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<title>R Markdown with the Docco Linear Style</title>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
<link rel="stylesheet" href="https://ashkenas.com/docco/resources/linear/public/stylesheets/normalize.css">
<link rel="stylesheet" href="https://ashkenas.com/docco/resources/linear/docco.css">
<link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/rstudio/markdown/inst/resources/prism-xcode.css">
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<div class="title"><h1>R Markdown with the Docco Linear Style</h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
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<!--
%\VignetteEngine{knitr::docco_linear_notangle}
%\VignetteIndexEntry{R Markdown with the Docco Linear Style}
-->
<p>This is an example of Markdown vignettes using the <a href="http://ashkenas.com/docco/">Docco style</a>.</p>
<h2 id="docco">Docco</h2>
<p>To use the Docco style for Markdown vignettes in an R package, you need to</p>
<ul>
<li>add <code>*.Rmd</code> files under the <code>vignettes</code> directory</li>
<li>add <code>Suggests: knitr</code> and <code>VignetteBuilder: knitr</code> to the <code>DESCRIPTION</code> file</li>
<li>specify the vignette engine <code>\VignetteEngine{knitr::docco_linear}</code> in the <code>Rmd</code> files (inside HTML comments)</li>
</ul>
<p>After building and installing the package, you can view vignettes via</p>
<pre><code class="language-r">browseVignettes(package = 'Your_Package')
</code></pre>
<h2 id="examples">Examples</h2>
<p>Below are some code chunks as examples.</p>
<pre><code class="language-r">cat('_hello_ **markdown**!', '\n')
</code></pre>
<p><em>hello</em> <strong>markdown</strong>!</p>
<p>Normally you do not need any chunk options.</p>
<pre><code class="language-r">1+1
</code></pre>
<pre><code>## [1] 2
</code></pre>
<pre><code class="language-r">10:1
</code></pre>
<pre><code>## [1] 10 9 8 7 6 5 4 3 2 1
</code></pre>
<pre><code class="language-r">rnorm(5)^2
</code></pre>
<pre><code>## [1] 0.02793 0.06013 2.93306 0.58198 0.04078
</code></pre>
<pre><code class="language-r">strsplit('hello, markdown vignettes', '')
</code></pre>
<pre><code>## [[1]]
## [1] &quot;h&quot; &quot;e&quot; &quot;l&quot; &quot;l&quot; &quot;o&quot; &quot;,&quot; &quot; &quot; &quot;m&quot; &quot;a&quot; &quot;r&quot; &quot;k&quot; &quot;d&quot; &quot;o&quot; &quot;w&quot; &quot;n&quot; &quot; &quot; &quot;v&quot; &quot;i&quot; &quot;g&quot;
## [20] &quot;n&quot; &quot;e&quot; &quot;t&quot; &quot;t&quot; &quot;e&quot; &quot;s&quot;
</code></pre>
<p>Feel free to draw beautiful plots and write math \(P(X&gt;x)=\alpha/2\).</p>
<pre><code class="language-r">n=300; set.seed(123)
par(mar=c(4,4,.1,.1))
plot(rnorm(n), rnorm(n), pch=21, cex=5*runif(n), col='white', bg='gray')
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-2" /></p>
<h2 id="how-does-it-work">How does it work</h2>
<p>Custom CSS and JS files are passed to <code>markdown::mark_html()</code> to style the HTML page:</p>
<pre><code class="language-r">knitr:::docco_linear
</code></pre>
<p>That is it.</p>
</div>
<div class="fleur">h</div></div></div>
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