190 lines
424 KiB
HTML
190 lines
424 KiB
HTML
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<meta name="author" content="Baptiste Auguie" />
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<meta name="date" content="2017-09-09" />
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<title>Arranging multiple grobs on a page</title>
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rel="stylesheet" type="text/css" />
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</head>
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<body>
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<h1 class="title toc-ignore">Arranging multiple grobs on a page</h1>
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<h4 class="author"><em>Baptiste Auguie</em></h4>
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<h4 class="date"><em>2017-09-09</em></h4>
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<div id="TOC">
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<ul>
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<li><a href="#basic-usage">Basic usage</a></li>
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<li><a href="#title-andor-annotations">Title and/or annotations</a></li>
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<li><a href="#complex-layouts">Complex layouts</a></li>
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<li><a href="#nested-layouts-with-arrangegrob">Nested layouts with <code>arrangeGrob</code></a></li>
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<li><a href="#multiple-pages-output">Multiple pages output</a></li>
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</ul>
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</div>
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<p>The <code>grid</code> package provides low-level functions to create graphical objects (<code>grobs</code>), and position them on a page in specific <code>viewports</code>. The <code>gtable</code> package introduced a higher-level layout scheme, arguably more amenable to user-level interaction. With the <code>arrangeGrob/grid.arrange()</code> pair of functions, <code>gridExtra</code> builds upon <code>gtable</code> to arrange multiple grobs on a page.</p>
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<div id="basic-usage" class="section level2">
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<h2>Basic usage</h2>
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<p>In this example we mix a few grobs and plots,</p>
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<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(gridExtra)
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<span class="kw">library</span>(grid)
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<span class="kw">library</span>(ggplot2)
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<span class="kw">library</span>(lattice)
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p <-<span class="st"> </span><span class="kw">qplot</span>(<span class="dv">1</span>,<span class="dv">1</span>)
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p2 <-<span class="st"> </span><span class="kw">xyplot</span>(<span class="dv">1</span><span class="op">~</span><span class="dv">1</span>)
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r <-<span class="st"> </span><span class="kw">rectGrob</span>(<span class="dt">gp=</span><span class="kw">gpar</span>(<span class="dt">fill=</span><span class="st">"grey90"</span>))
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t <-<span class="st"> </span><span class="kw">textGrob</span>(<span class="st">"text"</span>)
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<span class="kw">grid.arrange</span>(t, p, p2, r, <span class="dt">ncol=</span><span class="dv">2</span>)</code></pre></div>
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<p><img 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" width="384" /></p>
|
||
</div>
|
||
<div id="title-andor-annotations" class="section level2">
|
||
<h2>Title and/or annotations</h2>
|
||
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">gs <-<span class="st"> </span><span class="kw">lapply</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">9</span>, <span class="cf">function</span>(ii)
|
||
<span class="kw">grobTree</span>(<span class="kw">rectGrob</span>(<span class="dt">gp=</span><span class="kw">gpar</span>(<span class="dt">fill=</span>ii, <span class="dt">alpha=</span><span class="fl">0.5</span>)), <span class="kw">textGrob</span>(ii)))
|
||
<span class="kw">grid.arrange</span>(<span class="dt">grobs=</span>gs, <span class="dt">ncol=</span><span class="dv">4</span>,
|
||
<span class="dt">top=</span><span class="st">"top label"</span>, <span class="dt">bottom=</span><span class="st">"bottom</span><span class="ch">\n</span><span class="st">label"</span>,
|
||
<span class="dt">left=</span><span class="st">"left label"</span>, <span class="dt">right=</span><span class="st">"right label"</span>)
|
||
<span class="kw">grid.rect</span>(<span class="dt">gp=</span><span class="kw">gpar</span>(<span class="dt">fill=</span><span class="ot">NA</span>))</code></pre></div>
|
||
<p><img 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" width="384" /></p>
|
||
</div>
|
||
<div id="complex-layouts" class="section level2">
|
||
<h2>Complex layouts</h2>
|
||
<p>We can provide a matrix defining the layout,</p>
|
||
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">lay <-<span class="st"> </span><span class="kw">rbind</span>(<span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">3</span>),
|
||
<span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">4</span>,<span class="dv">5</span>),
|
||
<span class="kw">c</span>(<span class="dv">6</span>,<span class="dv">7</span>,<span class="dv">8</span>,<span class="dv">9</span>,<span class="dv">9</span>))
|
||
<span class="kw">grid.arrange</span>(<span class="dt">grobs =</span> gs, <span class="dt">layout_matrix =</span> lay)</code></pre></div>
|
||
<p><img 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" width="384" /></p>
|
||
<p>The layout itself may contain holes, but note that for any given grob index the region must be simply connected (no hole),</p>
|
||
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">hlay <-<span class="st"> </span><span class="kw">rbind</span>(<span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="ot">NA</span>,<span class="dv">2</span>,<span class="dv">3</span>),
|
||
<span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="ot">NA</span>,<span class="dv">4</span>,<span class="ot">NA</span>),
|
||
<span class="kw">c</span>(<span class="ot">NA</span>,<span class="dv">7</span>,<span class="dv">8</span>,<span class="dv">9</span>,<span class="ot">NA</span>))
|
||
select_grobs <-<span class="st"> </span><span class="cf">function</span>(lay) {
|
||
id <-<span class="st"> </span><span class="kw">unique</span>(<span class="kw">c</span>(<span class="kw">t</span>(lay)))
|
||
id[<span class="op">!</span><span class="kw">is.na</span>(id)]
|
||
}
|
||
<span class="kw">grid.arrange</span>(<span class="dt">grobs=</span>gs[<span class="kw">select_grobs</span>(hlay)], <span class="dt">layout_matrix=</span>hlay)</code></pre></div>
|
||
<p><img 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" width="384" /></p>
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<p>All cells are of equal size by default, but users may pass explicity <code>widths</code> and/or <code>heights</code> in any valid grid units, or as relative numbers (interpreted as <code>null</code>),</p>
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<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">grid.arrange</span>(<span class="dt">grobs=</span>gs[<span class="dv">1</span><span class="op">:</span><span class="dv">3</span>], <span class="dt">ncol=</span><span class="dv">2</span>, <span class="dt">widths =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">2</span>,
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||
<span class="dt">heights=</span><span class="kw">unit</span>(<span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">10</span>), <span class="kw">c</span>(<span class="st">"in"</span>, <span class="st">"mm"</span>)))</code></pre></div>
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<p><img 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" width="384" /></p>
|
||
</div>
|
||
<div id="nested-layouts-with-arrangegrob" class="section level2">
|
||
<h2>Nested layouts with <code>arrangeGrob</code></h2>
|
||
<p>The <code>grid.arrange()</code> function draws on the device; for more complex layouts, we may want to store the gtable and combine it with other objects, e.g. forming nested layouts. To this end, use <code>arrangeGrob()</code>,</p>
|
||
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">g1 <-<span class="st"> </span><span class="kw">arrangeGrob</span>(<span class="dt">grobs =</span> gs, <span class="dt">layout_matrix =</span> <span class="kw">t</span>(lay))
|
||
g2 <-<span class="st"> </span><span class="kw">arrangeGrob</span>(<span class="dt">grobs =</span> gs, <span class="dt">layout_matrix =</span> lay)
|
||
<span class="kw">grid.arrange</span>(g1, g2, <span class="dt">ncol=</span><span class="dv">2</span>)</code></pre></div>
|
||
<p><img 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" width="384" /></p>
|
||
</div>
|
||
<div id="multiple-pages-output" class="section level2">
|
||
<h2>Multiple pages output</h2>
|
||
<p>Finally, we may want to place grobs on multiple pages; the <code>marrangeGrob()</code> function provides a convenient interface for this, also compatible with <code>ggsave()</code>.</p>
|
||
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">set.seed</span>(<span class="dv">123</span>)
|
||
pl <-<span class="st"> </span><span class="kw">lapply</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">11</span>, <span class="cf">function</span>(.x)
|
||
<span class="kw">qplot</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">10</span>, <span class="kw">rnorm</span>(<span class="dv">10</span>), <span class="dt">main=</span><span class="kw">paste</span>(<span class="st">"plot"</span>, .x)))
|
||
ml <-<span class="st"> </span><span class="kw">marrangeGrob</span>(pl, <span class="dt">nrow=</span><span class="dv">2</span>, <span class="dt">ncol=</span><span class="dv">2</span>)
|
||
## non-interactive use, multipage pdf
|
||
## ggsave("multipage.pdf", ml)
|
||
## interactive use; calling `dev.new` multiple times
|
||
ml</code></pre></div>
|
||
<p><img 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" 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" 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