From ef812c938a1075f07055b6728428a1596c0e5e10 Mon Sep 17 00:00:00 2001
From: Carine Rey <carine.rey@ens-lyon.fr>
Date: Mon, 27 Jun 2022 20:46:21 +0200
Subject: [PATCH] typos 2

---
 README.Rmd  |  1 +
 README.html | 35 +++++++++++++++++++----------------
 2 files changed, 20 insertions(+), 16 deletions(-)

diff --git a/README.Rmd b/README.Rmd
index 4e4473c..c3e7d6d 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -981,6 +981,7 @@ Tuto: https://ggrepel.slowkow.com/articles/examples.html
 Tuto: https://wilkelab.org/cowplot/articles/plot_grid.html
 
 ![](images/cowplot.png)
+
 ## Esquisse : Une interface graphique pour ggplot (oui, oui !)
 
 https://github.com/dreamRs/esquisse
diff --git a/README.html b/README.html
index 033c863..0e37752 100644
--- a/README.html
+++ b/README.html
@@ -1891,19 +1891,19 @@ for(arg in arguments_list) {
 
 res_list</code></pre>
 <pre><code>## [[1]]
-## [1] 20.23327
+## [1] 1.947813
 ## 
 ## [[2]]
-## [1] 1.204921
+## [1] 11.9132
 ## 
 ## [[3]]
-## [1] -4.486249e-06
+## [1] 3.38123
 ## 
 ## [[4]]
-## [1] 11.49865
+## [1] 2.779448
 ## 
 ## [[5]]
-## [1] 9.525572</code></pre>
+## [1] 0.004857919</code></pre>
 </div>
 <div id="les-boucles-lapply" class="section level2" number="5.2">
 <h2><span class="header-section-number">5.2</span> Les boucles
@@ -1912,19 +1912,19 @@ lapply</h2>
 res_list2 = lapply(arguments_list, function(arg) {arg ^ 3})
 res_list2</code></pre>
 <pre><code>## [[1]]
-## [1] 20.23327
+## [1] 1.947813
 ## 
 ## [[2]]
-## [1] 1.204921
+## [1] 11.9132
 ## 
 ## [[3]]
-## [1] -4.486249e-06
+## [1] 3.38123
 ## 
 ## [[4]]
-## [1] 11.49865
+## [1] 2.779448
 ## 
 ## [[5]]
-## [1] 9.525572</code></pre>
+## [1] 0.004857919</code></pre>
 </div>
 <div id="les-boucles-sapplylapply" class="section level2" number="5.3">
 <h2><span class="header-section-number">5.3</span> Les boucles
@@ -1932,7 +1932,7 @@ sapply/lapply</h2>
 <pre class="r"><code>#l&#39;output est un vecteur
 res_list3 = sapply(arguments_list, function(arg) {arg ^ 3})
 res_list3</code></pre>
-<pre><code>## [1]  2.023327e+01  1.204921e+00 -4.486249e-06  1.149865e+01  9.525572e+00</code></pre>
+<pre><code>## [1]  1.947812967 11.913200596  3.381230422  2.779448438  0.004857919</code></pre>
 </div>
 </div>
 <div id="la-parralélisation-simple-avec-r" class="section level1" number="6">
@@ -1962,7 +1962,7 @@ stopCluster(clus)
 end_time &lt;- Sys.time()
 duration = (end_time - start_time)
 print(duration)</code></pre>
-<pre><code>## Time difference of 2.516307 secs</code></pre>
+<pre><code>## Time difference of 2.387494 secs</code></pre>
 <details>
 <summary>
 <p>Comparaison avec lapply et for</p>
@@ -1974,7 +1974,7 @@ results_list = lapply(arguments_list, function_to_run_in_parallel)
 end_time &lt;- Sys.time()
 duration = (end_time - start_time)
 print(duration)</code></pre>
-<pre><code>## Time difference of 3.956438 secs</code></pre>
+<pre><code>## Time difference of 3.757739 secs</code></pre>
 <pre class="r"><code>start_time &lt;- Sys.time()
 
 res_list = list()
@@ -1988,7 +1988,7 @@ for(arg in arguments_list) {
 end_time &lt;- Sys.time()
 duration = (end_time - start_time)
 print(duration)</code></pre>
-<pre><code>## Time difference of 5.871506 secs</code></pre>
+<pre><code>## Time difference of 5.48341 secs</code></pre>
 </details>
 <div id="attention-aux-erreurs" class="section level2" number="6.1">
 <h2><span class="header-section-number">6.1</span> Attention aux
@@ -2839,8 +2839,11 @@ graphe</h2>
 <h2><span class="header-section-number">8.6</span> le package cowplot
 qui combine vos graphes pour faire des graphes prets à publier</h2>
 <p>Tuto: <a href="https://wilkelab.org/cowplot/articles/plot_grid.html" class="uri">https://wilkelab.org/cowplot/articles/plot_grid.html</a></p>
-<p><img src="data:image/png;base64,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" /> ## Esquisse : Une interface
-graphique pour ggplot (oui, oui !)</p>
+<p><img src="data:image/png;base64,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" /></p>
+</div>
+<div id="esquisse-une-interface-graphique-pour-ggplot-oui-oui" class="section level2" number="8.7">
+<h2><span class="header-section-number">8.7</span> Esquisse : Une
+interface graphique pour ggplot (oui, oui !)</h2>
 <p><a href="https://github.com/dreamRs/esquisse" class="uri">https://github.com/dreamRs/esquisse</a></p>
 <pre class="r"><code>install.packages(&quot;esquisse&quot;)
 library(esquisse)</code></pre>
-- 
GitLab