diff --git a/doc/pub/week36/html/._week36-bs001.html b/doc/pub/week36/html/._week36-bs001.html
index 0cb826e59..df6bbd8d4 100644
--- a/doc/pub/week36/html/._week36-bs001.html
+++ b/doc/pub/week36/html/._week36-bs001.html
@@ -280,6 +280,7 @@ MathJax.Hub.Config({
   <li> Summary from last week on discussion of SVD, Ridge and Lasso linear regression.</li>
   <li> Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6, as for the lecture discussion</li>
   <li> Presentation and discussion of first project</li>
+  <li> <a href="https://youtu.be/ZrIdZdZtHe0" target="_self">Video of lab session</a></li>
 </ul>
 </ul>
 <p>
diff --git a/doc/pub/week36/html/week36-reveal.html b/doc/pub/week36/html/week36-reveal.html
index 225250ee9..0e059dc5b 100644
--- a/doc/pub/week36/html/week36-reveal.html
+++ b/doc/pub/week36/html/week36-reveal.html
@@ -222,6 +222,8 @@ MathJax.Hub.Config({
 <p><li> Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6, as for the lecture discussion</li>
 
 <p><li> Presentation and discussion of first project</li>
+
+<p><li> <a href="https://youtu.be/ZrIdZdZtHe0" target="_blank">Video of lab session</a></li>
 </ul>
 <p>
 </ul>
diff --git a/doc/pub/week36/html/week36-solarized.html b/doc/pub/week36/html/week36-solarized.html
index 6d6af5071..b377be763 100644
--- a/doc/pub/week36/html/week36-solarized.html
+++ b/doc/pub/week36/html/week36-solarized.html
@@ -255,6 +255,7 @@ MathJax.Hub.Config({
   <li> Summary from last week on discussion of SVD, Ridge and Lasso linear regression.</li>
   <li> Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6, as for the lecture discussion</li>
   <li> Presentation and discussion of first project</li>
+  <li> <a href="https://youtu.be/ZrIdZdZtHe0" target="_blank">Video of lab session</a></li>
 </ul>
 </ul>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week36/html/week36.html b/doc/pub/week36/html/week36.html
index 382b013e0..c9dded8bb 100644
--- a/doc/pub/week36/html/week36.html
+++ b/doc/pub/week36/html/week36.html
@@ -332,6 +332,7 @@ MathJax.Hub.Config({
   <li> Summary from last week on discussion of SVD, Ridge and Lasso linear regression.</li>
   <li> Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6, as for the lecture discussion</li>
   <li> Presentation and discussion of first project</li>
+  <li> <a href="https://youtu.be/ZrIdZdZtHe0" target="_blank">Video of lab session</a></li>
 </ul>
 </ul>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz
index 11f2c34ad..0b8c26f50 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 54d22c2f8..d2f12bf9e 100644
--- a/doc/pub/week36/ipynb/week36.ipynb
+++ b/doc/pub/week36/ipynb/week36.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9c0dc318",
+   "id": "fa423ef9",
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@@ -14,7 +14,7 @@
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   {
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-   "id": "849ba8af",
+   "id": "86472638",
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@@ -27,7 +27,7 @@
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   {
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-   "id": "728b1450",
+   "id": "9c3168de",
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@@ -54,12 +54,14 @@
     "\n",
     "  * Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6, as for the lecture discussion\n",
     "\n",
-    "  * Presentation and discussion of first project"
+    "  * Presentation and discussion of first project\n",
+    "\n",
+    "  * [Video of lab session](https://youtu.be/ZrIdZdZtHe0)"
    ]
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   {
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-   "id": "fa824343",
+   "id": "8cfccc82",
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@@ -69,7 +71,7 @@
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+   "id": "95ab8c41",
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@@ -128,7 +130,7 @@
   {
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-   "id": "c6ebacde",
+   "id": "4b92772e",
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@@ -155,7 +157,7 @@
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   {
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-   "id": "fc178524",
+   "id": "d8fe3be4",
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@@ -169,7 +171,7 @@
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+   "id": "3ce0bc21",
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@@ -181,7 +183,7 @@
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+   "id": "f26c8e8f",
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@@ -198,7 +200,7 @@
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+   "id": "2447a11d",
    "metadata": {
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@@ -210,7 +212,7 @@
   },
   {
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-   "id": "218f120f",
+   "id": "4c8e28c1",
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@@ -220,7 +222,7 @@
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+   "id": "dff48586",
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@@ -232,7 +234,7 @@
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+   "id": "3c924625",
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@@ -242,7 +244,7 @@
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+   "id": "951e0c99",
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@@ -254,7 +256,7 @@
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@@ -265,7 +267,7 @@
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+   "id": "3ec7c9d4",
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@@ -277,7 +279,7 @@
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+   "id": "4f448ffb",
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@@ -287,7 +289,7 @@
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+   "id": "f9e6cdf3",
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@@ -299,7 +301,7 @@
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-   "id": "bd68d409",
+   "id": "3e22df42",
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@@ -309,7 +311,7 @@
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   {
    "cell_type": "markdown",
-   "id": "de53612d",
+   "id": "6d121b0a",
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@@ -321,7 +323,7 @@
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   {
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+   "id": "8e1e3ace",
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@@ -331,7 +333,7 @@
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+   "id": "05da5eda",
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@@ -343,7 +345,7 @@
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+   "id": "d13a3da7",
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@@ -353,7 +355,7 @@
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+   "id": "ee2e3df8",
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@@ -365,7 +367,7 @@
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-   "id": "47c6fc06",
+   "id": "747e45be",
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@@ -375,7 +377,7 @@
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-   "id": "7af88710",
+   "id": "f3949436",
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@@ -387,7 +389,7 @@
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+   "id": "46fdff7a",
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@@ -397,7 +399,7 @@
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-   "id": "b711214e",
+   "id": "1892080c",
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@@ -409,7 +411,7 @@
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+   "id": "ebd6eadf",
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@@ -419,7 +421,7 @@
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+   "id": "43d90e59",
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@@ -431,7 +433,7 @@
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-   "id": "29e6bed9",
+   "id": "5f4e5751",
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@@ -443,7 +445,7 @@
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   {
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+   "id": "c356279a",
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@@ -455,7 +457,7 @@
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+   "id": "f0000876",
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@@ -465,7 +467,7 @@
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-   "id": "b4c37288",
+   "id": "49f614ae",
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@@ -477,7 +479,7 @@
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   {
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-   "id": "2a9a5c4f",
+   "id": "7f339bb7",
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@@ -490,7 +492,7 @@
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   {
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-   "id": "e50001bb",
+   "id": "a443b3a1",
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@@ -502,7 +504,7 @@
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+   "id": "f1c98dff",
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@@ -516,7 +518,7 @@
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    "execution_count": 2,
-   "id": "f6f9927d",
+   "id": "1308492f",
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     "editable": true
@@ -615,7 +617,7 @@
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   {
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-   "id": "291ce957",
+   "id": "02debd8b",
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@@ -636,7 +638,7 @@
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   {
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-   "id": "c051ed4b",
+   "id": "b0fe4b39",
    "metadata": {
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@@ -648,7 +650,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fe5619e0",
+   "id": "87f17073",
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@@ -658,7 +660,7 @@
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   {
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-   "id": "c774a2da",
+   "id": "91eb895d",
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@@ -670,7 +672,7 @@
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+   "id": "c3816f1e",
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@@ -680,7 +682,7 @@
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-   "id": "8fa5265e",
+   "id": "f0a71210",
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@@ -692,7 +694,7 @@
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+   "id": "841a6167",
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@@ -710,7 +712,7 @@
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-   "id": "21c45264",
+   "id": "e848f1d3",
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@@ -786,7 +788,7 @@
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   {
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-   "id": "c1da684b",
+   "id": "64072a5f",
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@@ -800,7 +802,7 @@
   {
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    "execution_count": 4,
-   "id": "e0559f64",
+   "id": "167020f5",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -889,7 +891,7 @@
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   {
    "cell_type": "markdown",
-   "id": "ec11139c",
+   "id": "45077718",
    "metadata": {
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@@ -904,7 +906,7 @@
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   {
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-   "id": "17620c10",
+   "id": "29c3d802",
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@@ -930,7 +932,7 @@
   {
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-   "id": "9bc3430d",
+   "id": "5012c9d3",
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     "editable": true
@@ -1003,7 +1005,7 @@
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-   "id": "3cb22033",
+   "id": "5f803cfb",
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@@ -1013,7 +1015,7 @@
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+   "id": "10d28c6d",
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@@ -1042,7 +1044,7 @@
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   {
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-   "id": "3f2a8c3a",
+   "id": "5fb5c55c",
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@@ -1058,7 +1060,7 @@
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   {
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-   "id": "4ba99485",
+   "id": "1b1535c1",
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@@ -1077,7 +1079,7 @@
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@@ -1091,7 +1093,7 @@
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@@ -1103,7 +1105,7 @@
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@@ -1114,7 +1116,7 @@
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@@ -1126,7 +1128,7 @@
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@@ -1138,7 +1140,7 @@
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@@ -1154,7 +1156,7 @@
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@@ -1165,7 +1167,7 @@
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@@ -1188,7 +1190,7 @@
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@@ -1199,7 +1201,7 @@
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@@ -1211,7 +1213,7 @@
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@@ -1223,7 +1225,7 @@
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@@ -1237,7 +1239,7 @@
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@@ -1268,7 +1270,7 @@
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@@ -1290,7 +1292,7 @@
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@@ -1302,7 +1304,7 @@
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@@ -1315,7 +1317,7 @@
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@@ -1327,7 +1329,7 @@
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@@ -1339,7 +1341,7 @@
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@@ -1351,7 +1353,7 @@
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@@ -1363,7 +1365,7 @@
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@@ -1386,7 +1388,7 @@
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@@ -1398,7 +1400,7 @@
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@@ -1411,7 +1413,7 @@
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@@ -1423,7 +1425,7 @@
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@@ -1435,7 +1437,7 @@
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@@ -1447,7 +1449,7 @@
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@@ -1458,7 +1460,7 @@
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@@ -1470,7 +1472,7 @@
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@@ -1481,7 +1483,7 @@
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@@ -1493,7 +1495,7 @@
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@@ -1503,7 +1505,7 @@
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@@ -1534,7 +1536,7 @@
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@@ -1546,7 +1548,7 @@
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@@ -1558,7 +1560,7 @@
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@@ -1568,7 +1570,7 @@
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@@ -1580,7 +1582,7 @@
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@@ -1590,7 +1592,7 @@
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@@ -1602,7 +1604,7 @@
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@@ -1612,7 +1614,7 @@
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@@ -1624,7 +1626,7 @@
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@@ -1634,7 +1636,7 @@
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@@ -1654,7 +1656,7 @@
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@@ -1666,7 +1668,7 @@
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@@ -1676,7 +1678,7 @@
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@@ -1688,7 +1690,7 @@
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@@ -1700,7 +1702,7 @@
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@@ -1712,7 +1714,7 @@
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@@ -1724,7 +1726,7 @@
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@@ -1736,7 +1738,7 @@
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@@ -1748,7 +1750,7 @@
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@@ -1760,7 +1762,7 @@
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@@ -1772,7 +1774,7 @@
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@@ -1782,7 +1784,7 @@
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@@ -1794,7 +1796,7 @@
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@@ -1804,7 +1806,7 @@
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@@ -1823,7 +1825,7 @@
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@@ -1844,7 +1846,7 @@
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@@ -1856,7 +1858,7 @@
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@@ -1867,7 +1869,7 @@
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@@ -1880,7 +1882,7 @@
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@@ -1892,7 +1894,7 @@
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@@ -1902,7 +1904,7 @@
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@@ -1914,7 +1916,7 @@
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@@ -1924,7 +1926,7 @@
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@@ -1936,7 +1938,7 @@
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@@ -1946,7 +1948,7 @@
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@@ -1960,7 +1962,7 @@
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@@ -1972,7 +1974,7 @@
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@@ -1982,7 +1984,7 @@
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@@ -1994,7 +1996,7 @@
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@@ -2004,7 +2006,7 @@
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@@ -2016,7 +2018,7 @@
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@@ -2026,7 +2028,7 @@
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@@ -2038,7 +2040,7 @@
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@@ -2048,7 +2050,7 @@
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@@ -2064,7 +2066,7 @@
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@@ -2076,7 +2078,7 @@
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@@ -2086,7 +2088,7 @@
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@@ -2098,7 +2100,7 @@
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@@ -2111,7 +2113,7 @@
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@@ -2123,7 +2125,7 @@
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@@ -2133,7 +2135,7 @@
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@@ -2145,7 +2147,7 @@
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@@ -2155,7 +2157,7 @@
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@@ -2167,7 +2169,7 @@
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@@ -2179,7 +2181,7 @@
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@@ -2189,7 +2191,7 @@
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@@ -2201,7 +2203,7 @@
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@@ -2213,7 +2215,7 @@
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@@ -2225,7 +2227,7 @@
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@@ -2235,7 +2237,7 @@
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@@ -2247,7 +2249,7 @@
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@@ -2257,7 +2259,7 @@
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@@ -2269,7 +2271,7 @@
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@@ -2281,7 +2283,7 @@
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@@ -2293,7 +2295,7 @@
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@@ -2303,7 +2305,7 @@
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@@ -2315,7 +2317,7 @@
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@@ -2325,7 +2327,7 @@
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@@ -2342,7 +2344,7 @@
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@@ -2352,7 +2354,7 @@
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@@ -2364,7 +2366,7 @@
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@@ -2374,7 +2376,7 @@
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@@ -2386,7 +2388,7 @@
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@@ -2400,7 +2402,7 @@
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@@ -2412,7 +2414,7 @@
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@@ -2434,7 +2436,7 @@
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@@ -2446,7 +2448,7 @@
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@@ -2461,7 +2463,7 @@
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@@ -2473,7 +2475,7 @@
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@@ -2485,7 +2487,7 @@
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@@ -2495,7 +2497,7 @@
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@@ -2507,7 +2509,7 @@
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@@ -2517,7 +2519,7 @@
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@@ -2529,7 +2531,7 @@
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@@ -2539,7 +2541,7 @@
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@@ -2551,7 +2553,7 @@
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@@ -2568,7 +2570,7 @@
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@@ -2582,7 +2584,7 @@
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@@ -2596,7 +2598,7 @@
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@@ -2607,7 +2609,7 @@
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@@ -2647,7 +2649,7 @@
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@@ -2667,7 +2669,7 @@
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@@ -2679,7 +2681,7 @@
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@@ -2690,7 +2692,7 @@
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@@ -2724,7 +2726,7 @@
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@@ -2734,7 +2736,7 @@
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@@ -2747,7 +2749,7 @@
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@@ -2759,7 +2761,7 @@
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@@ -2769,7 +2771,7 @@
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@@ -2782,7 +2784,7 @@
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@@ -2792,7 +2794,7 @@
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@@ -2804,7 +2806,7 @@
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@@ -2819,7 +2821,7 @@
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@@ -2832,7 +2834,7 @@
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@@ -2846,7 +2848,7 @@
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@@ -2858,7 +2860,7 @@
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@@ -2868,7 +2870,7 @@
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@@ -2881,7 +2883,7 @@
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@@ -2893,7 +2895,7 @@
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@@ -2905,7 +2907,7 @@
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@@ -2917,7 +2919,7 @@
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@@ -2929,7 +2931,7 @@
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@@ -2943,7 +2945,7 @@
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@@ -2955,7 +2957,7 @@
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@@ -2965,7 +2967,7 @@
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@@ -2977,7 +2979,7 @@
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@@ -2987,7 +2989,7 @@
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@@ -2999,7 +3001,7 @@
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@@ -3011,7 +3013,7 @@
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@@ -3021,7 +3023,7 @@
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@@ -3032,7 +3034,7 @@
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@@ -3044,7 +3046,7 @@
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@@ -3060,7 +3062,7 @@
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@@ -3073,7 +3075,7 @@
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@@ -3085,7 +3087,7 @@
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@@ -3095,7 +3097,7 @@
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@@ -3107,7 +3109,7 @@
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@@ -3117,7 +3119,7 @@
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@@ -3129,7 +3131,7 @@
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@@ -3141,7 +3143,7 @@
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@@ -3157,7 +3159,7 @@
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@@ -3169,7 +3171,7 @@
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@@ -3181,7 +3183,7 @@
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@@ -3191,7 +3193,7 @@
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@@ -3203,7 +3205,7 @@
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@@ -3213,7 +3215,7 @@
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@@ -3225,7 +3227,7 @@
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@@ -3242,7 +3244,7 @@
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@@ -3254,7 +3256,7 @@
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@@ -3266,7 +3268,7 @@
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@@ -3276,7 +3278,7 @@
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@@ -3288,7 +3290,7 @@
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@@ -3298,7 +3300,7 @@
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@@ -3310,7 +3312,7 @@
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@@ -3320,7 +3322,7 @@
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@@ -3332,7 +3334,7 @@
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@@ -3342,7 +3344,7 @@
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@@ -3357,7 +3359,7 @@
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@@ -3369,7 +3371,7 @@
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@@ -3379,7 +3381,7 @@
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@@ -3391,7 +3393,7 @@
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@@ -3403,7 +3405,7 @@
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@@ -3415,7 +3417,7 @@
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@@ -3425,7 +3427,7 @@
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@@ -3437,7 +3439,7 @@
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@@ -3449,7 +3451,7 @@
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@@ -3461,7 +3463,7 @@
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@@ -3471,7 +3473,7 @@
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@@ -3483,7 +3485,7 @@
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@@ -3493,7 +3495,7 @@
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@@ -3507,7 +3509,7 @@
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@@ -3517,7 +3519,7 @@
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@@ -3529,7 +3531,7 @@
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@@ -3541,7 +3543,7 @@
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@@ -3551,7 +3553,7 @@
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@@ -3563,7 +3565,7 @@
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@@ -3573,7 +3575,7 @@
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@@ -3585,7 +3587,7 @@
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@@ -3597,7 +3599,7 @@
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@@ -3607,7 +3609,7 @@
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@@ -3619,7 +3621,7 @@
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@@ -3629,7 +3631,7 @@
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@@ -3641,7 +3643,7 @@
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@@ -3653,7 +3655,7 @@
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@@ -3663,7 +3665,7 @@
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@@ -3675,7 +3677,7 @@
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@@ -3688,7 +3690,7 @@
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@@ -3700,7 +3702,7 @@
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@@ -3712,7 +3714,7 @@
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@@ -3724,7 +3726,7 @@
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@@ -3734,7 +3736,7 @@
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@@ -3746,7 +3748,7 @@
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@@ -3756,7 +3758,7 @@
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@@ -3768,7 +3770,7 @@
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@@ -3778,7 +3780,7 @@
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@@ -3790,7 +3792,7 @@
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@@ -3800,7 +3802,7 @@
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@@ -3813,7 +3815,7 @@
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@@ -3825,7 +3827,7 @@
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@@ -3837,7 +3839,7 @@
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@@ -3847,7 +3849,7 @@
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@@ -3859,7 +3861,7 @@
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@@ -3876,7 +3878,7 @@
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@@ -3888,7 +3890,7 @@
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@@ -3900,7 +3902,7 @@
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@@ -3910,7 +3912,7 @@
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@@ -3922,7 +3924,7 @@
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@@ -3932,7 +3934,7 @@
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@@ -3944,7 +3946,7 @@
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@@ -3954,7 +3956,7 @@
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@@ -3966,7 +3968,7 @@
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@@ -3976,7 +3978,7 @@
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+   "id": "f778ea31",
    "metadata": {
     "editable": true
    },
@@ -3991,7 +3993,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "3d93a407",
+   "id": "fc3f8367",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4051,7 +4053,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c0575e49",
+   "id": "10dfce4e",
    "metadata": {
     "editable": true
    },
@@ -4061,7 +4063,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "057e2229",
+   "id": "d9e60da2",
    "metadata": {
     "editable": true
    },
@@ -4072,7 +4074,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "be43dd02",
+   "id": "e33316d6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4139,7 +4141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "88dc1ccb",
+   "id": "3d1319b0",
    "metadata": {
     "editable": true
    },
@@ -4150,7 +4152,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "861be69b",
+   "id": "74957a76",
    "metadata": {
     "collapsed": false,
     "editable": true
diff --git a/doc/src/week36/week36.do.txt b/doc/src/week36/week36.do.txt
index 92d5cf239..99543521b 100644
--- a/doc/src/week36/week36.do.txt
+++ b/doc/src/week36/week36.do.txt
@@ -17,6 +17,7 @@ DATE: September 2-6, 2024
   * Summary from last week on discussion of SVD, Ridge and Lasso linear regression.
   * Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6, as for the lecture discussion
   * Presentation and discussion of first project
+  * "Video of lab session":"https://youtu.be/ZrIdZdZtHe0"
 
 !split
 ===== Material for lecture Monday September 2 =====