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           title="Permalink to test ipython notebook nb format 4">test ipython notebook nb format 4</a></h1>
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        <abbr class="published" title="2015-03-03T00:00:00+00:00">
                Published: mar. 03 mars 2015
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                By                         <a class="url fn" href="http://example.com/test/author/testing-man.html">Testing Man</a>
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<p>In <a href="http://example.com/test/category/misc.html">misc</a>. </p>

</footer><!-- /.post-info -->      <p>Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod
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no sea takimata sanctus est Lorem ipsum dolor sit amet.</p>
<h1>Loading a notebook nbformat = 4.0</h1>
<p>
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<p>Il s’agit de repérer les données nécessaires voire indispensables à la
résolution. Ces données peuvent être:</p>
<ul>
<li>numériques,</li>
<li>ou sous forme de textes (on dit souvent chaînes de caractères),</li>
<li>ou de type logique (à deux valeurs possibles, vrai ou faux).</li>
</ul>
<p>Pour affecter une valeur à une variable en python, la syntaxe est de la forme:</p>
<pre><code>nom = valeur
</code></pre><dl>
<dt>Affectation</dt>
<dd>Dans un programme, une affectation donne une valeur à une variable, elle est de la forme <code>v = e</code> avec <code>v</code> une variable et <code>e</code> une expression.
</dd>
</dl>

<h1 id="valeurs-num-riques">Valeurs numériques</h1>
<p>Python distingue les entiers(integers), des nombres à
virgule(floating-point) par l&#39;ajout d&#39;une virgule:</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">a</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">b</span> <span class="o">=</span> <span class="mf">1.0</span>

<span class="k">print</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">a</span><span class="p">),</span> <span class="n">b</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">b</span><span class="p">))</span>
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1 &lt;class &apos;int&apos;&gt; 1.0 &lt;class &apos;float&apos;&gt;

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<p>Mais il implémente aussi des nombres plus exotiques tels que les
décimaux, les fractions ou encore les nombres complexes</p>
<h1 id="cha-nes-de-caract-res">Chaînes de caractères</h1>
<p>En python3, il existe deux grands types de chaînes de caractères, les
strings, et les bytes. Les strings sont simplement entourées par des
guillemets simples ou doubles.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">a</span> <span class="o">=</span> <span class="s">&#39;Mon texte&#39;</span>
<span class="n">b</span> <span class="o">=</span> <span class="s">&quot;Mon deuxième texte&quot;</span>

<span class="k">print</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">a</span><span class="p">),</span> <span class="n">b</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">b</span><span class="p">))</span>
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Mon texte &lt;class &apos;str&apos;&gt; Mon deuxième texte &lt;class &apos;str&apos;&gt;

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<p>Les bytes sont précédées de la lettre b, il s&#39;agit de texte brut utilisé
par la machine mais pas toujours lisible par un humain.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">a</span> <span class="o">=</span> <span class="n">b</span><span class="s">&#39;Mon texte&#39;</span>
<span class="k">print</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">a</span><span class="p">))</span>
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b&apos;Mon texte&apos; &lt;class &apos;bytes&apos;&gt;

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<p>On ne peut représenter simplement que certains caractères(les caractères
ASCII), les caractères accentués ne peuvent être écrits directement.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">b</span> <span class="o">=</span> <span class="n">b</span><span class="s">&#39;Mon deuxième texte&#39;</span>
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<pre>
<span class="ansicyan">  File </span><span class="ansigreen">&quot;&lt;ipython-input-5-b0bf0ef2715d&gt;&quot;</span><span class="ansicyan">, line </span><span class="ansigreen">1</span>
<span class="ansiyellow">    b = b&apos;Mon deuxième texte&apos;</span>
<span class="ansigrey">       ^</span>
<span class="ansired">SyntaxError</span><span class="ansired">:</span> bytes can only contain ASCII literal characters.
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<p>Un encodage autre que le ASCII doit être utilisé pour ces caractères,
comme par exemple le UTF-8 qui est un codage sur huit bits très répandu.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">b</span> <span class="o">=</span> <span class="n">b</span><span class="s">&#39;Mon deuxi</span><span class="se">\xc3\xa8</span><span class="s">me texte&#39;</span>
<span class="k">print</span><span class="p">(</span><span class="n">b</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">b</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s">&#39;utf-8&#39;</span><span class="p">))</span>
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b&apos;Mon deuxi\xc3\xa8me texte&apos;
Mon deuxième texte

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<h1 id="valeurs-logiques">Valeurs logiques</h1>
<p>On les appelle les booléens, il ne peuvent avoir que deux valeurs:</p>
<ul>
<li>VRAI ou FAUX: True ou False en anglais;</li>
<li>1 ou 0.</li>
</ul>
<p>On les utilise pour réaliser des tests.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="mi">1</span> <span class="o">&lt;</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">2</span> <span class="o">==</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">2</span> <span class="o">&gt;=</span> <span class="mf">1.9</span><span class="p">,</span> <span class="mi">2</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">2</span> <span class="o">!=</span> <span class="mi">2</span>
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<pre>
(True, False, False, True, True, False)
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<p>On peut aussi les utiliser pour savoir si une variable existe.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="nb">bool</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
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<pre>
True
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<p>On peut aussi combiner plusieurs tests avec les opérateurs booléens <code>and</code>, <code>or</code> et <code>not</code>.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="mi">1</span> <span class="o">&lt;</span> <span class="mi">2</span> <span class="ow">or</span> <span class="mi">2</span> <span class="o">&lt;</span> <span class="mi">1</span>
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True
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<div class="highlight-ipynb"><pre class="ipynb"><span class="mi">1</span> <span class="o">&lt;</span> <span class="mi">2</span> <span class="ow">and</span> <span class="mi">2</span> <span class="o">&lt;</span> <span class="mi">1</span>
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<pre>
False
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<div class="highlight-ipynb"><pre class="ipynb"><span class="ow">not</span><span class="p">(</span><span class="mi">1</span> <span class="o">&lt;</span> <span class="mi">2</span> <span class="ow">and</span> <span class="mi">2</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">)</span>
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True
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<h1 id="listes-et-dictionnaires">Listes et dictionnaires</h1>
<p>Souvent les données pertinentes doivent être agencées sous une forme
plus vaste, comme par exemple des listes où on peut ranger de façon ordonnée <em>plusieurs valeurs</em>.</p>
<h2 id="listes">Listes</h2>
<p>Les listes sont des collections <em>ordonnées de valeurs</em>, elles sont
entourées par des crochets <code>[]</code>, leurs éléments sont séparés par des
virgules.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">a</span> <span class="o">=</span> <span class="p">[</span> <span class="mi">1</span><span class="p">,</span> <span class="s">&#39;deux&#39;</span> <span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="nb">type</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
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list
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<p>On peut facilement accéder à la longueur de la liste grace à la fonction
<code>len</code> et à chacun de ces éléments grâce à leur index <em>(Attention le
premier élement à l&#39;index 0)</em></p>
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3
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
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(1, 3)
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<p>On peut inversement connaître l&#39;indice correspondant à une valeur grâce à l&#39;attribut <code>index</code>.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">a</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> <span class="n">a</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s">&#39;deux&#39;</span><span class="p">),</span> <span class="n">a</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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(0, 1, 2)
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<h2 id="dictionnaires">Dictionnaires</h2>
<p>Dans un dictionnaire les valeurs de la collection ne sont pas repéré par
un index, mais par une <em>clé</em>. Les dictionnaires sont entourés d&#39;accolades <code>{}</code>.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">a</span> <span class="o">=</span> <span class="p">{</span> <span class="s">&#39;nom&#39;</span><span class="p">:</span> <span class="s">&#39;Doe&#39;</span> <span class="p">,</span> <span class="s">&#39;prenom&#39;</span><span class="p">:</span> <span class="s">&#39;John&#39;</span><span class="p">,</span> <span class="s">&#39;age&#39;</span><span class="p">:</span> <span class="mi">77</span> <span class="p">}</span>
<span class="nb">type</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
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dict
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<p>Pour accéder aux éléments du dictionnaire, il suffit d&#39;appeler la clé
correspondante, d&#39;autres part la fonction <code>len</code> est égalemnt disponible.</p>
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3
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">a</span><span class="p">[</span><span class="s">&#39;nom&#39;</span><span class="p">],</span> <span class="n">a</span><span class="p">[</span><span class="s">&#39;age&#39;</span><span class="p">]</span>
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(&apos;Doe&apos;, 77)
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<h2 id="modification-des-listes-et-dictionnaires">Modification des listes et dictionnaires</h2>
<p>Les listes et dictionnaires sont des objets <strong>mutables</strong>, c&#39;est à dire que l&#39;on peut modifier leur contenu sans créer un nouvel objet. On dit qu&#39;il s&#39;agit de données <a href="http://fr.wikipedia.org/wiki/Persistance_%28informatique%29">non-persistantes</a>.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="c"># Valeurs initiales</span>
<span class="n">liste</span> <span class="o">=</span> <span class="p">[</span> <span class="mi">1</span><span class="p">,</span> <span class="s">&#39;deux&#39;</span> <span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="nb">dict</span> <span class="o">=</span> <span class="p">{</span> <span class="s">&#39;nom&#39;</span><span class="p">:</span> <span class="s">&#39;Doe&#39;</span> <span class="p">,</span> <span class="s">&#39;prenom&#39;</span><span class="p">:</span> <span class="s">&#39;John&#39;</span><span class="p">,</span> <span class="s">&#39;age&#39;</span><span class="p">:</span> <span class="mi">77</span> <span class="p">}</span>
<span class="k">print</span><span class="p">(</span><span class="s">&quot;Valeurs initiales:</span><span class="se">\n</span><span class="s">&quot;</span><span class="p">,</span> <span class="n">liste</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span>

<span class="c"># Modification des valeurs par assignation</span>
<span class="n">liste</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">2</span>
<span class="nb">dict</span><span class="p">[</span><span class="s">&#39;age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">17</span>

<span class="k">print</span><span class="p">(</span><span class="s">&quot;Modification des valeurs par assignation:</span><span class="se">\n</span><span class="s">&quot;</span><span class="p">,</span> <span class="n">liste</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span>

<span class="c"># Ajout d&#39;éléments</span>
<span class="n">liste</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
<span class="nb">dict</span><span class="p">[</span><span class="s">&#39;nationalité&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s">&#39;française&#39;</span>

<span class="k">print</span><span class="p">(</span><span class="s">&quot;Ajout d&#39;éléments:</span><span class="se">\n</span><span class="s">&quot;</span><span class="p">,</span> <span class="n">liste</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span>

<span class="c"># Suppression d&#39;éléments</span>
<span class="n">liste</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<span class="nb">dict</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s">&#39;age&#39;</span><span class="p">)</span>

<span class="k">print</span><span class="p">(</span><span class="s">&quot;Suppression d&#39;éléments:</span><span class="se">\n</span><span class="s">&quot;</span><span class="p">,</span> <span class="n">liste</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span>
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Valeurs initiales:
 [1, &apos;deux&apos;, 3] {&apos;age&apos;: 77, &apos;nom&apos;: &apos;Doe&apos;, &apos;prenom&apos;: &apos;John&apos;}
Modification des valeurs par assignation:
 [1, 2, 3] {&apos;age&apos;: 17, &apos;nom&apos;: &apos;Doe&apos;, &apos;prenom&apos;: &apos;John&apos;}
Ajout d&apos;éléments:
 [1, 2, 3, 4] {&apos;age&apos;: 17, &apos;nom&apos;: &apos;Doe&apos;, &apos;nationalité&apos;: &apos;française&apos;, &apos;prenom&apos;: &apos;John&apos;}
Suppression d&apos;éléments:
 [2, 3, 4] {&apos;nom&apos;: &apos;Doe&apos;, &apos;nationalité&apos;: &apos;française&apos;, &apos;prenom&apos;: &apos;John&apos;}

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<p>Si on a besoin de modifier une liste ou un dictionnaire, mais que l&#39;on veut garder une trace des objets initiaux, il faut commencer par en créer une <strong>copie</strong>, il ne suffit pas de créer une variable suplémentaire sans quoi cette variable serait elle aussi modifiée si l&#39;objet initial changeait: l&#39;assignation est dite par <strong>référence</strong> dans ce cas.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="c"># Valeurs initiales</span>
<span class="n">L</span> <span class="o">=</span> <span class="p">[</span> <span class="mi">1</span><span class="p">,</span> <span class="s">&#39;deux&#39;</span> <span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="k">print</span><span class="p">(</span><span class="s">&quot;Valeurs initiales:</span><span class="se">\n</span><span class="s">&quot;</span><span class="p">,</span> <span class="n">L</span><span class="p">)</span>

<span class="c"># Création d&#39;une référencxe à la liste par simple assignation</span>
<span class="n">L_ref</span> <span class="o">=</span> <span class="n">L</span>

<span class="c"># Création d&#39;une copie de la liste</span>
<span class="n">L_copie</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">L</span><span class="p">)</span>

<span class="c"># Modification de la liste initiale</span>
<span class="n">L</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="mi">2</span>

<span class="k">print</span><span class="p">(</span><span class="s">&quot;Modification de la liste L:&quot;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s">&quot;La liste L a bien, été modifiée:&quot;</span><span class="p">,</span> <span class="n">L</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s">&quot;La liste L_ref a aussi été modifiée car il s&#39;agit juste d&#39;une référence vers la liste L:&quot;</span><span class="p">,</span> <span class="n">L_ref</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s">&quot;La copie L_copie n&#39;a pas été modifiée:&quot;</span><span class="p">,</span> <span class="n">L_copie</span><span class="p">)</span>
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Valeurs initiales:
 [1, &apos;deux&apos;, 3]
Modification de la liste L:
La liste L a bien, été modifiée: [1, 2, 3]
La liste L_ref a aussi été modifiée car il s&apos;agit juste d&apos;une référence vers la liste L: [1, 2, 3]
La copie L_copie n&apos;a pas été modifiée: [1, &apos;deux&apos;, 3]

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<h1 id="entr-e-des-donn-es">Entrée des données</h1>
<p>Dans cette phase peut aussi figurer ce qu’on appelle l’entrée des
données, qui peut se manifester par la saisie de caractères ou de
nombres sur le clavier, ou la lecture de la position du pointeur de la
souris, ou encore par la lecture d’un fichier contenant ces nombres ou
caractères.</p>
<p>Il s’agit aussi de repérer les résultats intermédiaires qu’il est bon de
mémoriser pour la suite car indispensables au traitement.</p>
<p>Il est parfois utile d’utiliser des variables auxiliaires pour ne pas
perturber les données initiales.</p>
<h2 id="entr-e-des-donn-es-au-clavier">Entrée des données au clavier</h2>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">chiffre</span> <span class="o">=</span> <span class="nb">input</span><span class="p">(</span><span class="s">&quot;Entrer la valeur du chiffre souhaité: &quot;</span><span class="p">)</span>
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Entrer la valeur du chiffre souhaité: 7

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7

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<p>Attention cependant, cette valeur est une chaîne de caractère, et les opérations sont celles des <code>string</code>s.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="k">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">chiffre</span><span class="p">))</span>
<span class="n">chiffre</span><span class="o">*</span><span class="mi">10</span>
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&lt;class &apos;str&apos;&gt;

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&apos;7777777777&apos;
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<p>Il convient de la convertir un nombre entier ou flottant avant d&#39;utiliser la valeur.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">chiffre</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">chiffre</span><span class="p">)</span>
<span class="mi">10</span><span class="o">*</span><span class="n">chiffre</span>
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70
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<h2 id="lecture-d-un-fichier">Lecture d&#39;un fichier</h2>
<p>Voici par exemple comment ouvrir et lire un fichier appelé <code>lorem.txt</code>
contenu dans le répértoire <code>data</code> du dossier courant.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">fichier</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s">&#39;data/lorem.txt&#39;</span><span class="p">)</span>
<span class="n">fichier</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
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&apos;Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod\ntempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At\nvero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren,\nno sea takimata sanctus est Lorem ipsum dolor sit amet.\n&apos;
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<p>Dans la sortie précédente, les caractères <code>\n</code> représentent les sauts de
ligne, on peut aussi lire le fichier ligne par ligne.</p>
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<div class="highlight-ipynb"><pre class="ipynb"><span class="n">fichier</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s">&#39;data/lorem.txt&#39;</span><span class="p">)</span>
<span class="n">fichier</span><span class="o">.</span><span class="n">readline</span><span class="p">()</span>
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&apos;Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod\n&apos;
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