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File: theme_elements.html
<!DOCTYPE html> <html> <head> <meta charset="utf-8" /> <meta name="generator" content="pandoc" /> <meta http-equiv="X-UA-Compatible" content="IE=EDGE" /> <meta name="viewport" content="width=device-width, initial-scale=1" /> <title>Markdown theme elements</title> <script>// Pandoc 2.9 adds attributes on both header and div. 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} a[href^="https:"] { text-decoration: underline; } code > span.kw { color: #555; font-weight: bold; } code > span.dt { color: #902000; } code > span.dv { color: #40a070; } code > span.bn { color: #d14; } code > span.fl { color: #d14; } code > span.ch { color: #d14; } code > span.st { color: #d14; } code > span.co { color: #888888; font-style: italic; } code > span.ot { color: #007020; } code > span.al { color: #ff0000; font-weight: bold; } code > span.fu { color: #900; font-weight: bold; } code > span.er { color: #a61717; background-color: #e3d2d2; } </style> </head> <body> <h1 class="title toc-ignore">Markdown theme elements</h1> <p>The ggtext package defines two new theme elements, <code>element_markdown()</code> and <code>element_textbox()</code>/<code>element_textbox_simple()</code>, which can be used in place of <code>element_text()</code> in ggplot2 themes.</p> <div id="simple-text-labels" class="section level3"> <h3>Simple text labels</h3> <p>Simple text labels are created with <code>element_markdown()</code>. To demonstrate typical usage, let’s start with a basic plot of a parabola.</p> <div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggplot2)</span> <span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggtext)</span> <span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a></span> <span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a>base <span class="ot"><-</span> <span class="fu">ggplot</span>(<span class="fu">data.frame</span>(<span class="at">x =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="dv">5</span>, <span class="dv">5</span>)), <span class="fu">aes</span>(x)) <span class="sc">+</span></span> <span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">stat_function</span>(<span class="at">fun =</span> <span class="sc">~</span> .x<span class="sc">*</span>.x)</span> <span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a></span> <span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a>base</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>This plot would benefit from nicer axis labels. In particular, assume we want the x axis label to read “independent variable <em>x</em>” and the y axis label to read “dependent variable <em>y</em> = <em>x</em><sup>2</sup>”. In Markdown, we could write the axis labels as <code>independent variable *x*</code> and <code>dependent variable *y* = *x*<sup>2</sup></code>. However, if we do so, we need to tell ggplot2 to interpret the axis labels as Markdown and not as plain text. We do this by setting <code>axis.title.x</code> and <code>axis.title.y</code> to <code>element_markdown()</code>. (Note that both are set to <code>element_text()</code> in the default theme.)</p> <div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>base <span class="sc">+</span></span> <span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(</span> <span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="st">"independent variable *x*"</span>,</span> <span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="st">"dependent variable *y* = *x*<sup>2</sup>"</span></span> <span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.x =</span> <span class="fu">element_markdown</span>(),</span> <span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.y =</span> <span class="fu">element_markdown</span>()</span> <span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>The new element <code>element_markdown()</code> behaves just like <code>element_text()</code>. For example, we can modify the color or the font size.</p> <div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>base <span class="sc">+</span></span> <span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(</span> <span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="st">"independent variable *x*"</span>,</span> <span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="st">"dependent variable *y* = *x*<sup>2</sup>"</span></span> <span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.x =</span> <span class="fu">element_markdown</span>(<span class="at">color =</span> <span class="st">"blue"</span>),</span> <span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.y =</span> <span class="fu">element_markdown</span>(<span class="at">size =</span> <span class="fu">rel</span>(<span class="fl">0.8</span>))</span> <span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Inheritance of theme settings also works. For example, we can set both color and font size for <code>axis.title</code>, and then both <code>axis.title.x</code> and <code>axis.title.y</code> inherit the setting.</p> <div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>base <span class="sc">+</span></span> <span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(</span> <span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="st">"independent variable *x*"</span>,</span> <span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="st">"dependent variable *y* = *x*<sup>2</sup>"</span></span> <span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title =</span> <span class="fu">element_text</span>(<span class="at">color =</span> <span class="st">"blue"</span>, <span class="at">size =</span> <span class="fu">rel</span>(<span class="fl">0.8</span>)),</span> <span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.x =</span> <span class="fu">element_markdown</span>(),</span> <span id="cb4-9"><a href="#cb4-9" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.y =</span> <span class="fu">element_markdown</span>()</span> <span id="cb4-10"><a href="#cb4-10" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Note that we used <code>element_text()</code> instead of <code>element_markdown()</code> for <code>axis.title</code> in the above plot. We could have used <code>element_markdown()</code> as well and the result would have been the same. It doesn’t matter that we set <code>axis.title = element_text()</code>, because the <code>axis.title</code> element isn’t actually rendered, only the <code>axis.title.x</code> and <code>axis.title.y</code> elements are. We’re setting <code>axis.title</code> only for the purpose of providing shared parameter values to <code>axis.title.x</code> and <code>axis.title.y</code>.</p> <p>This is important to keep in mind when trying to create more unusual plots, e.g. with the y axis on the right. The naive code fails:</p> <div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>base <span class="sc">+</span></span> <span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(</span> <span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="st">"independent variable *x*"</span>,</span> <span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="st">"dependent variable *y* = *x*<sup>2</sup>"</span></span> <span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb5-6"><a href="#cb5-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_y_continuous</span>(<span class="at">position =</span> <span class="st">"right"</span>) <span class="sc">+</span></span> <span id="cb5-7"><a href="#cb5-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb5-8"><a href="#cb5-8" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title =</span> <span class="fu">element_text</span>(<span class="at">color =</span> <span class="st">"blue"</span>, <span class="at">size =</span> <span class="fu">rel</span>(<span class="fl">0.8</span>)),</span> <span id="cb5-9"><a href="#cb5-9" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.x =</span> <span class="fu">element_markdown</span>(),</span> <span id="cb5-10"><a href="#cb5-10" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.y =</span> <span class="fu">element_markdown</span>()</span> <span id="cb5-11"><a href="#cb5-11" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>This happens because the axis title on the right is actually drawn by <code>axis.title.y.right</code>. Therefore, setting that element to <code>element_markdown()</code> creates the desired result.</p> <div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>base <span class="sc">+</span></span> <span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(</span> <span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="st">"independent variable *x*"</span>,</span> <span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="st">"dependent variable *y* = *x*<sup>2</sup>"</span></span> <span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_y_continuous</span>(<span class="at">position =</span> <span class="st">"right"</span>) <span class="sc">+</span></span> <span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title =</span> <span class="fu">element_text</span>(<span class="at">color =</span> <span class="st">"blue"</span>, <span class="at">size =</span> <span class="fu">rel</span>(<span class="fl">0.8</span>)),</span> <span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.x =</span> <span class="fu">element_markdown</span>(),</span> <span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.y.right =</span> <span class="fu">element_markdown</span>()</span> <span id="cb6-11"><a href="#cb6-11" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Additional styling can be applied via inline CSS. The CSS properties <code>color</code>, <code>font-size</code>, and <code>font-family</code> are currently supported. Multi-line labels can be created by placing <code><br></code> tags where line breaks are desired.</p> <div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span> <span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a></span> <span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a>mtcars <span class="sc">%>%</span></span> <span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(</span> <span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a> <span class="at">transmission =</span> <span class="fu">ifelse</span>(am <span class="sc">==</span> <span class="dv">1</span>, <span class="st">"automatic"</span>, <span class="st">"manual"</span>)</span> <span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">%>%</span></span> <span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(hp, mpg, <span class="at">color =</span> transmission)) <span class="sc">+</span></span> <span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="at">size =</span> <span class="dv">2</span>) <span class="sc">+</span></span> <span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_manual</span>(</span> <span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a> <span class="at">values =</span> <span class="fu">c</span>(<span class="at">automatic =</span> <span class="st">"#0072B2"</span>, <span class="at">manual =</span> <span class="st">"#D55E00"</span>),</span> <span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a> <span class="at">guide =</span> <span class="st">"none"</span></span> <span id="cb7-12"><a href="#cb7-12" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(</span> <span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="st">"Horse power"</span>,</span> <span id="cb7-15"><a href="#cb7-15" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="st">"Miles per gallon (MPG)"</span>,</span> <span id="cb7-16"><a href="#cb7-16" aria-hidden="true" tabindex="-1"></a> <span class="at">title =</span> <span class="st">"<span style = 'font-size:14pt; font-family:Helvetica;'>Transmission type impacts fuel efficiency</span><br></span></span> <span id="cb7-17"><a href="#cb7-17" aria-hidden="true" tabindex="-1"></a><span class="st">MPG is higher for <span style = 'color:#0072B2;'>automatic</span></span></span> <span id="cb7-18"><a href="#cb7-18" aria-hidden="true" tabindex="-1"></a><span class="st">than for <span style = 'color:#D55E00;'>manual</span> transmissions"</span></span> <span id="cb7-19"><a href="#cb7-19" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb7-20"><a href="#cb7-20" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme_bw</span>() <span class="sc">+</span></span> <span id="cb7-21"><a href="#cb7-21" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb7-22"><a href="#cb7-22" aria-hidden="true" tabindex="-1"></a> <span class="at">text =</span> <span class="fu">element_text</span>(<span class="at">family =</span> <span class="st">"Times"</span>),</span> <span id="cb7-23"><a href="#cb7-23" aria-hidden="true" tabindex="-1"></a> <span class="at">plot.title.position =</span> <span class="st">"plot"</span>,</span> <span id="cb7-24"><a href="#cb7-24" aria-hidden="true" tabindex="-1"></a> <span class="at">plot.title =</span> <span class="fu">element_markdown</span>(<span class="at">size =</span> <span class="dv">11</span>, <span class="at">lineheight =</span> <span class="fl">1.2</span>)</span> <span id="cb7-25"><a href="#cb7-25" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>We set the <code>lineheight</code> property to 1.2 because the default lineheight is too small for multi-line text labels rendered with <code>element_markdown()</code>.</p> </div> <div id="text-boxes" class="section level3"> <h3>Text boxes</h3> <p>Text boxes can be created with <code>element_textbox()</code> or <code>element_textbox_simple()</code>. Text boxes differ from labels created with <code>element_markdown()</code> in that they tend to have a specific width and wrap their contents so it fits that width. The height of a textbox is normally calculated automatically so it matches the content height, but explicitly setting the height is also possible. Finally, while markdown labels can be displayed at any angle, textboxes have only four possible orientations, upright, left-rotated, right-rotated, and inverted.</p> <p>In practice, setting a theme element to <code>element_textbox()</code> in a ggplot2 theme will frequently not have the desired result, because textboxes require many additional parameters that are not set by the parent text elements present in standard themes. To work around this issue, you can use <code>element_textbox_simple()</code>. It sets reasonable defaults for the additional parameters and thus can be used more readily. You will usually be able to use <code>element_textbox_simple()</code> as is, with only a few parameter adjustments required.</p> <p>The following example adds both a title and a subtitle to the plot by drawing one single text box.</p> <div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>base <span class="ot"><-</span> mtcars <span class="sc">%>%</span></span> <span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(</span> <span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a> <span class="at">transmission =</span> <span class="fu">ifelse</span>(am <span class="sc">==</span> <span class="dv">1</span>, <span class="st">"automatic"</span>, <span class="st">"manual"</span>)</span> <span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">%>%</span></span> <span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(hp, mpg, <span class="at">color =</span> transmission)) <span class="sc">+</span></span> <span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="at">size =</span> <span class="dv">2</span>) <span class="sc">+</span></span> <span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_manual</span>(</span> <span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a> <span class="at">values =</span> <span class="fu">c</span>(<span class="at">automatic =</span> <span class="st">"#0072B2"</span>, <span class="at">manual =</span> <span class="st">"#D55E00"</span>),</span> <span id="cb8-9"><a href="#cb8-9" aria-hidden="true" tabindex="-1"></a> <span class="at">guide =</span> <span class="st">"none"</span></span> <span id="cb8-10"><a href="#cb8-10" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb8-11"><a href="#cb8-11" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(</span> <span id="cb8-12"><a href="#cb8-12" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="st">"Horse power"</span>,</span> <span id="cb8-13"><a href="#cb8-13" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="st">"Miles per gallon (MPG)"</span>,</span> <span id="cb8-14"><a href="#cb8-14" aria-hidden="true" tabindex="-1"></a> <span class="at">title =</span> <span class="st">"Transmission type impacts fuel efficiency<br></span></span> <span id="cb8-15"><a href="#cb8-15" aria-hidden="true" tabindex="-1"></a><span class="st"><span style = 'font-size:10pt;'>Miles per gallon (MPG) is on average higher for cars</span></span> <span id="cb8-16"><a href="#cb8-16" aria-hidden="true" tabindex="-1"></a><span class="st">with <span style = 'color:#0072B2;'>automatic transmission</span> than for cars with</span></span> <span id="cb8-17"><a href="#cb8-17" aria-hidden="true" tabindex="-1"></a><span class="st"><span style = 'color:#D55E00;'>manual transmission.</span> However, MPG generally</span></span> <span id="cb8-18"><a href="#cb8-18" aria-hidden="true" tabindex="-1"></a><span class="st">declines with increasing horse power.</span>"</span></span> <span id="cb8-19"><a href="#cb8-19" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb8-20"><a href="#cb8-20" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme_bw</span>() <span class="sc">+</span> <span class="fu">theme</span>(<span class="at">plot.title.position =</span> <span class="st">"plot"</span>)</span> <span id="cb8-21"><a href="#cb8-21" aria-hidden="true" tabindex="-1"></a></span> <span id="cb8-22"><a href="#cb8-22" aria-hidden="true" tabindex="-1"></a>base <span class="sc">+</span></span> <span id="cb8-23"><a href="#cb8-23" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb8-24"><a href="#cb8-24" aria-hidden="true" tabindex="-1"></a> <span class="at">plot.title =</span> <span class="fu">element_textbox_simple</span>(</span> <span id="cb8-25"><a href="#cb8-25" aria-hidden="true" tabindex="-1"></a> <span class="at">size =</span> <span class="dv">14</span>, <span class="at">lineheight =</span> <span class="dv">1</span>, <span class="at">padding =</span> <span class="fu">margin</span>(<span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">5</span>, <span class="dv">0</span>)</span> <span id="cb8-26"><a href="#cb8-26" aria-hidden="true" tabindex="-1"></a> )</span> <span id="cb8-27"><a href="#cb8-27" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img 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" /><!-- --></p> <p>Text boxes can have a background color and a border, and they have internal padding and external margins.</p> <div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>base <span class="sc">+</span></span> <span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a> <span class="at">plot.title =</span> <span class="fu">element_textbox_simple</span>(</span> <span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a> <span class="at">size =</span> <span class="dv">14</span>, <span class="at">lineheight =</span> <span class="dv">1</span>,</span> <span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a> <span class="at">linetype =</span> <span class="dv">1</span>, <span class="co"># turn on border</span></span> <span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a> <span class="at">box.color =</span> <span class="st">"#748696"</span>, <span class="co"># border color</span></span> <span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a> <span class="at">fill =</span> <span class="st">"#F0F7FF"</span>, <span class="co"># background fill color</span></span> <span id="cb9-8"><a href="#cb9-8" aria-hidden="true" tabindex="-1"></a> <span class="at">r =</span> grid<span class="sc">::</span><span class="fu">unit</span>(<span class="dv">3</span>, <span class="st">"pt"</span>), <span class="co"># radius for rounded corners</span></span> <span id="cb9-9"><a href="#cb9-9" aria-hidden="true" tabindex="-1"></a> <span class="at">padding =</span> <span class="fu">margin</span>(<span class="dv">5</span>, <span class="dv">5</span>, <span class="dv">5</span>, <span class="dv">5</span>), <span class="co"># padding around text inside the box</span></span> <span id="cb9-10"><a href="#cb9-10" aria-hidden="true" tabindex="-1"></a> <span class="at">margin =</span> <span class="fu">margin</span>(<span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">10</span>, <span class="dv">0</span>) <span class="co"># margin outside the box</span></span> <span id="cb9-11"><a href="#cb9-11" aria-hidden="true" tabindex="-1"></a> )</span> <span id="cb9-12"><a href="#cb9-12" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>We can explicitly restrict the width of the box, and we can align the box relative to the enclosing space (with <code>hjust</code> and <code>vjust</code>) and the box content relative to the box edges (with <code>halign</code> and <code>valign</code>, not shown).</p> <div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a>base <span class="sc">+</span></span> <span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a> <span class="at">plot.title =</span> <span class="fu">element_textbox_simple</span>(</span> <span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a> <span class="at">size =</span> <span class="dv">14</span>, <span class="at">lineheight =</span> <span class="dv">1</span>, </span> <span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a> <span class="at">width =</span> grid<span class="sc">::</span><span class="fu">unit</span>(<span class="dv">4</span>, <span class="st">"in"</span>), <span class="co"># fixed width</span></span> <span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a> <span class="at">hjust =</span> <span class="dv">1</span>, <span class="co"># alignment of box relative to plot</span></span> <span id="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a> <span class="at">linetype =</span> <span class="dv">1</span>, <span class="co"># turn on border</span></span> <span id="cb10-8"><a href="#cb10-8" aria-hidden="true" tabindex="-1"></a> <span class="at">box.color =</span> <span class="st">"#748696"</span>, <span class="co"># border color</span></span> <span id="cb10-9"><a href="#cb10-9" aria-hidden="true" tabindex="-1"></a> <span class="at">fill =</span> <span class="st">"#F0F7FF"</span>, <span class="co"># background fill color</span></span> <span id="cb10-10"><a href="#cb10-10" aria-hidden="true" tabindex="-1"></a> <span class="at">r =</span> grid<span class="sc">::</span><span class="fu">unit</span>(<span class="dv">3</span>, <span class="st">"pt"</span>), <span class="co"># radius for rounded corners</span></span> <span id="cb10-11"><a href="#cb10-11" aria-hidden="true" tabindex="-1"></a> <span class="at">padding =</span> <span class="fu">margin</span>(<span class="dv">5</span>, <span class="dv">5</span>, <span class="dv">5</span>, <span class="dv">5</span>), <span class="co"># padding around text inside the box</span></span> <span id="cb10-12"><a href="#cb10-12" aria-hidden="true" tabindex="-1"></a> <span class="at">margin =</span> <span class="fu">margin</span>(<span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">10</span>, <span class="dv">0</span>) <span class="co"># margin outside the box</span></span> <span id="cb10-13"><a href="#cb10-13" aria-hidden="true" tabindex="-1"></a> )</span> <span id="cb10-14"><a href="#cb10-14" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>If we want a box to be rotated, we can use the <code>orientation</code> parameter.</p> <div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a>mtcars <span class="sc">%>%</span></span> <span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(</span> <span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a> <span class="at">transmission =</span> <span class="fu">ifelse</span>(am <span class="sc">==</span> <span class="dv">1</span>, <span class="st">"automatic"</span>, <span class="st">"manual"</span>)</span> <span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">%>%</span></span> <span id="cb11-5"><a href="#cb11-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(hp, mpg, <span class="at">color =</span> transmission)) <span class="sc">+</span></span> <span id="cb11-6"><a href="#cb11-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="at">size =</span> <span class="dv">2</span>) <span class="sc">+</span></span> <span id="cb11-7"><a href="#cb11-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_manual</span>(</span> <span id="cb11-8"><a href="#cb11-8" aria-hidden="true" tabindex="-1"></a> <span class="at">values =</span> <span class="fu">c</span>(<span class="at">automatic =</span> <span class="st">"#0072B2"</span>, <span class="at">manual =</span> <span class="st">"#D55E00"</span>),</span> <span id="cb11-9"><a href="#cb11-9" aria-hidden="true" tabindex="-1"></a> <span class="at">guide =</span> <span class="st">"none"</span></span> <span id="cb11-10"><a href="#cb11-10" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb11-11"><a href="#cb11-11" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(</span> <span id="cb11-12"><a href="#cb11-12" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="st">"Horse power"</span>,</span> <span id="cb11-13"><a href="#cb11-13" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="st">"Miles per gallon (MPG) is on average higher for cars with <span style =</span></span> <span id="cb11-14"><a href="#cb11-14" aria-hidden="true" tabindex="-1"></a><span class="st">'color:#0072B2;'>automatic transmission</span> than for cars with <span style =</span></span> <span id="cb11-15"><a href="#cb11-15" aria-hidden="true" tabindex="-1"></a><span class="st">'color:#D55E00;'>manual transmission.</span>"</span>,</span> <span id="cb11-16"><a href="#cb11-16" aria-hidden="true" tabindex="-1"></a> <span class="at">title =</span> <span class="st">"Transmission type impacts fuel efficiency"</span></span> <span id="cb11-17"><a href="#cb11-17" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb11-18"><a href="#cb11-18" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme_bw</span>() <span class="sc">+</span> </span> <span id="cb11-19"><a href="#cb11-19" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(</span> <span id="cb11-20"><a href="#cb11-20" aria-hidden="true" tabindex="-1"></a> <span class="at">plot.title.position =</span> <span class="st">"plot"</span>,</span> <span id="cb11-21"><a href="#cb11-21" aria-hidden="true" tabindex="-1"></a> <span class="at">axis.title.y =</span> <span class="fu">element_textbox_simple</span>(</span> <span id="cb11-22"><a href="#cb11-22" aria-hidden="true" tabindex="-1"></a> <span class="at">orientation =</span> <span class="st">"left-rotated"</span>,</span> <span id="cb11-23"><a href="#cb11-23" aria-hidden="true" tabindex="-1"></a> <span class="at">width =</span> grid<span class="sc">::</span><span class="fu">unit</span>(<span class="fl">2.5</span>, <span class="st">"in"</span>),</span> <span id="cb11-24"><a href="#cb11-24" aria-hidden="true" tabindex="-1"></a> <span class="at">hjust =</span> <span class="dv">0</span>, <span class="at">fill =</span> <span class="st">"#F0F7FF"</span>, </span> <span id="cb11-25"><a href="#cb11-25" aria-hidden="true" tabindex="-1"></a> <span class="at">padding =</span> <span class="fu">margin</span>(<span class="dv">5</span>, <span class="dv">5</span>, <span class="dv">5</span>, <span class="dv">5</span>),</span> <span id="cb11-26"><a href="#cb11-26" aria-hidden="true" tabindex="-1"></a> <span class="at">margin =</span> <span class="fu">margin</span>(<span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">10</span>, <span class="dv">0</span>)</span> <span id="cb11-27"><a href="#cb11-27" aria-hidden="true" tabindex="-1"></a> )</span> <span id="cb11-28"><a href="#cb11-28" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img 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" 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