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pnavaro · Sep 11, 2023 · 1ea4a14 · 1ea4a14
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diff --git a/01-GitBasics.html b/01-GitBasics.html
diff --git a/02-Installation.html b/02-Installation.html
diff --git a/03-JupyterQuickStart.html b/03-JupyterQuickStart.html
@@ -3,7 +3,7 @@
 <!DOCTYPE html>
 
 
-<html >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
@@ -44,6 +44,7 @@
     <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
     <script src="_static/jquery.js"></script>
     <script src="_static/underscore.js"></script>
+    <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
     <script src="_static/doctools.js"></script>
     <script src="_static/clipboard.min.js"></script>
     <script src="_static/copybutton.js"></script>
@@ -67,7 +68,7 @@
     <link rel="next" title="Wordcount" href="04-WordCount.html" />
     <link rel="prev" title="Installation" href="02-Installation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
-  <meta name="docsearch:language" content="None"/>
+  <meta name="docsearch:language" content="en"/>
   </head>
 
 
@@ -471,10 +472,10 @@ <h2> Contents </h2>
                 <article class="bd-article" role="main">
 
   <section class="tex2jax_ignore mathjax_ignore" id="jupyter">
-<h1>Jupyter<a class="headerlink" href="#jupyter" title="Permalink to this headline">#</a></h1>
+<h1>Jupyter<a class="headerlink" href="#jupyter" title="Permalink to this heading">#</a></h1>
 <p><img alt="jupyter" src="_images/jupyter-logo.png" /></p>
 <section id="launch-jupyter-server">
-<h2>Launch Jupyter server<a class="headerlink" href="#launch-jupyter-server" title="Permalink to this headline">#</a></h2>
+<h2>Launch Jupyter server<a class="headerlink" href="#launch-jupyter-server" title="Permalink to this heading">#</a></h2>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>jupyter<span class="w"> </span>notebook
 </pre></div>
 </div>
@@ -484,18 +485,18 @@ <h2>Launch Jupyter server<a class="headerlink" href="#launch-jupyter-server" tit
 </ul>
 </section>
 <section id="make-a-copy">
-<h2>Make a Copy<a class="headerlink" href="#make-a-copy" title="Permalink to this headline">#</a></h2>
+<h2>Make a Copy<a class="headerlink" href="#make-a-copy" title="Permalink to this heading">#</a></h2>
 <p>Before modifying the notebook, make a copy of it. Go to to <code class="docutils literal notranslate"><span class="pre">File</span></code> menu
 on the top left of the notebook and click on <code class="docutils literal notranslate"><span class="pre">Make</span> <span class="pre">a</span> <span class="pre">Copy...</span></code></p>
 </section>
 <section id="jupyter-notebook">
-<h2>Jupyter Notebook<a class="headerlink" href="#jupyter-notebook" title="Permalink to this headline">#</a></h2>
+<h2>Jupyter Notebook<a class="headerlink" href="#jupyter-notebook" title="Permalink to this heading">#</a></h2>
 <p>Jupyter notebook, formerly known as the IPython notebook, is a flexible tool that helps you create readable analyses, as you can keep code, images, comments, formulae and plots together.</p>
 <p>Jupyter is quite extensible, supports many programming languages and is easily hosted on your computer or on almost any server — you only need to have ssh or http access. Best of all, it’s completely free.</p>
 <p>The name Jupyter is an indirect acronyum of the three core languages it was designed for: <strong>JU</strong>lia, <strong>PYT</strong>hon, and <strong>R</strong></p>
 </section>
 <section id="keyboard-shortcuts">
-<h2>Keyboard Shortcuts<a class="headerlink" href="#keyboard-shortcuts" title="Permalink to this headline">#</a></h2>
+<h2>Keyboard Shortcuts<a class="headerlink" href="#keyboard-shortcuts" title="Permalink to this heading">#</a></h2>
 <ul class="simple">
 <li><p>To access keyboard shortcuts, use the command palette: <code class="docutils literal notranslate"><span class="pre">Cmd</span> <span class="pre">+</span> <span class="pre">Shift</span> <span class="pre">+</span> <span class="pre">P</span></code></p></li>
 <li><p><code class="docutils literal notranslate"><span class="pre">Esc</span></code> will take you into command mode where you can navigate around your notebook with arrow keys.</p></li>
@@ -509,7 +510,7 @@ <h2>Keyboard Shortcuts<a class="headerlink" href="#keyboard-shortcuts" title="Pe
 </ul>
 </section>
 <section id="easy-links-to-documentation">
-<h2>Easy links to documentation<a class="headerlink" href="#easy-links-to-documentation" title="Permalink to this headline">#</a></h2>
+<h2>Easy links to documentation<a class="headerlink" href="#easy-links-to-documentation" title="Permalink to this heading">#</a></h2>
 <ul class="simple">
 <li><p>Shift + Tab will also show you the Docstring</p></li>
 </ul>
@@ -522,7 +523,7 @@ <h2>Easy links to documentation<a class="headerlink" href="#easy-links-to-docume
 </div>
 </section>
 <section id="magic-commands">
-<h2>Magic commands<a class="headerlink" href="#magic-commands" title="Permalink to this headline">#</a></h2>
+<h2>Magic commands<a class="headerlink" href="#magic-commands" title="Permalink to this heading">#</a></h2>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="n">lsmagic</span>
@@ -599,16 +600,16 @@ <h2>Magic commands<a class="headerlink" href="#magic-commands" title="Permalink
 </div>
 </section>
 <section id="installing-python-packages-from-a-jupyter-notebook">
-<h2>Installing Python Packages from a Jupyter Notebook<a class="headerlink" href="#installing-python-packages-from-a-jupyter-notebook" title="Permalink to this headline">#</a></h2>
+<h2>Installing Python Packages from a Jupyter Notebook<a class="headerlink" href="#installing-python-packages-from-a-jupyter-notebook" title="Permalink to this heading">#</a></h2>
 <section id="install-a-conda-package-in-the-current-jupyter-kernel">
-<h3>Install a conda package in the current Jupyter kernel<a class="headerlink" href="#install-a-conda-package-in-the-current-jupyter-kernel" title="Permalink to this headline">#</a></h3>
+<h3>Install a conda package in the current Jupyter kernel<a class="headerlink" href="#install-a-conda-package-in-the-current-jupyter-kernel" title="Permalink to this heading">#</a></h3>
 <p>Example with package <code class="docutils literal notranslate"><span class="pre">numpy</span></code> from <em>conda-forge</em></p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="n">conda</span> <span class="n">install</span> <span class="o">-</span><span class="n">c</span> <span class="n">conda</span><span class="o">-</span><span class="n">forge</span> <span class="n">numpy</span>
 </pre></div>
 </div>
 </section>
 <section id="install-a-pip-package-in-the-current-jupyter-kernel">
-<h3>Install a pip package in the current Jupyter kernel<a class="headerlink" href="#install-a-pip-package-in-the-current-jupyter-kernel" title="Permalink to this headline">#</a></h3>
+<h3>Install a pip package in the current Jupyter kernel<a class="headerlink" href="#install-a-pip-package-in-the-current-jupyter-kernel" title="Permalink to this heading">#</a></h3>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="n">pip</span> <span class="n">install</span> <span class="n">numpy</span>
 </pre></div>
 </div>

diff --git a/04-WordCount.html b/04-WordCount.html
@@ -3,7 +3,7 @@
 <!DOCTYPE html>
 
 
-<html >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
@@ -44,6 +44,7 @@
     <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
     <script src="_static/jquery.js"></script>
     <script src="_static/underscore.js"></script>
+    <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
     <script src="_static/doctools.js"></script>
     <script src="_static/clipboard.min.js"></script>
     <script src="_static/copybutton.js"></script>
@@ -67,7 +68,7 @@
     <link rel="next" title="Map Reduce" href="05-MapReduce.html" />
     <link rel="prev" title="Jupyter" href="03-JupyterQuickStart.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
-  <meta name="docsearch:language" content="None"/>
+  <meta name="docsearch:language" content="en"/>
   </head>
 
 
@@ -481,7 +482,7 @@ <h2> Contents </h2>
                 <article class="bd-article" role="main">
 
   <section class="tex2jax_ignore mathjax_ignore" id="wordcount">
-<h1>Wordcount<a class="headerlink" href="#wordcount" title="Permalink to this headline">#</a></h1>
+<h1>Wordcount<a class="headerlink" href="#wordcount" title="Permalink to this heading">#</a></h1>
 <ul class="simple">
 <li><p><a class="reference external" href="https://en.wikipedia.org/wiki/Word_count">Wikipedia</a></p></li>
 <li><p>Word count example reads text files and counts how often words occur.</p></li>
@@ -496,7 +497,7 @@ <h1>Wordcount<a class="headerlink" href="#wordcount" title="Permalink to this he
 <li><p><em>Notebooks will be updated every week with solutions</em></p></li>
 </ul>
 <section id="create-sample-text-file">
-<h2>Create sample text file<a class="headerlink" href="#create-sample-text-file" title="Permalink to this headline">#</a></h2>
+<h2>Create sample text file<a class="headerlink" href="#create-sample-text-file" title="Permalink to this heading">#</a></h2>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">lorem</span> <span class="kn">import</span> <span class="n">text</span>
@@ -509,7 +510,7 @@ <h2>Create sample text file<a class="headerlink" href="#create-sample-text-file"
 </div>
 </div>
 <section id="exercise-4-1">
-<h3>Exercise 4.1<a class="headerlink" href="#exercise-4-1" title="Permalink to this headline">#</a></h3>
+<h3>Exercise 4.1<a class="headerlink" href="#exercise-4-1" title="Permalink to this heading">#</a></h3>
 <p>Write a python program that counts the number of lines, different words and characters in that file.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
@@ -522,7 +523,7 @@ <h3>Exercise 4.1<a class="headerlink" href="#exercise-4-1" title="Permalink to t
 </div>
 </section>
 <section id="exercise-4-2">
-<h3>Exercise 4.2<a class="headerlink" href="#exercise-4-2" title="Permalink to this headline">#</a></h3>
+<h3>Exercise 4.2<a class="headerlink" href="#exercise-4-2" title="Permalink to this heading">#</a></h3>
 <p>Create a function called <code class="docutils literal notranslate"><span class="pre">map_words</span></code> that take a file name as argument and return a lists containing all words as items.</p>
 <div class="highlight-pytb notranslate"><div class="highlight"><pre><span></span><span class="x">map_words(&quot;sample.txt&quot;)[:5] # first five words</span>
 <span class="x">[&#39;adipisci&#39;, &#39;adipisci&#39;, &#39;adipisci&#39;, &#39;adipisci&#39;, &#39;adipisci&#39;]</span>
@@ -531,7 +532,7 @@ <h3>Exercise 4.2<a class="headerlink" href="#exercise-4-2" title="Permalink to t
 </section>
 </section>
 <section id="sorting-a-dictionary-by-value">
-<h2>Sorting a dictionary by value<a class="headerlink" href="#sorting-a-dictionary-by-value" title="Permalink to this headline">#</a></h2>
+<h2>Sorting a dictionary by value<a class="headerlink" href="#sorting-a-dictionary-by-value" title="Permalink to this heading">#</a></h2>
 <p>By default, if you use <code class="docutils literal notranslate"><span class="pre">sorted</span></code> function on a <code class="docutils literal notranslate"><span class="pre">dict</span></code>, it will use keys to sort it.
 To sort by values, you can use <a class="reference external" href="https://docs.python.org/3.6/library/operator.html">operator</a>.itemgetter(1)
 Return a callable object that fetches item from its operand using the operand’s <code class="docutils literal notranslate"><span class="pre">__getitem__(</span></code> method. It could be used to sort results.</p>
@@ -554,7 +555,7 @@ <h2>Sorting a dictionary by value<a class="headerlink" href="#sorting-a-dictiona
 </div>
 </div>
 <section id="exercise-4-3">
-<h3>Exercise 4.3<a class="headerlink" href="#exercise-4-3" title="Permalink to this headline">#</a></h3>
+<h3>Exercise 4.3<a class="headerlink" href="#exercise-4-3" title="Permalink to this heading">#</a></h3>
 <p>Create a function <code class="docutils literal notranslate"><span class="pre">reduce</span></code> to reduce the list of words returned by <code class="docutils literal notranslate"><span class="pre">map_words</span></code> and return a dictionary containing all words as keys and number of occurrences as values.</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">recuce</span><span class="p">(</span><span class="s1">&#39;sample.txt&#39;</span><span class="p">)</span>
 <span class="p">{</span><span class="s1">&#39;tempora&#39;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">&#39;non&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;quisquam&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;amet&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;sit&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">}</span>
@@ -564,14 +565,14 @@ <h3>Exercise 4.3<a class="headerlink" href="#exercise-4-3" title="Permalink to t
 </section>
 </section>
 <section id="container-datatypes">
-<h2>Container datatypes<a class="headerlink" href="#container-datatypes" title="Permalink to this headline">#</a></h2>
+<h2>Container datatypes<a class="headerlink" href="#container-datatypes" title="Permalink to this heading">#</a></h2>
 <p><code class="docutils literal notranslate"><span class="pre">collection</span></code> module implements specialized container datatypes providing alternatives to Python’s general purpose built-in containers, <code class="docutils literal notranslate"><span class="pre">dict</span></code>, <code class="docutils literal notranslate"><span class="pre">list</span></code>, <code class="docutils literal notranslate"><span class="pre">set</span></code>, and <code class="docutils literal notranslate"><span class="pre">tuple</span></code>.</p>
 <ul class="simple">
 <li><p><code class="docutils literal notranslate"><span class="pre">defaultdict</span></code> :	dict subclass that calls a factory function to supply missing values</p></li>
 <li><p><code class="docutils literal notranslate"><span class="pre">Counter</span></code>	: dict subclass for counting hashable objects</p></li>
 </ul>
 <section id="defaultdict">
-<h3>defaultdict<a class="headerlink" href="#defaultdict" title="Permalink to this headline">#</a></h3>
+<h3>defaultdict<a class="headerlink" href="#defaultdict" title="Permalink to this heading">#</a></h3>
 <p>When you implement the <code class="docutils literal notranslate"><span class="pre">wordcount</span></code> function you probably had some problem to append key-value pair to your <code class="docutils literal notranslate"><span class="pre">dict</span></code>. If you try to change the value of a key that is not present
 in the dict, the key is not automatically created.</p>
 <p>You can use a <code class="docutils literal notranslate"><span class="pre">try-except</span></code> flow but the <code class="docutils literal notranslate"><span class="pre">defaultdict</span></code> could be a solution. This container is a <code class="docutils literal notranslate"><span class="pre">dict</span></code> subclass that calls a factory function to supply missing values.
@@ -591,13 +592,13 @@ <h3>defaultdict<a class="headerlink" href="#defaultdict" title="Permalink to thi
 </div>
 </section>
 <section id="exercise-4-4">
-<h3>Exercise 4.4<a class="headerlink" href="#exercise-4-4" title="Permalink to this headline">#</a></h3>
+<h3>Exercise 4.4<a class="headerlink" href="#exercise-4-4" title="Permalink to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Modify the <code class="docutils literal notranslate"><span class="pre">reduce</span></code> function you wrote above by using a defaultdict with the most suitable factory.</p></li>
 </ul>
 </section>
 <section id="counter">
-<h3>Counter<a class="headerlink" href="#counter" title="Permalink to this headline">#</a></h3>
+<h3>Counter<a class="headerlink" href="#counter" title="Permalink to this heading">#</a></h3>
 <p>A Counter is a dict subclass for counting hashable objects. It is an unordered collection where elements are stored as dictionary keys and their counts are stored as dictionary values. Counts are allowed to be any integer value including zero or negative counts.</p>
 <p>Elements are counted from an iterable or initialized from another mapping (or counter):</p>
 <div class="cell docutils container">
@@ -636,13 +637,13 @@ <h3>Counter<a class="headerlink" href="#counter" title="Permalink to this headli
 </div>
 </section>
 <section id="exercise-4-5">
-<h3>Exercise 4.5<a class="headerlink" href="#exercise-4-5" title="Permalink to this headline">#</a></h3>
+<h3>Exercise 4.5<a class="headerlink" href="#exercise-4-5" title="Permalink to this heading">#</a></h3>
 <p>Use a <code class="docutils literal notranslate"><span class="pre">Counter</span></code> object to count words occurences in the sample text file.</p>
 <p>The Counter class is similar to bags or multisets in some Python libraries or other languages. We will see later how to use Counter-like objects in a parallel context.</p>
 </section>
 </section>
 <section id="process-multiple-files">
-<h2>Process multiple files<a class="headerlink" href="#process-multiple-files" title="Permalink to this headline">#</a></h2>
+<h2>Process multiple files<a class="headerlink" href="#process-multiple-files" title="Permalink to this heading">#</a></h2>
 <ul class="simple">
 <li><p>Create several files containing <code class="docutils literal notranslate"><span class="pre">lorem</span></code> text named ‘sample01.txt’, ‘sample02.txt’…</p></li>
 <li><p>If you process these files you return multiple dictionaries.</p></li>
@@ -661,13 +662,13 @@ <h2>Process multiple files<a class="headerlink" href="#process-multiple-files" t
 </div>
 </div>
 <section id="exercise-4-6">
-<h3>Exercise 4.6<a class="headerlink" href="#exercise-4-6" title="Permalink to this headline">#</a></h3>
+<h3>Exercise 4.6<a class="headerlink" href="#exercise-4-6" title="Permalink to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Write the program that creates files, processes and use <code class="docutils literal notranslate"><span class="pre">itertools.chain</span></code> to get the merged word count dictionary.</p></li>
 </ul>
 </section>
 <section id="exercise-4-7">
-<h3>Exercise 4.7<a class="headerlink" href="#exercise-4-7" title="Permalink to this headline">#</a></h3>
+<h3>Exercise 4.7<a class="headerlink" href="#exercise-4-7" title="Permalink to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Create the <code class="docutils literal notranslate"><span class="pre">wordcount</span></code> function in order to accept several files as arguments and
 return the result dict.</p></li>