diff --git a/doc/LectureNotes/schedule.md b/doc/LectureNotes/schedule.md
index 618e8198b..5d86e0ec4 100644
--- a/doc/LectureNotes/schedule.md
+++ b/doc/LectureNotes/schedule.md
@@ -54,7 +54,7 @@ For the reading assignments we use the following abbreviations:
 - Lecture Thursday: Summary from last week on SVD, more on Statistics, probability theory and linear regression
 - Video of Lecture at https://youtu.be/qn_BAVhMD8U
 - Friday: Linear Regression and more links with Statistics, Resampling methods and presentation of first project. 
-- Video of Lecture 
+- Video of Lecture at https://youtu.be/_CPGg0JYH8M
 
 - Reading recommendations:
   - Lectures on Regression for week 36 at https://compphysics.github.io/MachineLearning/doc/web/course.html.
diff --git a/doc/pub/week36/html/._week36-bs001.html b/doc/pub/week36/html/._week36-bs001.html
index 23753b889..0f24a7bb5 100644
--- a/doc/pub/week36/html/._week36-bs001.html
+++ b/doc/pub/week36/html/._week36-bs001.html
@@ -305,6 +305,9 @@ MathJax.Hub.Config({
   <li> <a href="https://youtu.be/qn_BAVhMD8U" target="_self">Video of Lecture</a></li>
 </ul>
 <li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project</li>
+<ul>
+  <li> <a href="https://youtu.be/_CPGg0JYH8M" target="_self">Video of Lecture</a></li>
+</ul>
 </ul>
 <p>Recommended Reading:</p>
 <ol>
diff --git a/doc/pub/week36/html/week36-reveal.html b/doc/pub/week36/html/week36-reveal.html
index 24aaf8b14..b03749e38 100644
--- a/doc/pub/week36/html/week36-reveal.html
+++ b/doc/pub/week36/html/week36-reveal.html
@@ -205,6 +205,11 @@ MathJax.Hub.Config({
 </ul>
 <p>
 <p><li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project</li>
+<ul>
+
+<p><li> <a href="https://youtu.be/_CPGg0JYH8M" target="_blank">Video of Lecture</a></li>
+</ul>
+<p>
 </ul>
 <p>
 <p>Recommended Reading:</p>
diff --git a/doc/pub/week36/html/week36-solarized.html b/doc/pub/week36/html/week36-solarized.html
index 0405a17d8..d7c58a7ed 100644
--- a/doc/pub/week36/html/week36-solarized.html
+++ b/doc/pub/week36/html/week36-solarized.html
@@ -268,6 +268,9 @@ MathJax.Hub.Config({
   <li> <a href="https://youtu.be/qn_BAVhMD8U" target="_blank">Video of Lecture</a></li>
 </ul>
 <li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project</li>
+<ul>
+  <li> <a href="https://youtu.be/_CPGg0JYH8M" target="_blank">Video of Lecture</a></li>
+</ul>
 </ul>
 <p>Recommended Reading:</p>
 <ol>
diff --git a/doc/pub/week36/html/week36.html b/doc/pub/week36/html/week36.html
index e92d1f4bd..65f853f33 100644
--- a/doc/pub/week36/html/week36.html
+++ b/doc/pub/week36/html/week36.html
@@ -345,6 +345,9 @@ MathJax.Hub.Config({
   <li> <a href="https://youtu.be/qn_BAVhMD8U" target="_blank">Video of Lecture</a></li>
 </ul>
 <li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project</li>
+<ul>
+  <li> <a href="https://youtu.be/_CPGg0JYH8M" target="_blank">Video of Lecture</a></li>
+</ul>
 </ul>
 <p>Recommended Reading:</p>
 <ol>
diff --git a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz
index 00464fef5..9dd28a12a 100644
Binary files a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz and b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz differ
diff --git a/doc/pub/week36/ipynb/week36.ipynb b/doc/pub/week36/ipynb/week36.ipynb
index 26b8d9948..4f5ffb301 100644
--- a/doc/pub/week36/ipynb/week36.ipynb
+++ b/doc/pub/week36/ipynb/week36.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ed57a7f4",
+   "id": "54f68878",
    "metadata": {
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@@ -14,7 +14,7 @@
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   {
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-   "id": "f9b44f41",
+   "id": "b2606fb6",
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@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0b4c8a87",
+   "id": "998031f2",
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     "editable": true
    },
@@ -42,6 +42,8 @@
     "\n",
     "* Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project\n",
     "\n",
+    "  * [Video of Lecture](https://youtu.be/_CPGg0JYH8M)\n",
+    "\n",
     "Recommended Reading:\n",
     "1. Lectures on Regression\n",
     "\n",
@@ -52,7 +54,7 @@
   },
   {
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-   "id": "4cd508c7",
+   "id": "6cd06197",
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@@ -62,7 +64,7 @@
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+   "id": "d54cdcb7",
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@@ -72,7 +74,7 @@
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@@ -84,7 +86,7 @@
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@@ -96,7 +98,7 @@
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@@ -106,7 +108,7 @@
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@@ -118,7 +120,7 @@
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@@ -128,7 +130,7 @@
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@@ -145,7 +147,7 @@
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@@ -155,7 +157,7 @@
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+   "id": "7b638f4f",
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@@ -167,7 +169,7 @@
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@@ -177,7 +179,7 @@
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@@ -189,7 +191,7 @@
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@@ -203,7 +205,7 @@
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+   "id": "9be07751",
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@@ -215,7 +217,7 @@
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+   "id": "71861426",
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@@ -237,7 +239,7 @@
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@@ -249,7 +251,7 @@
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+   "id": "9cf87ecc",
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@@ -264,7 +266,7 @@
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+   "id": "20032abb",
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@@ -276,7 +278,7 @@
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@@ -288,7 +290,7 @@
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+   "id": "1e18e19f",
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@@ -298,7 +300,7 @@
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+   "id": "747b9d45",
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@@ -310,7 +312,7 @@
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-   "id": "45dcb402",
+   "id": "134925f1",
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@@ -320,7 +322,7 @@
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-   "id": "74728602",
+   "id": "0050225b",
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@@ -332,7 +334,7 @@
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+   "id": "8ec325de",
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@@ -342,7 +344,7 @@
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+   "id": "5059b729",
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@@ -354,7 +356,7 @@
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@@ -371,7 +373,7 @@
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-   "id": "9005682e",
+   "id": "ade9b7ed",
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@@ -385,7 +387,7 @@
   {
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-   "id": "2310874e",
+   "id": "24749dad",
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@@ -397,7 +399,7 @@
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@@ -408,7 +410,7 @@
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-   "id": "00a3c09e",
+   "id": "23a63ba1",
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@@ -448,7 +450,7 @@
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@@ -468,7 +470,7 @@
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@@ -480,7 +482,7 @@
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@@ -491,7 +493,7 @@
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-   "id": "2173ee4a",
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@@ -525,7 +527,7 @@
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@@ -535,7 +537,7 @@
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@@ -548,7 +550,7 @@
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@@ -560,7 +562,7 @@
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@@ -570,7 +572,7 @@
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@@ -583,7 +585,7 @@
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@@ -593,7 +595,7 @@
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@@ -605,7 +607,7 @@
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@@ -620,7 +622,7 @@
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@@ -633,7 +635,7 @@
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@@ -645,7 +647,7 @@
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@@ -657,7 +659,7 @@
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@@ -667,7 +669,7 @@
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@@ -680,7 +682,7 @@
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@@ -692,7 +694,7 @@
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@@ -704,7 +706,7 @@
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@@ -716,7 +718,7 @@
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@@ -728,7 +730,7 @@
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@@ -742,7 +744,7 @@
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@@ -754,7 +756,7 @@
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@@ -764,7 +766,7 @@
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@@ -776,7 +778,7 @@
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@@ -786,7 +788,7 @@
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@@ -810,7 +812,7 @@
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@@ -820,7 +822,7 @@
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@@ -884,7 +886,7 @@
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@@ -894,7 +896,7 @@
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@@ -906,7 +908,7 @@
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@@ -916,7 +918,7 @@
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@@ -968,7 +970,7 @@
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@@ -990,7 +992,7 @@
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@@ -1075,7 +1077,7 @@
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@@ -1087,7 +1089,7 @@
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@@ -1097,7 +1099,7 @@
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@@ -1109,7 +1111,7 @@
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@@ -1119,7 +1121,7 @@
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@@ -1131,7 +1133,7 @@
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@@ -1141,7 +1143,7 @@
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@@ -1156,7 +1158,7 @@
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@@ -1168,7 +1170,7 @@
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@@ -1178,7 +1180,7 @@
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@@ -1190,7 +1192,7 @@
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@@ -1202,7 +1204,7 @@
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@@ -1214,7 +1216,7 @@
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@@ -1224,7 +1226,7 @@
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@@ -1236,7 +1238,7 @@
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@@ -1248,7 +1250,7 @@
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@@ -1260,7 +1262,7 @@
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@@ -1270,7 +1272,7 @@
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@@ -1282,7 +1284,7 @@
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@@ -1292,7 +1294,7 @@
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@@ -1306,7 +1308,7 @@
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@@ -1316,7 +1318,7 @@
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@@ -1328,7 +1330,7 @@
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@@ -1340,7 +1342,7 @@
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@@ -1350,7 +1352,7 @@
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@@ -1362,7 +1364,7 @@
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@@ -1372,7 +1374,7 @@
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@@ -1384,7 +1386,7 @@
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@@ -1396,7 +1398,7 @@
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@@ -1406,7 +1408,7 @@
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@@ -1418,7 +1420,7 @@
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@@ -1428,7 +1430,7 @@
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@@ -1440,7 +1442,7 @@
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@@ -1452,7 +1454,7 @@
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@@ -1462,7 +1464,7 @@
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@@ -1474,7 +1476,7 @@
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@@ -1487,7 +1489,7 @@
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@@ -1499,7 +1501,7 @@
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@@ -1511,7 +1513,7 @@
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@@ -1523,7 +1525,7 @@
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@@ -1533,7 +1535,7 @@
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@@ -1545,7 +1547,7 @@
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@@ -1555,7 +1557,7 @@
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@@ -1567,7 +1569,7 @@
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@@ -1577,7 +1579,7 @@
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@@ -1589,7 +1591,7 @@
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@@ -1599,7 +1601,7 @@
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@@ -1612,7 +1614,7 @@
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@@ -1624,7 +1626,7 @@
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@@ -1636,7 +1638,7 @@
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@@ -1646,7 +1648,7 @@
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@@ -1658,7 +1660,7 @@
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@@ -1675,7 +1677,7 @@
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@@ -1687,7 +1689,7 @@
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@@ -1699,7 +1701,7 @@
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@@ -1709,7 +1711,7 @@
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@@ -1721,7 +1723,7 @@
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@@ -1731,7 +1733,7 @@
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@@ -1743,7 +1745,7 @@
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@@ -1753,7 +1755,7 @@
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@@ -1765,7 +1767,7 @@
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@@ -1775,7 +1777,7 @@
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@@ -1790,7 +1792,7 @@
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@@ -1852,7 +1854,7 @@
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@@ -1862,7 +1864,7 @@
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@@ -1873,7 +1875,7 @@
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@@ -1940,7 +1942,7 @@
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@@ -1951,7 +1953,7 @@
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@@ -2040,7 +2042,7 @@
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@@ -2068,7 +2070,7 @@
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@@ -2103,7 +2105,7 @@
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@@ -2117,7 +2119,7 @@
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@@ -2142,7 +2144,7 @@
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@@ -2158,7 +2160,7 @@
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@@ -2170,7 +2172,7 @@
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@@ -2185,7 +2187,7 @@
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@@ -2197,7 +2199,7 @@
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@@ -2207,7 +2209,7 @@
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@@ -2219,7 +2221,7 @@
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@@ -2229,7 +2231,7 @@
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@@ -2241,7 +2243,7 @@
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@@ -2254,7 +2256,7 @@
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@@ -2266,7 +2268,7 @@
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@@ -2276,7 +2278,7 @@
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@@ -2288,7 +2290,7 @@
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@@ -2298,7 +2300,7 @@
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@@ -2310,7 +2312,7 @@
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@@ -2320,7 +2322,7 @@
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@@ -2332,7 +2334,7 @@
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@@ -2342,7 +2344,7 @@
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@@ -2354,7 +2356,7 @@
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@@ -2364,7 +2366,7 @@
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@@ -2376,7 +2378,7 @@
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@@ -2386,7 +2388,7 @@
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@@ -2398,7 +2400,7 @@
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@@ -2410,7 +2412,7 @@
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@@ -2422,7 +2424,7 @@
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@@ -2435,7 +2437,7 @@
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@@ -2447,7 +2449,7 @@
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@@ -2457,7 +2459,7 @@
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@@ -2471,7 +2473,7 @@
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@@ -2568,7 +2570,7 @@
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@@ -2589,7 +2591,7 @@
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@@ -2601,7 +2603,7 @@
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@@ -2611,7 +2613,7 @@
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@@ -2623,7 +2625,7 @@
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@@ -2633,7 +2635,7 @@
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@@ -2645,7 +2647,7 @@
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@@ -2655,7 +2657,7 @@
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@@ -2668,7 +2670,7 @@
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@@ -2744,7 +2746,7 @@
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@@ -2757,7 +2759,7 @@
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@@ -2768,7 +2770,7 @@
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@@ -2857,7 +2859,7 @@
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@@ -2874,7 +2876,7 @@
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@@ -2884,7 +2886,7 @@
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@@ -2913,7 +2915,7 @@
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@@ -2929,7 +2931,7 @@
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@@ -2948,7 +2950,7 @@
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@@ -2962,7 +2964,7 @@
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@@ -2974,7 +2976,7 @@
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@@ -2985,7 +2987,7 @@
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@@ -2997,7 +2999,7 @@
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@@ -3009,7 +3011,7 @@
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@@ -3025,7 +3027,7 @@
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@@ -3036,7 +3038,7 @@
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@@ -3059,7 +3061,7 @@
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@@ -3070,7 +3072,7 @@
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@@ -3082,7 +3084,7 @@
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@@ -3094,7 +3096,7 @@
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@@ -3108,7 +3110,7 @@
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@@ -3139,7 +3141,7 @@
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@@ -3161,7 +3163,7 @@
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@@ -3173,7 +3175,7 @@
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@@ -3186,7 +3188,7 @@
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@@ -3198,7 +3200,7 @@
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@@ -3210,7 +3212,7 @@
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@@ -3222,7 +3224,7 @@
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@@ -3234,7 +3236,7 @@
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@@ -3257,7 +3259,7 @@
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@@ -3269,7 +3271,7 @@
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@@ -3282,7 +3284,7 @@
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@@ -3294,7 +3296,7 @@
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@@ -3306,7 +3308,7 @@
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@@ -3318,7 +3320,7 @@
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@@ -3329,7 +3331,7 @@
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@@ -3341,7 +3343,7 @@
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@@ -3352,7 +3354,7 @@
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@@ -3364,7 +3366,7 @@
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@@ -3374,7 +3376,7 @@
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@@ -3405,7 +3407,7 @@
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@@ -3417,7 +3419,7 @@
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@@ -3429,7 +3431,7 @@
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@@ -3439,7 +3441,7 @@
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@@ -3451,7 +3453,7 @@
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@@ -3461,7 +3463,7 @@
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@@ -3473,7 +3475,7 @@
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@@ -3483,7 +3485,7 @@
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@@ -3495,7 +3497,7 @@
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@@ -3505,7 +3507,7 @@
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@@ -3525,7 +3527,7 @@
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@@ -3537,7 +3539,7 @@
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@@ -3547,7 +3549,7 @@
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@@ -3559,7 +3561,7 @@
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@@ -3571,7 +3573,7 @@
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@@ -3583,7 +3585,7 @@
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@@ -3595,7 +3597,7 @@
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@@ -3607,7 +3609,7 @@
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@@ -3619,7 +3621,7 @@
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@@ -3631,7 +3633,7 @@
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@@ -3643,7 +3645,7 @@
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@@ -3653,7 +3655,7 @@
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@@ -3665,7 +3667,7 @@
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@@ -3675,7 +3677,7 @@
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@@ -3694,7 +3696,7 @@
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@@ -3715,7 +3717,7 @@
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@@ -3727,7 +3729,7 @@
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@@ -3738,7 +3740,7 @@
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@@ -3751,7 +3753,7 @@
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@@ -3763,7 +3765,7 @@
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@@ -3773,7 +3775,7 @@
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@@ -3785,7 +3787,7 @@
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@@ -3795,7 +3797,7 @@
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@@ -3807,7 +3809,7 @@
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@@ -3817,7 +3819,7 @@
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@@ -3834,7 +3836,7 @@
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@@ -3853,7 +3855,7 @@
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@@ -3927,7 +3929,7 @@
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@@ -3937,7 +3939,7 @@
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@@ -3951,7 +3953,7 @@
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@@ -3963,7 +3965,7 @@
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@@ -3973,7 +3975,7 @@
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@@ -3985,7 +3987,7 @@
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@@ -3995,7 +3997,7 @@
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@@ -4007,7 +4009,7 @@
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@@ -4017,7 +4019,7 @@
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@@ -4029,7 +4031,7 @@
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@@ -4039,7 +4041,7 @@
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@@ -4055,7 +4057,7 @@
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@@ -4067,7 +4069,7 @@
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@@ -4077,7 +4079,7 @@
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@@ -4089,7 +4091,7 @@
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@@ -4102,7 +4104,7 @@
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@@ -4114,7 +4116,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b0c6f8c",
+   "id": "36d005b5",
    "metadata": {
     "editable": true
    },
@@ -4124,7 +4126,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee7474ad",
+   "id": "4deb0ca9",
    "metadata": {
     "editable": true
    },
@@ -4136,7 +4138,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f40515bd",
+   "id": "84fcc55c",
    "metadata": {
     "editable": true
    },
@@ -4146,7 +4148,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f7a8bee",
+   "id": "47d7c3ca",
    "metadata": {
     "editable": true
    },
@@ -4158,7 +4160,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "592f8891",
+   "id": "8e745a19",
    "metadata": {
     "editable": true
    },
@@ -4170,7 +4172,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2cfaa0d",
+   "id": "55142cc6",
    "metadata": {
     "editable": true
    },
@@ -4180,7 +4182,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "070aebc3",
+   "id": "f627b93a",
    "metadata": {
     "editable": true
    },
@@ -4192,7 +4194,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "626cdc9e",
+   "id": "1a1bae81",
    "metadata": {
     "editable": true
    },
@@ -4204,7 +4206,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b01d8126",
+   "id": "0c8a5a7b",
    "metadata": {
     "editable": true
    },
@@ -4216,7 +4218,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7a314028",
+   "id": "05bcb4ee",
    "metadata": {
     "editable": true
    },
@@ -4226,7 +4228,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df4f19cb",
+   "id": "308e688d",
    "metadata": {
     "editable": true
    },
@@ -4238,7 +4240,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a87d3bae",
+   "id": "e127394e",
    "metadata": {
     "editable": true
    },
@@ -4248,7 +4250,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27601c4d",
+   "id": "ca26f6f7",
    "metadata": {
     "editable": true
    },
@@ -4264,7 +4266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ece9c45",
+   "id": "a0f78141",
    "metadata": {
     "editable": true
    },
@@ -4276,7 +4278,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f980fff",
+   "id": "a285460c",
    "metadata": {
     "editable": true
    },
@@ -4287,7 +4289,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d270dcd",
+   "id": "f5f96083",
    "metadata": {
     "editable": true
    },
@@ -4299,7 +4301,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0080000b",
+   "id": "21e62126",
    "metadata": {
     "editable": true
    },
@@ -4309,7 +4311,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0cabbb5",
+   "id": "e5730a62",
    "metadata": {
     "editable": true
    },
@@ -4320,7 +4322,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c3340c6",
+   "id": "55b4af74",
    "metadata": {
     "editable": true
    },
@@ -4334,7 +4336,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86de7029",
+   "id": "c4fb720a",
    "metadata": {
     "editable": true
    },
@@ -4345,7 +4347,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9d25c021",
+   "id": "31a32444",
    "metadata": {
     "editable": true
    },
@@ -4358,7 +4360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "efd32a64",
+   "id": "18736ca9",
    "metadata": {
     "editable": true
    },
@@ -4369,7 +4371,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f548f6c1",
+   "id": "889dcad9",
    "metadata": {
     "editable": true
    },
@@ -4380,7 +4382,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d9d2104",
+   "id": "65d7114c",
    "metadata": {
     "editable": true
    },
@@ -4392,7 +4394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1579ab40",
+   "id": "0246cb71",
    "metadata": {
     "editable": true
    },
@@ -4403,7 +4405,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ed7869c",
+   "id": "9a239b08",
    "metadata": {
     "editable": true
    },
@@ -4417,7 +4419,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4997cec6",
+   "id": "9b868ddb",
    "metadata": {
     "editable": true
    },
@@ -4443,7 +4445,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "db67ea32",
+   "id": "fe00295c",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4456,7 +4458,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89fcc70e",
+   "id": "d59b60b2",
    "metadata": {
     "editable": true
    },
@@ -4467,7 +4469,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eeeea9e7",
+   "id": "47dc99e1",
    "metadata": {
     "editable": true
    },
diff --git a/doc/src/week36/week36.do.txt b/doc/src/week36/week36.do.txt
index 1f1ef4e2a..a583f36cb 100644
--- a/doc/src/week36/week36.do.txt
+++ b/doc/src/week36/week36.do.txt
@@ -9,6 +9,7 @@ DATE: today
 * Thursday: Summary from last week on discussion of SVD, Ridge and Lasso linear regression.
   * "Video of Lecture":"https://youtu.be/qn_BAVhMD8U"
 * Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project
+  * "Video of Lecture":"https://youtu.be/_CPGg0JYH8M"
 
 Recommended Reading:
 o Lectures on Regression