Commit bb838442 authored by Hugues de Courson's avatar Hugues de Courson

En mettant à jour le fichier html

parent 3474d1b3
...@@ -184,24 +184,6 @@ summary { ...@@ -184,24 +184,6 @@ summary {
</div> </div>
<div id="quelques-explications" class="section level2">
<h2>Quelques explications</h2>
<p>Ceci est un document R markdown que vous pouvez aisément exporter au format HTML, PDF, et MS Word. Pour plus de détails sur R Markdown consultez <a href="http://rmarkdown.rstudio.com" class="uri">http://rmarkdown.rstudio.com</a>.</p>
<p>Lorsque vous cliquerez sur le bouton <strong>Knit</strong> ce document sera compilé afin de ré-exécuter le code R et d’inclure les résultats dans un document final. Comme nous vous l’avons montré dans la vidéo, on inclue du code R de la façon suivante:</p>
<pre class="r"><code>summary(cars)</code></pre>
<pre><code>## speed dist
## Min. : 4.0 Min. : 2.00
## 1st Qu.:12.0 1st Qu.: 26.00
## Median :15.0 Median : 36.00
## Mean :15.4 Mean : 42.98
## 3rd Qu.:19.0 3rd Qu.: 56.00
## Max. :25.0 Max. :120.00</code></pre>
<p>Et on peut aussi aisément inclure des figures. Par exemple:</p>
<p><img src="data:image/png;base64,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" width="672" /></p>
<p>Vous remarquerez le paramètre <code>echo = FALSE</code> qui indique que le code ne doit pas apparaître dans la version finale du document. Nous vous recommandons dans le cadre de ce MOOC de ne pas utiliser ce paramètre car l’objectif est que vos analyses de données soient parfaitement transparentes pour être reproductibles.</p>
<p>Comme les résultats ne sont pas stockés dans les fichiers Rmd, pour faciliter la relecture de vos analyses par d’autres personnes, vous aurez donc intérêt à générer un HTML ou un PDF et à le commiter.</p>
<p>Maintenant, à vous de jouer! Vous pouvez effacer toutes ces informations et les remplacer par votre document computationnel.</p>
</div>
<div id="a-propos-du-calcul-de-pi" class="section level1"> <div id="a-propos-du-calcul-de-pi" class="section level1">
<h1>A propos du calcul de pi</h1> <h1>A propos du calcul de pi</h1>
<div id="arnaud-legrand" class="section level3"> <div id="arnaud-legrand" class="section level3">
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