From 053f351848a414ac679d71bae3252ad3e66794c9 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Sun, 25 Aug 2024 21:33:20 +0200
Subject: [PATCH] minor corrections

---
 doc/pub/week35/html/._week35-bs000.html      |  11 +-
 doc/pub/week35/html/._week35-bs001.html      |   2 +-
 doc/pub/week35/html/week35-bs.html           |  11 +-
 doc/pub/week35/html/week35-reveal.html       |  13 +-
 doc/pub/week35/html/week35-solarized.html    |  13 +-
 doc/pub/week35/html/week35.html              |  13 +-
 doc/pub/week35/ipynb/ipynb-week35-src.tar.gz | Bin 192 -> 192 bytes
 doc/pub/week35/ipynb/week35.ipynb            | 818 +++++++++----------
 doc/src/week35/week35.do.txt                 |  11 +-
 9 files changed, 436 insertions(+), 456 deletions(-)

diff --git a/doc/pub/week35/html/._week35-bs000.html b/doc/pub/week35/html/._week35-bs000.html
index 3b671f811..36d323426 100644
--- a/doc/pub/week35/html/._week35-bs000.html
+++ b/doc/pub/week35/html/._week35-bs000.html
@@ -367,18 +367,15 @@ MathJax.Hub.Config({
 
 <!-- author(s): Morten Hjorth-Jensen -->
 <center>
-<b>Morten Hjorth-Jensen</b> [1, 2]
+<b>Morten Hjorth-Jensen</b> 
 </center>
-<!-- institution(s) -->
+<!-- institution -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
-</center>
-<center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+<b>Department of Physics, University of Oslo</b>
 </center>
 <br>
 <center>
-<h4>August 26-30</h4>
+<h4>August 26-30, 2024</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week35/html/._week35-bs001.html b/doc/pub/week35/html/._week35-bs001.html
index 978ea6de4..2eaa9a38d 100644
--- a/doc/pub/week35/html/._week35-bs001.html
+++ b/doc/pub/week35/html/._week35-bs001.html
@@ -374,7 +374,7 @@ MathJax.Hub.Config({
 <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> These lecture notes</li>
  <li> Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)</li>
  <li> Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.</li>
  <li> For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.</li>
diff --git a/doc/pub/week35/html/week35-bs.html b/doc/pub/week35/html/week35-bs.html
index 3b671f811..36d323426 100644
--- a/doc/pub/week35/html/week35-bs.html
+++ b/doc/pub/week35/html/week35-bs.html
@@ -367,18 +367,15 @@ MathJax.Hub.Config({
 
 <!-- author(s): Morten Hjorth-Jensen -->
 <center>
-<b>Morten Hjorth-Jensen</b> [1, 2]
+<b>Morten Hjorth-Jensen</b> 
 </center>
-<!-- institution(s) -->
+<!-- institution -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
-</center>
-<center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+<b>Department of Physics, University of Oslo</b>
 </center>
 <br>
 <center>
-<h4>August 26-30</h4>
+<h4>August 26-30, 2024</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week35/html/week35-reveal.html b/doc/pub/week35/html/week35-reveal.html
index 77435f387..8c089a4a5 100644
--- a/doc/pub/week35/html/week35-reveal.html
+++ b/doc/pub/week35/html/week35-reveal.html
@@ -173,18 +173,15 @@ MathJax.Hub.Config({
 
 <!-- author(s): Morten Hjorth-Jensen -->
 <center>
-<b>Morten Hjorth-Jensen</b> [1, 2]
+<b>Morten Hjorth-Jensen</b> 
 </center>
-<!-- institution(s) -->
+<!-- institution -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
-</center>
-<center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+<b>Department of Physics, University of Oslo</b>
 </center>
 <br>
 <center>
-<h4>August 26-30</h4>
+<h4>August 26-30, 2024</h4>
 </center> <!-- date -->
 <br>
 
@@ -210,7 +207,7 @@ MathJax.Hub.Config({
 <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> These lecture notes</li>
  <p><li> Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)</li>
  <p><li> Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.</li>
  <p><li> For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.</li>
diff --git a/doc/pub/week35/html/week35-solarized.html b/doc/pub/week35/html/week35-solarized.html
index 3e2cd5d1a..3ec226ea1 100644
--- a/doc/pub/week35/html/week35-solarized.html
+++ b/doc/pub/week35/html/week35-solarized.html
@@ -296,18 +296,15 @@ MathJax.Hub.Config({
 
 <!-- author(s): Morten Hjorth-Jensen -->
 <center>
-<b>Morten Hjorth-Jensen</b> [1, 2]
+<b>Morten Hjorth-Jensen</b> 
 </center>
-<!-- institution(s) -->
+<!-- institution -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
-</center>
-<center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+<b>Department of Physics, University of Oslo</b>
 </center>
 <br>
 <center>
-<h4>August 26-30</h4>
+<h4>August 26-30, 2024</h4>
 </center> <!-- date -->
 <br>
 
@@ -326,7 +323,7 @@ MathJax.Hub.Config({
 <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> These lecture notes</li>
  <li> Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)</li>
  <li> Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.</li>
  <li> For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.</li>
diff --git a/doc/pub/week35/html/week35.html b/doc/pub/week35/html/week35.html
index f4dc35ba5..ae8a0743a 100644
--- a/doc/pub/week35/html/week35.html
+++ b/doc/pub/week35/html/week35.html
@@ -373,18 +373,15 @@ MathJax.Hub.Config({
 
 <!-- author(s): Morten Hjorth-Jensen -->
 <center>
-<b>Morten Hjorth-Jensen</b> [1, 2]
+<b>Morten Hjorth-Jensen</b> 
 </center>
-<!-- institution(s) -->
+<!-- institution -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
-</center>
-<center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+<b>Department of Physics, University of Oslo</b>
 </center>
 <br>
 <center>
-<h4>August 26-30</h4>
+<h4>August 26-30, 2024</h4>
 </center> <!-- date -->
 <br>
 
@@ -403,7 +400,7 @@ MathJax.Hub.Config({
 <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> These lecture notes</li>
  <li> Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)</li>
  <li> Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.</li>
  <li> For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.</li>
diff --git a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz
index bdd60488706ae87d11e5553a9ca5bf2f0caa0529..93fd46de8b06c2ff61255ec499300fa489652ce8 100644
GIT binary patch
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diff --git a/doc/pub/week35/ipynb/week35.ipynb b/doc/pub/week35/ipynb/week35.ipynb
index 05a4d73da..ce308ef85 100644
--- a/doc/pub/week35/ipynb/week35.ipynb
+++ b/doc/pub/week35/ipynb/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dcd490ff",
+   "id": "0e8171d8",
    "metadata": {
     "editable": true
    },
@@ -14,20 +14,20 @@
   },
   {
    "cell_type": "markdown",
-   "id": "385618a8",
+   "id": "d54fb4b6",
    "metadata": {
     "editable": true
    },
    "source": [
     "# 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",
+    "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo\n",
     "\n",
-    "Date: **August 26-30**"
+    "Date: **August 26-30, 2024**"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "a9261fd6",
+   "id": "359ef523",
    "metadata": {
     "editable": true
    },
@@ -49,14 +49,14 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df4590c7",
+   "id": "76ab9350",
    "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",
+    "1. These lecture notes\n",
     "\n",
     "2. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n",
     "\n",
@@ -67,7 +67,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5eef6e31",
+   "id": "231f16d6",
    "metadata": {
     "editable": true
    },
@@ -101,7 +101,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e6da68b",
+   "id": "a163dea4",
    "metadata": {
     "editable": true
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@@ -117,7 +117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9963a6d7",
+   "id": "e30d7141",
    "metadata": {
     "editable": true
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@@ -129,7 +129,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "010ae04e",
+   "id": "1e391e10",
    "metadata": {
     "editable": true
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@@ -139,7 +139,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "301aec9d",
+   "id": "440e1f2a",
    "metadata": {
     "editable": true
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@@ -151,7 +151,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a250feef",
+   "id": "4f920c69",
    "metadata": {
     "editable": true
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@@ -172,7 +172,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "369f3465",
+   "id": "179c4cba",
    "metadata": {
     "editable": true
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@@ -184,7 +184,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa2a164f",
+   "id": "82d6dd48",
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@@ -197,7 +197,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80949d9b",
+   "id": "fb67db20",
    "metadata": {
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@@ -209,7 +209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "906135a3",
+   "id": "406fe296",
    "metadata": {
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@@ -221,7 +221,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e061663e",
+   "id": "7ca59383",
    "metadata": {
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@@ -231,7 +231,7 @@
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   {
    "cell_type": "markdown",
-   "id": "52af4f07",
+   "id": "59b8cb83",
    "metadata": {
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@@ -243,7 +243,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "53507b07",
+   "id": "5e10e269",
    "metadata": {
     "editable": true
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@@ -256,7 +256,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c3379fc",
+   "id": "c8f4a461",
    "metadata": {
     "editable": true
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@@ -268,7 +268,7 @@
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   {
    "cell_type": "markdown",
-   "id": "270eeb89",
+   "id": "8299a747",
    "metadata": {
     "editable": true
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@@ -278,7 +278,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee12e558",
+   "id": "e3adcb3e",
    "metadata": {
     "editable": true
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@@ -290,7 +290,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e436d36",
+   "id": "a48bfab5",
    "metadata": {
     "editable": true
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@@ -302,7 +302,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ef716711",
+   "id": "87754669",
    "metadata": {
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@@ -313,7 +313,7 @@
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    "cell_type": "markdown",
-   "id": "4dee6a54",
+   "id": "c4980f00",
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@@ -325,7 +325,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c8d557b",
+   "id": "1a1adcd3",
    "metadata": {
     "editable": true
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@@ -344,7 +344,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a48602b",
+   "id": "8d4dd262",
    "metadata": {
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@@ -357,7 +357,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e4a4d44",
+   "id": "2215a906",
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@@ -367,7 +367,7 @@
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   {
    "cell_type": "markdown",
-   "id": "840a673a",
+   "id": "d293ee98",
    "metadata": {
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@@ -379,7 +379,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b08500e5",
+   "id": "cc42ead9",
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@@ -389,7 +389,7 @@
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   {
    "cell_type": "markdown",
-   "id": "b1a78dd8",
+   "id": "fb13cd8b",
    "metadata": {
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@@ -401,7 +401,7 @@
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    "cell_type": "markdown",
-   "id": "6067910a",
+   "id": "fc02a912",
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@@ -411,7 +411,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c016fa3e",
+   "id": "82afab7b",
    "metadata": {
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@@ -423,7 +423,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c191006f",
+   "id": "843ade9a",
    "metadata": {
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@@ -434,7 +434,7 @@
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   {
    "cell_type": "markdown",
-   "id": "60abcbe1",
+   "id": "e955afa1",
    "metadata": {
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@@ -446,7 +446,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "994bf571",
+   "id": "61e860cd",
    "metadata": {
     "editable": true
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@@ -456,7 +456,7 @@
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   {
    "cell_type": "markdown",
-   "id": "f6f9f55a",
+   "id": "93d2b6e6",
    "metadata": {
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@@ -468,7 +468,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4bc3eca7",
+   "id": "adfd7e62",
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@@ -478,7 +478,7 @@
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   {
    "cell_type": "markdown",
-   "id": "6c7176ed",
+   "id": "1663846c",
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@@ -490,7 +490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "057dea72",
+   "id": "12dd4571",
    "metadata": {
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@@ -510,7 +510,7 @@
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   {
    "cell_type": "markdown",
-   "id": "e75cebb7",
+   "id": "57f81768",
    "metadata": {
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@@ -537,7 +537,7 @@
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    "cell_type": "markdown",
-   "id": "bf3426be",
+   "id": "7f129030",
    "metadata": {
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@@ -549,7 +549,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a374fc10",
+   "id": "6c35b0ba",
    "metadata": {
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@@ -561,7 +561,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae52f9e8",
+   "id": "162c4ffd",
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@@ -577,7 +577,7 @@
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-   "id": "2edec47f",
+   "id": "84eee206",
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@@ -595,7 +595,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "59ecbe48",
+   "id": "832f9fc3",
    "metadata": {
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@@ -607,7 +607,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "64022a11",
+   "id": "43a78640",
    "metadata": {
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@@ -619,7 +619,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73f71475",
+   "id": "7fbfd556",
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@@ -630,7 +630,7 @@
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   {
    "cell_type": "markdown",
-   "id": "80a56df8",
+   "id": "f0b01c52",
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@@ -642,7 +642,7 @@
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   {
    "cell_type": "markdown",
-   "id": "7bbc831e",
+   "id": "fb5c1bd7",
    "metadata": {
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@@ -652,7 +652,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a735b108",
+   "id": "9a0a695d",
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@@ -664,7 +664,7 @@
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   {
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-   "id": "2d85ed6f",
+   "id": "87e15057",
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@@ -678,7 +678,7 @@
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-   "id": "bead98c0",
+   "id": "fca1498a",
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@@ -690,7 +690,7 @@
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@@ -702,7 +702,7 @@
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@@ -714,7 +714,7 @@
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@@ -724,7 +724,7 @@
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@@ -736,7 +736,7 @@
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@@ -748,7 +748,7 @@
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@@ -760,7 +760,7 @@
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@@ -774,7 +774,7 @@
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@@ -786,7 +786,7 @@
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@@ -810,7 +810,7 @@
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@@ -820,7 +820,7 @@
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@@ -832,7 +832,7 @@
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@@ -842,7 +842,7 @@
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@@ -854,7 +854,7 @@
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@@ -864,7 +864,7 @@
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@@ -876,7 +876,7 @@
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@@ -888,7 +888,7 @@
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@@ -900,7 +900,7 @@
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@@ -915,7 +915,7 @@
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@@ -927,7 +927,7 @@
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@@ -937,7 +937,7 @@
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@@ -949,7 +949,7 @@
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@@ -959,7 +959,7 @@
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@@ -971,7 +971,7 @@
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@@ -981,7 +981,7 @@
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@@ -993,7 +993,7 @@
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@@ -1005,7 +1005,7 @@
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@@ -1017,7 +1017,7 @@
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@@ -1027,7 +1027,7 @@
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@@ -1039,7 +1039,7 @@
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@@ -1052,7 +1052,7 @@
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@@ -1064,7 +1064,7 @@
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@@ -1074,7 +1074,7 @@
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@@ -1086,7 +1086,7 @@
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@@ -1096,7 +1096,7 @@
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@@ -1108,7 +1108,7 @@
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@@ -1118,7 +1118,7 @@
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@@ -1130,7 +1130,7 @@
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@@ -1140,7 +1140,7 @@
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@@ -1152,7 +1152,7 @@
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@@ -1162,7 +1162,7 @@
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@@ -1174,7 +1174,7 @@
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@@ -1186,7 +1186,7 @@
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@@ -1198,7 +1198,7 @@
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@@ -1210,7 +1210,7 @@
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@@ -1222,7 +1222,7 @@
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@@ -1238,7 +1238,7 @@
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@@ -1250,7 +1250,7 @@
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@@ -1260,7 +1260,7 @@
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@@ -1272,7 +1272,7 @@
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@@ -1290,7 +1290,7 @@
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@@ -1302,7 +1302,7 @@
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@@ -1314,7 +1314,7 @@
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@@ -1324,7 +1324,7 @@
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@@ -1336,7 +1336,7 @@
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@@ -1346,7 +1346,7 @@
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@@ -1358,7 +1358,7 @@
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@@ -1368,7 +1368,7 @@
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@@ -1382,7 +1382,7 @@
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@@ -1394,7 +1394,7 @@
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@@ -1405,7 +1405,7 @@
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@@ -1418,7 +1418,7 @@
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@@ -1445,7 +1445,7 @@
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@@ -1456,7 +1456,7 @@
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@@ -1469,7 +1469,7 @@
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@@ -1483,7 +1483,7 @@
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@@ -1496,7 +1496,7 @@
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@@ -1507,7 +1507,7 @@
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@@ -1519,7 +1519,7 @@
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@@ -1530,7 +1530,7 @@
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@@ -1546,7 +1546,7 @@
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@@ -1557,7 +1557,7 @@
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@@ -1571,7 +1571,7 @@
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@@ -1592,7 +1592,7 @@
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@@ -1603,7 +1603,7 @@
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@@ -1656,7 +1656,7 @@
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@@ -1667,7 +1667,7 @@
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@@ -1692,7 +1692,7 @@
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@@ -1704,7 +1704,7 @@
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@@ -1733,7 +1733,7 @@
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@@ -1758,7 +1758,7 @@
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@@ -1778,7 +1778,7 @@
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@@ -1805,7 +1805,7 @@
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@@ -1818,7 +1818,7 @@
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@@ -1830,7 +1830,7 @@
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@@ -1841,7 +1841,7 @@
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@@ -1857,7 +1857,7 @@
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@@ -1891,7 +1891,7 @@
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@@ -1901,7 +1901,7 @@
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@@ -1916,7 +1916,7 @@
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@@ -1928,7 +1928,7 @@
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@@ -1938,7 +1938,7 @@
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@@ -1954,7 +1954,7 @@
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@@ -1971,7 +1971,7 @@
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@@ -1984,7 +1984,7 @@
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@@ -2031,7 +2031,7 @@
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@@ -2042,7 +2042,7 @@
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@@ -2145,7 +2145,7 @@
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@@ -2173,7 +2173,7 @@
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@@ -2208,7 +2208,7 @@
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@@ -2223,7 +2223,7 @@
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@@ -2248,7 +2248,7 @@
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@@ -2264,7 +2264,7 @@
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@@ -2276,7 +2276,7 @@
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@@ -2291,7 +2291,7 @@
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@@ -2303,7 +2303,7 @@
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@@ -2313,7 +2313,7 @@
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@@ -2325,7 +2325,7 @@
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@@ -2335,7 +2335,7 @@
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@@ -2347,7 +2347,7 @@
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@@ -2360,7 +2360,7 @@
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@@ -2372,7 +2372,7 @@
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@@ -2382,7 +2382,7 @@
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@@ -2394,7 +2394,7 @@
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@@ -2404,7 +2404,7 @@
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@@ -2416,7 +2416,7 @@
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@@ -2426,7 +2426,7 @@
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@@ -2438,7 +2438,7 @@
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@@ -2448,7 +2448,7 @@
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@@ -2460,7 +2460,7 @@
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@@ -2470,7 +2470,7 @@
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@@ -2482,7 +2482,7 @@
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@@ -2492,7 +2492,7 @@
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@@ -2504,7 +2504,7 @@
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@@ -2516,7 +2516,7 @@
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@@ -2528,7 +2528,7 @@
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@@ -2541,7 +2541,7 @@
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@@ -2553,7 +2553,7 @@
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@@ -2563,7 +2563,7 @@
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@@ -2577,7 +2577,7 @@
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@@ -2674,7 +2674,7 @@
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@@ -2695,7 +2695,7 @@
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@@ -2707,7 +2707,7 @@
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@@ -2717,7 +2717,7 @@
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@@ -2729,7 +2729,7 @@
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@@ -2739,7 +2739,7 @@
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@@ -2751,7 +2751,7 @@
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@@ -2767,7 +2767,7 @@
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@@ -2777,7 +2777,7 @@
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@@ -2791,7 +2791,7 @@
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@@ -2803,7 +2803,7 @@
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@@ -2815,7 +2815,7 @@
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@@ -2827,7 +2827,7 @@
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@@ -2837,7 +2837,7 @@
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@@ -2849,7 +2849,7 @@
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@@ -2859,7 +2859,7 @@
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@@ -2871,7 +2871,7 @@
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@@ -2882,7 +2882,7 @@
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@@ -2894,7 +2894,7 @@
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@@ -2906,7 +2906,7 @@
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@@ -2916,7 +2916,7 @@
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@@ -2928,7 +2928,7 @@
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@@ -2940,7 +2940,7 @@
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@@ -2950,7 +2950,7 @@
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@@ -2962,7 +2962,7 @@
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@@ -2972,7 +2972,7 @@
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@@ -2984,7 +2984,7 @@
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@@ -2994,7 +2994,7 @@
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@@ -3034,7 +3034,7 @@
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@@ -3051,7 +3051,7 @@
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@@ -3074,7 +3074,7 @@
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@@ -3091,7 +3091,7 @@
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@@ -3110,7 +3110,7 @@
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@@ -3121,7 +3121,7 @@
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@@ -3133,7 +3133,7 @@
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@@ -3151,7 +3151,7 @@
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@@ -3167,7 +3167,7 @@
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@@ -3179,7 +3179,7 @@
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@@ -3189,7 +3189,7 @@
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@@ -3204,7 +3204,7 @@
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@@ -3216,7 +3216,7 @@
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@@ -3226,7 +3226,7 @@
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@@ -3238,7 +3238,7 @@
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@@ -3248,7 +3248,7 @@
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@@ -3260,7 +3260,7 @@
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@@ -3272,7 +3272,7 @@
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@@ -3287,7 +3287,7 @@
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@@ -3298,7 +3298,7 @@
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@@ -3318,7 +3318,7 @@
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@@ -3330,7 +3330,7 @@
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@@ -3340,7 +3340,7 @@
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@@ -3352,7 +3352,7 @@
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@@ -3381,7 +3381,7 @@
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@@ -3408,7 +3408,7 @@
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@@ -3419,7 +3419,7 @@
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@@ -3459,7 +3459,7 @@
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@@ -3476,7 +3476,7 @@
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@@ -3499,7 +3499,7 @@
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@@ -3513,7 +3513,7 @@
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@@ -3532,7 +3532,7 @@
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@@ -3542,7 +3542,7 @@
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@@ -3554,7 +3554,7 @@
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@@ -3568,7 +3568,7 @@
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@@ -3580,7 +3580,7 @@
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@@ -3590,7 +3590,7 @@
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@@ -3602,7 +3602,7 @@
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@@ -3619,7 +3619,7 @@
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@@ -3629,7 +3629,7 @@
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@@ -3645,7 +3645,7 @@
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@@ -3655,7 +3655,7 @@
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@@ -3671,7 +3671,7 @@
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@@ -3681,7 +3681,7 @@
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@@ -3697,7 +3697,7 @@
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@@ -3707,7 +3707,7 @@
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@@ -3724,7 +3724,7 @@
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@@ -3736,7 +3736,7 @@
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@@ -3748,7 +3748,7 @@
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@@ -3760,7 +3760,7 @@
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@@ -3770,7 +3770,7 @@
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@@ -3782,7 +3782,7 @@
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@@ -3794,7 +3794,7 @@
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@@ -3806,7 +3806,7 @@
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@@ -3816,7 +3816,7 @@
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@@ -3828,7 +3828,7 @@
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@@ -3838,7 +3838,7 @@
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@@ -3850,7 +3850,7 @@
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@@ -3866,7 +3866,7 @@
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@@ -3878,7 +3878,7 @@
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@@ -3890,7 +3890,7 @@
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@@ -3900,7 +3900,7 @@
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@@ -3912,7 +3912,7 @@
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@@ -3923,7 +3923,7 @@
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@@ -3935,7 +3935,7 @@
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@@ -3945,7 +3945,7 @@
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@@ -3957,7 +3957,7 @@
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@@ -3967,7 +3967,7 @@
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@@ -3979,7 +3979,7 @@
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@@ -3990,7 +3990,7 @@
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@@ -4002,7 +4002,7 @@
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@@ -4020,7 +4020,7 @@
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@@ -4036,7 +4036,7 @@
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@@ -4048,7 +4048,7 @@
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@@ -4060,7 +4060,7 @@
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@@ -4072,7 +4072,7 @@
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@@ -4085,7 +4085,7 @@
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@@ -4101,7 +4101,7 @@
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@@ -4115,7 +4115,7 @@
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@@ -4125,7 +4125,7 @@
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@@ -4137,7 +4137,7 @@
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@@ -4147,7 +4147,7 @@
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@@ -4159,7 +4159,7 @@
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@@ -4169,7 +4169,7 @@
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@@ -4183,7 +4183,7 @@
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@@ -4200,7 +4200,7 @@
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@@ -4216,7 +4216,7 @@
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@@ -4228,7 +4228,7 @@
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@@ -4241,7 +4241,7 @@
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@@ -4255,7 +4255,7 @@
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@@ -4265,7 +4265,7 @@
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@@ -4278,7 +4278,7 @@
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@@ -4297,7 +4297,7 @@
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@@ -4309,7 +4309,7 @@
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@@ -4321,7 +4321,7 @@
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@@ -4331,7 +4331,7 @@
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@@ -4343,7 +4343,7 @@
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@@ -4356,7 +4356,7 @@
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@@ -4375,7 +4375,7 @@
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@@ -4385,7 +4385,7 @@
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@@ -4404,7 +4404,7 @@
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@@ -4422,7 +4422,7 @@
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@@ -4436,7 +4436,7 @@
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@@ -4451,7 +4451,7 @@
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@@ -4472,7 +4472,7 @@
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@@ -4489,7 +4489,7 @@
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@@ -4521,7 +4521,7 @@
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@@ -4535,7 +4535,7 @@
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@@ -4548,7 +4548,7 @@
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@@ -4573,7 +4573,7 @@
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@@ -4583,7 +4583,7 @@
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@@ -4594,7 +4594,7 @@
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@@ -4648,7 +4648,7 @@
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@@ -4665,7 +4665,7 @@
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@@ -4677,7 +4677,7 @@
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@@ -4689,7 +4689,7 @@
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@@ -4699,7 +4699,7 @@
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@@ -4716,7 +4716,7 @@
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@@ -4726,7 +4726,7 @@
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@@ -4741,7 +4741,7 @@
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@@ -4751,7 +4751,7 @@
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@@ -4765,7 +4765,7 @@
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@@ -4777,7 +4777,7 @@
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@@ -4789,7 +4789,7 @@
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@@ -4801,7 +4801,7 @@
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@@ -4811,7 +4811,7 @@
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@@ -4823,7 +4823,7 @@
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@@ -4833,7 +4833,7 @@
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@@ -4850,7 +4850,7 @@
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@@ -4860,7 +4860,7 @@
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@@ -4872,7 +4872,7 @@
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@@ -4882,7 +4882,7 @@
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@@ -4894,7 +4894,7 @@
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@@ -4908,7 +4908,7 @@
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@@ -4920,7 +4920,7 @@
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@@ -4942,7 +4942,7 @@
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@@ -4954,7 +4954,7 @@
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@@ -4969,7 +4969,7 @@
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@@ -4981,7 +4981,7 @@
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@@ -4993,7 +4993,7 @@
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@@ -5003,7 +5003,7 @@
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@@ -5015,7 +5015,7 @@
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@@ -5025,7 +5025,7 @@
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@@ -5037,7 +5037,7 @@
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@@ -5047,7 +5047,7 @@
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@@ -5059,7 +5059,7 @@
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    "cell_type": "markdown",
-   "id": "75d87d0a",
+   "id": "4587edf9",
    "metadata": {
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@@ -5076,7 +5076,7 @@
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   {
    "cell_type": "markdown",
-   "id": "5ba19317",
+   "id": "3a423c6a",
    "metadata": {
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@@ -5089,7 +5089,7 @@
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   {
    "cell_type": "markdown",
-   "id": "b788ee7c",
+   "id": "d53b24a7",
    "metadata": {
     "editable": true
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@@ -5101,7 +5101,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58c6e8e9",
+   "id": "9d589cad",
    "metadata": {
     "editable": true
    },
@@ -5111,7 +5111,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4d1982b",
+   "id": "f6e8bb3f",
    "metadata": {
     "editable": true
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@@ -5124,7 +5124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73af0556",
+   "id": "c01d5a5e",
    "metadata": {
     "editable": true
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@@ -5134,7 +5134,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af846cba",
+   "id": "46e5562b",
    "metadata": {
     "editable": true
    },
@@ -5146,7 +5146,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8013512",
+   "id": "44d5398b",
    "metadata": {
     "editable": true
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@@ -5159,7 +5159,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "62986a9f",
+   "id": "addf0d49",
    "metadata": {
     "editable": true
    },
@@ -5172,7 +5172,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f524eb9",
+   "id": "fdb87f8d",
    "metadata": {
     "editable": true
    },
@@ -5184,7 +5184,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8395a321",
+   "id": "69d507e7",
    "metadata": {
     "editable": true
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@@ -5196,7 +5196,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7538c53",
+   "id": "a4b61630",
    "metadata": {
     "editable": true
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@@ -5206,7 +5206,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "906c7328",
+   "id": "c82b13a0",
    "metadata": {
     "editable": true
    },
@@ -5219,7 +5219,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a306b720",
+   "id": "9d225ea8",
    "metadata": {
     "editable": true
    },
@@ -5231,7 +5231,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "acbdd651",
+   "id": "293d144e",
    "metadata": {
     "editable": true
    },
@@ -5243,7 +5243,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0804db3",
+   "id": "2ba90687",
    "metadata": {
     "editable": true
    },
@@ -5255,7 +5255,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "856ab9d0",
+   "id": "71b67ece",
    "metadata": {
     "editable": true
    },
@@ -5267,7 +5267,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43f54a70",
+   "id": "848de99f",
    "metadata": {
     "editable": true
    },
@@ -5281,7 +5281,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "63da6aed",
+   "id": "229ab3bb",
    "metadata": {
     "editable": true
    },
@@ -5293,7 +5293,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98f98587",
+   "id": "fafe6f12",
    "metadata": {
     "editable": true
    },
@@ -5303,7 +5303,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f068d670",
+   "id": "075b9702",
    "metadata": {
     "editable": true
    },
@@ -5315,7 +5315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0acad84",
+   "id": "4e8ad796",
    "metadata": {
     "editable": true
    },
@@ -5327,7 +5327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83e04a36",
+   "id": "070bea88",
    "metadata": {
     "editable": true
    },
@@ -5339,7 +5339,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d0a3bc94",
+   "id": "cbb1a6d0",
    "metadata": {
     "editable": true
    },
@@ -5351,7 +5351,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7dc331ce",
+   "id": "62ea95e8",
    "metadata": {
     "editable": true
    },
@@ -5363,7 +5363,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b482417",
+   "id": "1d0a0c3f",
    "metadata": {
     "editable": true
    },
@@ -5382,7 +5382,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5410e9a0",
+   "id": "502bf9b1",
    "metadata": {
     "editable": true
    },
@@ -5394,7 +5394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6face8fc",
+   "id": "b98b3e29",
    "metadata": {
     "editable": true
    },
@@ -5404,7 +5404,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ea80093",
+   "id": "9afa64c1",
    "metadata": {
     "editable": true
    },
@@ -5416,7 +5416,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8cf06863",
+   "id": "756fc3c6",
    "metadata": {
     "editable": true
    },
@@ -5426,7 +5426,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bc27c492",
+   "id": "9faf05fa",
    "metadata": {
     "editable": true
    },
@@ -5438,7 +5438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24763b7f",
+   "id": "36e62812",
    "metadata": {
     "editable": true
    },
@@ -5450,7 +5450,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1017238e",
+   "id": "dee00fc3",
    "metadata": {
     "editable": true
    },
@@ -5466,7 +5466,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70fadf69",
+   "id": "1287f83a",
    "metadata": {
     "editable": true
    },
@@ -5478,7 +5478,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c355331",
+   "id": "b4240a7b",
    "metadata": {
     "editable": true
    },
@@ -5490,7 +5490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "983900f5",
+   "id": "fd444925",
    "metadata": {
     "editable": true
    },
@@ -5500,7 +5500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c8e05df",
+   "id": "5b055ab3",
    "metadata": {
     "editable": true
    },
@@ -5512,7 +5512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67472aec",
+   "id": "bc539215",
    "metadata": {
     "editable": true
    },
@@ -5522,7 +5522,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9aabe2d8",
+   "id": "5a4af335",
    "metadata": {
     "editable": true
    },
@@ -5534,7 +5534,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cdf138fb",
+   "id": "94a4c6dc",
    "metadata": {
     "editable": true
    },
@@ -5551,7 +5551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d52a2ceb",
+   "id": "6cef8bfb",
    "metadata": {
     "editable": true
    },
@@ -5563,7 +5563,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2dff249",
+   "id": "5f04ae7d",
    "metadata": {
     "editable": true
    },
@@ -5575,7 +5575,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09adf91c",
+   "id": "35418e34",
    "metadata": {
     "editable": true
    },
@@ -5585,7 +5585,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "347a4405",
+   "id": "df4a83ee",
    "metadata": {
     "editable": true
    },
@@ -5597,7 +5597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7baf373",
+   "id": "43751ced",
    "metadata": {
     "editable": true
    },
@@ -5607,7 +5607,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "005a3830",
+   "id": "4a030f43",
    "metadata": {
     "editable": true
    },
@@ -5619,7 +5619,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3a2185dc",
+   "id": "9e27747e",
    "metadata": {
     "editable": true
    },
@@ -5629,7 +5629,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7162e5c",
+   "id": "be4c8f46",
    "metadata": {
     "editable": true
    },
@@ -5641,7 +5641,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b47a8381",
+   "id": "7da22e7f",
    "metadata": {
     "editable": true
    },
@@ -5651,7 +5651,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ec69d77",
+   "id": "9c059120",
    "metadata": {
     "editable": true
    },
@@ -5663,7 +5663,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dcb8df3d",
+   "id": "aa7c7a38",
    "metadata": {
     "editable": true
    },
diff --git a/doc/src/week35/week35.do.txt b/doc/src/week35/week35.do.txt
index 3e0d42358..0cb055c38 100644
--- a/doc/src/week35/week35.do.txt
+++ b/doc/src/week35/week35.do.txt
@@ -1,6 +1,6 @@
 TITLE: Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression
-AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo & Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University
-DATE: August 26-30
+AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo
+DATE: August 26-30, 2024
 
 
 !split
@@ -16,7 +16,7 @@ o Monday: Ridge and Lasso regression and Singular Value Decomposition
 
 === Reading recommendations: ===
 
-  o See lecture notes for week 35 at URL:"https://compphysics.github.io/MachineLearning/doc/web/course.html"
+  o These lecture notes
   o Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)
   o Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.
   o For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.
@@ -47,11 +47,6 @@ Similarly, "Mehta et al's article":"https://arxiv.org/abs/1803.08823" is also re
 
 
 
-
-
-
-
-
 !split
 ===== The equations for ordinary least squares  =====