diff --git a/doc/pub/week46/html/._week46-bs000.html b/doc/pub/week46/html/._week46-bs000.html
index 7ee4f918d..2cf13cca3 100644
--- a/doc/pub/week46/html/._week46-bs000.html
+++ b/doc/pub/week46/html/._week46-bs000.html
@@ -178,7 +178,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Nov 11, 2020</h4></center> <!-- date -->
+<center><h4>Nov 12, 2020</h4></center> <!-- date -->
 <br>
 <p>
 
diff --git a/doc/pub/week46/html/._week46-bs001.html b/doc/pub/week46/html/._week46-bs001.html
index 7f2f4c592..e9c2c9ed9 100644
--- a/doc/pub/week46/html/._week46-bs001.html
+++ b/doc/pub/week46/html/._week46-bs001.html
@@ -169,7 +169,7 @@ MathJax.Hub.Config({
 Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 
 <p>
-<a href="https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer" target="_self">Overview of Support Vector Machines</a>. see also <a href="https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao" target="_self">this video</a>.
+<a href="https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer" target="_self">See overview video on Support Vector Machines</a>. See also <a href="https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao" target="_self">this video</a>.
 
 <p>
 <p>
diff --git a/doc/pub/week46/html/week46-bs.html b/doc/pub/week46/html/week46-bs.html
index 7ee4f918d..2cf13cca3 100644
--- a/doc/pub/week46/html/week46-bs.html
+++ b/doc/pub/week46/html/week46-bs.html
@@ -178,7 +178,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Nov 11, 2020</h4></center> <!-- date -->
+<center><h4>Nov 12, 2020</h4></center> <!-- date -->
 <br>
 <p>
 
diff --git a/doc/pub/week46/html/week46-reveal.html b/doc/pub/week46/html/week46-reveal.html
index c83bc9af7..5a822c55f 100644
--- a/doc/pub/week46/html/week46-reveal.html
+++ b/doc/pub/week46/html/week46-reveal.html
@@ -148,7 +148,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>&nbsp;<br>
-<center><h4>Nov 11, 2020</h4></center> <!-- date -->
+<center><h4>Nov 12, 2020</h4></center> <!-- date -->
 <br>
 <p>
 
@@ -170,7 +170,7 @@ MathJax.Hub.Config({
 Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 
 <p>
-<a href="https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer" target="_blank">Overview of Support Vector Machines</a>. see also <a href="https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao" target="_blank">this video</a>.
+<a href="https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer" target="_blank">See overview video on Support Vector Machines</a>. See also <a href="https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao" target="_blank">this video</a>.
 </section>
 
 
diff --git a/doc/pub/week46/html/week46-solarized.html b/doc/pub/week46/html/week46-solarized.html
index f1e2fe58f..fa347774e 100644
--- a/doc/pub/week46/html/week46-solarized.html
+++ b/doc/pub/week46/html/week46-solarized.html
@@ -112,7 +112,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Nov 11, 2020</h4></center> <!-- date -->
+<center><h4>Nov 12, 2020</h4></center> <!-- date -->
 <br>
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
 Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 
 <p>
-<a href="https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer" target="_blank">Overview of Support Vector Machines</a>. see also <a href="https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao" target="_blank">this video</a>.
+<a href="https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer" target="_blank">See overview video on Support Vector Machines</a>. See also <a href="https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao" target="_blank">this video</a>.
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week46/html/week46.html b/doc/pub/week46/html/week46.html
index 3292c09a8..0110087bd 100644
--- a/doc/pub/week46/html/week46.html
+++ b/doc/pub/week46/html/week46.html
@@ -117,7 +117,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Nov 11, 2020</h4></center> <!-- date -->
+<center><h4>Nov 12, 2020</h4></center> <!-- date -->
 <br>
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -132,7 +132,7 @@ MathJax.Hub.Config({
 Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 
 <p>
-<a href="https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer" target="_blank">Overview of Support Vector Machines</a>. see also <a href="https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao" target="_blank">this video</a>.
+<a href="https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer" target="_blank">See overview video on Support Vector Machines</a>. See also <a href="https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao" target="_blank">this video</a>.
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz b/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz
index 1cb6515a3..2afac239a 100644
Binary files a/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz and b/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz differ
diff --git a/doc/pub/week46/ipynb/week46.ipynb b/doc/pub/week46/ipynb/week46.ipynb
index 14dccd760..a549ae9b4 100644
--- a/doc/pub/week46/ipynb/week46.ipynb
+++ b/doc/pub/week46/ipynb/week46.ipynb
@@ -10,7 +10,7 @@
     "<!-- Author: -->  \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: **Nov 11, 2020**\n",
+    "Date: **Nov 12, 2020**\n",
     "\n",
     "Copyright 1999-2020, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license\n",
     "\n",
@@ -24,7 +24,7 @@
     "\n",
     "Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.\n",
     "\n",
-    "[Overview of Support Vector Machines](https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer). see also [this video](https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao).\n",
+    "[See overview video on Support Vector Machines](https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer). See also [this video](https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao).\n",
     "\n",
     "\n",
     "## Thursday\n",
diff --git a/doc/src/week46/week46.do.txt b/doc/src/week46/week46.do.txt
index e4b944d6c..718a3d9ed 100644
--- a/doc/src/week46/week46.do.txt
+++ b/doc/src/week46/week46.do.txt
@@ -11,7 +11,7 @@ DATE: today
 
 Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 
-"Overview of Support Vector Machines":"https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer". see also "this video":"https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao".
+"See overview video on Support Vector Machines":"https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer". See also "this video":"https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao".
 
 
 !split