From 5da85e9f448ea8b92b57b304bec8295601d6e3f4 Mon Sep 17 00:00:00 2001
From: radoskov <radoslav.skoviera@cvut.cz>
Date: Thu, 20 Feb 2025 15:29:56 +0100
Subject: [PATCH] Added l1 html files
---
.../lecture_01/l1_intro_strctures.html | 1951 ++++++++++++++++
.../lecture_01/l1_intro_strctures.ipynb | 9 +-
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index 0000000..95d8a01
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+++ b/src/pge_lectures/lecture_01/l1_intro_strctures.html
@@ -0,0 +1,1951 @@
+<!DOCTYPE html>
+<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
+
+<meta charset="utf-8">
+<meta name="generator" content="quarto-1.6.40">
+
+<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
+
+
+<title>Lecture 1</title>
+<style>
+code{white-space: pre-wrap;}
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+
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+
+<body class="fullcontent">
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+
+<main class="content" id="quarto-document-content">
+
+<header id="title-block-header" class="quarto-title-block default">
+<div class="quarto-title">
+<h1 class="title">Lecture 1</h1>
+</div>
+
+
+
+<div class="quarto-title-meta">
+
+
+
+
+ </div>
+
+
+
+</header>
+
+
+<section id="basic-data-structures-intro-to-asymptotic-complexity" class="level1">
+<h1>Basic data structures, intro to asymptotic complexity</h1>
+<section id="basic-data-structures-in-python" class="level2">
+<h2 class="anchored" data-anchor-id="basic-data-structures-in-python">Basic data structures (in Python)</h2>
+<section id="arrays-python-lists" class="level3">
+<h3 class="anchored" data-anchor-id="arrays-python-lists">Arrays (Python lists)</h3>
+<p>List is a build-in array-like data structure in Python. Unlike “traditional” arrays, Python lists are untyped. This makes their usage simpler but less efficient and sometimes “dangerous”. More efficient â€standard’ array implementation can be found in the <em>NumPy</em> package, which we will discuss in a later lecture.</p>
+<section id="creation" class="level4">
+<h4 class="anchored" data-anchor-id="creation">Creation</h4>
+<p>Creating empty lists can be done in two ways:</p>
+<div id="4225c464" class="cell" data-execution_count="1">
+<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create an empty list</span></span>
+<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> []</span>
+<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span>
+<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> <span class="bu">list</span>()</span>
+<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[]
+[]</code></pre>
+</div>
+</div>
+<p>Using the square brackets <code>[]</code> is the preferred way in Python. The function <code>list()</code> can also be used to to case any iterable to a list.</p>
+<div id="6b55bc89" class="cell" data-execution_count="2">
+<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">list</span>(<span class="st">"hello"</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>['h', 'e', 'l', 'l', 'o']</code></pre>
+</div>
+</div>
+<div id="88cf422a" class="cell" data-execution_count="3">
+<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a list with some values</span></span>
+<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5, 6, 7, 8]</code></pre>
+</div>
+</div>
+<div id="9ebb1e08" class="cell" data-execution_count="4">
+<div class="sourceCode cell-code" id="cb7"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="co"># create a list of 10 copies of the same element</span></span>
+<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">7</span>] <span class="op">*</span> <span class="dv">10</span></span>
+<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span>
+<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="co"># useful for "initialization"</span></span>
+<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">0</span>] <span class="op">*</span> <span class="dv">10</span></span>
+<span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[7, 7, 7, 7, 7, 7, 7, 7, 7, 7]
+[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]</code></pre>
+</div>
+</div>
+</section>
+<section id="indexing-assignment" class="level4">
+<h4 class="anchored" data-anchor-id="indexing-assignment">Indexing & Assignment</h4>
+<p>Indexing is done using square brackets <code>[]</code>. The index is the position (zero-based) of the element in the list. Negative indices count from the end of the list.</p>
+<div id="190003ca" class="cell" data-execution_count="5">
+<div class="sourceCode cell-code" id="cb9"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[<span class="dv">0</span>]) <span class="co"># first element</span></span>
+<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[<span class="op">-</span><span class="dv">1</span>]) <span class="co"># last element</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>4
+8</code></pre>
+</div>
+</div>
+</section>
+<section id="slicing" class="level4">
+<h4 class="anchored" data-anchor-id="slicing">Slicing</h4>
+<p>Slicing allows to take a â€subset’ of the list. The syntax is <code>my_list[start:end]</code> or <code>my_list[start:end:step]</code>. The result will include elements at indices starting from the <code>start</code> up to but not including the <code>end</code>. If the step is specified, this will be the increment (or decrement if negative) between indices (by default, the step is 1). If the slice should start from the beginning, the <code>start</code> value can be omitted. Likewise, if the slice should end at the end, the <code>end</code> value can be omitted.</p>
+<div id="5402cb54" class="cell" data-execution_count="6">
+<div class="sourceCode cell-code" id="cb11"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[<span class="dv">0</span>:<span class="dv">2</span>]) <span class="co"># first two elements</span></span>
+<span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[:<span class="dv">2</span>]) <span class="co"># first two elements, same as [0:2]</span></span>
+<span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[<span class="dv">2</span>:<span class="dv">5</span>]) <span class="co"># elements from index 2 to end (index 4)</span></span>
+<span id="cb11-5"><a href="#cb11-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[<span class="dv">2</span>:]) <span class="co"># elements from index 2 to end (index 4), same as [2:5]</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5]
+[4, 5]
+[6, 7, 8]
+[6, 7, 8]</code></pre>
+</div>
+</div>
+<section id="negative" class="level5">
+<h5 class="anchored" data-anchor-id="negative">Negative</h5>
+<div id="e09ee6a5" class="cell" data-execution_count="7">
+<div class="sourceCode cell-code" id="cb13"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[:<span class="op">-</span><span class="dv">2</span>]) <span class="co"># from beginning till the second to last index (excluding)</span></span>
+<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[<span class="op">-</span><span class="dv">2</span>:]) <span class="co"># last two elements - from the second to last index till end</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5, 6]
+[7, 8]</code></pre>
+</div>
+</div>
+</section>
+<section id="using-the-step" class="level5">
+<h5 class="anchored" data-anchor-id="using-the-step">Using the step</h5>
+<p>All of these are the same:</p>
+<div id="b13ab34f" class="cell" data-execution_count="8">
+<div class="sourceCode cell-code" id="cb15"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[<span class="dv">0</span>:<span class="dv">5</span>:<span class="dv">2</span>]) <span class="co"># every second element from the beginning to the end</span></span>
+<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[<span class="dv">0</span>::<span class="dv">2</span>]) <span class="co"># every second element from the beginning to the end</span></span>
+<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[::<span class="dv">2</span>]) <span class="co"># every second element from the beginning to the end</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 6, 8]
+[4, 6, 8]
+[4, 6, 8]</code></pre>
+</div>
+</div>
+<p>Negative step:</p>
+<div id="5e203f32" class="cell" data-execution_count="9">
+<div class="sourceCode cell-code" id="cb17"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[::<span class="op">-</span><span class="dv">1</span>]) <span class="co"># reverse the list</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[8, 7, 6, 5, 4]</code></pre>
+</div>
+</div>
+<p>…and any other combination you can imagine.</p>
+</section>
+</section>
+<section id="deleting-elements" class="level4">
+<h4 class="anchored" data-anchor-id="deleting-elements">Deleting elements</h4>
+<p>There are several ways of how to remove elements from a list: splicing, â€popping’ and deleting.</p>
+<p>Splice (combine two sub-lists, excluding the removed element):</p>
+<div id="a5ddddaa" class="cell" data-execution_count="10">
+<div class="sourceCode cell-code" id="cb19"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> my_list[:<span class="dv">2</span>] <span class="op">+</span> my_list[<span class="dv">3</span>:] <span class="co"># remove the element at index 2</span></span>
+<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5, 7, 8]</code></pre>
+</div>
+</div>
+<p>Using the <code>pop</code> method:</p>
+<div id="76f018d5" class="cell" data-execution_count="11">
+<div class="sourceCode cell-code" id="cb21"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list.pop()) <span class="co"># remove the last element and return it</span></span>
+<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span>
+<span id="cb21-4"><a href="#cb21-4" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb21-5"><a href="#cb21-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list.pop(<span class="dv">2</span>)) <span class="co"># remove the element at index 2 and return it</span></span>
+<span id="cb21-6"><a href="#cb21-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>8
+[4, 5, 6, 7]
+6
+[4, 5, 7]</code></pre>
+</div>
+</div>
+<p>Using the <code>del</code> keyword:</p>
+<div id="0620c491" class="cell" data-execution_count="12">
+<div class="sourceCode cell-code" id="cb23"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a><span class="kw">del</span> my_list[<span class="dv">2</span>] <span class="co"># delete the element at index 2</span></span>
+<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5, 7, 8]</code></pre>
+</div>
+</div>
+<p>There is also the <code>remove</code> method, which removes the first occurrence of the specified value.</p>
+<div id="5c5de305" class="cell" data-execution_count="13">
+<div class="sourceCode cell-code" id="cb25"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a>my_list.remove(<span class="dv">5</span>)</span>
+<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span>
+<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a>my_list.remove(my_list[<span class="dv">2</span>]) <span class="co"># remove the element at index 2</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 6, 7, 8]</code></pre>
+</div>
+</div>
+<p>Deleting from the end of the array is typically faster than deleting from â€within’ the array, which is still faster than deleting from the beginning of the array.</p>
+</section>
+<section id="inserting-elements" class="level4">
+<h4 class="anchored" data-anchor-id="inserting-elements">Inserting elements</h4>
+<p>Using the <code>append</code> method:</p>
+<div id="24607c18" class="cell" data-execution_count="14">
+<div class="sourceCode cell-code" id="cb27"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a>my_list.append(<span class="dv">9</span>)</span>
+<span id="cb27-3"><a href="#cb27-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5, 6, 7, 8, 9]</code></pre>
+</div>
+</div>
+<p>Using the <code>insert</code> method:</p>
+<div id="898dc290" class="cell" data-execution_count="15">
+<div class="sourceCode cell-code" id="cb29"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb29-2"><a href="#cb29-2" aria-hidden="true" tabindex="-1"></a>my_list.insert(<span class="dv">2</span>, <span class="dv">6</span>) <span class="co"># insert 6 at index 2</span></span>
+<span id="cb29-3"><a href="#cb29-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5, 6, 7, 8]</code></pre>
+</div>
+</div>
+<p>Inserting at the beginning of the array is typically faster than inserting in the middle or at the end of the array.</p>
+<p>Extending an array with <code>extend</code>:</p>
+<div id="11b6719d" class="cell" data-execution_count="16">
+<div class="sourceCode cell-code" id="cb31"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb31-2"><a href="#cb31-2" aria-hidden="true" tabindex="-1"></a>my_list.extend([<span class="dv">6</span>, <span class="dv">9</span>])</span>
+<span id="cb31-3"><a href="#cb31-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5, 7, 8, 6, 9]</code></pre>
+</div>
+</div>
+<p>Or adding two lists with <code>+</code>:</p>
+<div id="7dd11406" class="cell" data-execution_count="17">
+<div class="sourceCode cell-code" id="cb33"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb33-2"><a href="#cb33-2" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> my_list <span class="op">+</span> [<span class="dv">6</span>, <span class="dv">9</span>]</span>
+<span id="cb33-3"><a href="#cb33-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5, 7, 8, 6, 9]</code></pre>
+</div>
+</div>
+</section>
+<section id="length-comparison-and-membership" class="level4">
+<h4 class="anchored" data-anchor-id="length-comparison-and-membership">Length, comparison and membership</h4>
+<p>Length of a list:</p>
+<div id="3b91ed6d" class="cell" data-execution_count="18">
+<div class="sourceCode cell-code" id="cb35"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb35-2"><a href="#cb35-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">len</span>(my_list))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>4</code></pre>
+</div>
+</div>
+<p>Remember the zero-based indexing:</p>
+<div id="dbe93f84" class="cell" data-execution_count="19">
+<div class="sourceCode cell-code" id="cb37"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a>n <span class="op">=</span> <span class="bu">len</span>(my_list)</span>
+<span id="cb37-2"><a href="#cb37-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list[n <span class="op">-</span> <span class="dv">1</span>])</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>8</code></pre>
+</div>
+</div>
+<p>Comparison of lists (not very useful, usually you compare elements in a loop):</p>
+<div id="837fe5c2" class="cell" data-execution_count="20">
+<div class="sourceCode cell-code" id="cb39"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb39-1"><a href="#cb39-1" aria-hidden="true" tabindex="-1"></a>list_a <span class="op">=</span> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>]</span>
+<span id="cb39-2"><a href="#cb39-2" aria-hidden="true" tabindex="-1"></a>list_b <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>]</span>
+<span id="cb39-3"><a href="#cb39-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb39-4"><a href="#cb39-4" aria-hidden="true" tabindex="-1"></a><span class="co"># comparison</span></span>
+<span id="cb39-5"><a href="#cb39-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"</span><span class="ch">\n</span><span class="st">Comparison:"</span>)</span>
+<span id="cb39-6"><a href="#cb39-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(list_a <span class="op">==</span> list_b) <span class="co"># equality</span></span>
+<span id="cb39-7"><a href="#cb39-7" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(list_a <span class="op">!=</span> list_b) <span class="co"># inequality</span></span>
+<span id="cb39-8"><a href="#cb39-8" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb39-9"><a href="#cb39-9" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Equality is not strict but 'ordered'"</span>)</span>
+<span id="cb39-10"><a href="#cb39-10" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"[1, 2, 3.0] == [1, 2, 3]: "</span>, [<span class="dv">1</span>, <span class="dv">2</span>, <span class="fl">3.0</span>] <span class="op">==</span> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>]) <span class="co"># True</span></span>
+<span id="cb39-11"><a href="#cb39-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"[1, 2, 3] == [3, 2, 1]: "</span>, [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>] <span class="op">==</span> [<span class="dv">3</span>, <span class="dv">2</span>, <span class="dv">1</span>]) <span class="co"># False</span></span>
+<span id="cb39-12"><a href="#cb39-12" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb39-13"><a href="#cb39-13" aria-hidden="true" tabindex="-1"></a><span class="co"># Be (ALWAYS) aware of precision/numerical issues</span></span>
+<span id="cb39-14"><a href="#cb39-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"[1, 2, 3.0000000000000000001] == [1, 2, 3]: "</span>, [<span class="dv">1</span>, <span class="dv">2</span>, <span class="fl">3.0000000000000000001</span>] <span class="op">==</span> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>]) <span class="co"># True, depends on the precision</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>
+Comparison:
+False
+True
+Equality is not strict but 'ordered'
+[1, 2, 3.0] == [1, 2, 3]: True
+[1, 2, 3] == [3, 2, 1]: False
+[1, 2, 3.0000000000000000001] == [1, 2, 3]: True</code></pre>
+</div>
+</div>
+<section id="precision-side-quest" class="level5">
+<h5 class="anchored" data-anchor-id="precision-side-quest">Precision side-quest</h5>
+<div id="ffd1b9c6" class="cell" data-execution_count="21">
+<div class="sourceCode cell-code" id="cb41"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb41-1"><a href="#cb41-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"3 == 3.00000001"</span>, <span class="dv">3</span> <span class="op">==</span> <span class="fl">3.00000001</span>) <span class="co"># False</span></span>
+<span id="cb41-2"><a href="#cb41-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"3 == 2.99999999"</span>, <span class="dv">3</span> <span class="op">==</span> <span class="fl">2.99999999</span>) <span class="co"># False</span></span>
+<span id="cb41-3"><a href="#cb41-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"1/3 == 0.33333333"</span>, <span class="dv">1</span><span class="op">/</span><span class="dv">3</span> <span class="op">==</span> <span class="fl">0.33333333</span>) <span class="co"># False</span></span>
+<span id="cb41-4"><a href="#cb41-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"3.00000000000000001 == 3: "</span>, <span class="fl">3.00000000000000001</span> <span class="op">==</span> <span class="dv">3</span>) <span class="co"># True</span></span>
+<span id="cb41-5"><a href="#cb41-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"2.99999999999999999 == 3: "</span>, <span class="fl">2.99999999999999999</span> <span class="op">==</span> <span class="dv">3</span>) <span class="co"># True</span></span>
+<span id="cb41-6"><a href="#cb41-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"1/3 == 0.333333333333333333333: "</span>, <span class="dv">1</span><span class="op">/</span><span class="dv">3</span> <span class="op">==</span> <span class="fl">0.333333333333333333333</span>) <span class="co"># True</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>3 == 3.00000001 False
+3 == 2.99999999 False
+1/3 == 0.33333333 False
+3.00000000000000001 == 3: True
+2.99999999999999999 == 3: True
+1/3 == 0.333333333333333333333: True</code></pre>
+</div>
+</div>
+<p>End of side-quest.</p>
+<p>Inequality of lists:</p>
+<div id="56923067" class="cell" data-execution_count="22">
+<div class="sourceCode cell-code" id="cb43"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb43-1"><a href="#cb43-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"</span><span class="ch">\n</span><span class="st">Ordering:"</span>)</span>
+<span id="cb43-2"><a href="#cb43-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(list_a <span class="op"><</span> list_b) <span class="co"># Compares maximum value</span></span>
+<span id="cb43-3"><a href="#cb43-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(list_a <span class="op">></span> list_b)</span>
+<span id="cb43-4"><a href="#cb43-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(list_a <span class="op"><=</span> list_b)</span>
+<span id="cb43-5"><a href="#cb43-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(list_a <span class="op">>=</span> list_b)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>
+Ordering:
+True
+False
+True
+False</code></pre>
+</div>
+</div>
+<p>Membership checking:</p>
+<div id="b1a4b723" class="cell" data-execution_count="23">
+<div class="sourceCode cell-code" id="cb45"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb45-1"><a href="#cb45-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"</span><span class="ch">\n</span><span class="st">Membership:"</span>)</span>
+<span id="cb45-2"><a href="#cb45-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="dv">1</span> <span class="kw">in</span> list_a) <span class="co"># membership</span></span>
+<span id="cb45-3"><a href="#cb45-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="dv">7</span> <span class="kw">not</span> <span class="kw">in</span> list_a)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>
+Membership:
+True
+True</code></pre>
+</div>
+</div>
+</section>
+</section>
+<section id="other-methods-for-lists" class="level4">
+<h4 class="anchored" data-anchor-id="other-methods-for-lists">Other methods for lists</h4>
+<p><code>index</code> - find the index of the first occurrence of the specified value</p>
+<div id="fb990182" class="cell" data-execution_count="24">
+<div class="sourceCode cell-code" id="cb47"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb47-1"><a href="#cb47-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb47-2"><a href="#cb47-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"Index of 5: </span><span class="sc">{</span>my_list<span class="sc">.</span>index(<span class="dv">5</span>)<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Index of 5: 1</code></pre>
+</div>
+</div>
+<p><code>count</code> - count the number of occurrences of the specified value</p>
+<div id="e0603f90" class="cell" data-execution_count="25">
+<div class="sourceCode cell-code" id="cb49"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb49-1"><a href="#cb49-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">5</span>, <span class="dv">7</span>, <span class="dv">7</span>, <span class="dv">8</span>, <span class="dv">7</span>]</span>
+<span id="cb49-2"><a href="#cb49-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"Count of 5: </span><span class="sc">{</span>my_list<span class="sc">.</span>count(<span class="dv">5</span>)<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Count of 5: 2</code></pre>
+</div>
+</div>
+<p><code>sort</code> - sort the list</p>
+<div id="076785e0" class="cell" data-execution_count="26">
+<div class="sourceCode cell-code" id="cb51"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb51-1"><a href="#cb51-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">6</span>, <span class="dv">4</span>, <span class="dv">7</span>, <span class="dv">5</span>, <span class="dv">3</span>]</span>
+<span id="cb51-2"><a href="#cb51-2" aria-hidden="true" tabindex="-1"></a>my_list.sort()</span>
+<span id="cb51-3"><a href="#cb51-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span>
+<span id="cb51-4"><a href="#cb51-4" aria-hidden="true" tabindex="-1"></a>my_list.sort(reverse<span class="op">=</span><span class="va">True</span>)</span>
+<span id="cb51-5"><a href="#cb51-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[3, 4, 5, 6, 7]
+[7, 6, 5, 4, 3]</code></pre>
+</div>
+</div>
+<p><code>reverse</code> - reverse the list</p>
+<div id="d3bbf50d" class="cell" data-execution_count="27">
+<div class="sourceCode cell-code" id="cb53"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb53-1"><a href="#cb53-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb53-2"><a href="#cb53-2" aria-hidden="true" tabindex="-1"></a>my_list.reverse()</span>
+<span id="cb53-3"><a href="#cb53-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[8, 7, 6, 5, 4]</code></pre>
+</div>
+</div>
+<p><code>copy</code> - create a copy of the list</p>
+<div id="a392f15b" class="cell" data-execution_count="28">
+<div class="sourceCode cell-code" id="cb55"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb55-1"><a href="#cb55-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>, <span class="dv">7</span>, <span class="dv">8</span>]</span>
+<span id="cb55-2"><a href="#cb55-2" aria-hidden="true" tabindex="-1"></a>not_a_copy <span class="op">=</span> my_list <span class="co"># not a copy, just a reference</span></span>
+<span id="cb55-3"><a href="#cb55-3" aria-hidden="true" tabindex="-1"></a>not_a_copy.append(<span class="dv">9</span>)</span>
+<span id="cb55-4"><a href="#cb55-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list) <span class="co"># 9 was added to the original list</span></span>
+<span id="cb55-5"><a href="#cb55-5" aria-hidden="true" tabindex="-1"></a>my_list_copy <span class="op">=</span> my_list.copy() <span class="co"># make a copy</span></span>
+<span id="cb55-6"><a href="#cb55-6" aria-hidden="true" tabindex="-1"></a>my_list_copy.append(<span class="dv">10</span>)</span>
+<span id="cb55-7"><a href="#cb55-7" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list_copy) <span class="co"># 10 was added to the copy</span></span>
+<span id="cb55-8"><a href="#cb55-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list) <span class="co"># the original list is not affected</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[4, 5, 6, 7, 8, 9]
+[4, 5, 6, 7, 8, 9, 10]
+[4, 5, 6, 7, 8, 9]</code></pre>
+</div>
+</div>
+<p>Buuuut, <code>copy</code> is not a <em>deep</em> copy:</p>
+<div id="d03642ec" class="cell" data-execution_count="29">
+<div class="sourceCode cell-code" id="cb57"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb57-1"><a href="#cb57-1" aria-hidden="true" tabindex="-1"></a>my_dict <span class="op">=</span> {<span class="st">"a"</span>: <span class="dv">1</span>, <span class="st">"b"</span>: <span class="dv">2</span>}</span>
+<span id="cb57-2"><a href="#cb57-2" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [[<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>], my_dict]</span>
+<span id="cb57-3"><a href="#cb57-3" aria-hidden="true" tabindex="-1"></a>my_list_copy <span class="op">=</span> my_list.copy()</span>
+<span id="cb57-4"><a href="#cb57-4" aria-hidden="true" tabindex="-1"></a>my_list_copy[<span class="dv">1</span>][<span class="st">"a"</span>] <span class="op">=</span> <span class="dv">3</span></span>
+<span id="cb57-5"><a href="#cb57-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[[4, 5, 6], {'a': 3, 'b': 2}]</code></pre>
+</div>
+</div>
+<p>Although, you shouldn’t be using multi-typed lists anyway.</p>
+</section>
+<section id="heterogeneous-lists-jagged-and-multi-typed" class="level4">
+<h4 class="anchored" data-anchor-id="heterogeneous-lists-jagged-and-multi-typed">Heterogeneous lists (“jagged” and multi-typed)</h4>
+<p>It is best to avoid using heterogeneous lists (though sometimes, they are handy).</p>
+<div id="3089a712" class="cell" data-execution_count="30">
+<div class="sourceCode cell-code" id="cb59"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb59-1"><a href="#cb59-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Jagged nested list</span></span>
+<span id="cb59-2"><a href="#cb59-2" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [[<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>], [<span class="dv">4</span>, <span class="dv">5</span>], [<span class="dv">6</span>]]</span>
+<span id="cb59-3"><a href="#cb59-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[[1, 2, 3], [4, 5], [6]]</code></pre>
+</div>
+</div>
+<div id="32a953c1" class="cell" data-execution_count="31">
+<div class="sourceCode cell-code" id="cb61"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb61-1"><a href="#cb61-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Multi-typed</span></span>
+<span id="cb61-2"><a href="#cb61-2" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="st">"hello"</span>, [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>]]</span>
+<span id="cb61-3"><a href="#cb61-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[1, 2, 3, 'hello', [4, 5, 6]]</code></pre>
+</div>
+</div>
+</section>
+<section id="advanced-creation" class="level4">
+<h4 class="anchored" data-anchor-id="advanced-creation">Advanced creation</h4>
+<p>The <code>range</code> function creates a “range” object containing a sequence of integers from 0 to some number, excluding the last number. This can be converted to a list using the <code>list()</code> function.</p>
+<div id="a0453157" class="cell" data-execution_count="32">
+<div class="sourceCode cell-code" id="cb63"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb63-1"><a href="#cb63-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a list of the first 5 integers</span></span>
+<span id="cb63-2"><a href="#cb63-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">list</span>(<span class="bu">range</span>(<span class="dv">5</span>)))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[0, 1, 2, 3, 4]</code></pre>
+</div>
+</div>
+<p>The <code>range</code> function allows you to specify the starting number and the step size. The general syntax is <code>range(start, stop, step)</code>.</p>
+<div id="f7bbef9d" class="cell" data-execution_count="33">
+<div class="sourceCode cell-code" id="cb65"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb65-1"><a href="#cb65-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Numbers from 5 to 10</span></span>
+<span id="cb65-2"><a href="#cb65-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">list</span>(<span class="bu">range</span>(<span class="dv">5</span>, <span class="dv">10</span>)))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[5, 6, 7, 8, 9]</code></pre>
+</div>
+</div>
+<div id="70f57d1c" class="cell" data-execution_count="34">
+<div class="sourceCode cell-code" id="cb67"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb67-1"><a href="#cb67-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a list of even numbers from 0 to 10</span></span>
+<span id="cb67-2"><a href="#cb67-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">list</span>(<span class="bu">range</span>(<span class="dv">0</span>, <span class="dv">10</span>, <span class="dv">2</span>)))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[0, 2, 4, 6, 8]</code></pre>
+</div>
+</div>
+<p>List comprehensions are a concise way to create lists. However, they are technically equivalent to a for loop.</p>
+<div id="0e517674" class="cell" data-execution_count="35">
+<div class="sourceCode cell-code" id="cb69"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb69-1"><a href="#cb69-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [x <span class="op">*</span> <span class="dv">2</span> <span class="cf">for</span> x <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">5</span>)]</span>
+<span id="cb69-2"><a href="#cb69-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[0, 2, 4, 6, 8]</code></pre>
+</div>
+</div>
+<p>Which is equivalent to:</p>
+<div id="017a9625" class="cell" data-execution_count="36">
+<div class="sourceCode cell-code" id="cb71"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb71-1"><a href="#cb71-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> []</span>
+<span id="cb71-2"><a href="#cb71-2" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> x <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">5</span>):</span>
+<span id="cb71-3"><a href="#cb71-3" aria-hidden="true" tabindex="-1"></a> my_list.append(x <span class="op">*</span> <span class="dv">2</span>)</span>
+<span id="cb71-4"><a href="#cb71-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[0, 2, 4, 6, 8]</code></pre>
+</div>
+</div>
+<p>The syntax for list comprehensions is:</p>
+<div class="sourceCode" id="cb73"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb73-1"><a href="#cb73-1" aria-hidden="true" tabindex="-1"></a>[<span class="op"><</span>expression<span class="op">></span> <span class="cf">for</span> <span class="op"><</span>item<span class="op">></span> <span class="kw">in</span> <span class="op"><</span>iterable<span class="op">></span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<p>Comprehension, in general, are â€one-liner’ creators of collections of objects. They can in some cases make the code more readable and in some cases much less readable. Basic Python datatypes support comprehensions.</p>
+<p>Comprehension with conditions:</p>
+<div class="sourceCode" id="cb74"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb74-1"><a href="#cb74-1" aria-hidden="true" tabindex="-1"></a>[<span class="op"><</span>expression<span class="op">></span> <span class="cf">for</span> <span class="op"><</span>item<span class="op">></span> <span class="kw">in</span> <span class="op"><</span>iterable<span class="op">></span> <span class="cf">if</span> <span class="op"><</span>condition<span class="op">></span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<p><code><expression></code> will be added to the list only if <code><condition></code> is <code>True</code>.</p>
+<div id="832b9b7a" class="cell" data-execution_count="37">
+<div class="sourceCode cell-code" id="cb75"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb75-1"><a href="#cb75-1" aria-hidden="true" tabindex="-1"></a>odd_numbers <span class="op">=</span> [x <span class="cf">for</span> x <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">10</span>) <span class="cf">if</span> x <span class="op">%</span> <span class="dv">2</span> <span class="op">==</span> <span class="dv">1</span>]</span>
+<span id="cb75-2"><a href="#cb75-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(odd_numbers)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[1, 3, 5, 7, 9]</code></pre>
+</div>
+</div>
+<p>Comprehension with conditions and if-else:</p>
+<div class="sourceCode" id="cb77"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb77-1"><a href="#cb77-1" aria-hidden="true" tabindex="-1"></a>[<span class="op"><</span>expression_one<span class="op">></span> <span class="cf">if</span> <span class="op"><</span>condition<span class="op">></span> <span class="cf">else</span> <span class="op"><</span>expression_two<span class="op">></span> <span class="cf">for</span> <span class="op"><</span>item<span class="op">></span> <span class="kw">in</span> <span class="op"><</span>iterable<span class="op">></span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<p><code><expression_one></code> will be added to the list if <code><condition></code> is <code>True</code>. Otherwise, <code><expression_two></code> will be added to the list (<code><condition></code> is <code>False</code>).</p>
+<div id="672e05b4" class="cell" data-execution_count="38">
+<div class="sourceCode cell-code" id="cb78"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb78-1"><a href="#cb78-1" aria-hidden="true" tabindex="-1"></a>even_or_negative_numbers <span class="op">=</span> [x <span class="cf">if</span> x <span class="op">%</span> <span class="dv">2</span> <span class="op">==</span> <span class="dv">1</span> <span class="cf">else</span> <span class="op">-</span>x <span class="cf">for</span> x <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">10</span>)]</span>
+<span id="cb78-2"><a href="#cb78-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(even_or_negative_numbers)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[0, 1, -2, 3, -4, 5, -6, 7, -8, 9]</code></pre>
+</div>
+</div>
+</section>
+</section>
+<section id="dictionaries" class="level3">
+<h3 class="anchored" data-anchor-id="dictionaries">Dictionaries</h3>
+<p>Dictionaries are like lookup tables. They are implemented using a hash table, which means accessing an element is very fast.</p>
+<section id="creation-1" class="level4">
+<h4 class="anchored" data-anchor-id="creation-1">Creation</h4>
+<p>Empty dictionarys can be created using the <code>dict()</code> function or with <code>{}</code> (preferred way).</p>
+<div id="5ed0ac00" class="cell" data-execution_count="39">
+<div class="sourceCode cell-code" id="cb80"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb80-1"><a href="#cb80-1" aria-hidden="true" tabindex="-1"></a>empty_dict <span class="op">=</span> <span class="bu">dict</span>()</span>
+<span id="cb80-2"><a href="#cb80-2" aria-hidden="true" tabindex="-1"></a>also_empty_dict <span class="op">=</span> {}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</div>
+<p>Initialization:</p>
+<div id="6708cb06" class="cell" data-execution_count="40">
+<div class="sourceCode cell-code" id="cb81"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb81-1"><a href="#cb81-1" aria-hidden="true" tabindex="-1"></a>my_dict <span class="op">=</span> {</span>
+<span id="cb81-2"><a href="#cb81-2" aria-hidden="true" tabindex="-1"></a> <span class="st">"a"</span>: <span class="dv">1</span>,</span>
+<span id="cb81-3"><a href="#cb81-3" aria-hidden="true" tabindex="-1"></a> <span class="st">"b"</span>: <span class="dv">2</span>,</span>
+<span id="cb81-4"><a href="#cb81-4" aria-hidden="true" tabindex="-1"></a>}</span>
+<span id="cb81-5"><a href="#cb81-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_dict)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>{'a': 1, 'b': 2}</code></pre>
+</div>
+</div>
+</section>
+<section id="deleting-and-inserting" class="level4">
+<h4 class="anchored" data-anchor-id="deleting-and-inserting">Deleting and inserting</h4>
+<p>Insert</p>
+<div id="35ccd2bb" class="cell" data-execution_count="41">
+<div class="sourceCode cell-code" id="cb83"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb83-1"><a href="#cb83-1" aria-hidden="true" tabindex="-1"></a>my_dict <span class="op">=</span> {}</span>
+<span id="cb83-2"><a href="#cb83-2" aria-hidden="true" tabindex="-1"></a>my_dict[<span class="st">"a"</span>] <span class="op">=</span> <span class="dv">1</span></span>
+<span id="cb83-3"><a href="#cb83-3" aria-hidden="true" tabindex="-1"></a>my_dict[<span class="st">"b"</span>] <span class="op">=</span> <span class="dv">2</span></span>
+<span id="cb83-4"><a href="#cb83-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_dict)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>{'a': 1, 'b': 2}</code></pre>
+</div>
+</div>
+<p>Delete</p>
+<div id="dff48169" class="cell" data-execution_count="42">
+<div class="sourceCode cell-code" id="cb85"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb85-1"><a href="#cb85-1" aria-hidden="true" tabindex="-1"></a>my_dict <span class="op">=</span> {<span class="st">"a"</span>: <span class="dv">1</span>, <span class="st">"b"</span>: <span class="dv">2</span>}</span>
+<span id="cb85-2"><a href="#cb85-2" aria-hidden="true" tabindex="-1"></a><span class="kw">del</span> my_dict[<span class="st">"a"</span>]</span>
+<span id="cb85-3"><a href="#cb85-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_dict)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>{'b': 2}</code></pre>
+</div>
+</div>
+</section>
+<section id="retrieving-value" class="level4">
+<h4 class="anchored" data-anchor-id="retrieving-value">Retrieving value</h4>
+<div id="91234f4e" class="cell" data-execution_count="43">
+<div class="sourceCode cell-code" id="cb87"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb87-1"><a href="#cb87-1" aria-hidden="true" tabindex="-1"></a>my_dict <span class="op">=</span> {<span class="st">"a"</span>: <span class="dv">1</span>, <span class="st">"b"</span>: <span class="dv">2</span>}</span>
+<span id="cb87-2"><a href="#cb87-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_dict[<span class="st">"a"</span>])</span>
+<span id="cb87-3"><a href="#cb87-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_dict.get(<span class="st">"a"</span>)) <span class="co"># safe retrieval, return None if "a" not in dictionary</span></span>
+<span id="cb87-4"><a href="#cb87-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_dict.get(<span class="st">"c"</span>)) <span class="co"># safe retrieval, return None if "a" not in dictionary</span></span>
+<span id="cb87-5"><a href="#cb87-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_dict.get(<span class="st">"a"</span>, <span class="op">-</span><span class="dv">1</span>)) <span class="co"># default value</span></span>
+<span id="cb87-6"><a href="#cb87-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_dict.get(<span class="st">"c"</span>, <span class="op">-</span><span class="dv">1</span>)) <span class="co"># default value</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>1
+1
+None
+1
+-1</code></pre>
+</div>
+</div>
+<p>Membership</p>
+<div id="bbb19b21" class="cell" data-execution_count="44">
+<div class="sourceCode cell-code" id="cb89"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb89-1"><a href="#cb89-1" aria-hidden="true" tabindex="-1"></a>my_dict <span class="op">=</span> {<span class="st">"a"</span>: <span class="dv">1</span>, <span class="st">"b"</span>: <span class="dv">2</span>}</span>
+<span id="cb89-2"><a href="#cb89-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"a"</span> <span class="kw">in</span> my_dict)</span>
+<span id="cb89-3"><a href="#cb89-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"c"</span> <span class="kw">in</span> my_dict)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>True
+False</code></pre>
+</div>
+</div>
+</section>
+<section id="advanced-creation-1" class="level4">
+<h4 class="anchored" data-anchor-id="advanced-creation-1">Advanced creation</h4>
+<p>Dictionary comprehension:</p>
+<div class="sourceCode" id="cb91"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb91-1"><a href="#cb91-1" aria-hidden="true" tabindex="-1"></a>{x: x<span class="op">**</span><span class="dv">2</span> <span class="cf">for</span> x <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">5</span>)}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</section>
+<section id="hashmaps" class="level4">
+<h4 class="anchored" data-anchor-id="hashmaps">Hashmaps</h4>
+<p>The <code>hash()</code> function returns the hash value of an object - seemingly arbitrary but for the same input consistent value (headache warning: the consistency holds only for the current “session”!).</p>
+<div id="c88f1f0e" class="cell" data-execution_count="45">
+<div class="sourceCode cell-code" id="cb92"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb92-1"><a href="#cb92-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">hash</span>(<span class="st">"hello"</span>))</span>
+<span id="cb92-2"><a href="#cb92-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">hash</span>(<span class="st">"hello"</span>) <span class="op">==</span> <span class="bu">hash</span>(<span class="st">"hello"</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>-518558418373800793
+True</code></pre>
+</div>
+</div>
+<p>Array access, given an index is <em>fast</em> (constant time), however, finding a specific value is slow. Hashmaps solve this by encoding the value into an index.</p>
+<div id="40887499" class="cell" data-execution_count="46">
+<div class="sourceCode cell-code" id="cb94"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb94-1"><a href="#cb94-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> hash_into_index(value, total_items):</span>
+<span id="cb94-2"><a href="#cb94-2" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="bu">hash</span>(value) <span class="op">%</span> total_items</span>
+<span id="cb94-3"><a href="#cb94-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb94-4"><a href="#cb94-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(hash_into_index(<span class="st">"hello"</span>, <span class="dv">10</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>7</code></pre>
+</div>
+</div>
+<div id="2cdb0c27" class="cell" data-execution_count="47">
+<div class="sourceCode cell-code" id="cb96"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb96-1"><a href="#cb96-1" aria-hidden="true" tabindex="-1"></a><span class="kw">class</span> MyHashmap:</span>
+<span id="cb96-2"><a href="#cb96-2" aria-hidden="true" tabindex="-1"></a> <span class="kw">def</span> <span class="fu">__init__</span>(<span class="va">self</span>, total_items):</span>
+<span id="cb96-3"><a href="#cb96-3" aria-hidden="true" tabindex="-1"></a> <span class="va">self</span>.total_items <span class="op">=</span> total_items</span>
+<span id="cb96-4"><a href="#cb96-4" aria-hidden="true" tabindex="-1"></a> <span class="va">self</span>.keys <span class="op">=</span> [<span class="va">None</span>] <span class="op">*</span> total_items</span>
+<span id="cb96-5"><a href="#cb96-5" aria-hidden="true" tabindex="-1"></a> <span class="va">self</span>.values <span class="op">=</span> [<span class="va">None</span>] <span class="op">*</span> total_items</span>
+<span id="cb96-6"><a href="#cb96-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb96-7"><a href="#cb96-7" aria-hidden="true" tabindex="-1"></a> <span class="kw">def</span> <span class="fu">__setitem__</span>(<span class="va">self</span>, key, value): <span class="co"># magic to allow indexed assignment</span></span>
+<span id="cb96-8"><a href="#cb96-8" aria-hidden="true" tabindex="-1"></a> index <span class="op">=</span> hash_into_index(key, <span class="va">self</span>.total_items)</span>
+<span id="cb96-9"><a href="#cb96-9" aria-hidden="true" tabindex="-1"></a> <span class="va">self</span>.keys[index] <span class="op">=</span> key</span>
+<span id="cb96-10"><a href="#cb96-10" aria-hidden="true" tabindex="-1"></a> <span class="va">self</span>.values[index] <span class="op">=</span> value</span>
+<span id="cb96-11"><a href="#cb96-11" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb96-12"><a href="#cb96-12" aria-hidden="true" tabindex="-1"></a> <span class="kw">def</span> <span class="fu">__getitem__</span>(<span class="va">self</span>, key): <span class="co"># magic to allow indexing</span></span>
+<span id="cb96-13"><a href="#cb96-13" aria-hidden="true" tabindex="-1"></a> index <span class="op">=</span> hash_into_index(key, <span class="va">self</span>.total_items)</span>
+<span id="cb96-14"><a href="#cb96-14" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="va">self</span>.values[index]</span>
+<span id="cb96-15"><a href="#cb96-15" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb96-16"><a href="#cb96-16" aria-hidden="true" tabindex="-1"></a> <span class="kw">def</span> <span class="fu">__contains__</span>(<span class="va">self</span>, key): <span class="co"># magic to allow the "in" keyword</span></span>
+<span id="cb96-17"><a href="#cb96-17" aria-hidden="true" tabindex="-1"></a> index <span class="op">=</span> hash_into_index(key, <span class="va">self</span>.total_items)</span>
+<span id="cb96-18"><a href="#cb96-18" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="va">self</span>.keys[index] <span class="op">==</span> key</span>
+<span id="cb96-19"><a href="#cb96-19" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb96-20"><a href="#cb96-20" aria-hidden="true" tabindex="-1"></a> <span class="kw">def</span> <span class="fu">__iter__</span>(<span class="va">self</span>): <span class="co"># magic to allow the for-each loop</span></span>
+<span id="cb96-21"><a href="#cb96-21" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> key, value <span class="kw">in</span> <span class="bu">zip</span>(<span class="va">self</span>.keys, <span class="va">self</span>.values):</span>
+<span id="cb96-22"><a href="#cb96-22" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> key <span class="kw">is</span> <span class="kw">not</span> <span class="va">None</span>:</span>
+<span id="cb96-23"><a href="#cb96-23" aria-hidden="true" tabindex="-1"></a> <span class="cf">yield</span> key, value</span>
+<span id="cb96-24"><a href="#cb96-24" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb96-25"><a href="#cb96-25" aria-hidden="true" tabindex="-1"></a> <span class="kw">def</span> <span class="bu">print</span>(<span class="va">self</span>):</span>
+<span id="cb96-26"><a href="#cb96-26" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> key, value <span class="kw">in</span> <span class="va">self</span>:</span>
+<span id="cb96-27"><a href="#cb96-27" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"</span><span class="sc">{</span>key<span class="sc">}</span><span class="ss">: </span><span class="sc">{</span>value<span class="sc">}</span><span class="ss">"</span>)</span>
+<span id="cb96-28"><a href="#cb96-28" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb96-29"><a href="#cb96-29" aria-hidden="true" tabindex="-1"></a>hashmap <span class="op">=</span> MyHashmap(<span class="dv">10</span>)</span>
+<span id="cb96-30"><a href="#cb96-30" aria-hidden="true" tabindex="-1"></a>hashmap[<span class="st">"hello"</span>] <span class="op">=</span> <span class="st">"world"</span></span>
+<span id="cb96-31"><a href="#cb96-31" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(hashmap[<span class="st">"hello"</span>])</span>
+<span id="cb96-32"><a href="#cb96-32" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"hello"</span> <span class="kw">in</span> hashmap)</span>
+<span id="cb96-33"><a href="#cb96-33" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb96-34"><a href="#cb96-34" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Contents of our hashmap:"</span>)</span>
+<span id="cb96-35"><a href="#cb96-35" aria-hidden="true" tabindex="-1"></a>hashmap[<span class="st">"water"</span>] <span class="op">=</span> <span class="st">"world"</span></span>
+<span id="cb96-36"><a href="#cb96-36" aria-hidden="true" tabindex="-1"></a>hashmap[<span class="st">"hellno"</span>] <span class="op">=</span> <span class="st">"word"</span></span>
+<span id="cb96-37"><a href="#cb96-37" aria-hidden="true" tabindex="-1"></a>hashmap[<span class="st">"pi"</span>] <span class="op">=</span> <span class="fl">3.14</span></span>
+<span id="cb96-38"><a href="#cb96-38" aria-hidden="true" tabindex="-1"></a>hashmap[<span class="st">"e"</span>] <span class="op">=</span> <span class="fl">2.718</span></span>
+<span id="cb96-39"><a href="#cb96-39" aria-hidden="true" tabindex="-1"></a>hashmap[<span class="dv">9</span>] <span class="op">=</span> <span class="st">"number hashes are the same as the number itself"</span></span>
+<span id="cb96-40"><a href="#cb96-40" aria-hidden="true" tabindex="-1"></a>hashmap.<span class="bu">print</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>world
+True
+Contents of our hashmap:
+e: 2.718
+pi: 3.14
+water: world
+9: number hashes are the same as the number itself</code></pre>
+</div>
+</div>
+<p>Obviously, this is not a very good implementation of a hashmap: 1) Collisions (multiple keys hash to the same index) 2) Memory usage (None values for empty slots)</p>
+</section>
+</section>
+<section id="tuples-sets" class="level3">
+<h3 class="anchored" data-anchor-id="tuples-sets">Tuples & Sets</h3>
+<p>Besides lists, Python also has tuples and sets. These can also store multiple values but offer different functionalities.</p>
+<section id="creation-2" class="level4">
+<h4 class="anchored" data-anchor-id="creation-2">Creation</h4>
+<section id="tuples" class="level5">
+<h5 class="anchored" data-anchor-id="tuples">Tuples</h5>
+<p>A tuple is an immutable list. Tuples are created using the parentheses <code>()</code>. Similarly, the <code>tuple()</code> function can be used to convert an iterable to a tuple.</p>
+<p>Empty tuple:</p>
+<div id="24f6ca04" class="cell" data-execution_count="48">
+<div class="sourceCode cell-code" id="cb98"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb98-1"><a href="#cb98-1" aria-hidden="true" tabindex="-1"></a>empty_tuple <span class="op">=</span> <span class="bu">tuple</span>() <span class="co"># kinda pointless - tuples cannot be changed</span></span>
+<span id="cb98-2"><a href="#cb98-2" aria-hidden="true" tabindex="-1"></a>empty_tuple <span class="op">=</span> () <span class="co"># kinda pointless - tuples cannot be changed</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</div>
+<p>Single element tuple:</p>
+<div id="39ec9553" class="cell" data-execution_count="49">
+<div class="sourceCode cell-code" id="cb99"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb99-1"><a href="#cb99-1" aria-hidden="true" tabindex="-1"></a>single_element_tuple <span class="op">=</span> (<span class="dv">1</span>,) <span class="co"># mind the comma! (1) is just 1 in brackets</span></span>
+<span id="cb99-2"><a href="#cb99-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>((<span class="dv">2</span>) <span class="op">*</span> <span class="dv">10</span>) <span class="co"># just `2 * 10` => 20</span></span>
+<span id="cb99-3"><a href="#cb99-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>((<span class="dv">2</span>,) <span class="op">*</span> <span class="dv">10</span>) <span class="co"># tuple of 10 2s</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>20
+(2, 2, 2, 2, 2, 2, 2, 2, 2, 2)</code></pre>
+</div>
+</div>
+<p>Creating tuples:</p>
+<div id="26f42653" class="cell" data-execution_count="50">
+<div class="sourceCode cell-code" id="cb101"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb101-1"><a href="#cb101-1" aria-hidden="true" tabindex="-1"></a>my_tuple <span class="op">=</span> (<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>)</span>
+<span id="cb101-2"><a href="#cb101-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_tuple)</span>
+<span id="cb101-3"><a href="#cb101-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb101-4"><a href="#cb101-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a tuple from a list</span></span>
+<span id="cb101-5"><a href="#cb101-5" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>]</span>
+<span id="cb101-6"><a href="#cb101-6" aria-hidden="true" tabindex="-1"></a>my_tuple <span class="op">=</span> <span class="bu">tuple</span>(my_list)</span>
+<span id="cb101-7"><a href="#cb101-7" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_tuple)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>(1, 2, 3)
+(4, 5, 6)</code></pre>
+</div>
+</div>
+<p>Tuple comprehension:</p>
+<div id="08f314fb" class="cell" data-execution_count="51">
+<div class="sourceCode cell-code" id="cb103"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb103-1"><a href="#cb103-1" aria-hidden="true" tabindex="-1"></a>my_tuple <span class="op">=</span> (x <span class="op">*</span> <span class="dv">2</span> <span class="cf">for</span> x <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">5</span>))</span>
+<span id="cb103-2"><a href="#cb103-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_tuple)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code><generator object <genexpr> at 0x7f6e5d984c10></code></pre>
+</div>
+</div>
+<p>Oops, that’s not what we wanted! Actual tuple comprehension (we might talk about generators later):</p>
+<div id="947400bb" class="cell" data-execution_count="52">
+<div class="sourceCode cell-code" id="cb105"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb105-1"><a href="#cb105-1" aria-hidden="true" tabindex="-1"></a>my_tuple <span class="op">=</span> <span class="bu">tuple</span>(x <span class="op">*</span> <span class="dv">2</span> <span class="cf">for</span> x <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">5</span>))</span>
+<span id="cb105-2"><a href="#cb105-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_tuple)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>(0, 2, 4, 6, 8)</code></pre>
+</div>
+</div>
+</section>
+<section id="sets" class="level5">
+<h5 class="anchored" data-anchor-id="sets">Sets</h5>
+<p>A set is an unordered collection of unique elements. Sets are created using the <code>{<iterable>}</code>. Similarly, the <code>set()</code> function can be used to convert an iterable to a set.</p>
+<p>Empty set:</p>
+<div id="fb74eb41" class="cell" data-execution_count="53">
+<div class="sourceCode cell-code" id="cb107"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb107-1"><a href="#cb107-1" aria-hidden="true" tabindex="-1"></a>empty_set <span class="op">=</span> <span class="bu">set</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</div>
+<p>Careful, <code>{}</code> will not create an empty set but an empty dictionary! (see below)</p>
+<p>Creating sets:</p>
+<div id="a7d57633" class="cell" data-execution_count="54">
+<div class="sourceCode cell-code" id="cb108"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb108-1"><a href="#cb108-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a set</span></span>
+<span id="cb108-2"><a href="#cb108-2" aria-hidden="true" tabindex="-1"></a>my_set <span class="op">=</span> {<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>}</span>
+<span id="cb108-3"><a href="#cb108-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_set)</span>
+<span id="cb108-4"><a href="#cb108-4" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb108-5"><a href="#cb108-5" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a set from a list</span></span>
+<span id="cb108-6"><a href="#cb108-6" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>]</span>
+<span id="cb108-7"><a href="#cb108-7" aria-hidden="true" tabindex="-1"></a>my_set <span class="op">=</span> <span class="bu">set</span>(my_list)</span>
+<span id="cb108-8"><a href="#cb108-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_set)</span>
+<span id="cb108-9"><a href="#cb108-9" aria-hidden="true" tabindex="-1"></a>my_set.add(<span class="dv">7</span>) <span class="co"># Add an element to the set</span></span>
+<span id="cb108-10"><a href="#cb108-10" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_set)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>{1, 2, 3}
+{4, 5, 6}
+{4, 5, 6, 7}</code></pre>
+</div>
+</div>
+<p>Adding elements to a set is an <a href="https://en.wikipedia.org/wiki/Idempotence" class="external" target="_blank">idempotent</a> operation - adding the same element twice does not change the set.</p>
+<div id="dfbbc434" class="cell" data-execution_count="55">
+<div class="sourceCode cell-code" id="cb110"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb110-1"><a href="#cb110-1" aria-hidden="true" tabindex="-1"></a>my_set <span class="op">=</span> {<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>}</span>
+<span id="cb110-2"><a href="#cb110-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"my_set: "</span>, my_set)</span>
+<span id="cb110-3"><a href="#cb110-3" aria-hidden="true" tabindex="-1"></a>my_set.add(<span class="dv">4</span>)</span>
+<span id="cb110-4"><a href="#cb110-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"my_set after adding 4: "</span>, my_set)</span>
+<span id="cb110-5"><a href="#cb110-5" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">100</span>):</span>
+<span id="cb110-6"><a href="#cb110-6" aria-hidden="true" tabindex="-1"></a> my_set.add(<span class="dv">4</span>)</span>
+<span id="cb110-7"><a href="#cb110-7" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"my_set after adding 4 one hundred times: "</span>, my_set)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>my_set: {1, 2, 3}
+my_set after adding 4: {1, 2, 3, 4}
+my_set after adding 4 one hundred times: {1, 2, 3, 4}</code></pre>
+</div>
+</div>
+<p>Set comprehension:</p>
+<div id="4b203022" class="cell" data-execution_count="56">
+<div class="sourceCode cell-code" id="cb112"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb112-1"><a href="#cb112-1" aria-hidden="true" tabindex="-1"></a>my_set <span class="op">=</span> {<span class="bu">int</span>(x <span class="op">/</span> <span class="dv">2</span>) <span class="cf">for</span> x <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">15</span>)}</span>
+<span id="cb112-2"><a href="#cb112-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_set)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>{0, 1, 2, 3, 4, 5, 6, 7}</code></pre>
+</div>
+</div>
+<p>Sets are not immutable but they do not support assignment. Rather, you can add or remove elements.</p>
+<div class="sourceCode" id="cb114"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb114-1"><a href="#cb114-1" aria-hidden="true" tabindex="-1"></a>my_set.add(<span class="dv">10</span>) <span class="co"># The set can be changed.</span></span>
+<span id="cb114-2"><a href="#cb114-2" aria-hidden="true" tabindex="-1"></a>my_set[<span class="dv">0</span>] <span class="op">=</span> <span class="dv">10</span> <span class="co"># This will raise an error!!!</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</section>
+</section>
+<section id="tuple-differences-with-lists" class="level4">
+<h4 class="anchored" data-anchor-id="tuple-differences-with-lists">Tuple differences with Lists</h4>
+<p>Main difference is that tuples are immutable. They cannot be changed once created. Some operations are faster than on lists.</p>
+<div class="sourceCode" id="cb115"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb115-1"><a href="#cb115-1" aria-hidden="true" tabindex="-1"></a>my_tuple <span class="op">=</span> (<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>)</span>
+<span id="cb115-2"><a href="#cb115-2" aria-hidden="true" tabindex="-1"></a>my_tuple[<span class="dv">1</span>] <span class="op">=</span> <span class="dv">4</span> <span class="co"># This will raise an error!!!</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<p>Tuples are used as the return type in case of functions returning multiple values.</p>
+<div id="2c1908bc" class="cell" data-execution_count="57">
+<div class="sourceCode cell-code" id="cb116"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb116-1"><a href="#cb116-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> my_function():</span>
+<span id="cb116-2"><a href="#cb116-2" aria-hidden="true" tabindex="-1"></a> n <span class="op">=</span> <span class="dv">5</span></span>
+<span id="cb116-3"><a href="#cb116-3" aria-hidden="true" tabindex="-1"></a> l <span class="op">=</span> [i <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
+<span id="cb116-4"><a href="#cb116-4" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> l, n</span>
+<span id="cb116-5"><a href="#cb116-5" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb116-6"><a href="#cb116-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_function())</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>([0, 1, 2, 3, 4], 5)</code></pre>
+</div>
+</div>
+<p>Tuples are “safe” to pass around because of their immutability.</p>
+<div id="a786fa74" class="cell" data-execution_count="58">
+<div class="sourceCode cell-code" id="cb118"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb118-1"><a href="#cb118-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> my_function(iterable_input):</span>
+<span id="cb118-2"><a href="#cb118-2" aria-hidden="true" tabindex="-1"></a> result <span class="op">=</span> []</span>
+<span id="cb118-3"><a href="#cb118-3" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> i <span class="kw">in</span> iterable_input:</span>
+<span id="cb118-4"><a href="#cb118-4" aria-hidden="true" tabindex="-1"></a> result.append(i <span class="op">*</span> <span class="dv">2</span>)</span>
+<span id="cb118-5"><a href="#cb118-5" aria-hidden="true" tabindex="-1"></a> <span class="co"># sneakily change the input:</span></span>
+<span id="cb118-6"><a href="#cb118-6" aria-hidden="true" tabindex="-1"></a> iterable_input[<span class="dv">0</span>] <span class="op">=</span> <span class="dv">10</span></span>
+<span id="cb118-7"><a href="#cb118-7" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> result</span>
+<span id="cb118-8"><a href="#cb118-8" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb118-9"><a href="#cb118-9" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>] <span class="co"># precious data we don't want to change</span></span>
+<span id="cb118-10"><a href="#cb118-10" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"My list before running my_function: </span><span class="sc">{</span>my_list<span class="sc">}</span><span class="ss">"</span>)</span>
+<span id="cb118-11"><a href="#cb118-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_function(my_list))</span>
+<span id="cb118-12"><a href="#cb118-12" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"My list after running my_function: </span><span class="sc">{</span>my_list<span class="sc">}</span><span class="ss">"</span>)</span>
+<span id="cb118-13"><a href="#cb118-13" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb118-14"><a href="#cb118-14" aria-hidden="true" tabindex="-1"></a>my_tuple <span class="op">=</span> (<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>) <span class="co"># precious data we don't want to change</span></span>
+<span id="cb118-15"><a href="#cb118-15" aria-hidden="true" tabindex="-1"></a><span class="cf">try</span>:</span>
+<span id="cb118-16"><a href="#cb118-16" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(my_function(my_tuple))</span>
+<span id="cb118-17"><a href="#cb118-17" aria-hidden="true" tabindex="-1"></a><span class="cf">except</span> <span class="pp">TypeError</span>: <span class="co"># this will catch the error raised whe the function tries to change the tuple</span></span>
+<span id="cb118-18"><a href="#cb118-18" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="st">"Aha! The function tried to change my tuple!"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>My list before running my_function: [1, 2, 3]
+[2, 4, 6]
+My list after running my_function: [10, 2, 3]
+Aha! The function tried to change my tuple!</code></pre>
+</div>
+</div>
+</section>
+<section id="set-differences-with-lists" class="level4">
+<h4 class="anchored" data-anchor-id="set-differences-with-lists">Set differences with Lists</h4>
+<p>Sets are unordered and do not allow duplicates. They are implemented as â€hash set’ and thus certain operations are very efficient (e.g. membership checking, union, intersection, etc.).</p>
+<div id="304accbe" class="cell" data-execution_count="59">
+<div class="sourceCode cell-code" id="cb120"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb120-1"><a href="#cb120-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">3</span>, <span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">5</span>]</span>
+<span id="cb120-2"><a href="#cb120-2" aria-hidden="true" tabindex="-1"></a>my_set <span class="op">=</span> <span class="bu">set</span>(my_list)</span>
+<span id="cb120-3"><a href="#cb120-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_set)</span>
+<span id="cb120-4"><a href="#cb120-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="dv">3</span> <span class="kw">in</span> my_set) <span class="co"># True</span></span>
+<span id="cb120-5"><a href="#cb120-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="dv">6</span> <span class="kw">in</span> my_set) <span class="co"># False</span></span>
+<span id="cb120-6"><a href="#cb120-6" aria-hidden="true" tabindex="-1"></a>my_set.add(<span class="dv">5</span>) <span class="co"># Added element already in list, nothing happens</span></span>
+<span id="cb120-7"><a href="#cb120-7" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_set)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>{1, 2, 3, 4, 5}
+True
+False
+{1, 2, 3, 4, 5}</code></pre>
+</div>
+</div>
+<p>Set specific operations:</p>
+<div id="9a1448e8" class="cell" data-execution_count="60">
+<div class="sourceCode cell-code" id="cb122"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb122-1"><a href="#cb122-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>({<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>} <span class="op">|</span> {<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>}) <span class="co"># Union</span></span>
+<span id="cb122-2"><a href="#cb122-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>({<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>} <span class="op">&</span> {<span class="dv">3</span>, <span class="dv">4</span>, <span class="dv">5</span>}) <span class="co"># Intersection</span></span>
+<span id="cb122-3"><a href="#cb122-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>({<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">4</span>} <span class="op">-</span> {<span class="dv">1</span>, <span class="dv">4</span>, <span class="dv">5</span>}) <span class="co"># Difference</span></span>
+<span id="cb122-4"><a href="#cb122-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>({<span class="dv">1</span>, <span class="dv">4</span>, <span class="dv">5</span>} <span class="op">-</span> {<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">4</span>}) <span class="co"># Difference (reversed set order)</span></span>
+<span id="cb122-5"><a href="#cb122-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>({<span class="dv">1</span>, <span class="dv">4</span>, <span class="dv">5</span>} <span class="op">^</span> {<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">4</span>}) <span class="co"># Symmetric Difference (XOR)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>{1, 2, 3, 4, 5, 6}
+{3}
+{2, 3}
+{5}
+{2, 3, 5}</code></pre>
+</div>
+</div>
+<p>Since tuple are immutable, unlike lists or sets, they can be used as keys in a dictionary.</p>
+<div id="77803bfd" class="cell" data-execution_count="61">
+<div class="sourceCode cell-code" id="cb124"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb124-1"><a href="#cb124-1" aria-hidden="true" tabindex="-1"></a>my_tuple_dict <span class="op">=</span> {</span>
+<span id="cb124-2"><a href="#cb124-2" aria-hidden="true" tabindex="-1"></a> (<span class="dv">1</span>, <span class="dv">2</span>): <span class="dv">3</span>,</span>
+<span id="cb124-3"><a href="#cb124-3" aria-hidden="true" tabindex="-1"></a> (<span class="dv">4</span>, <span class="dv">5</span>): <span class="dv">6</span></span>
+<span id="cb124-4"><a href="#cb124-4" aria-hidden="true" tabindex="-1"></a>}</span>
+<span id="cb124-5"><a href="#cb124-5" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb124-6"><a href="#cb124-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_tuple_dict[(<span class="dv">1</span>, <span class="dv">2</span>)])</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>3</code></pre>
+</div>
+</div>
+<p>This would throw an error:</p>
+<div class="sourceCode" id="cb126"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb126-1"><a href="#cb126-1" aria-hidden="true" tabindex="-1"></a>my_list_dict <span class="op">=</span> {</span>
+<span id="cb126-2"><a href="#cb126-2" aria-hidden="true" tabindex="-1"></a> [<span class="dv">1</span>, <span class="dv">2</span>]: <span class="dv">3</span>,</span>
+<span id="cb126-3"><a href="#cb126-3" aria-hidden="true" tabindex="-1"></a> [<span class="dv">4</span>, <span class="dv">5</span>]: <span class="dv">6</span></span>
+<span id="cb126-4"><a href="#cb126-4" aria-hidden="true" tabindex="-1"></a>}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</section>
+</section>
+</section>
+<section id="basic-operations-with-data-structures" class="level2">
+<h2 class="anchored" data-anchor-id="basic-operations-with-data-structures">Basic operations with data structures</h2>
+<section id="looping-through-iterables" class="level3">
+<h3 class="anchored" data-anchor-id="looping-through-iterables">Looping through iterables</h3>
+<section id="indexed-loop" class="level4">
+<h4 class="anchored" data-anchor-id="indexed-loop">Indexed loop</h4>
+<div id="530e4d5a" class="cell" data-execution_count="62">
+<div class="sourceCode cell-code" id="cb127"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb127-1"><a href="#cb127-1" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> <span class="bu">list</span>(<span class="st">'alphabet'</span>)</span>
+<span id="cb127-2"><a href="#cb127-2" aria-hidden="true" tabindex="-1"></a>n <span class="op">=</span> <span class="bu">len</span>(my_list)</span>
+<span id="cb127-3"><a href="#cb127-3" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n):</span>
+<span id="cb127-4"><a href="#cb127-4" aria-hidden="true" tabindex="-1"></a> value <span class="op">=</span> my_list[i]</span>
+<span id="cb127-5"><a href="#cb127-5" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"Value at index </span><span class="sc">{</span>i<span class="sc">}</span><span class="ss">: </span><span class="sc">{</span>value<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Value at index 0: a
+Value at index 1: l
+Value at index 2: p
+Value at index 3: h
+Value at index 4: a
+Value at index 5: b
+Value at index 6: e
+Value at index 7: t</code></pre>
+</div>
+</div>
+</section>
+<section id="for-each-loop" class="level4">
+<h4 class="anchored" data-anchor-id="for-each-loop">â€For each’ loop</h4>
+<div id="436f9848" class="cell" data-execution_count="63">
+<div class="sourceCode cell-code" id="cb129"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb129-1"><a href="#cb129-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> value <span class="kw">in</span> my_list:</span>
+<span id="cb129-2"><a href="#cb129-2" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"Value: </span><span class="sc">{</span>value<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Value: a
+Value: l
+Value: p
+Value: h
+Value: a
+Value: b
+Value: e
+Value: t</code></pre>
+</div>
+</div>
+</section>
+<section id="enumerate" class="level4">
+<h4 class="anchored" data-anchor-id="enumerate">Enumerate</h4>
+<p>The <code>enumerate()</code> function returns a tuple of the index and the value at that index. This is equivalent to the indexed loop but â€nicer’ (no need to explicitly extract the value and index).</p>
+<div id="2286a14a" class="cell" data-execution_count="64">
+<div class="sourceCode cell-code" id="cb131"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb131-1"><a href="#cb131-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> index, value <span class="kw">in</span> <span class="bu">enumerate</span>(my_list):</span>
+<span id="cb131-2"><a href="#cb131-2" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"Value at index </span><span class="sc">{</span>index<span class="sc">}</span><span class="ss">: </span><span class="sc">{</span>value<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Value at index 0: a
+Value at index 1: l
+Value at index 2: p
+Value at index 3: h
+Value at index 4: a
+Value at index 5: b
+Value at index 6: e
+Value at index 7: t</code></pre>
+</div>
+</div>
+</section>
+<section id="while-loop" class="level4">
+<h4 class="anchored" data-anchor-id="while-loop">While loop</h4>
+<p>The <code>while</code> loop is useful in some special cases (e.g., growing lists - although, this can be dangerous).</p>
+<div id="9ae8672c" class="cell" data-execution_count="65">
+<div class="sourceCode cell-code" id="cb133"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb133-1"><a href="#cb133-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> random <span class="im">import</span> random</span>
+<span id="cb133-2"><a href="#cb133-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb133-3"><a href="#cb133-3" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> <span class="bu">list</span>(<span class="bu">range</span>(<span class="dv">10</span>))</span>
+<span id="cb133-4"><a href="#cb133-4" aria-hidden="true" tabindex="-1"></a>n <span class="op">=</span> <span class="bu">len</span>(my_list)</span>
+<span id="cb133-5"><a href="#cb133-5" aria-hidden="true" tabindex="-1"></a>i <span class="op">=</span> <span class="dv">0</span></span>
+<span id="cb133-6"><a href="#cb133-6" aria-hidden="true" tabindex="-1"></a><span class="cf">while</span> i <span class="op"><</span> <span class="bu">len</span>(my_list):</span>
+<span id="cb133-7"><a href="#cb133-7" aria-hidden="true" tabindex="-1"></a> value <span class="op">=</span> my_list[i]</span>
+<span id="cb133-8"><a href="#cb133-8" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> random() <span class="op"><</span> <span class="dv">1</span> <span class="op">/</span> (i <span class="op">-</span> value <span class="op">+</span> <span class="fl">1.5</span>):</span>
+<span id="cb133-9"><a href="#cb133-9" aria-hidden="true" tabindex="-1"></a> my_list.append(value)</span>
+<span id="cb133-10"><a href="#cb133-10" aria-hidden="true" tabindex="-1"></a> i <span class="op">+=</span> <span class="dv">1</span></span>
+<span id="cb133-11"><a href="#cb133-11" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb133-12"><a href="#cb133-12" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(my_list)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 0, 1, 2, 3, 5]</code></pre>
+</div>
+</div>
+<p>More typical is to use infinite loops with <code>while True</code> and <code>break</code> statements.</p>
+</section>
+<section id="looping-through-sets-and-tuples" class="level4">
+<h4 class="anchored" data-anchor-id="looping-through-sets-and-tuples">Looping through sets and tuples</h4>
+<p>The same looping “techniques” work for sets and tuples.</p>
+<div id="ef891772" class="cell" data-execution_count="66">
+<div class="sourceCode cell-code" id="cb135"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb135-1"><a href="#cb135-1" aria-hidden="true" tabindex="-1"></a>my_set <span class="op">=</span> {<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>}</span>
+<span id="cb135-2"><a href="#cb135-2" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> i, value <span class="kw">in</span> <span class="bu">enumerate</span>(my_set):</span>
+<span id="cb135-3"><a href="#cb135-3" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"Value: </span><span class="sc">{</span>value<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Value: 1
+Value: 2
+Value: 3</code></pre>
+</div>
+</div>
+<div id="06b29184" class="cell" data-execution_count="67">
+<div class="sourceCode cell-code" id="cb137"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb137-1"><a href="#cb137-1" aria-hidden="true" tabindex="-1"></a>my_tuple <span class="op">=</span> (<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>)</span>
+<span id="cb137-2"><a href="#cb137-2" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> value <span class="kw">in</span> my_tuple:</span>
+<span id="cb137-3"><a href="#cb137-3" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"Value: </span><span class="sc">{</span>value<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Value: 1
+Value: 2
+Value: 3</code></pre>
+</div>
+</div>
+</section>
+<section id="looping-through-dictionaries" class="level4">
+<h4 class="anchored" data-anchor-id="looping-through-dictionaries">Looping through dictionaries</h4>
+<p>Most common way to iterate over a dictionary is to use the <code>items()</code> method, which will return (key, value) pairs.</p>
+<div id="667cd679" class="cell" data-execution_count="68">
+<div class="sourceCode cell-code" id="cb139"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb139-1"><a href="#cb139-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> string</span>
+<span id="cb139-2"><a href="#cb139-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb139-3"><a href="#cb139-3" aria-hidden="true" tabindex="-1"></a>alphabet_dict <span class="op">=</span> {k: v <span class="cf">for</span> k, v <span class="kw">in</span> <span class="bu">zip</span>(string.ascii_letters, <span class="bu">range</span>(<span class="dv">26</span>)) <span class="cf">if</span> v <span class="op"><</span> <span class="dv">12</span> <span class="kw">and</span> v <span class="op">%</span> <span class="dv">2</span> <span class="op">==</span> <span class="dv">0</span>}</span>
+<span id="cb139-4"><a href="#cb139-4" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> key, value <span class="kw">in</span> alphabet_dict.items():</span>
+<span id="cb139-5"><a href="#cb139-5" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"The letter </span><span class="sc">{</span>key<span class="sc">}</span><span class="ss"> is at position </span><span class="sc">{</span>value <span class="op">+</span> <span class="dv">1</span><span class="sc">}</span><span class="ss"> in the alphabet."</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>The letter a is at position 1 in the alphabet.
+The letter c is at position 3 in the alphabet.
+The letter e is at position 5 in the alphabet.
+The letter g is at position 7 in the alphabet.
+The letter i is at position 9 in the alphabet.
+The letter k is at position 11 in the alphabet.</code></pre>
+</div>
+</div>
+<p>There are also <code>keys()</code> and <code>values()</code> methods that return the keys and values respectively.</p>
+<div id="bfe7d034" class="cell" data-execution_count="69">
+<div class="sourceCode cell-code" id="cb141"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb141-1"><a href="#cb141-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> key <span class="kw">in</span> alphabet_dict.keys():</span>
+<span id="cb141-2"><a href="#cb141-2" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"The letter </span><span class="sc">{</span>key<span class="sc">}</span><span class="ss"> is at position </span><span class="sc">{</span>alphabet_dict[key] <span class="op">+</span> <span class="dv">1</span><span class="sc">}</span><span class="ss"> in the alphabet."</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>The letter a is at position 1 in the alphabet.
+The letter c is at position 3 in the alphabet.
+The letter e is at position 5 in the alphabet.
+The letter g is at position 7 in the alphabet.
+The letter i is at position 9 in the alphabet.
+The letter k is at position 11 in the alphabet.</code></pre>
+</div>
+</div>
+<div id="f7036e13" class="cell" data-execution_count="70">
+<div class="sourceCode cell-code" id="cb143"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb143-1"><a href="#cb143-1" aria-hidden="true" tabindex="-1"></a>positions <span class="op">=</span> []</span>
+<span id="cb143-2"><a href="#cb143-2" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> value <span class="kw">in</span> alphabet_dict.values():</span>
+<span id="cb143-3"><a href="#cb143-3" aria-hidden="true" tabindex="-1"></a> positions.append(value <span class="op">+</span> <span class="dv">1</span>)</span>
+<span id="cb143-4"><a href="#cb143-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"The dictionary contains letters at these positions: </span><span class="sc">{</span>positions<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>The dictionary contains letters at these positions: [1, 3, 5, 7, 9, 11]</code></pre>
+</div>
+</div>
+</section>
+</section>
+<section id="d-arrays-matrices" class="level3">
+<h3 class="anchored" data-anchor-id="d-arrays-matrices">2D Arrays (Matrices)</h3>
+<p>Simply “stack” lists inside of a list (nested list).</p>
+<div id="ca90de20" class="cell" data-execution_count="71">
+<div class="sourceCode cell-code" id="cb145"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb145-1"><a href="#cb145-1" aria-hidden="true" tabindex="-1"></a>matrix <span class="op">=</span> [</span>
+<span id="cb145-2"><a href="#cb145-2" aria-hidden="true" tabindex="-1"></a> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>],</span>
+<span id="cb145-3"><a href="#cb145-3" aria-hidden="true" tabindex="-1"></a> [<span class="dv">4</span>, <span class="dv">5</span>, <span class="dv">6</span>],</span>
+<span id="cb145-4"><a href="#cb145-4" aria-hidden="true" tabindex="-1"></a> [<span class="dv">7</span>, <span class="dv">8</span>, <span class="dv">9</span>]</span>
+<span id="cb145-5"><a href="#cb145-5" aria-hidden="true" tabindex="-1"></a>]</span>
+<span id="cb145-6"><a href="#cb145-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(matrix)</span>
+<span id="cb145-7"><a href="#cb145-7" aria-hidden="true" tabindex="-1"></a>also_matrix <span class="op">=</span> [[j <span class="op">+</span> i <span class="op">*</span> <span class="dv">3</span> <span class="cf">for</span> j <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>)] <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">3</span>)]</span>
+<span id="cb145-8"><a href="#cb145-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(also_matrix)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[[1, 2, 3], [4, 5, 6], [7, 8, 9]]
+[[0, 1, 2], [3, 4, 5], [6, 7, 8]]</code></pre>
+</div>
+</div>
+<section id="accessing-elements" class="level4">
+<h4 class="anchored" data-anchor-id="accessing-elements">Accessing elements</h4>
+<p><code>matrix[row][column]</code>:</p>
+<div id="f2c55dbb" class="cell" data-execution_count="72">
+<div class="sourceCode cell-code" id="cb147"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb147-1"><a href="#cb147-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(matrix[<span class="dv">0</span>][<span class="dv">1</span>]) <span class="co"># 0th row, 1st column</span></span>
+<span id="cb147-2"><a href="#cb147-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(matrix[<span class="dv">1</span>][<span class="dv">0</span>]) <span class="co"># 1st row, 0th column</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>2
+4</code></pre>
+</div>
+</div>
+</section>
+<section id="looping-through-matrices" class="level4">
+<h4 class="anchored" data-anchor-id="looping-through-matrices">Looping through matrices</h4>
+<p>For each row in the matrix, loop through each element in the row.</p>
+<div id="d4c5b730" class="cell" data-execution_count="73">
+<div class="sourceCode cell-code" id="cb149"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb149-1"><a href="#cb149-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> row <span class="kw">in</span> matrix:</span>
+<span id="cb149-2"><a href="#cb149-2" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> value <span class="kw">in</span> row:</span>
+<span id="cb149-3"><a href="#cb149-3" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(value)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>1
+2
+3
+4
+5
+6
+7
+8
+9</code></pre>
+</div>
+</div>
+<p>Enumerate the rows and columns.</p>
+<div id="66ac3dc2" class="cell" data-execution_count="74">
+<div class="sourceCode cell-code" id="cb151"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb151-1"><a href="#cb151-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> row_index, row <span class="kw">in</span> <span class="bu">enumerate</span>(matrix):</span>
+<span id="cb151-2"><a href="#cb151-2" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> column_index, value <span class="kw">in</span> <span class="bu">enumerate</span>(row):</span>
+<span id="cb151-3"><a href="#cb151-3" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"Value at row </span><span class="sc">{</span>row_index<span class="sc">}</span><span class="ss"> and column </span><span class="sc">{</span>column_index<span class="sc">}</span><span class="ss">: </span><span class="sc">{</span>value<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Value at row 0 and column 0: 1
+Value at row 0 and column 1: 2
+Value at row 0 and column 2: 3
+Value at row 1 and column 0: 4
+Value at row 1 and column 1: 5
+Value at row 1 and column 2: 6
+Value at row 2 and column 0: 7
+Value at row 2 and column 1: 8
+Value at row 2 and column 2: 9</code></pre>
+</div>
+</div>
+<p>Assignment to a matrix:</p>
+<div id="ecf721af" class="cell" data-execution_count="75">
+<div class="sourceCode cell-code" id="cb153"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb153-1"><a href="#cb153-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> row_index, row <span class="kw">in</span> <span class="bu">enumerate</span>(matrix):</span>
+<span id="cb153-2"><a href="#cb153-2" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> column_index, value <span class="kw">in</span> <span class="bu">enumerate</span>(row):</span>
+<span id="cb153-3"><a href="#cb153-3" aria-hidden="true" tabindex="-1"></a> matrix[row_index][column_index] <span class="op">=</span> value<span class="op">**</span><span class="dv">2</span></span>
+<span id="cb153-4"><a href="#cb153-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(matrix)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>[[1, 4, 9], [16, 25, 36], [49, 64, 81]]</code></pre>
+</div>
+</div>
+</section>
+</section>
+</section>
+<section id="types-and-comparisons" class="level2">
+<h2 class="anchored" data-anchor-id="types-and-comparisons">Types and comparisons</h2>
+<p>Checking types of variables is very useful, especially in Python that allows dynamic typing. Many operations are defined for different data types. For example, <code>1 * 2</code> is fine, and so is <code>[1] * 2</code> and <code>"1" * 2</code> but they result in different outcomes. It is often important to assert that the variables are of the expected type (use <code>if</code> or <code>assert</code>).</p>
+<section id="it-is-or-it-is-not" class="level3">
+<h3 class="anchored" data-anchor-id="it-is-or-it-is-not">It is or it is not</h3>
+<p>The <code>is</code> operator can be used to check if two objects are the same object.</p>
+<div id="496f976c" class="cell" data-execution_count="76">
+<div class="sourceCode cell-code" id="cb155"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb155-1"><a href="#cb155-1" aria-hidden="true" tabindex="-1"></a>a <span class="op">=</span> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>]</span>
+<span id="cb155-2"><a href="#cb155-2" aria-hidden="true" tabindex="-1"></a>b <span class="op">=</span> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>]</span>
+<span id="cb155-3"><a href="#cb155-3" aria-hidden="true" tabindex="-1"></a>c <span class="op">=</span> a</span>
+<span id="cb155-4"><a href="#cb155-4" aria-hidden="true" tabindex="-1"></a>d <span class="op">=</span> a[:]</span>
+<span id="cb155-5"><a href="#cb155-5" aria-hidden="true" tabindex="-1"></a>e <span class="op">=</span> a.copy()</span>
+<span id="cb155-6"><a href="#cb155-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(a <span class="kw">is</span> b) <span class="co"># the elements have the same value but `a` is not the same object as `b`</span></span>
+<span id="cb155-7"><a href="#cb155-7" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(a <span class="kw">is</span> c) <span class="co"># `a` and `c` reference the same object</span></span>
+<span id="cb155-8"><a href="#cb155-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(a <span class="kw">is</span> d) <span class="co"># `d` got the values from `a` but it is still a different object (different memory location)</span></span>
+<span id="cb155-9"><a href="#cb155-9" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(a <span class="kw">is</span> e) <span class="co"># copy makes a new object with the same values (essentially, similar process to defining `d`)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>False
+True
+False
+False</code></pre>
+</div>
+</div>
+<p>It is not?</p>
+<div id="b2a0164f" class="cell" data-execution_count="77">
+<div class="sourceCode cell-code" id="cb157"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb157-1"><a href="#cb157-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(a <span class="kw">is</span> <span class="kw">not</span> b) <span class="co"># True</span></span>
+<span id="cb157-2"><a href="#cb157-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(a <span class="kw">is</span> <span class="kw">not</span> c) <span class="co"># False</span></span>
+<span id="cb157-3"><a href="#cb157-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(a <span class="kw">is</span> <span class="kw">not</span> d) <span class="co"># True</span></span>
+<span id="cb157-4"><a href="#cb157-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(a <span class="kw">is</span> <span class="kw">not</span> e) <span class="co"># True</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>True
+False
+True
+True</code></pre>
+</div>
+</div>
+<p>Some â€objects’ are the same but it makes no sense to compare them using <code>is</code>. Although, <code>is</code> will get you a strict equality.</p>
+<div id="31ea2635" class="cell" data-execution_count="78">
+<div class="sourceCode cell-code" id="cb159"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb159-1"><a href="#cb159-1" aria-hidden="true" tabindex="-1"></a><span class="co"># this will get you a syntax warning</span></span>
+<span id="cb159-2"><a href="#cb159-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="dv">1</span> <span class="kw">is</span> <span class="fl">1.0</span>) <span class="co"># False, because float != int</span></span>
+<span id="cb159-3"><a href="#cb159-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="fl">1.0</span> <span class="kw">is</span> <span class="fl">1.0</span>) <span class="co"># True</span></span>
+<span id="cb159-4"><a href="#cb159-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>((<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>) <span class="kw">is</span> (<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>)) <span class="co"># Unexpectedly, True but also not advised; just use equality `==`</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>False
+True
+True</code></pre>
+</div>
+<div class="cell-output cell-output-stderr">
+<pre><code><>:2: SyntaxWarning:
+
+"is" with a literal. Did you mean "=="?
+
+<>:3: SyntaxWarning:
+
+"is" with a literal. Did you mean "=="?
+
+<>:4: SyntaxWarning:
+
+"is" with a literal. Did you mean "=="?
+
+<>:2: SyntaxWarning:
+
+"is" with a literal. Did you mean "=="?
+
+<>:3: SyntaxWarning:
+
+"is" with a literal. Did you mean "=="?
+
+<>:4: SyntaxWarning:
+
+"is" with a literal. Did you mean "=="?
+
+/tmp/ipykernel_2611439/951537762.py:2: SyntaxWarning:
+
+"is" with a literal. Did you mean "=="?
+
+/tmp/ipykernel_2611439/951537762.py:3: SyntaxWarning:
+
+"is" with a literal. Did you mean "=="?
+
+/tmp/ipykernel_2611439/951537762.py:4: SyntaxWarning:
+
+"is" with a literal. Did you mean "=="?
+</code></pre>
+</div>
+</div>
+<p>For number type check, see below.</p>
+</section>
+<section id="type" class="level3">
+<h3 class="anchored" data-anchor-id="type">type</h3>
+<p>Use the <code>type(<object>)</code> build-in function to get the type of an object.</p>
+<div id="4c0139aa" class="cell" data-execution_count="79">
+<div class="sourceCode cell-code" id="cb162"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb162-1"><a href="#cb162-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">type</span>(<span class="dv">1</span>)) <span class="co"># <class 'int'></span></span>
+<span id="cb162-2"><a href="#cb162-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">type</span>(<span class="fl">1.0</span>)) <span class="co"># <class 'float'></span></span>
+<span id="cb162-3"><a href="#cb162-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb162-4"><a href="#cb162-4" aria-hidden="true" tabindex="-1"></a>my_list <span class="op">=</span> [<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>]</span>
+<span id="cb162-5"><a href="#cb162-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">type</span>(my_list)) <span class="co"># <class 'list'></span></span>
+<span id="cb162-6"><a href="#cb162-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">type</span>(<span class="bu">tuple</span>(my_list))) <span class="co"># <class 'list'></span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code><class 'int'>
+<class 'float'>
+<class 'list'>
+<class 'tuple'></code></pre>
+</div>
+</div>
+</section>
+<section id="isinstance" class="level3">
+<h3 class="anchored" data-anchor-id="isinstance">isinstance</h3>
+<p>The <code>isinstance(<object>, <type>)</code> build-in function checks whether the object is an instance of the type.</p>
+<div id="7a96c063" class="cell" data-execution_count="80">
+<div class="sourceCode cell-code" id="cb164"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb164-1"><a href="#cb164-1" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">isinstance</span>([<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>], <span class="bu">list</span>)) <span class="co"># True</span></span>
+<span id="cb164-2"><a href="#cb164-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">isinstance</span>([<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>], <span class="bu">tuple</span>)) <span class="co"># False</span></span>
+<span id="cb164-3"><a href="#cb164-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">isinstance</span>(<span class="dv">1</span>, <span class="bu">int</span>)) <span class="co"># True</span></span>
+<span id="cb164-4"><a href="#cb164-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">isinstance</span>(<span class="dv">1</span>, <span class="bu">float</span>)) <span class="co"># False</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>True
+False
+True
+False</code></pre>
+</div>
+</div>
+</section>
+<section id="issubclass" class="level3">
+<h3 class="anchored" data-anchor-id="issubclass">issubclass</h3>
+<p>This will become handy much later, when you will be working with classes. However, there is some use with basic datatypes.</p>
+<div id="3ee20f02" class="cell" data-execution_count="81">
+<div class="sourceCode cell-code" id="cb166"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb166-1"><a href="#cb166-1" aria-hidden="true" tabindex="-1"></a>my_integer <span class="op">=</span> <span class="dv">3</span></span>
+<span id="cb166-2"><a href="#cb166-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">issubclass</span>(<span class="bu">type</span>(my_integer), <span class="bu">int</span>)) <span class="co"># True</span></span>
+<span id="cb166-3"><a href="#cb166-3" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">issubclass</span>(<span class="bu">type</span>(my_integer), <span class="bu">float</span>)) <span class="co"># False</span></span>
+<span id="cb166-4"><a href="#cb166-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">issubclass</span>(<span class="bu">type</span>(my_integer), (<span class="bu">int</span>, <span class="bu">float</span>))) <span class="co"># True</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>True
+False
+True</code></pre>
+</div>
+</div>
+</section>
+<section id="being-assertive-in-your-statements-programmatically-speaking" class="level3">
+<h3 class="anchored" data-anchor-id="being-assertive-in-your-statements-programmatically-speaking">Being assertive in your statements (programmatically speaking)</h3>
+<p>Potentially unsafe code:</p>
+<div id="04c72b37" class="cell" data-execution_count="82">
+<div class="sourceCode cell-code" id="cb168"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb168-1"><a href="#cb168-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> multiply_two_numbers_unchecked(a, b):</span>
+<span id="cb168-2"><a href="#cb168-2" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> a <span class="op">*</span> b</span>
+<span id="cb168-3"><a href="#cb168-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb168-4"><a href="#cb168-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(multiply_two_numbers_unchecked(<span class="dv">3</span>, <span class="dv">2</span>)) <span class="co"># 6 is fine</span></span>
+<span id="cb168-5"><a href="#cb168-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(multiply_two_numbers_unchecked(<span class="fl">3.0</span>, <span class="dv">2</span>)) <span class="co"># 6.0 is fine</span></span>
+<span id="cb168-6"><a href="#cb168-6" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(multiply_two_numbers_unchecked(<span class="st">"3"</span>, <span class="dv">2</span>)) <span class="co"># 33 !?</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>6
+6.0
+33</code></pre>
+</div>
+</div>
+<p>Code with run-time type checking and assertions:</p>
+<div id="2c047838" class="cell" data-execution_count="83">
+<div class="sourceCode cell-code" id="cb170"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb170-1"><a href="#cb170-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> multiply_two_numbers(a, b):</span>
+<span id="cb170-2"><a href="#cb170-2" aria-hidden="true" tabindex="-1"></a> <span class="cf">assert</span> <span class="bu">isinstance</span>(a, (<span class="bu">int</span>, <span class="bu">float</span>)), <span class="ss">f"'a' must be a number! But it was: </span><span class="sc">{</span><span class="bu">type</span>(a)<span class="sc">}</span><span class="ss">"</span></span>
+<span id="cb170-3"><a href="#cb170-3" aria-hidden="true" tabindex="-1"></a> <span class="cf">assert</span> <span class="bu">isinstance</span>(b, (<span class="bu">int</span>, <span class="bu">float</span>)), <span class="ss">f"'b' must be a number! But it was: </span><span class="sc">{</span><span class="bu">type</span>(b)<span class="sc">}</span><span class="ss">"</span></span>
+<span id="cb170-4"><a href="#cb170-4" aria-hidden="true" tabindex="-1"></a> <span class="co"># Alternatively, this will also work:</span></span>
+<span id="cb170-5"><a href="#cb170-5" aria-hidden="true" tabindex="-1"></a> <span class="cf">assert</span> <span class="bu">issubclass</span>(<span class="bu">type</span>(my_integer), (<span class="bu">int</span>, <span class="bu">float</span>)), <span class="ss">f"'a' must be a number! But it was: </span><span class="sc">{</span><span class="bu">type</span>(a)<span class="sc">}</span><span class="ss">"</span></span>
+<span id="cb170-6"><a href="#cb170-6" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> a <span class="op">*</span> b</span>
+<span id="cb170-7"><a href="#cb170-7" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb170-8"><a href="#cb170-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(multiply_two_numbers(<span class="dv">3</span>, <span class="dv">2</span>))</span>
+<span id="cb170-9"><a href="#cb170-9" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(multiply_two_numbers(<span class="fl">3.0</span>, <span class="dv">2</span>))</span>
+<span id="cb170-10"><a href="#cb170-10" aria-hidden="true" tabindex="-1"></a><span class="cf">try</span>:</span>
+<span id="cb170-11"><a href="#cb170-11" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(multiply_two_numbers(<span class="st">"3"</span>, <span class="dv">2</span>)) <span class="co"># this will cause an error</span></span>
+<span id="cb170-12"><a href="#cb170-12" aria-hidden="true" tabindex="-1"></a><span class="cf">except</span> <span class="pp">AssertionError</span> <span class="im">as</span> e:</span>
+<span id="cb170-13"><a href="#cb170-13" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(e)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>6
+6.0
+'a' must be a number! But it was: <class 'str'></code></pre>
+</div>
+</div>
+<p>More info about basic types and comparison: https://docs.python.org/3/library/stdtypes.html</p>
+<section id="but-maybe-dont-be-too-assertive" class="level4">
+<h4 class="anchored" data-anchor-id="but-maybe-dont-be-too-assertive">But, maybe, don’t be too assertive?</h4>
+<p><code>assert</code> is fine for testing and debugging, but not for production code! There are better, safer ways of handling incorrect inputs (<code>try...except</code> + <code>warn</code>/<code>log.error</code> and handle the erroneous state “gracefully”). Essentially, production code should never halt!!!</p>
+<div id="097f385c" class="cell" data-execution_count="84">
+<div class="sourceCode cell-code" id="cb172"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb172-1"><a href="#cb172-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> typing <span class="im">import</span> Union, Optional</span>
+<span id="cb172-2"><a href="#cb172-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb172-3"><a href="#cb172-3" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> nice_multiply_two_numbers(a: Union[<span class="bu">int</span>, <span class="bu">float</span>], b: Union[<span class="bu">int</span>, <span class="bu">float</span>], raise_error: <span class="bu">bool</span> <span class="op">=</span> <span class="va">True</span>) <span class="op">-></span> Optional[Union[<span class="bu">int</span>, <span class="bu">float</span>]]:</span>
+<span id="cb172-4"><a href="#cb172-4" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> <span class="kw">not</span> <span class="bu">isinstance</span>(a, (<span class="bu">int</span>, <span class="bu">float</span>)):</span>
+<span id="cb172-5"><a href="#cb172-5" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> raise_error:</span>
+<span id="cb172-6"><a href="#cb172-6" aria-hidden="true" tabindex="-1"></a> <span class="cf">raise</span> <span class="pp">TypeError</span>(<span class="ss">f"'a' must be a number! But it was: </span><span class="sc">{</span><span class="bu">type</span>(a)<span class="sc">}</span><span class="ss">"</span>)</span>
+<span id="cb172-7"><a href="#cb172-7" aria-hidden="true" tabindex="-1"></a> <span class="cf">else</span>:</span>
+<span id="cb172-8"><a href="#cb172-8" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="va">None</span> <span class="co"># does not have to be explicit</span></span>
+<span id="cb172-9"><a href="#cb172-9" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> <span class="kw">not</span> <span class="bu">isinstance</span>(b, (<span class="bu">int</span>, <span class="bu">float</span>)):</span>
+<span id="cb172-10"><a href="#cb172-10" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> raise_error:</span>
+<span id="cb172-11"><a href="#cb172-11" aria-hidden="true" tabindex="-1"></a> <span class="cf">raise</span> <span class="pp">TypeError</span>(<span class="ss">f"'b' must be a number! But it was: </span><span class="sc">{</span><span class="bu">type</span>(b)<span class="sc">}</span><span class="ss">"</span>)</span>
+<span id="cb172-12"><a href="#cb172-12" aria-hidden="true" tabindex="-1"></a> <span class="cf">else</span>:</span>
+<span id="cb172-13"><a href="#cb172-13" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> <span class="va">None</span> <span class="co"># does not have to be explicit</span></span>
+<span id="cb172-14"><a href="#cb172-14" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> a <span class="op">*</span> b</span>
+<span id="cb172-15"><a href="#cb172-15" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb172-16"><a href="#cb172-16" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Using type error & try...except:"</span>)</span>
+<span id="cb172-17"><a href="#cb172-17" aria-hidden="true" tabindex="-1"></a><span class="cf">try</span>:</span>
+<span id="cb172-18"><a href="#cb172-18" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(nice_multiply_two_numbers(<span class="dv">3</span>, <span class="dv">2</span>))</span>
+<span id="cb172-19"><a href="#cb172-19" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(nice_multiply_two_numbers(<span class="fl">3.0</span>, <span class="dv">2</span>))</span>
+<span id="cb172-20"><a href="#cb172-20" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(nice_multiply_two_numbers(<span class="st">"3"</span>, <span class="dv">2</span>)) <span class="co"># this will cause an error</span></span>
+<span id="cb172-21"><a href="#cb172-21" aria-hidden="true" tabindex="-1"></a><span class="cf">except</span> <span class="pp">TypeError</span> <span class="im">as</span> e:</span>
+<span id="cb172-22"><a href="#cb172-22" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="ss">f"One of the inputs had an incorrect type. See the error: </span><span class="sc">{</span>e<span class="sc">}</span><span class="ss">"</span>)</span>
+<span id="cb172-23"><a href="#cb172-23" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb172-24"><a href="#cb172-24" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"</span><span class="ch">\n</span><span class="st">Using None return type:"</span>)</span>
+<span id="cb172-25"><a href="#cb172-25" aria-hidden="true" tabindex="-1"></a>result <span class="op">=</span> nice_multiply_two_numbers(<span class="st">"3"</span>, <span class="dv">2</span>, raise_error<span class="op">=</span><span class="va">False</span>)</span>
+<span id="cb172-26"><a href="#cb172-26" aria-hidden="true" tabindex="-1"></a><span class="cf">if</span> result <span class="kw">is</span> <span class="va">None</span>:</span>
+<span id="cb172-27"><a href="#cb172-27" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(<span class="st">"One of the inputs had an incorrect type."</span>)</span>
+<span id="cb172-28"><a href="#cb172-28" aria-hidden="true" tabindex="-1"></a><span class="cf">else</span>:</span>
+<span id="cb172-29"><a href="#cb172-29" aria-hidden="true" tabindex="-1"></a> <span class="bu">print</span>(result)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Using type error & try...except:
+6
+6.0
+One of the inputs had an incorrect type. See the error: 'a' must be a number! But it was: <class 'str'>
+
+Using None return type:
+One of the inputs had an incorrect type.</code></pre>
+</div>
+</div>
+</section>
+</section>
+</section>
+<section id="algorithmic-complexity" class="level2">
+<h2 class="anchored" data-anchor-id="algorithmic-complexity">Algorithmic complexity</h2>
+<p>Efficiency of algorithms matter.</p>
+<section id="basic-concepts" class="level3">
+<h3 class="anchored" data-anchor-id="basic-concepts">Basic concepts</h3>
+<p>Runtime of an algorithm typically depends on the size of the input. For example, time to loop once through a list will linearly increase with the size of the list. Thus, if accessing an element of a list takes 1ns, looping through a list of N elements will take N * 1ns. However, on a different computer, the element access time might be 10ns. Still, the loop will take N * 10ns. Therefore, we simply say the runtime â€scales’ with N.</p>
+<p>Searching for a specific item in a list requires looping through the list. However, the item might be at the beginning of the list, thus the search time will be 1 (x access time). If the idem is at the end of the list, the search time will be N. On average, we can expect the search time to be N/2. We are, however, typically interested in the worst-case scenario, and for simplicity, ignore any constants. Therefore, we simply say that the lookup time â€scales’ with N, just as with the â€full’ loop. (There is typically some overhead and randomness, so we are not interested in precise numbers.)</p>
+<p>Asymptotic complexity is a way to describe the runtime of an algorithm as a function of the input size. We can use this to compare the performance of different algorithms - the efficiency of their implementation. For example, we can compare different sorting algorithms.</p>
+</section>
+<section id="how-to-profile-in-python" class="level3">
+<h3 class="anchored" data-anchor-id="how-to-profile-in-python">How to “profile” in Python</h3>
+<p>We can use the <code>timeit</code> module to profile the runtime of an algorithm. Usage:</p>
+<div id="c92587e5" class="cell" data-execution_count="85">
+<div class="sourceCode cell-code" id="cb174"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb174-1"><a href="#cb174-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> timeit</span>
+<span id="cb174-2"><a href="#cb174-2" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> my_function():</span>
+<span id="cb174-3"><a href="#cb174-3" aria-hidden="true" tabindex="-1"></a> s <span class="op">=</span> <span class="dv">0</span></span>
+<span id="cb174-4"><a href="#cb174-4" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">10000</span>):</span>
+<span id="cb174-5"><a href="#cb174-5" aria-hidden="true" tabindex="-1"></a> s <span class="op">+=</span> i</span>
+<span id="cb174-6"><a href="#cb174-6" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> s</span>
+<span id="cb174-7"><a href="#cb174-7" aria-hidden="true" tabindex="-1"></a>iterations <span class="op">=</span> <span class="dv">10</span></span>
+<span id="cb174-8"><a href="#cb174-8" aria-hidden="true" tabindex="-1"></a>timer <span class="op">=</span> timeit.Timer(stmt<span class="op">=</span>my_function)</span>
+<span id="cb174-9"><a href="#cb174-9" aria-hidden="true" tabindex="-1"></a>avg_time <span class="op">=</span> timer.timeit(number<span class="op">=</span>iterations) <span class="op">/</span> iterations</span>
+<span id="cb174-10"><a href="#cb174-10" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"Average run time: </span><span class="sc">{</span>avg_time<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Average run time: 0.0017293294000410241</code></pre>
+</div>
+</div>
+<p>In Jupyter notebooks or IPython, we can use the <code>%timeit</code> magic command instead:</p>
+<div id="42dac331" class="cell" data-execution_count="86">
+<div class="sourceCode cell-code" id="cb176"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb176-1"><a href="#cb176-1" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit my_function()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>541 µs ± 39.6 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)</code></pre>
+</div>
+</div>
+<p>This will run the function and time it.</p>
+<p>There are also better, more advanced tools for profiling (e.g. <code>cProfile</code>) but we will manage with timeit for now.</p>
+</section>
+<section id="run-time-examples" class="level3">
+<h3 class="anchored" data-anchor-id="run-time-examples">Run time examples</h3>
+<div id="6828fbe2" class="cell" data-execution_count="87">
+<div class="cell-output cell-output-display">
+<div>
+<figure class="figure">
+<p><img src="l1_intro_strctures_files/figure-html/cell-88-output-1.png" width="663" height="477" class="figure-img"></p>
+</figure>
+</div>
+</div>
+<div class="cell-output cell-output-display">
+<div>
+<figure class="figure">
+<p><img src="l1_intro_strctures_files/figure-html/cell-88-output-2.png" width="680" height="477" class="figure-img"></p>
+</figure>
+</div>
+</div>
+<div class="cell-output cell-output-display">
+<div>
+<figure class="figure">
+<p><img src="l1_intro_strctures_files/figure-html/cell-88-output-3.png" width="676" height="477" class="figure-img"></p>
+</figure>
+</div>
+</div>
+</div>
+<section id="pre-allocation" class="level5">
+<h5 class="anchored" data-anchor-id="pre-allocation">Pre-allocation</h5>
+<p>Pre-allocation of arrays is (slightly) faster than iterative appending. Although, in Python, both are relatively slow. Depending on the task, list comprehension may be more efficient. In general, if the appending overhead is insignificant, it will not have significant impact on runtime whether pre-allocation is used. However, with large loops it might cause memory issues and pre-allocation will be important with more efficient array implementations (e.g., NumPy arrays).</p>
+<div id="345593dd" class="cell" data-execution_count="88">
+<div class="sourceCode cell-code" id="cb178"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb178-1"><a href="#cb178-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> numpy <span class="im">as</span> np</span>
+<span id="cb178-2"><a href="#cb178-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb178-3"><a href="#cb178-3" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> my_simple_function(x):</span>
+<span id="cb178-4"><a href="#cb178-4" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> x</span>
+<span id="cb178-5"><a href="#cb178-5" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb178-6"><a href="#cb178-6" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> my_complex_function(x):</span>
+<span id="cb178-7"><a href="#cb178-7" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> np.sqrt(np.log(x <span class="op">+</span> <span class="dv">1</span>)<span class="op">**</span><span class="bu">min</span>(<span class="fl">1e2</span>, np.exp(np.log(x <span class="op">+</span> <span class="fl">1e-10</span>))<span class="op">**</span><span class="fl">0.33</span>))</span>
+<span id="cb178-8"><a href="#cb178-8" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb178-9"><a href="#cb178-9" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> list_append(n, func):</span>
+<span id="cb178-10"><a href="#cb178-10" aria-hidden="true" tabindex="-1"></a> a <span class="op">=</span> []</span>
+<span id="cb178-11"><a href="#cb178-11" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n):</span>
+<span id="cb178-12"><a href="#cb178-12" aria-hidden="true" tabindex="-1"></a> a.append(func(i))</span>
+<span id="cb178-13"><a href="#cb178-13" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> a</span>
+<span id="cb178-14"><a href="#cb178-14" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb178-15"><a href="#cb178-15" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> list_preallocate(n, func):</span>
+<span id="cb178-16"><a href="#cb178-16" aria-hidden="true" tabindex="-1"></a> a <span class="op">=</span> [<span class="dv">0</span>] <span class="op">*</span> n</span>
+<span id="cb178-17"><a href="#cb178-17" aria-hidden="true" tabindex="-1"></a> <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n):</span>
+<span id="cb178-18"><a href="#cb178-18" aria-hidden="true" tabindex="-1"></a> a[i] <span class="op">=</span> func(i)</span>
+<span id="cb178-19"><a href="#cb178-19" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> a</span>
+<span id="cb178-20"><a href="#cb178-20" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb178-21"><a href="#cb178-21" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> list_comprehension(n, func):</span>
+<span id="cb178-22"><a href="#cb178-22" aria-hidden="true" tabindex="-1"></a> <span class="cf">return</span> [func(i) <span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(n)]</span>
+<span id="cb178-23"><a href="#cb178-23" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb178-24"><a href="#cb178-24" aria-hidden="true" tabindex="-1"></a>N <span class="op">=</span> <span class="dv">100</span></span>
+<span id="cb178-25"><a href="#cb178-25" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Evaluating my_simple_function"</span>)</span>
+<span id="cb178-26"><a href="#cb178-26" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit list_append(N, my_simple_function)</span>
+<span id="cb178-27"><a href="#cb178-27" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit list_preallocate(N, my_simple_function)</span>
+<span id="cb178-28"><a href="#cb178-28" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit list_comprehension(N, my_simple_function)</span>
+<span id="cb178-29"><a href="#cb178-29" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb178-30"><a href="#cb178-30" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Evaluating my_complex_function"</span>)</span>
+<span id="cb178-31"><a href="#cb178-31" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit list_append(N, my_complex_function)</span>
+<span id="cb178-32"><a href="#cb178-32" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit list_preallocate(N, my_complex_function)</span>
+<span id="cb178-33"><a href="#cb178-33" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit list_comprehension(N, my_complex_function)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Evaluating my_simple_function
+12.4 µs ± 1.83 µs per loop (mean ± std. dev. of 7 runs, 100,000 loops each)
+9.06 µs ± 726 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)
+8.27 µs ± 513 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)
+Evaluating my_complex_function
+384 µs ± 19.9 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)
+375 µs ± 19.3 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)
+385 µs ± 20 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)</code></pre>
+</div>
+</div>
+</section>
+<section id="using-the-right-data-structures" class="level5">
+<h5 class="anchored" data-anchor-id="using-the-right-data-structures">Using the right data structures</h5>
+<p>Python lists are fairly universal. However, they come with some overhead and thus are not always the best structure. In some cases, it is even worth to cast lists to sets or dictionaries.</p>
+<div id="38e658ac" class="cell" data-execution_count="89">
+<div class="sourceCode cell-code" id="cb180"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb180-1"><a href="#cb180-1" aria-hidden="true" tabindex="-1"></a>N <span class="op">=</span> <span class="dv">100</span></span>
+<span id="cb180-2"><a href="#cb180-2" aria-hidden="true" tabindex="-1"></a><span class="co"># Generate list of randomly shuffled squares of numbers</span></span>
+<span id="cb180-3"><a href="#cb180-3" aria-hidden="true" tabindex="-1"></a>l <span class="op">=</span> (np.random.permutation(N)<span class="op">**</span><span class="dv">2</span>).tolist()</span>
+<span id="cb180-4"><a href="#cb180-4" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb180-5"><a href="#cb180-5" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a dictionary from the list</span></span>
+<span id="cb180-6"><a href="#cb180-6" aria-hidden="true" tabindex="-1"></a>d <span class="op">=</span> {x: x<span class="op">**</span><span class="dv">2</span> <span class="cf">for</span> x <span class="kw">in</span> l}</span>
+<span id="cb180-7"><a href="#cb180-7" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb180-8"><a href="#cb180-8" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a set from the list</span></span>
+<span id="cb180-9"><a href="#cb180-9" aria-hidden="true" tabindex="-1"></a>s <span class="op">=</span> <span class="bu">set</span>(l)</span>
+<span id="cb180-10"><a href="#cb180-10" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb180-11"><a href="#cb180-11" aria-hidden="true" tabindex="-1"></a><span class="co"># We want to find the index of a square of a number in the list</span></span>
+<span id="cb180-12"><a href="#cb180-12" aria-hidden="true" tabindex="-1"></a>number_of_interest <span class="op">=</span> <span class="bu">int</span>(N <span class="op">/</span> <span class="dv">2</span>)<span class="op">**</span><span class="dv">2</span></span>
+<span id="cb180-13"><a href="#cb180-13" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Lookup time for list"</span>)</span>
+<span id="cb180-14"><a href="#cb180-14" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit l.index(number_of_interest)</span>
+<span id="cb180-15"><a href="#cb180-15" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Lookup time for dictionary"</span>)</span>
+<span id="cb180-16"><a href="#cb180-16" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit d.get(number_of_interest)</span>
+<span id="cb180-17"><a href="#cb180-17" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Lookup time for set"</span>)</span>
+<span id="cb180-18"><a href="#cb180-18" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit s.intersection({number_of_interest})</span>
+<span id="cb180-19"><a href="#cb180-19" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"---"</span>)</span>
+<span id="cb180-20"><a href="#cb180-20" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb180-21"><a href="#cb180-21" aria-hidden="true" tabindex="-1"></a><span class="co"># Now we want to simply see if the number is in the list</span></span>
+<span id="cb180-22"><a href="#cb180-22" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Membership check time for list"</span>)</span>
+<span id="cb180-23"><a href="#cb180-23" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit number_of_interest <span class="kw">in</span> l</span>
+<span id="cb180-24"><a href="#cb180-24" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Membership check time for dictionary"</span>)</span>
+<span id="cb180-25"><a href="#cb180-25" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit number_of_interest <span class="kw">in</span> d</span>
+<span id="cb180-26"><a href="#cb180-26" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Membership check time for set"</span>)</span>
+<span id="cb180-27"><a href="#cb180-27" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit number_of_interest <span class="kw">in</span> s</span>
+<span id="cb180-28"><a href="#cb180-28" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb180-29"><a href="#cb180-29" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"---"</span>)</span>
+<span id="cb180-30"><a href="#cb180-30" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"'Fair' lookup time for dictionary from list"</span>)</span>
+<span id="cb180-31"><a href="#cb180-31" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit {x: x<span class="op">**</span><span class="dv">2</span> <span class="cf">for</span> x <span class="kw">in</span> l}.get(number_of_interest)</span>
+<span id="cb180-32"><a href="#cb180-32" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"'Fair' membership check time for dictionary from list"</span>)</span>
+<span id="cb180-33"><a href="#cb180-33" aria-hidden="true" tabindex="-1"></a><span class="op">%</span>timeit number_of_interest <span class="kw">in</span> {x: x<span class="op">**</span><span class="dv">2</span> <span class="cf">for</span> x <span class="kw">in</span> l}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stdout">
+<pre><code>Lookup time for list
+410 ns ± 40.9 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)
+Lookup time for dictionary
+92.8 ns ± 4.17 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)
+Lookup time for set
+220 ns ± 20 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)
+---
+Membership check time for list
+190 ns ± 7.96 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)
+Membership check time for dictionary
+67.2 ns ± 2.71 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)
+Membership check time for set
+66.6 ns ± 4.58 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)
+---
+'Fair' lookup time for dictionary from list
+25.5 µs ± 605 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)
+'Fair' membership check time for dictionary from list
+27.8 µs ± 1.05 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)</code></pre>
+</div>
+</div>
+</section>
+</section>
+</section>
+</section>
+
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+ note.children[0].remove();
+ }
+ const html = processXRef(null, note);
+ instance.setContent(html);
+ }
+ }).finally(() => {
+ instance.enable();
+ instance.show();
+ });
+ }
+ }, function(instance) {
+ });
+ }
+ let selectedAnnoteEl;
+ const selectorForAnnotation = ( cell, annotation) => {
+ let cellAttr = 'data-code-cell="' + cell + '"';
+ let lineAttr = 'data-code-annotation="' + annotation + '"';
+ const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
+ return selector;
+ }
+ const selectCodeLines = (annoteEl) => {
+ const doc = window.document;
+ const targetCell = annoteEl.getAttribute("data-target-cell");
+ const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
+ const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
+ const lines = annoteSpan.getAttribute("data-code-lines").split(",");
+ const lineIds = lines.map((line) => {
+ return targetCell + "-" + line;
+ })
+ let top = null;
+ let height = null;
+ let parent = null;
+ if (lineIds.length > 0) {
+ //compute the position of the single el (top and bottom and make a div)
+ const el = window.document.getElementById(lineIds[0]);
+ top = el.offsetTop;
+ height = el.offsetHeight;
+ parent = el.parentElement.parentElement;
+ if (lineIds.length > 1) {
+ const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
+ const bottom = lastEl.offsetTop + lastEl.offsetHeight;
+ height = bottom - top;
+ }
+ if (top !== null && height !== null && parent !== null) {
+ // cook up a div (if necessary) and position it
+ let div = window.document.getElementById("code-annotation-line-highlight");
+ if (div === null) {
+ div = window.document.createElement("div");
+ div.setAttribute("id", "code-annotation-line-highlight");
+ div.style.position = 'absolute';
+ parent.appendChild(div);
+ }
+ div.style.top = top - 2 + "px";
+ div.style.height = height + 4 + "px";
+ div.style.left = 0;
+ let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
+ if (gutterDiv === null) {
+ gutterDiv = window.document.createElement("div");
+ gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
+ gutterDiv.style.position = 'absolute';
+ const codeCell = window.document.getElementById(targetCell);
+ const gutter = codeCell.querySelector('.code-annotation-gutter');
+ gutter.appendChild(gutterDiv);
+ }
+ gutterDiv.style.top = top - 2 + "px";
+ gutterDiv.style.height = height + 4 + "px";
+ }
+ selectedAnnoteEl = annoteEl;
+ }
+ };
+ const unselectCodeLines = () => {
+ const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
+ elementsIds.forEach((elId) => {
+ const div = window.document.getElementById(elId);
+ if (div) {
+ div.remove();
+ }
+ });
+ selectedAnnoteEl = undefined;
+ };
+ // Handle positioning of the toggle
+ window.addEventListener(
+ "resize",
+ throttle(() => {
+ elRect = undefined;
+ if (selectedAnnoteEl) {
+ selectCodeLines(selectedAnnoteEl);
+ }
+ }, 10)
+ );
+ function throttle(fn, ms) {
+ let throttle = false;
+ let timer;
+ return (...args) => {
+ if(!throttle) { // first call gets through
+ fn.apply(this, args);
+ throttle = true;
+ } else { // all the others get throttled
+ if(timer) clearTimeout(timer); // cancel #2
+ timer = setTimeout(() => {
+ fn.apply(this, args);
+ timer = throttle = false;
+ }, ms);
+ }
+ };
+ }
+ // Attach click handler to the DT
+ const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
+ for (const annoteDlNode of annoteDls) {
+ annoteDlNode.addEventListener('click', (event) => {
+ const clickedEl = event.target;
+ if (clickedEl !== selectedAnnoteEl) {
+ unselectCodeLines();
+ const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
+ if (activeEl) {
+ activeEl.classList.remove('code-annotation-active');
+ }
+ selectCodeLines(clickedEl);
+ clickedEl.classList.add('code-annotation-active');
+ } else {
+ // Unselect the line
+ unselectCodeLines();
+ clickedEl.classList.remove('code-annotation-active');
+ }
+ });
+ }
+ const findCites = (el) => {
+ const parentEl = el.parentElement;
+ if (parentEl) {
+ const cites = parentEl.dataset.cites;
+ if (cites) {
+ return {
+ el,
+ cites: cites.split(' ')
+ };
+ } else {
+ return findCites(el.parentElement)
+ }
+ } else {
+ return undefined;
+ }
+ };
+ var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
+ for (var i=0; i<bibliorefs.length; i++) {
+ const ref = bibliorefs[i];
+ const citeInfo = findCites(ref);
+ if (citeInfo) {
+ tippyHover(citeInfo.el, function() {
+ var popup = window.document.createElement('div');
+ citeInfo.cites.forEach(function(cite) {
+ var citeDiv = window.document.createElement('div');
+ citeDiv.classList.add('hanging-indent');
+ citeDiv.classList.add('csl-entry');
+ var biblioDiv = window.document.getElementById('ref-' + cite);
+ if (biblioDiv) {
+ citeDiv.innerHTML = biblioDiv.innerHTML;
+ }
+ popup.appendChild(citeDiv);
+ });
+ return popup.innerHTML;
+ });
+ }
+ }
+});
+</script>
+</div> <!-- /content -->
+
+
+
+
+</body></html>
\ No newline at end of file
diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures.ipynb b/src/pge_lectures/lecture_01/l1_intro_strctures.ipynb
index b814ab2..da185b5 100644
--- a/src/pge_lectures/lecture_01/l1_intro_strctures.ipynb
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures.ipynb
@@ -2023,7 +2023,7 @@
"def list_comprehension(n, func):\n",
" return [func(i) for i in range(n)]\n",
"\n",
- "N = 10000\n",
+ "N = 100\n",
"print(\"Evaluating my_simple_function\")\n",
"%timeit list_append(N, my_simple_function)\n",
"%timeit list_preallocate(N, my_simple_function)\n",
@@ -2051,7 +2051,7 @@
"cell_type": "code",
"metadata": {},
"source": [
- "N = 10000\n",
+ "N = 100\n",
"# Generate list of randomly shuffled squares of numbers\n",
"l = (np.random.permutation(N)**2).tolist()\n",
"\n",
@@ -2091,9 +2091,10 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "name": "python3",
"language": "python",
- "name": "python3"
+ "display_name": "Python 3",
+ "path": "/usr/share/jupyter/kernels/python3"
}
},
"nbformat": 4,
diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures.qmd b/src/pge_lectures/lecture_01/l1_intro_strctures.qmd
index 848300b..53785ad 100644
--- a/src/pge_lectures/lecture_01/l1_intro_strctures.qmd
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures.qmd
@@ -1110,7 +1110,7 @@ def list_preallocate(n, func):
def list_comprehension(n, func):
return [func(i) for i in range(n)]
-N = 10000
+N = 100
print("Evaluating my_simple_function")
%timeit list_append(N, my_simple_function)
%timeit list_preallocate(N, my_simple_function)
@@ -1128,7 +1128,7 @@ print("Evaluating my_complex_function")
Python lists are fairly universal. However, they come with some overhead and thus are not always the best structure.
In some cases, it is even worth to cast lists to sets or dictionaries.
```{python}
-N = 10000
+N = 100
# Generate list of randomly shuffled squares of numbers
l = (np.random.permutation(N)**2).tolist()
diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/figure-html/cell-19-output-1.png b/src/pge_lectures/lecture_01/l1_intro_strctures_files/figure-html/cell-19-output-1.png
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diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/bootstrap/bootstrap-a2ca65b3841eaec53abf5146cda156bf.min.css b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/bootstrap/bootstrap-a2ca65b3841eaec53abf5146cda156bf.min.css
new file mode 100644
index 0000000..87087a1
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/bootstrap/bootstrap-a2ca65b3841eaec53abf5146cda156bf.min.css
@@ -0,0 +1,12 @@
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+ * Copyright 2011-2023 The Bootstrap Authors
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992px){.navbar-expand-lg{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-lg .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-lg .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-lg .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-lg .navbar-nav-scroll{overflow:visible}.navbar-expand-lg .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-lg .navbar-toggler{display:none}.navbar-expand-lg .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-lg .offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas 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.offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: #fdfefe;--bs-navbar-hover-color: rgba(253, 254, 255, 0.8);--bs-navbar-disabled-color: rgba(253, 254, 254, 0.75);--bs-navbar-active-color: #fdfeff;--bs-navbar-brand-color: #fdfefe;--bs-navbar-brand-hover-color: #fdfeff;--bs-navbar-toggler-border-color: rgba(253, 254, 254, 0);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 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var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 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.nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;display:-webkit-flex;flex-flow:row wrap;-webkit-flex-flow:row wrap}.card-group>.card{flex:1 0 0%;-webkit-flex:1 0 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6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #86b7fe;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: #052c65;--bs-accordion-active-bg: #cfe2ff}.accordion-button{position:relative;display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: rgba(33, 37, 41, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: white;--bs-pagination-border-radius: 0.375rem;--bs-pagination-hover-color: #0a58ca;--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: white;--bs-pagination-focus-color: #0a58ca;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: white;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.25rem}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #ffffff;--bs-badge-border-radius: 0.375rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.375rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.375rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: white;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.375rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto 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+*
+* ansi colors from IPython notebook's
+*
+* we also add `bright-[color]-` synonyms for the `-[color]-intense` classes since
+* that seems to be what ansi_up emits
+*
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[screen-end]}body:not(.floating):not(.docked) .page-columns.toc-left .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start] 35px [page-start-inset] minmax(0px, 145px) [body-start-outset] 35px [body-start] 1.5em [body-content-start] minmax(450px, calc(800px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.floating .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start page-start-inset body-start-outset body-start] 1.5em [body-content-start] minmax(500px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(75px, 150px) [page-end-inset] 25px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.docked .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset body-start body-content-start] minmax(500px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(25px, 50px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.docked.fullcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset body-start body-content-start] minmax(500px, calc(1000px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.floating.fullcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start page-start-inset body-start-outset body-start] 1em [body-content-start] minmax(500px, calc(800px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 4fr [screen-end-inset] 1.5em [screen-end]}body.docked.slimcontent 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;--quarto-scss-export-border-color-translucent: rgba(0, 0, 0, 0.175);--quarto-scss-export-component-active-bg: #0d6efd;--quarto-scss-export-component-active-color: #ffffff;--quarto-scss-export-focus-ring-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-headings-font-family: ;--quarto-scss-export-headings-font-style: ;--quarto-scss-export-display-font-family: ;--quarto-scss-export-display-font-style: ;--quarto-scss-export-text-muted: rgba(33, 37, 41, 0.75);--quarto-scss-export-blockquote-footer-color: #6c757d;--quarto-scss-export-blockquote-border-color: #e9ecef;--quarto-scss-export-hr-bg-color: ;--quarto-scss-export-hr-height: ;--quarto-scss-export-hr-border-color: ;--quarto-scss-export-legend-font-weight: ;--quarto-scss-export-mark-bg: #fff3cd;--quarto-scss-export-table-color: #212529;--quarto-scss-export-table-bg: #ffffff;--quarto-scss-export-table-accent-bg: transparent;--quarto-scss-export-table-th-font-weight: ;--quarto-scss-export-table-striped-color: #212529;--quarto-scss-export-table-striped-bg: rgba(0, 0, 0, 0.05);--quarto-scss-export-table-active-color: #212529;--quarto-scss-export-table-active-bg: rgba(0, 0, 0, 0.1);--quarto-scss-export-table-hover-color: #212529;--quarto-scss-export-table-hover-bg: rgba(0, 0, 0, 0.075);--quarto-scss-export-table-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-btn-font-family: ;--quarto-scss-export-input-btn-focus-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-btn-color: #212529;--quarto-scss-export-btn-font-family: ;--quarto-scss-export-btn-white-space: ;--quarto-scss-export-btn-link-color: #0d6efd;--quarto-scss-export-btn-link-hover-color: #0a58ca;--quarto-scss-export-btn-link-disabled-color: #6c757d;--quarto-scss-export-form-text-font-style: ;--quarto-scss-export-form-text-font-weight: ;--quarto-scss-export-form-text-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-label-font-size: ;--quarto-scss-export-form-label-font-style: ;--quarto-scss-export-form-label-font-weight: ;--quarto-scss-export-form-label-color: ;--quarto-scss-export-input-font-family: ;--quarto-scss-export-input-disabled-color: ;--quarto-scss-export-input-disabled-bg: #e9ecef;--quarto-scss-export-input-disabled-border-color: ;--quarto-scss-export-input-color: #212529;--quarto-scss-export-input-focus-bg: #ffffff;--quarto-scss-export-input-focus-border-color: #86b7fe;--quarto-scss-export-input-focus-color: #212529;--quarto-scss-export-input-placeholder-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-plaintext-color: #212529;--quarto-scss-export-form-check-label-color: ;--quarto-scss-export-form-check-transition: ;--quarto-scss-export-form-check-input-bg: #ffffff;--quarto-scss-export-form-check-input-focus-border: #86b7fe;--quarto-scss-export-form-check-input-checked-color: #ffffff;--quarto-scss-export-form-check-input-checked-bg-color: #0d6efd;--quarto-scss-export-form-check-input-checked-border-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-color: #ffffff;--quarto-scss-export-form-check-input-indeterminate-bg-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-border-color: #0d6efd;--quarto-scss-export-form-switch-color: rgba(0, 0, 0, 0.25);--quarto-scss-export-form-switch-focus-color: #86b7fe;--quarto-scss-export-form-switch-checked-color: #ffffff;--quarto-scss-export-input-group-addon-color: #212529;--quarto-scss-export-input-group-addon-bg: #f8f9fa;--quarto-scss-export-input-group-addon-border-color: white;--quarto-scss-export-form-select-font-family: ;--quarto-scss-export-form-select-color: #212529;--quarto-scss-export-form-select-bg: #ffffff;--quarto-scss-export-form-select-disabled-color: ;--quarto-scss-export-form-select-disabled-bg: #e9ecef;--quarto-scss-export-form-select-disabled-border-color: ;--quarto-scss-export-form-select-indicator-color: #343a40;--quarto-scss-export-form-select-border-color: white;--quarto-scss-export-form-select-focus-border-color: #86b7fe;--quarto-scss-export-form-range-track-bg: #f8f9fa;--quarto-scss-export-form-range-thumb-bg: #0d6efd;--quarto-scss-export-form-range-thumb-active-bg: #b6d4fe;--quarto-scss-export-form-range-thumb-disabled-bg: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-file-button-color: #212529;--quarto-scss-export-form-file-button-bg: #f8f9fa;--quarto-scss-export-form-file-button-hover-bg: #e9ecef;--quarto-scss-export-form-floating-label-disabled-color: #6c757d;--quarto-scss-export-form-feedback-font-style: ;--quarto-scss-export-form-feedback-valid-color: #198754;--quarto-scss-export-form-feedback-invalid-color: #dc3545;--quarto-scss-export-form-feedback-icon-valid-color: #198754;--quarto-scss-export-form-feedback-icon-invalid-color: #dc3545;--quarto-scss-export-form-valid-color: #198754;--quarto-scss-export-form-valid-border-color: #198754;--quarto-scss-export-form-invalid-color: #dc3545;--quarto-scss-export-form-invalid-border-color: #dc3545;--quarto-scss-export-nav-link-font-size: ;--quarto-scss-export-nav-link-font-weight: ;--quarto-scss-export-nav-link-color: #0d6efd;--quarto-scss-export-nav-link-hover-color: #0a58ca;--quarto-scss-export-nav-link-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-nav-tabs-border-color: white;--quarto-scss-export-nav-tabs-link-hover-border-color: #e9ecef #e9ecef white;--quarto-scss-export-nav-tabs-link-active-color: #000;--quarto-scss-export-nav-tabs-link-active-bg: #ffffff;--quarto-scss-export-nav-pills-link-active-bg: #0d6efd;--quarto-scss-export-nav-pills-link-active-color: #ffffff;--quarto-scss-export-nav-underline-link-active-color: #000;--quarto-scss-export-navbar-padding-x: ;--quarto-scss-export-navbar-light-contrast: #ffffff;--quarto-scss-export-navbar-dark-contrast: #ffffff;--quarto-scss-export-navbar-light-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-navbar-dark-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-dropdown-color: #212529;--quarto-scss-export-dropdown-bg: #ffffff;--quarto-scss-export-dropdown-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-link-color: #212529;--quarto-scss-export-dropdown-link-hover-color: #212529;--quarto-scss-export-dropdown-link-hover-bg: #f8f9fa;--quarto-scss-export-dropdown-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-link-active-color: #ffffff;--quarto-scss-export-dropdown-link-disabled-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-dropdown-header-color: #6c757d;--quarto-scss-export-dropdown-dark-color: #dee2e6;--quarto-scss-export-dropdown-dark-bg: #343a40;--quarto-scss-export-dropdown-dark-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-box-shadow: ;--quarto-scss-export-dropdown-dark-link-color: #dee2e6;--quarto-scss-export-dropdown-dark-link-hover-color: #ffffff;--quarto-scss-export-dropdown-dark-link-hover-bg: rgba(255, 255, 255, 0.15);--quarto-scss-export-dropdown-dark-link-active-color: #ffffff;--quarto-scss-export-dropdown-dark-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-dark-link-disabled-color: #adb5bd;--quarto-scss-export-dropdown-dark-header-color: #adb5bd;--quarto-scss-export-pagination-color: #0d6efd;--quarto-scss-export-pagination-bg: #ffffff;--quarto-scss-export-pagination-border-color: white;--quarto-scss-export-pagination-focus-color: #0a58ca;--quarto-scss-export-pagination-focus-bg: #e9ecef;--quarto-scss-export-pagination-hover-color: #0a58ca;--quarto-scss-export-pagination-hover-bg: #f8f9fa;--quarto-scss-export-pagination-hover-border-color: white;--quarto-scss-export-pagination-active-color: #ffffff;--quarto-scss-export-pagination-active-bg: #0d6efd;--quarto-scss-export-pagination-active-border-color: #0d6efd;--quarto-scss-export-pagination-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-pagination-disabled-bg: #e9ecef;--quarto-scss-export-pagination-disabled-border-color: white;--quarto-scss-export-card-title-color: ;--quarto-scss-export-card-subtitle-color: ;--quarto-scss-export-card-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-card-box-shadow: ;--quarto-scss-export-card-cap-bg: rgba(33, 37, 41, 0.03);--quarto-scss-export-card-cap-color: ;--quarto-scss-export-card-height: ;--quarto-scss-export-card-color: ;--quarto-scss-export-card-bg: #ffffff;--quarto-scss-export-accordion-color: #212529;--quarto-scss-export-accordion-bg: #ffffff;--quarto-scss-export-accordion-border-color: white;--quarto-scss-export-accordion-button-color: #212529;--quarto-scss-export-accordion-button-bg: #ffffff;--quarto-scss-export-accordion-button-active-bg: #cfe2ff;--quarto-scss-export-accordion-button-active-color: #052c65;--quarto-scss-export-accordion-button-focus-border-color: #86b7fe;--quarto-scss-export-accordion-icon-color: #212529;--quarto-scss-export-accordion-icon-active-color: #052c65;--quarto-scss-export-tooltip-color: #ffffff;--quarto-scss-export-tooltip-bg: #000;--quarto-scss-export-tooltip-margin: ;--quarto-scss-export-tooltip-arrow-color: ;--quarto-scss-export-form-feedback-tooltip-line-height: ;--quarto-scss-export-popover-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-popover-header-bg: #e9ecef;--quarto-scss-export-popover-body-color: #212529;--quarto-scss-export-popover-arrow-color: #ffffff;--quarto-scss-export-popover-arrow-outer-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-color: ;--quarto-scss-export-toast-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-header-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-toast-header-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-header-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-badge-color: #ffffff;--quarto-scss-export-modal-content-color: ;--quarto-scss-export-modal-content-bg: #ffffff;--quarto-scss-export-modal-content-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-modal-backdrop-bg: #000;--quarto-scss-export-modal-header-border-color: white;--quarto-scss-export-modal-footer-bg: ;--quarto-scss-export-modal-footer-border-color: white;--quarto-scss-export-progress-bg: #e9ecef;--quarto-scss-export-progress-bar-color: #ffffff;--quarto-scss-export-progress-bar-bg: #0d6efd;--quarto-scss-export-list-group-color: #212529;--quarto-scss-export-list-group-bg: #ffffff;--quarto-scss-export-list-group-border-color: white;--quarto-scss-export-list-group-hover-bg: #f8f9fa;--quarto-scss-export-list-group-active-bg: #0d6efd;--quarto-scss-export-list-group-active-color: #ffffff;--quarto-scss-export-list-group-active-border-color: #0d6efd;--quarto-scss-export-list-group-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-disabled-bg: #ffffff;--quarto-scss-export-list-group-action-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-action-hover-color: #000;--quarto-scss-export-list-group-action-active-color: #212529;--quarto-scss-export-list-group-action-active-bg: #e9ecef;--quarto-scss-export-thumbnail-bg: #ffffff;--quarto-scss-export-thumbnail-border-color: white;--quarto-scss-export-figure-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-font-size: ;--quarto-scss-export-breadcrumb-bg: ;--quarto-scss-export-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-active-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-border-radius: ;--quarto-scss-export-carousel-control-color: #ffffff;--quarto-scss-export-carousel-indicator-active-bg: #ffffff;--quarto-scss-export-carousel-caption-color: #ffffff;--quarto-scss-export-carousel-dark-indicator-active-bg: #000;--quarto-scss-export-carousel-dark-caption-color: #000;--quarto-scss-export-btn-close-color: #000;--quarto-scss-export-offcanvas-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-offcanvas-bg-color: #ffffff;--quarto-scss-export-offcanvas-color: #212529;--quarto-scss-export-offcanvas-backdrop-bg: #000;--quarto-scss-export-code-color-dark: white;--quarto-scss-export-kbd-color: #ffffff;--quarto-scss-export-kbd-bg: #212529;--quarto-scss-export-nested-kbd-font-weight: ;--quarto-scss-export-pre-bg: #f8f9fa;--quarto-scss-export-pre-color: #000;--quarto-scss-export-bslib-sidebar-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--quarto-scss-export-bslib-sidebar-toggle-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.1);--quarto-scss-export-bslib-page-sidebar-title-bg: #517699;--quarto-scss-export-bslib-page-sidebar-title-color: #ffffff;--quarto-scss-export-mermaid-bg-color: #ffffff;--quarto-scss-export-mermaid-edge-color: #6c757d;--quarto-scss-export-mermaid-node-fg-color: #212529;--quarto-scss-export-mermaid-fg-color: #212529;--quarto-scss-export-mermaid-fg-color--lighter: #383f45;--quarto-scss-export-mermaid-fg-color--lightest: #4e5862;--quarto-scss-export-mermaid-label-bg-color: #ffffff;--quarto-scss-export-mermaid-label-fg-color: #0d6efd;--quarto-scss-export-mermaid-node-bg-color: rgba(13, 110, 253, 0.1);--quarto-scss-export-code-block-border-left-color: white;--quarto-scss-export-callout-color-note: #0d6efd;--quarto-scss-export-callout-color-tip: #198754;--quarto-scss-export-callout-color-important: #dc3545;--quarto-scss-export-callout-color-caution: #fd7e14;--quarto-scss-export-callout-color-warning: #ffc107}
\ No newline at end of file
diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/bootstrap/bootstrap-icons.css b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/bootstrap/bootstrap-icons.css
new file mode 100644
index 0000000..285e444
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/bootstrap/bootstrap-icons.css
@@ -0,0 +1,2078 @@
+/*!
+ * Bootstrap Icons v1.11.1 (https://icons.getbootstrap.com/)
+ * Copyright 2019-2023 The Bootstrap Authors
+ * Licensed under MIT (https://github.com/twbs/icons/blob/main/LICENSE)
+ */
+
+@font-face {
+ font-display: block;
+ font-family: "bootstrap-icons";
+ src:
+url("./bootstrap-icons.woff?2820a3852bdb9a5832199cc61cec4e65") format("woff");
+}
+
+.bi::before,
+[class^="bi-"]::before,
+[class*=" bi-"]::before {
+ display: inline-block;
+ font-family: bootstrap-icons !important;
+ font-style: normal;
+ font-weight: normal !important;
+ font-variant: normal;
+ text-transform: none;
+ line-height: 1;
+ vertical-align: -.125em;
+ -webkit-font-smoothing: antialiased;
+ -moz-osx-font-smoothing: grayscale;
+}
+
+.bi-123::before { content: "\f67f"; }
+.bi-alarm-fill::before { content: "\f101"; }
+.bi-alarm::before { content: "\f102"; }
+.bi-align-bottom::before { content: "\f103"; }
+.bi-align-center::before { content: "\f104"; }
+.bi-align-end::before { content: "\f105"; }
+.bi-align-middle::before { content: "\f106"; }
+.bi-align-start::before { content: "\f107"; }
+.bi-align-top::before { content: "\f108"; }
+.bi-alt::before { content: "\f109"; }
+.bi-app-indicator::before { content: "\f10a"; }
+.bi-app::before { content: "\f10b"; }
+.bi-archive-fill::before { content: "\f10c"; }
+.bi-archive::before { content: "\f10d"; }
+.bi-arrow-90deg-down::before { content: "\f10e"; }
+.bi-arrow-90deg-left::before { content: "\f10f"; }
+.bi-arrow-90deg-right::before { content: "\f110"; }
+.bi-arrow-90deg-up::before { content: "\f111"; }
+.bi-arrow-bar-down::before { content: "\f112"; }
+.bi-arrow-bar-left::before { content: "\f113"; }
+.bi-arrow-bar-right::before { content: "\f114"; }
+.bi-arrow-bar-up::before { content: "\f115"; }
+.bi-arrow-clockwise::before { content: "\f116"; }
+.bi-arrow-counterclockwise::before { content: "\f117"; }
+.bi-arrow-down-circle-fill::before { content: "\f118"; }
+.bi-arrow-down-circle::before { content: "\f119"; }
+.bi-arrow-down-left-circle-fill::before { content: "\f11a"; }
+.bi-arrow-down-left-circle::before { content: "\f11b"; }
+.bi-arrow-down-left-square-fill::before { content: "\f11c"; }
+.bi-arrow-down-left-square::before { content: "\f11d"; }
+.bi-arrow-down-left::before { content: "\f11e"; }
+.bi-arrow-down-right-circle-fill::before { content: "\f11f"; }
+.bi-arrow-down-right-circle::before { content: "\f120"; }
+.bi-arrow-down-right-square-fill::before { content: "\f121"; }
+.bi-arrow-down-right-square::before { content: "\f122"; }
+.bi-arrow-down-right::before { content: "\f123"; }
+.bi-arrow-down-short::before { content: "\f124"; }
+.bi-arrow-down-square-fill::before { content: "\f125"; }
+.bi-arrow-down-square::before { content: "\f126"; }
+.bi-arrow-down-up::before { content: "\f127"; }
+.bi-arrow-down::before { content: "\f128"; }
+.bi-arrow-left-circle-fill::before { content: "\f129"; }
+.bi-arrow-left-circle::before { content: "\f12a"; }
+.bi-arrow-left-right::before { content: "\f12b"; }
+.bi-arrow-left-short::before { content: "\f12c"; }
+.bi-arrow-left-square-fill::before { content: "\f12d"; }
+.bi-arrow-left-square::before { content: "\f12e"; }
+.bi-arrow-left::before { content: "\f12f"; }
+.bi-arrow-repeat::before { content: "\f130"; }
+.bi-arrow-return-left::before { content: "\f131"; }
+.bi-arrow-return-right::before { content: "\f132"; }
+.bi-arrow-right-circle-fill::before { content: "\f133"; }
+.bi-arrow-right-circle::before { content: "\f134"; }
+.bi-arrow-right-short::before { content: "\f135"; }
+.bi-arrow-right-square-fill::before { content: "\f136"; }
+.bi-arrow-right-square::before { content: "\f137"; }
+.bi-arrow-right::before { content: "\f138"; }
+.bi-arrow-up-circle-fill::before { content: "\f139"; }
+.bi-arrow-up-circle::before { content: "\f13a"; }
+.bi-arrow-up-left-circle-fill::before { content: "\f13b"; }
+.bi-arrow-up-left-circle::before { content: "\f13c"; }
+.bi-arrow-up-left-square-fill::before { content: "\f13d"; }
+.bi-arrow-up-left-square::before { content: "\f13e"; }
+.bi-arrow-up-left::before { content: "\f13f"; }
+.bi-arrow-up-right-circle-fill::before { content: "\f140"; }
+.bi-arrow-up-right-circle::before { content: "\f141"; }
+.bi-arrow-up-right-square-fill::before { content: "\f142"; }
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diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/bootstrap/bootstrap.min.js b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/bootstrap/bootstrap.min.js
new file mode 100644
index 0000000..e8f21f7
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/bootstrap/bootstrap.min.js
@@ -0,0 +1,7 @@
+/*!
+ * Bootstrap v5.3.1 (https://getbootstrap.com/)
+ * Copyright 2011-2023 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
+ */
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s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var fi={placement:"bottom",modifiers:[],strategy:"absolute"};function pi(){for(var t=arguments.length,e=new Array(t),i=0;i<t;i++)e[i]=arguments[i];return!e.some((function(t){return!(t&&"function"==typeof t.getBoundingClientRect)}))}function mi(t){void 0===t&&(t={});var e=t,i=e.defaultModifiers,n=void 0===i?[]:i,s=e.defaultOptions,o=void 0===s?fi:s;return function(t,e,i){void 0===i&&(i=o);var s,r,a={placement:"bottom",orderedModifiers:[],options:Object.assign({},fi,o),modifiersData:{},elements:{reference:t,popper:e},attributes:{},styles:{}},l=[],c=!1,h={state:a,setOptions:function(i){var s="function"==typeof 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vi=Object.freeze(Object.defineProperty({__proto__:null,afterMain:ae,afterRead:se,afterWrite:he,applyStyles:_e,arrow:je,auto:Kt,basePlacements:Qt,beforeMain:oe,beforeRead:ie,beforeWrite:le,bottom:Rt,clippingParents:Ut,computeStyles:Be,createPopper:bi,createPopperBase:gi,createPopperLite:_i,detectOverflow:ii,end:Yt,eventListeners:Re,flip:si,hide:ai,left:Vt,main:re,modifierPhases:de,offset:li,placements:ee,popper:Jt,popperGenerator:mi,popperOffsets:ci,preventOverflow:hi,read:ne,reference:Zt,right:qt,start:Xt,top:zt,variationPlacements:te,viewport:Gt,write:ce},Symbol.toStringTag,{value:"Module"})),yi="dropdown",wi=".bs.dropdown",Ai=".data-api",Ei="ArrowUp",Ti="ArrowDown",Ci=`hide${wi}`,Oi=`hidden${wi}`,xi=`show${wi}`,ki=`shown${wi}`,Li=`click${wi}${Ai}`,Si=`keydown${wi}${Ai}`,Di=`keyup${wi}${Ai}`,$i="show",Ii='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',Ni=`${Ii}.${$i}`,Pi=".dropdown-menu",Mi=p()?"top-end":"top-start",ji=p()?"top-start":"top-end",Fi=p()?"bottom-end":"bottom-start",Hi=p()?"bottom-start":"bottom-end",Wi=p()?"left-start":"right-start",Bi=p()?"right-start":"left-start",zi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Ri={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class qi extends W{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=z.next(this._element,Pi)[0]||z.prev(this._element,Pi)[0]||z.findOne(Pi,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return zi}static get DefaultType(){return Ri}static get NAME(){return yi}toggle(){return this._isShown()?this.hide():this.show()}show(){if(l(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!N.trigger(this._element,xi,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add($i),this._element.classList.add($i),N.trigger(this._element,ki,t)}}hide(){if(l(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){if(!N.trigger(this._element,Ci,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._popper&&this._popper.destroy(),this._menu.classList.remove($i),this._element.classList.remove($i),this._element.setAttribute("aria-expanded","false"),F.removeDataAttribute(this._menu,"popper"),N.trigger(this._element,Oi,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${yi.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===vi)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:o(this._config.reference)?t=r(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const e=this._getPopperConfig();this._popper=bi(t,this._menu,e)}_isShown(){return this._menu.classList.contains($i)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Wi;if(t.classList.contains("dropstart"))return Bi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ji:Mi:e?Hi:Fi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(F.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...g(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=z.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>a(t)));i.length&&b(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=qi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=z.find(Ni);for(const i of e){const e=qi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ei,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi="backdrop",Ki="show",Qi=`mousedown.bs.${Vi}`,Xi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Yi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"<div></div>"},Un={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Gn={entry:"(string|element|function|null)",selector:"(string|element)"};class Jn extends H{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Yn}static get DefaultType(){return Un}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'<div class="tooltip" role="tooltip"><div class="tooltip-arrow"></div><div class="tooltip-inner"></div></div>',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return 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diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/clipboard/clipboard.min.js b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/clipboard/clipboard.min.js
new file mode 100644
index 0000000..1103f81
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/clipboard/clipboard.min.js
@@ -0,0 +1,7 @@
+/*!
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+ *
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+ */
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diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/anchor.min.js b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/anchor.min.js
new file mode 100644
index 0000000..5ac814d
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/anchor.min.js
@@ -0,0 +1,9 @@
+// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
+//
+// AnchorJS - v5.0.0 - 2023-01-18
+// https://www.bryanbraun.com/anchorjs/
+// Copyright (c) 2023 Bryan Braun; Licensed MIT
+//
+// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
+!function(A,e){"use strict";"function"==typeof define&&define.amd?define([],e):"object"==typeof module&&module.exports?module.exports=e():(A.AnchorJS=e(),A.anchors=new A.AnchorJS)}(globalThis,function(){"use strict";return function(A){function u(A){A.icon=Object.prototype.hasOwnProperty.call(A,"icon")?A.icon:"",A.visible=Object.prototype.hasOwnProperty.call(A,"visible")?A.visible:"hover",A.placement=Object.prototype.hasOwnProperty.call(A,"placement")?A.placement:"right",A.ariaLabel=Object.prototype.hasOwnProperty.call(A,"ariaLabel")?A.ariaLabel:"Anchor",A.class=Object.prototype.hasOwnProperty.call(A,"class")?A.class:"",A.base=Object.prototype.hasOwnProperty.call(A,"base")?A.base:"",A.truncate=Object.prototype.hasOwnProperty.call(A,"truncate")?Math.floor(A.truncate):64,A.titleText=Object.prototype.hasOwnProperty.call(A,"titleText")?A.titleText:""}function d(A){var e;if("string"==typeof A||A instanceof String)e=[].slice.call(document.querySelectorAll(A));else{if(!(Array.isArray(A)||A instanceof NodeList))throw new TypeError("The selector provided to AnchorJS was invalid.");e=[].slice.call(A)}return e}this.options=A||{},this.elements=[],u(this.options),this.add=function(A){var e,t,o,i,n,s,a,r,l,c,h,p=[];if(u(this.options),0!==(e=d(A=A||"h2, h3, h4, h5, h6")).length){for(null===document.head.querySelector("style.anchorjs")&&((A=document.createElement("style")).className="anchorjs",A.appendChild(document.createTextNode("")),void 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+$,:;=?@"#{}|^~[`%!'<>\]./()*\\\n\t\b\v\u00A0]/g,"-").replace(/-{2,}/g,"-").substring(0,this.options.truncate).replace(/^-+|-+$/gm,"").toLowerCase()},this.hasAnchorJSLink=function(A){var e=A.firstChild&&-1<(" "+A.firstChild.className+" ").indexOf(" anchorjs-link "),A=A.lastChild&&-1<(" "+A.lastChild.className+" ").indexOf(" anchorjs-link ");return e||A||!1}}});
+// @license-end
\ No newline at end of file
diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/popper.min.js b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/popper.min.js
new file mode 100644
index 0000000..e3726d7
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/popper.min.js
@@ -0,0 +1,6 @@
+/**
+ * @popperjs/core v2.11.7 - MIT License
+ */
+
+!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self).Popper={})}(this,(function(e){"use strict";function t(e){if(null==e)return window;if("[object Window]"!==e.toString()){var t=e.ownerDocument;return t&&t.defaultView||window}return e}function n(e){return e instanceof t(e).Element||e instanceof Element}function r(e){return e instanceof t(e).HTMLElement||e instanceof HTMLElement}function o(e){return"undefined"!=typeof ShadowRoot&&(e instanceof t(e).ShadowRoot||e instanceof ShadowRoot)}var i=Math.max,a=Math.min,s=Math.round;function f(){var e=navigator.userAgentData;return null!=e&&e.brands&&Array.isArray(e.brands)?e.brands.map((function(e){return e.brand+"/"+e.version})).join(" "):navigator.userAgent}function c(){return!/^((?!chrome|android).)*safari/i.test(f())}function p(e,o,i){void 0===o&&(o=!1),void 0===i&&(i=!1);var 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r>n?n:r}(we,me,Oe):de(m?we:ye,me,m?Oe:ge);k[M]=je,V[M]=je-me}t.modifiersData[r]=V}},requiresIfExists:["offset"]};var me={name:"arrow",enabled:!0,phase:"main",fn:function(e){var t,n=e.state,r=e.name,o=e.options,i=n.elements.arrow,a=n.modifiersData.popperOffsets,s=C(n.placement),f=z(s),c=[P,L].indexOf(s)>=0?"height":"width";if(i&&a){var p=function(e,t){return Y("number"!=typeof(e="function"==typeof e?e(Object.assign({},t.rects,{placement:t.placement})):e)?e:G(e,k))}(o.padding,n),u=g(i),l="y"===f?D:P,d="y"===f?A:L,h=n.rects.reference[c]+n.rects.reference[f]-a[f]-n.rects.popper[c],m=a[f]-n.rects.reference[f],v=E(i),y=v?"y"===f?v.clientHeight||0:v.clientWidth||0:0,b=h/2-m/2,x=p[l],w=y-u[c]-p[d],O=y/2-u[c]/2+b,j=de(x,O,w),M=f;n.modifiersData[r]=((t={})[M]=j,t.centerOffset=j-O,t)}},effect:function(e){var t=e.state,n=e.options.element,r=void 0===n?"[data-popper-arrow]":n;null!=r&&("string"!=typeof 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t=e.state,n=e.name,r=t.rects.reference,o=t.rects.popper,i=t.modifiersData.preventOverflow,a=J(t,{elementContext:"reference"}),s=J(t,{altBoundary:!0}),f=ve(a,r),c=ve(s,o,i),p=ye(f),u=ye(c);t.modifiersData[n]={referenceClippingOffsets:f,popperEscapeOffsets:c,isReferenceHidden:p,hasPopperEscaped:u},t.attributes.popper=Object.assign({},t.attributes.popper,{"data-popper-reference-hidden":p,"data-popper-escaped":u})}},be=Z({defaultModifiers:[ee,te,oe,ie]}),xe=[ee,te,oe,ie,ae,le,he,me,ge],we=Z({defaultModifiers:xe});e.applyStyles=ie,e.arrow=me,e.computeStyles=oe,e.createPopper=we,e.createPopperLite=be,e.defaultModifiers=xe,e.detectOverflow=J,e.eventListeners=ee,e.flip=le,e.hide=ge,e.offset=ae,e.popperGenerator=Z,e.popperOffsets=te,e.preventOverflow=he,Object.defineProperty(e,"__esModule",{value:!0})}));
+
diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/quarto-syntax-highlighting-549806ee2085284f45b00abea8c6df48.css b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/quarto-syntax-highlighting-549806ee2085284f45b00abea8c6df48.css
new file mode 100644
index 0000000..80e34e4
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/quarto-syntax-highlighting-549806ee2085284f45b00abea8c6df48.css
@@ -0,0 +1,205 @@
+/* quarto syntax highlight colors */
+:root {
+ --quarto-hl-ot-color: #003B4F;
+ --quarto-hl-at-color: #657422;
+ --quarto-hl-ss-color: #20794D;
+ --quarto-hl-an-color: #5E5E5E;
+ --quarto-hl-fu-color: #4758AB;
+ --quarto-hl-st-color: #20794D;
+ --quarto-hl-cf-color: #003B4F;
+ --quarto-hl-op-color: #5E5E5E;
+ --quarto-hl-er-color: #AD0000;
+ --quarto-hl-bn-color: #AD0000;
+ --quarto-hl-al-color: #AD0000;
+ --quarto-hl-va-color: #111111;
+ --quarto-hl-bu-color: inherit;
+ --quarto-hl-ex-color: inherit;
+ --quarto-hl-pp-color: #AD0000;
+ --quarto-hl-in-color: #5E5E5E;
+ --quarto-hl-vs-color: #20794D;
+ --quarto-hl-wa-color: #5E5E5E;
+ --quarto-hl-do-color: #5E5E5E;
+ --quarto-hl-im-color: #00769E;
+ --quarto-hl-ch-color: #20794D;
+ --quarto-hl-dt-color: #AD0000;
+ --quarto-hl-fl-color: #AD0000;
+ --quarto-hl-co-color: #5E5E5E;
+ --quarto-hl-cv-color: #5E5E5E;
+ --quarto-hl-cn-color: #8f5902;
+ --quarto-hl-sc-color: #5E5E5E;
+ --quarto-hl-dv-color: #AD0000;
+ --quarto-hl-kw-color: #003B4F;
+}
+
+/* other quarto variables */
+:root {
+ --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace;
+}
+
+pre > code.sourceCode > span {
+ color: #003B4F;
+}
+
+code span {
+ color: #003B4F;
+}
+
+code.sourceCode > span {
+ color: #003B4F;
+}
+
+div.sourceCode,
+div.sourceCode pre.sourceCode {
+ color: #003B4F;
+}
+
+code span.ot {
+ color: #003B4F;
+ font-style: inherit;
+}
+
+code span.at {
+ color: #657422;
+ font-style: inherit;
+}
+
+code span.ss {
+ color: #20794D;
+ font-style: inherit;
+}
+
+code span.an {
+ color: #5E5E5E;
+ font-style: inherit;
+}
+
+code span.fu {
+ color: #4758AB;
+ font-style: inherit;
+}
+
+code span.st {
+ color: #20794D;
+ font-style: inherit;
+}
+
+code span.cf {
+ color: #003B4F;
+ font-weight: bold;
+ font-style: inherit;
+}
+
+code span.op {
+ color: #5E5E5E;
+ font-style: inherit;
+}
+
+code span.er {
+ color: #AD0000;
+ font-style: inherit;
+}
+
+code span.bn {
+ color: #AD0000;
+ font-style: inherit;
+}
+
+code span.al {
+ color: #AD0000;
+ font-style: inherit;
+}
+
+code span.va {
+ color: #111111;
+ font-style: inherit;
+}
+
+code span.bu {
+ font-style: inherit;
+}
+
+code span.ex {
+ font-style: inherit;
+}
+
+code span.pp {
+ color: #AD0000;
+ font-style: inherit;
+}
+
+code span.in {
+ color: #5E5E5E;
+ font-style: inherit;
+}
+
+code span.vs {
+ color: #20794D;
+ font-style: inherit;
+}
+
+code span.wa {
+ color: #5E5E5E;
+ font-style: italic;
+}
+
+code span.do {
+ color: #5E5E5E;
+ font-style: italic;
+}
+
+code span.im {
+ color: #00769E;
+ font-style: inherit;
+}
+
+code span.ch {
+ color: #20794D;
+ font-style: inherit;
+}
+
+code span.dt {
+ color: #AD0000;
+ font-style: inherit;
+}
+
+code span.fl {
+ color: #AD0000;
+ font-style: inherit;
+}
+
+code span.co {
+ color: #5E5E5E;
+ font-style: inherit;
+}
+
+code span.cv {
+ color: #5E5E5E;
+ font-style: italic;
+}
+
+code span.cn {
+ color: #8f5902;
+ font-style: inherit;
+}
+
+code span.sc {
+ color: #5E5E5E;
+ font-style: inherit;
+}
+
+code span.dv {
+ color: #AD0000;
+ font-style: inherit;
+}
+
+code span.kw {
+ color: #003B4F;
+ font-weight: bold;
+ font-style: inherit;
+}
+
+.prevent-inlining {
+ content: "</";
+}
+
+/*# sourceMappingURL=ae99138f4fbc2fb4c9f5e5cd69c22459.css.map */
diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/quarto.js b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/quarto.js
new file mode 100644
index 0000000..3c24c29
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/quarto.js
@@ -0,0 +1,911 @@
+const sectionChanged = new CustomEvent("quarto-sectionChanged", {
+ detail: {},
+ bubbles: true,
+ cancelable: false,
+ composed: false,
+});
+
+const layoutMarginEls = () => {
+ // Find any conflicting margin elements and add margins to the
+ // top to prevent overlap
+ const marginChildren = window.document.querySelectorAll(
+ ".column-margin.column-container > *, .margin-caption, .aside"
+ );
+
+ let lastBottom = 0;
+ for (const marginChild of marginChildren) {
+ if (marginChild.offsetParent !== null) {
+ // clear the top margin so we recompute it
+ marginChild.style.marginTop = null;
+ const top = marginChild.getBoundingClientRect().top + window.scrollY;
+ if (top < lastBottom) {
+ const marginChildStyle = window.getComputedStyle(marginChild);
+ const marginBottom = parseFloat(marginChildStyle["marginBottom"]);
+ const margin = lastBottom - top + marginBottom;
+ marginChild.style.marginTop = `${margin}px`;
+ }
+ const styles = window.getComputedStyle(marginChild);
+ const marginTop = parseFloat(styles["marginTop"]);
+ lastBottom = top + marginChild.getBoundingClientRect().height + marginTop;
+ }
+ }
+};
+
+window.document.addEventListener("DOMContentLoaded", function (_event) {
+ // Recompute the position of margin elements anytime the body size changes
+ if (window.ResizeObserver) {
+ const resizeObserver = new window.ResizeObserver(
+ throttle(() => {
+ layoutMarginEls();
+ if (
+ window.document.body.getBoundingClientRect().width < 990 &&
+ isReaderMode()
+ ) {
+ quartoToggleReader();
+ }
+ }, 50)
+ );
+ resizeObserver.observe(window.document.body);
+ }
+
+ const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]');
+ const sidebarEl = window.document.getElementById("quarto-sidebar");
+ const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left");
+ const marginSidebarEl = window.document.getElementById(
+ "quarto-margin-sidebar"
+ );
+ // function to determine whether the element has a previous sibling that is active
+ const prevSiblingIsActiveLink = (el) => {
+ const sibling = el.previousElementSibling;
+ if (sibling && sibling.tagName === "A") {
+ return sibling.classList.contains("active");
+ } else {
+ return false;
+ }
+ };
+
+ // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior)
+ function fireSlideEnter(e) {
+ const event = window.document.createEvent("Event");
+ event.initEvent("slideenter", true, true);
+ window.document.dispatchEvent(event);
+ }
+ const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]');
+ tabs.forEach((tab) => {
+ tab.addEventListener("shown.bs.tab", fireSlideEnter);
+ });
+
+ // fire slideEnter for tabby tab activations (for htmlwidget resize behavior)
+ document.addEventListener("tabby", fireSlideEnter, false);
+
+ // Track scrolling and mark TOC links as active
+ // get table of contents and sidebar (bail if we don't have at least one)
+ const tocLinks = tocEl
+ ? [...tocEl.querySelectorAll("a[data-scroll-target]")]
+ : [];
+ const makeActive = (link) => tocLinks[link].classList.add("active");
+ const removeActive = (link) => tocLinks[link].classList.remove("active");
+ const removeAllActive = () =>
+ [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link));
+
+ // activate the anchor for a section associated with this TOC entry
+ tocLinks.forEach((link) => {
+ link.addEventListener("click", () => {
+ if (link.href.indexOf("#") !== -1) {
+ const anchor = link.href.split("#")[1];
+ const heading = window.document.querySelector(
+ `[data-anchor-id="${anchor}"]`
+ );
+ if (heading) {
+ // Add the class
+ heading.classList.add("reveal-anchorjs-link");
+
+ // function to show the anchor
+ const handleMouseout = () => {
+ heading.classList.remove("reveal-anchorjs-link");
+ heading.removeEventListener("mouseout", handleMouseout);
+ };
+
+ // add a function to clear the anchor when the user mouses out of it
+ heading.addEventListener("mouseout", handleMouseout);
+ }
+ }
+ });
+ });
+
+ const sections = tocLinks.map((link) => {
+ const target = link.getAttribute("data-scroll-target");
+ if (target.startsWith("#")) {
+ return window.document.getElementById(decodeURI(`${target.slice(1)}`));
+ } else {
+ return window.document.querySelector(decodeURI(`${target}`));
+ }
+ });
+
+ const sectionMargin = 200;
+ let currentActive = 0;
+ // track whether we've initialized state the first time
+ let init = false;
+
+ const updateActiveLink = () => {
+ // The index from bottom to top (e.g. reversed list)
+ let sectionIndex = -1;
+ if (
+ window.innerHeight + window.pageYOffset >=
+ window.document.body.offsetHeight
+ ) {
+ // This is the no-scroll case where last section should be the active one
+ sectionIndex = 0;
+ } else {
+ // This finds the last section visible on screen that should be made active
+ sectionIndex = [...sections].reverse().findIndex((section) => {
+ if (section) {
+ return window.pageYOffset >= section.offsetTop - sectionMargin;
+ } else {
+ return false;
+ }
+ });
+ }
+ if (sectionIndex > -1) {
+ const current = sections.length - sectionIndex - 1;
+ if (current !== currentActive) {
+ removeAllActive();
+ currentActive = current;
+ makeActive(current);
+ if (init) {
+ window.dispatchEvent(sectionChanged);
+ }
+ init = true;
+ }
+ }
+ };
+
+ const inHiddenRegion = (top, bottom, hiddenRegions) => {
+ for (const region of hiddenRegions) {
+ if (top <= region.bottom && bottom >= region.top) {
+ return true;
+ }
+ }
+ return false;
+ };
+
+ const categorySelector = "header.quarto-title-block .quarto-category";
+ const activateCategories = (href) => {
+ // Find any categories
+ // Surround them with a link pointing back to:
+ // #category=Authoring
+ try {
+ const categoryEls = window.document.querySelectorAll(categorySelector);
+ for (const categoryEl of categoryEls) {
+ const categoryText = categoryEl.textContent;
+ if (categoryText) {
+ const link = `${href}#category=${encodeURIComponent(categoryText)}`;
+ const linkEl = window.document.createElement("a");
+ linkEl.setAttribute("href", link);
+ for (const child of categoryEl.childNodes) {
+ linkEl.append(child);
+ }
+ categoryEl.appendChild(linkEl);
+ }
+ }
+ } catch {
+ // Ignore errors
+ }
+ };
+ function hasTitleCategories() {
+ return window.document.querySelector(categorySelector) !== null;
+ }
+
+ function offsetRelativeUrl(url) {
+ const offset = getMeta("quarto:offset");
+ return offset ? offset + url : url;
+ }
+
+ function offsetAbsoluteUrl(url) {
+ const offset = getMeta("quarto:offset");
+ const baseUrl = new URL(offset, window.location);
+
+ const projRelativeUrl = url.replace(baseUrl, "");
+ if (projRelativeUrl.startsWith("/")) {
+ return projRelativeUrl;
+ } else {
+ return "/" + projRelativeUrl;
+ }
+ }
+
+ // read a meta tag value
+ function getMeta(metaName) {
+ const metas = window.document.getElementsByTagName("meta");
+ for (let i = 0; i < metas.length; i++) {
+ if (metas[i].getAttribute("name") === metaName) {
+ return metas[i].getAttribute("content");
+ }
+ }
+ return "";
+ }
+
+ async function findAndActivateCategories() {
+ // Categories search with listing only use path without query
+ const currentPagePath = offsetAbsoluteUrl(
+ window.location.origin + window.location.pathname
+ );
+ const response = await fetch(offsetRelativeUrl("listings.json"));
+ if (response.status == 200) {
+ return response.json().then(function (listingPaths) {
+ const listingHrefs = [];
+ for (const listingPath of listingPaths) {
+ const pathWithoutLeadingSlash = listingPath.listing.substring(1);
+ for (const item of listingPath.items) {
+ if (
+ item === currentPagePath ||
+ item === currentPagePath + "index.html"
+ ) {
+ // Resolve this path against the offset to be sure
+ // we already are using the correct path to the listing
+ // (this adjusts the listing urls to be rooted against
+ // whatever root the page is actually running against)
+ const relative = offsetRelativeUrl(pathWithoutLeadingSlash);
+ const baseUrl = window.location;
+ const resolvedPath = new URL(relative, baseUrl);
+ listingHrefs.push(resolvedPath.pathname);
+ break;
+ }
+ }
+ }
+
+ // Look up the tree for a nearby linting and use that if we find one
+ const nearestListing = findNearestParentListing(
+ offsetAbsoluteUrl(window.location.pathname),
+ listingHrefs
+ );
+ if (nearestListing) {
+ activateCategories(nearestListing);
+ } else {
+ // See if the referrer is a listing page for this item
+ const referredRelativePath = offsetAbsoluteUrl(document.referrer);
+ const referrerListing = listingHrefs.find((listingHref) => {
+ const isListingReferrer =
+ listingHref === referredRelativePath ||
+ listingHref === referredRelativePath + "index.html";
+ return isListingReferrer;
+ });
+
+ if (referrerListing) {
+ // Try to use the referrer if possible
+ activateCategories(referrerListing);
+ } else if (listingHrefs.length > 0) {
+ // Otherwise, just fall back to the first listing
+ activateCategories(listingHrefs[0]);
+ }
+ }
+ });
+ }
+ }
+ if (hasTitleCategories()) {
+ findAndActivateCategories();
+ }
+
+ const findNearestParentListing = (href, listingHrefs) => {
+ if (!href || !listingHrefs) {
+ return undefined;
+ }
+ // Look up the tree for a nearby linting and use that if we find one
+ const relativeParts = href.substring(1).split("/");
+ while (relativeParts.length > 0) {
+ const path = relativeParts.join("/");
+ for (const listingHref of listingHrefs) {
+ if (listingHref.startsWith(path)) {
+ return listingHref;
+ }
+ }
+ relativeParts.pop();
+ }
+
+ return undefined;
+ };
+
+ const manageSidebarVisiblity = (el, placeholderDescriptor) => {
+ let isVisible = true;
+ let elRect;
+
+ return (hiddenRegions) => {
+ if (el === null) {
+ return;
+ }
+
+ // Find the last element of the TOC
+ const lastChildEl = el.lastElementChild;
+
+ if (lastChildEl) {
+ // Converts the sidebar to a menu
+ const convertToMenu = () => {
+ for (const child of el.children) {
+ child.style.opacity = 0;
+ child.style.overflow = "hidden";
+ child.style.pointerEvents = "none";
+ }
+
+ nexttick(() => {
+ const toggleContainer = window.document.createElement("div");
+ toggleContainer.style.width = "100%";
+ toggleContainer.classList.add("zindex-over-content");
+ toggleContainer.classList.add("quarto-sidebar-toggle");
+ toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom
+ toggleContainer.id = placeholderDescriptor.id;
+ toggleContainer.style.position = "fixed";
+
+ const toggleIcon = window.document.createElement("i");
+ toggleIcon.classList.add("quarto-sidebar-toggle-icon");
+ toggleIcon.classList.add("bi");
+ toggleIcon.classList.add("bi-caret-down-fill");
+
+ const toggleTitle = window.document.createElement("div");
+ const titleEl = window.document.body.querySelector(
+ placeholderDescriptor.titleSelector
+ );
+ if (titleEl) {
+ toggleTitle.append(
+ titleEl.textContent || titleEl.innerText,
+ toggleIcon
+ );
+ }
+ toggleTitle.classList.add("zindex-over-content");
+ toggleTitle.classList.add("quarto-sidebar-toggle-title");
+ toggleContainer.append(toggleTitle);
+
+ const toggleContents = window.document.createElement("div");
+ toggleContents.classList = el.classList;
+ toggleContents.classList.add("zindex-over-content");
+ toggleContents.classList.add("quarto-sidebar-toggle-contents");
+ for (const child of el.children) {
+ if (child.id === "toc-title") {
+ continue;
+ }
+
+ const clone = child.cloneNode(true);
+ clone.style.opacity = 1;
+ clone.style.pointerEvents = null;
+ clone.style.display = null;
+ toggleContents.append(clone);
+ }
+ toggleContents.style.height = "0px";
+ const positionToggle = () => {
+ // position the element (top left of parent, same width as parent)
+ if (!elRect) {
+ elRect = el.getBoundingClientRect();
+ }
+ toggleContainer.style.left = `${elRect.left}px`;
+ toggleContainer.style.top = `${elRect.top}px`;
+ toggleContainer.style.width = `${elRect.width}px`;
+ };
+ positionToggle();
+
+ toggleContainer.append(toggleContents);
+ el.parentElement.prepend(toggleContainer);
+
+ // Process clicks
+ let tocShowing = false;
+ // Allow the caller to control whether this is dismissed
+ // when it is clicked (e.g. sidebar navigation supports
+ // opening and closing the nav tree, so don't dismiss on click)
+ const clickEl = placeholderDescriptor.dismissOnClick
+ ? toggleContainer
+ : toggleTitle;
+
+ const closeToggle = () => {
+ if (tocShowing) {
+ toggleContainer.classList.remove("expanded");
+ toggleContents.style.height = "0px";
+ tocShowing = false;
+ }
+ };
+
+ // Get rid of any expanded toggle if the user scrolls
+ window.document.addEventListener(
+ "scroll",
+ throttle(() => {
+ closeToggle();
+ }, 50)
+ );
+
+ // Handle positioning of the toggle
+ window.addEventListener(
+ "resize",
+ throttle(() => {
+ elRect = undefined;
+ positionToggle();
+ }, 50)
+ );
+
+ window.addEventListener("quarto-hrChanged", () => {
+ elRect = undefined;
+ });
+
+ // Process the click
+ clickEl.onclick = () => {
+ if (!tocShowing) {
+ toggleContainer.classList.add("expanded");
+ toggleContents.style.height = null;
+ tocShowing = true;
+ } else {
+ closeToggle();
+ }
+ };
+ });
+ };
+
+ // Converts a sidebar from a menu back to a sidebar
+ const convertToSidebar = () => {
+ for (const child of el.children) {
+ child.style.opacity = 1;
+ child.style.overflow = null;
+ child.style.pointerEvents = null;
+ }
+
+ const placeholderEl = window.document.getElementById(
+ placeholderDescriptor.id
+ );
+ if (placeholderEl) {
+ placeholderEl.remove();
+ }
+
+ el.classList.remove("rollup");
+ };
+
+ if (isReaderMode()) {
+ convertToMenu();
+ isVisible = false;
+ } else {
+ // Find the top and bottom o the element that is being managed
+ const elTop = el.offsetTop;
+ const elBottom =
+ elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight;
+
+ if (!isVisible) {
+ // If the element is current not visible reveal if there are
+ // no conflicts with overlay regions
+ if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) {
+ convertToSidebar();
+ isVisible = true;
+ }
+ } else {
+ // If the element is visible, hide it if it conflicts with overlay regions
+ // and insert a placeholder toggle (or if we're in reader mode)
+ if (inHiddenRegion(elTop, elBottom, hiddenRegions)) {
+ convertToMenu();
+ isVisible = false;
+ }
+ }
+ }
+ }
+ };
+ };
+
+ const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]');
+ for (const tabEl of tabEls) {
+ const id = tabEl.getAttribute("data-bs-target");
+ if (id) {
+ const columnEl = document.querySelector(
+ `${id} .column-margin, .tabset-margin-content`
+ );
+ if (columnEl)
+ tabEl.addEventListener("shown.bs.tab", function (event) {
+ const el = event.srcElement;
+ if (el) {
+ const visibleCls = `${el.id}-margin-content`;
+ // walk up until we find a parent tabset
+ let panelTabsetEl = el.parentElement;
+ while (panelTabsetEl) {
+ if (panelTabsetEl.classList.contains("panel-tabset")) {
+ break;
+ }
+ panelTabsetEl = panelTabsetEl.parentElement;
+ }
+
+ if (panelTabsetEl) {
+ const prevSib = panelTabsetEl.previousElementSibling;
+ if (
+ prevSib &&
+ prevSib.classList.contains("tabset-margin-container")
+ ) {
+ const childNodes = prevSib.querySelectorAll(
+ ".tabset-margin-content"
+ );
+ for (const childEl of childNodes) {
+ if (childEl.classList.contains(visibleCls)) {
+ childEl.classList.remove("collapse");
+ } else {
+ childEl.classList.add("collapse");
+ }
+ }
+ }
+ }
+ }
+
+ layoutMarginEls();
+ });
+ }
+ }
+
+ // Manage the visibility of the toc and the sidebar
+ const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, {
+ id: "quarto-toc-toggle",
+ titleSelector: "#toc-title",
+ dismissOnClick: true,
+ });
+ const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, {
+ id: "quarto-sidebarnav-toggle",
+ titleSelector: ".title",
+ dismissOnClick: false,
+ });
+ let tocLeftScrollVisibility;
+ if (leftTocEl) {
+ tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, {
+ id: "quarto-lefttoc-toggle",
+ titleSelector: "#toc-title",
+ dismissOnClick: true,
+ });
+ }
+
+ // Find the first element that uses formatting in special columns
+ const conflictingEls = window.document.body.querySelectorAll(
+ '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]'
+ );
+
+ // Filter all the possibly conflicting elements into ones
+ // the do conflict on the left or ride side
+ const arrConflictingEls = Array.from(conflictingEls);
+ const leftSideConflictEls = arrConflictingEls.filter((el) => {
+ if (el.tagName === "ASIDE") {
+ return false;
+ }
+ return Array.from(el.classList).find((className) => {
+ return (
+ className !== "column-body" &&
+ className.startsWith("column-") &&
+ !className.endsWith("right") &&
+ !className.endsWith("container") &&
+ className !== "column-margin"
+ );
+ });
+ });
+ const rightSideConflictEls = arrConflictingEls.filter((el) => {
+ if (el.tagName === "ASIDE") {
+ return true;
+ }
+
+ const hasMarginCaption = Array.from(el.classList).find((className) => {
+ return className == "margin-caption";
+ });
+ if (hasMarginCaption) {
+ return true;
+ }
+
+ return Array.from(el.classList).find((className) => {
+ return (
+ className !== "column-body" &&
+ !className.endsWith("container") &&
+ className.startsWith("column-") &&
+ !className.endsWith("left")
+ );
+ });
+ });
+
+ const kOverlapPaddingSize = 10;
+ function toRegions(els) {
+ return els.map((el) => {
+ const boundRect = el.getBoundingClientRect();
+ const top =
+ boundRect.top +
+ document.documentElement.scrollTop -
+ kOverlapPaddingSize;
+ return {
+ top,
+ bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize,
+ };
+ });
+ }
+
+ let hasObserved = false;
+ const visibleItemObserver = (els) => {
+ let visibleElements = [...els];
+ const intersectionObserver = new IntersectionObserver(
+ (entries, _observer) => {
+ entries.forEach((entry) => {
+ if (entry.isIntersecting) {
+ if (visibleElements.indexOf(entry.target) === -1) {
+ visibleElements.push(entry.target);
+ }
+ } else {
+ visibleElements = visibleElements.filter((visibleEntry) => {
+ return visibleEntry !== entry;
+ });
+ }
+ });
+
+ if (!hasObserved) {
+ hideOverlappedSidebars();
+ }
+ hasObserved = true;
+ },
+ {}
+ );
+ els.forEach((el) => {
+ intersectionObserver.observe(el);
+ });
+
+ return {
+ getVisibleEntries: () => {
+ return visibleElements;
+ },
+ };
+ };
+
+ const rightElementObserver = visibleItemObserver(rightSideConflictEls);
+ const leftElementObserver = visibleItemObserver(leftSideConflictEls);
+
+ const hideOverlappedSidebars = () => {
+ marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries()));
+ sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries()));
+ if (tocLeftScrollVisibility) {
+ tocLeftScrollVisibility(
+ toRegions(leftElementObserver.getVisibleEntries())
+ );
+ }
+ };
+
+ window.quartoToggleReader = () => {
+ // Applies a slow class (or removes it)
+ // to update the transition speed
+ const slowTransition = (slow) => {
+ const manageTransition = (id, slow) => {
+ const el = document.getElementById(id);
+ if (el) {
+ if (slow) {
+ el.classList.add("slow");
+ } else {
+ el.classList.remove("slow");
+ }
+ }
+ };
+
+ manageTransition("TOC", slow);
+ manageTransition("quarto-sidebar", slow);
+ };
+ const readerMode = !isReaderMode();
+ setReaderModeValue(readerMode);
+
+ // If we're entering reader mode, slow the transition
+ if (readerMode) {
+ slowTransition(readerMode);
+ }
+ highlightReaderToggle(readerMode);
+ hideOverlappedSidebars();
+
+ // If we're exiting reader mode, restore the non-slow transition
+ if (!readerMode) {
+ slowTransition(!readerMode);
+ }
+ };
+
+ const highlightReaderToggle = (readerMode) => {
+ const els = document.querySelectorAll(".quarto-reader-toggle");
+ if (els) {
+ els.forEach((el) => {
+ if (readerMode) {
+ el.classList.add("reader");
+ } else {
+ el.classList.remove("reader");
+ }
+ });
+ }
+ };
+
+ const setReaderModeValue = (val) => {
+ if (window.location.protocol !== "file:") {
+ window.localStorage.setItem("quarto-reader-mode", val);
+ } else {
+ localReaderMode = val;
+ }
+ };
+
+ const isReaderMode = () => {
+ if (window.location.protocol !== "file:") {
+ return window.localStorage.getItem("quarto-reader-mode") === "true";
+ } else {
+ return localReaderMode;
+ }
+ };
+ let localReaderMode = null;
+
+ const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded");
+ const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1;
+
+ // Walk the TOC and collapse/expand nodes
+ // Nodes are expanded if:
+ // - they are top level
+ // - they have children that are 'active' links
+ // - they are directly below an link that is 'active'
+ const walk = (el, depth) => {
+ // Tick depth when we enter a UL
+ if (el.tagName === "UL") {
+ depth = depth + 1;
+ }
+
+ // It this is active link
+ let isActiveNode = false;
+ if (el.tagName === "A" && el.classList.contains("active")) {
+ isActiveNode = true;
+ }
+
+ // See if there is an active child to this element
+ let hasActiveChild = false;
+ for (child of el.children) {
+ hasActiveChild = walk(child, depth) || hasActiveChild;
+ }
+
+ // Process the collapse state if this is an UL
+ if (el.tagName === "UL") {
+ if (tocOpenDepth === -1 && depth > 1) {
+ // toc-expand: false
+ el.classList.add("collapse");
+ } else if (
+ depth <= tocOpenDepth ||
+ hasActiveChild ||
+ prevSiblingIsActiveLink(el)
+ ) {
+ el.classList.remove("collapse");
+ } else {
+ el.classList.add("collapse");
+ }
+
+ // untick depth when we leave a UL
+ depth = depth - 1;
+ }
+ return hasActiveChild || isActiveNode;
+ };
+
+ // walk the TOC and expand / collapse any items that should be shown
+ if (tocEl) {
+ updateActiveLink();
+ walk(tocEl, 0);
+ }
+
+ // Throttle the scroll event and walk peridiocally
+ window.document.addEventListener(
+ "scroll",
+ throttle(() => {
+ if (tocEl) {
+ updateActiveLink();
+ walk(tocEl, 0);
+ }
+ if (!isReaderMode()) {
+ hideOverlappedSidebars();
+ }
+ }, 5)
+ );
+ window.addEventListener(
+ "resize",
+ throttle(() => {
+ if (tocEl) {
+ updateActiveLink();
+ walk(tocEl, 0);
+ }
+ if (!isReaderMode()) {
+ hideOverlappedSidebars();
+ }
+ }, 10)
+ );
+ hideOverlappedSidebars();
+ highlightReaderToggle(isReaderMode());
+});
+
+// grouped tabsets
+window.addEventListener("pageshow", (_event) => {
+ function getTabSettings() {
+ const data = localStorage.getItem("quarto-persistent-tabsets-data");
+ if (!data) {
+ localStorage.setItem("quarto-persistent-tabsets-data", "{}");
+ return {};
+ }
+ if (data) {
+ return JSON.parse(data);
+ }
+ }
+
+ function setTabSettings(data) {
+ localStorage.setItem(
+ "quarto-persistent-tabsets-data",
+ JSON.stringify(data)
+ );
+ }
+
+ function setTabState(groupName, groupValue) {
+ const data = getTabSettings();
+ data[groupName] = groupValue;
+ setTabSettings(data);
+ }
+
+ function toggleTab(tab, active) {
+ const tabPanelId = tab.getAttribute("aria-controls");
+ const tabPanel = document.getElementById(tabPanelId);
+ if (active) {
+ tab.classList.add("active");
+ tabPanel.classList.add("active");
+ } else {
+ tab.classList.remove("active");
+ tabPanel.classList.remove("active");
+ }
+ }
+
+ function toggleAll(selectedGroup, selectorsToSync) {
+ for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) {
+ const active = selectedGroup === thisGroup;
+ for (const tab of tabs) {
+ toggleTab(tab, active);
+ }
+ }
+ }
+
+ function findSelectorsToSyncByLanguage() {
+ const result = {};
+ const tabs = Array.from(
+ document.querySelectorAll(`div[data-group] a[id^='tabset-']`)
+ );
+ for (const item of tabs) {
+ const div = item.parentElement.parentElement.parentElement;
+ const group = div.getAttribute("data-group");
+ if (!result[group]) {
+ result[group] = {};
+ }
+ const selectorsToSync = result[group];
+ const value = item.innerHTML;
+ if (!selectorsToSync[value]) {
+ selectorsToSync[value] = [];
+ }
+ selectorsToSync[value].push(item);
+ }
+ return result;
+ }
+
+ function setupSelectorSync() {
+ const selectorsToSync = findSelectorsToSyncByLanguage();
+ Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => {
+ Object.entries(tabSetsByValue).forEach(([value, items]) => {
+ items.forEach((item) => {
+ item.addEventListener("click", (_event) => {
+ setTabState(group, value);
+ toggleAll(value, selectorsToSync[group]);
+ });
+ });
+ });
+ });
+ return selectorsToSync;
+ }
+
+ const selectorsToSync = setupSelectorSync();
+ for (const [group, selectedName] of Object.entries(getTabSettings())) {
+ const selectors = selectorsToSync[group];
+ // it's possible that stale state gives us empty selections, so we explicitly check here.
+ if (selectors) {
+ toggleAll(selectedName, selectors);
+ }
+ }
+});
+
+function throttle(func, wait) {
+ let waiting = false;
+ return function () {
+ if (!waiting) {
+ func.apply(this, arguments);
+ waiting = true;
+ setTimeout(function () {
+ waiting = false;
+ }, wait);
+ }
+ };
+}
+
+function nexttick(func) {
+ return setTimeout(func, 0);
+}
diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/tippy.css b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/tippy.css
new file mode 100644
index 0000000..e6ae635
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/tippy.css
@@ -0,0 +1 @@
+.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center bottom}.tippy-box[data-placement^=left]>.tippy-arrow{right:0}.tippy-box[data-placement^=left]>.tippy-arrow:before{border-width:8px 0 8px 8px;border-left-color:initial;right:-7px;transform-origin:center left}.tippy-box[data-placement^=right]>.tippy-arrow{left:0}.tippy-box[data-placement^=right]>.tippy-arrow:before{left:-7px;border-width:8px 8px 8px 0;border-right-color:initial;transform-origin:center right}.tippy-box[data-inertia][data-state=visible]{transition-timing-function:cubic-bezier(.54,1.5,.38,1.11)}.tippy-arrow{width:16px;height:16px;color:#333}.tippy-arrow:before{content:"";position:absolute;border-color:transparent;border-style:solid}.tippy-content{position:relative;padding:5px 9px;z-index:1}
\ No newline at end of file
diff --git a/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/tippy.umd.min.js b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/tippy.umd.min.js
new file mode 100644
index 0000000..ca292be
--- /dev/null
+++ b/src/pge_lectures/lecture_01/l1_intro_strctures_files/libs/quarto-html/tippy.umd.min.js
@@ -0,0 +1,2 @@
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