081,7 @@
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@@ -3072,7 +3095,7 @@
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@@ -3091,7 +3114,7 @@
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@@ -3101,7 +3124,7 @@
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@@ -3113,7 +3136,7 @@
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@@ -3127,7 +3150,7 @@
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@@ -3139,7 +3162,7 @@
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@@ -3149,7 +3172,7 @@
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@@ -3161,7 +3184,7 @@
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@@ -3178,7 +3201,7 @@
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@@ -3188,7 +3211,7 @@
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@@ -3204,7 +3227,7 @@
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@@ -3214,7 +3237,7 @@
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@@ -3230,7 +3253,7 @@
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@@ -3240,7 +3263,7 @@
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@@ -3256,7 +3279,7 @@
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@@ -3266,7 +3289,7 @@
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@@ -3283,7 +3306,7 @@
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@@ -3295,7 +3318,7 @@
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@@ -3307,7 +3330,7 @@
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@@ -3319,7 +3342,7 @@
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@@ -3329,7 +3352,7 @@
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@@ -3341,7 +3364,7 @@
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@@ -3353,7 +3376,7 @@
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@@ -3365,7 +3388,7 @@
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@@ -3375,7 +3398,7 @@
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@@ -3387,7 +3410,7 @@
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@@ -3397,7 +3420,7 @@
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@@ -3409,7 +3432,7 @@
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@@ -3419,7 +3442,7 @@
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@@ -3431,7 +3454,7 @@
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@@ -3441,7 +3464,7 @@
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@@ -3453,7 +3476,7 @@
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@@ -3465,7 +3488,7 @@
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@@ -3477,7 +3500,7 @@
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@@ -3489,7 +3512,7 @@
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@@ -3499,7 +3522,7 @@
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@@ -3511,7 +3534,7 @@
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@@ -3522,7 +3545,7 @@
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@@ -3534,7 +3557,7 @@
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@@ -3544,7 +3567,7 @@
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@@ -3556,7 +3579,7 @@
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@@ -3566,7 +3589,7 @@
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@@ -3578,7 +3601,7 @@
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@@ -3589,7 +3612,7 @@
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@@ -3601,7 +3624,7 @@
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@@ -3619,7 +3642,7 @@
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@@ -3635,7 +3658,7 @@
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@@ -3647,7 +3670,7 @@
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@@ -3659,7 +3682,7 @@
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@@ -3671,7 +3694,7 @@
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@@ -3684,7 +3707,7 @@
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@@ -3700,7 +3723,7 @@
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@@ -3714,7 +3737,7 @@
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@@ -3724,7 +3747,7 @@
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@@ -3736,7 +3759,7 @@
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@@ -3746,7 +3769,7 @@
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@@ -3758,7 +3781,7 @@
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@@ -3768,7 +3791,7 @@
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@@ -3782,7 +3805,7 @@
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@@ -3799,7 +3822,7 @@
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@@ -3815,7 +3838,7 @@
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@@ -3827,7 +3850,7 @@
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@@ -3840,7 +3863,7 @@
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@@ -3854,7 +3877,7 @@
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@@ -3864,7 +3887,7 @@
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@@ -3877,7 +3900,7 @@
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@@ -3896,7 +3919,7 @@
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@@ -3908,7 +3931,7 @@
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@@ -3920,7 +3943,7 @@
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@@ -3930,7 +3953,7 @@
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@@ -3942,7 +3965,7 @@
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@@ -3955,7 +3978,7 @@
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@@ -3974,7 +3997,7 @@
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@@ -3984,7 +4007,7 @@
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@@ -4003,7 +4026,7 @@
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@@ -4021,7 +4044,7 @@
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@@ -4035,7 +4058,7 @@
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@@ -4050,7 +4073,7 @@
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@@ -4071,7 +4094,7 @@
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@@ -4088,7 +4111,7 @@
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@@ -4120,7 +4143,7 @@
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@@ -4134,7 +4157,7 @@
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@@ -4147,7 +4170,7 @@
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@@ -4172,7 +4195,7 @@
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@@ -4182,7 +4205,7 @@
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@@ -4193,7 +4216,7 @@
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@@ -4247,7 +4270,7 @@
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@@ -4264,7 +4287,7 @@
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@@ -4276,7 +4299,7 @@
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@@ -4288,7 +4311,7 @@
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@@ -4298,7 +4321,7 @@
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@@ -4315,7 +4338,7 @@
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@@ -4325,7 +4348,7 @@
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@@ -4340,7 +4363,7 @@
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@@ -4350,7 +4373,7 @@
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@@ -4364,7 +4387,7 @@
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@@ -4376,7 +4399,7 @@
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@@ -4388,7 +4411,7 @@
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@@ -4400,7 +4423,7 @@
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@@ -4410,7 +4433,7 @@
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@@ -4422,7 +4445,7 @@
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@@ -4432,7 +4455,7 @@
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@@ -4449,7 +4472,7 @@
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@@ -4459,7 +4482,7 @@
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@@ -4471,7 +4494,7 @@
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@@ -4481,7 +4504,7 @@
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@@ -4493,7 +4516,7 @@
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@@ -4507,7 +4530,7 @@
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@@ -4519,7 +4542,7 @@
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@@ -4541,7 +4564,7 @@
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@@ -4553,7 +4576,7 @@
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@@ -4568,7 +4591,7 @@
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@@ -4580,7 +4603,7 @@
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@@ -4592,7 +4615,7 @@
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@@ -4602,7 +4625,7 @@
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@@ -4614,7 +4637,7 @@
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@@ -4624,7 +4647,7 @@
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@@ -4636,7 +4659,7 @@
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@@ -4646,7 +4669,7 @@
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@@ -4658,7 +4681,7 @@
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@@ -4675,7 +4698,7 @@
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@@ -4688,7 +4711,7 @@
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@@ -4700,7 +4723,7 @@
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@@ -4710,7 +4733,7 @@
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@@ -4723,7 +4746,7 @@
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@@ -4733,7 +4756,7 @@
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@@ -4745,7 +4768,7 @@
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@@ -4758,7 +4781,7 @@
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@@ -4771,7 +4794,7 @@
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@@ -4783,7 +4806,7 @@
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@@ -4795,7 +4818,7 @@
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@@ -4805,7 +4828,7 @@
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@@ -4818,7 +4841,7 @@
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@@ -4830,7 +4853,7 @@
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@@ -4842,7 +4865,7 @@
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@@ -4854,7 +4877,7 @@
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@@ -4866,7 +4889,7 @@
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@@ -4880,7 +4903,7 @@
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@@ -4892,7 +4915,7 @@
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@@ -4902,7 +4925,7 @@
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@@ -4914,7 +4937,7 @@
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@@ -4926,7 +4949,7 @@
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@@ -4938,7 +4961,7 @@
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@@ -4950,7 +4973,7 @@
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@@ -4962,7 +4985,7 @@
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@@ -4981,7 +5004,7 @@
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@@ -4993,7 +5016,7 @@
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@@ -5003,7 +5026,7 @@
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@@ -5015,7 +5038,7 @@
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@@ -5025,7 +5048,7 @@
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@@ -5037,7 +5060,7 @@
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@@ -5049,7 +5072,7 @@
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@@ -5065,7 +5088,7 @@
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@@ -5077,7 +5100,7 @@
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@@ -5089,7 +5112,7 @@
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@@ -5099,7 +5122,7 @@
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@@ -5111,7 +5134,7 @@
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@@ -5121,7 +5144,7 @@
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@@ -5133,7 +5156,7 @@
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@@ -5150,7 +5173,7 @@
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@@ -5162,7 +5185,7 @@
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@@ -5174,7 +5197,7 @@
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@@ -5184,7 +5207,7 @@
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@@ -5196,7 +5219,7 @@
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@@ -5206,7 +5229,7 @@
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@@ -5218,7 +5241,7 @@
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@@ -5228,7 +5251,7 @@
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@@ -5240,7 +5263,7 @@
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@@ -5250,7 +5273,7 @@
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@@ -5262,7 +5285,7 @@
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@@ -5286,7 +5309,7 @@
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@@ -5299,7 +5322,7 @@
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@@ -5314,7 +5337,7 @@
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@@ -5394,7 +5417,7 @@
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@@ -5409,7 +5432,7 @@
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@@ -5422,7 +5445,7 @@
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@@ -5433,7 +5456,7 @@
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@@ -5445,7 +5468,7 @@
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@@ -5455,7 +5478,7 @@
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@@ -5467,7 +5490,7 @@
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@@ -5477,7 +5500,7 @@
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@@ -5500,7 +5523,7 @@
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@@ -5515,7 +5538,7 @@
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@@ -5535,7 +5558,7 @@
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@@ -5585,7 +5608,7 @@
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@@ -5605,7 +5628,7 @@
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@@ -5618,7 +5641,7 @@
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@@ -5630,7 +5653,7 @@
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+   "id": "624175bc",
    "metadata": {
     "editable": true
    },
@@ -5642,7 +5665,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f1b07e23",
+   "id": "3ec0f6d7",
    "metadata": {
     "editable": true
    },
@@ -5652,7 +5675,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b5e13b7",
+   "id": "56362263",
    "metadata": {
     "editable": true
    },
@@ -5664,7 +5687,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2baf3c1d",
+   "id": "357ca326",
    "metadata": {
     "editable": true
    },
@@ -5677,7 +5700,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "a76a9832",
+   "id": "1584ccf6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5720,7 +5743,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ec59b91",
+   "id": "ca5b0af2",
    "metadata": {
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diff --git a/doc/src/week35/week35.do.txt b/doc/src/week35/week35.do.txt
index 13f23d4b1..e3be227ce 100644
--- a/doc/src/week35/week35.do.txt
+++ b/doc/src/week35/week35.do.txt
@@ -6,10 +6,19 @@ DATE: today
 !split
 =====  Plans for week 35 =====
 
-* Thursday: Review of  ordinary Least Squares with applications and discussion of Ridge Regression and Singular Value Decomposition
+* Lab Wednesday: Work on exercises 1-5 for week 35
+* Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\
+position
+* Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition
+
+=== Reading recommendations: ===
+  o See lecture notes for week 35 at URL:"https://compphysics.github.io/MachineLearning/doc/web/course.html"
+  o For	a review on statistics see jupyter-book	URL:"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html", the	most relevant parts are covered by sections 1.1.1-1.1.5
+  o HTF chapter 3. GBC chapters 1 and and sections 3.1-3.11 and 5.1
+  o CMB sections 1.1 and 3.1
+  o A good review on statistics	is given by Murphy's text, chapter 2, see URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/MachineLearningMurphy.pdf"
+
 
-* Friday: Analysis of Ridge and Lasso Regression and links with Singular Value Decomposition
-* "Video series on the SVD":"http://databookuw.com/page-2/page-4/". Highly recommended.
 
 
 !split
@@ -17,9 +26,10 @@ DATE: today
 
 The main topics on Thursday are:
 o Repetition from last week on linear regression
+o Reminder on statistics with quantities like mean values, variance abd covariance
 o Discussion of how to prepare data and examples of applications of linear regression
 o Mathematical interpretations of Linear Regression
-o Start discussing Ridge and Lasso regression and Singular Value Decomposition
+o Start discussing Ridge and Lasso regression and Singular Value Decomposition, to be continued Friday