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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
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padding-bottom: 0.2em;
margin: 0;
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border-radius: 3px;
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word-break: normal;
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word-wrap: normal;
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border-radius: 3px;
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background-color: #fcfcfc;
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border-bottom-color: #bbb;
border-radius: 3px;
box-shadow: inset 0 -1px 0 #bbb;
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<!-- README.md is generated from README.Rmd. Please edit that file -->
<h1 id="gmisc">Gmisc</h1>
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<p><a href="https://CRAN.R-project.org/package=Gmisc"><img src="data:image/svg+xml; charset=utf-8;base64,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" alt="CRAN status" /></a> <a href="https://CRAN.R-project.org/package=Gmisc"><img src="data:image/svg+xml; 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charset=utf-8;base64,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" alt="R-CMD-check" /></a></p>
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<p><strong>Gmisc</strong> collects utilities for the graphics and tables
that recur in medical research papers — built so they compose with the
native R pipe (<code>|></code>):</p>
<ul>
<li><strong>Descriptive “Table 1”</strong> —
<code>getDescriptionStatsBy()</code> + <code>htmlTable()</code> for
publication-ready, copy-paste descriptive tables.</li>
<li><strong>Grid-based flowcharts</strong> — a
<code>flowchart() |> spread() |> move() |> connect()</code>
pipeline for CONSORT-style diagrams, including <code>phaseLabel()</code>
headings.</li>
<li><strong>Transition plots</strong> — the <code>Transition</code>
class for visualising how observations move between categories over
time.</li>
<li><strong>SVD variable selection</strong> —
<code>getSvdMostInfluential()</code> for picking influential
variables.</li>
<li><strong>Bézier arrows</strong> — smooth arrows complementing the
<code>grid</code> package.</li>
</ul>
<h2 id="installation">Installation</h2>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="co"># From CRAN</span></span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a><span class="fu">install.packages</span>(<span class="st">"Gmisc"</span>)</span>
<span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a></span>
<span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a><span class="co"># Development version from GitHub</span></span>
<span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a><span class="co"># install.packages("remotes")</span></span>
<span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a>remotes<span class="sc">::</span><span class="fu">install_github</span>(<span class="st">"gforge/Gmisc"</span>)</span></code></pre></div>
<h2 id="flowcharts--consort-diagrams">Flowcharts & CONSORT
diagrams</h2>
<p>Build a flowchart as a named list of boxes, position the columns with
<code>spread()</code>/<code>move()</code>, then add the connectors.
Parallel arms are just lists, and <code>phaseLabel()</code> drops a
CONSORT phase heading (“Allocation”, “Follow-up”, …) between the arms —
centred, slightly overlapping, and drawn on top.</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="fu">library</span>(Gmisc)</span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a><span class="fu">library</span>(grid)</span>
<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a></span>
<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a>main_gp <span class="ot"><-</span> <span class="fu">gpar</span>(<span class="at">fill =</span> <span class="st">"white"</span>, <span class="at">col =</span> <span class="st">"black"</span>, <span class="at">lwd =</span> <span class="dv">1</span>)</span>
<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a>head_gp <span class="ot"><-</span> <span class="fu">gpar</span>(<span class="at">fill =</span> <span class="st">"#c8daf7"</span>, <span class="at">col =</span> <span class="st">"#2f5f9f"</span>, <span class="at">lwd =</span> <span class="dv">1</span>)</span>
<span id="cb2-6"><a href="#cb2-6" tabindex="-1"></a>con_gp <span class="ot"><-</span> <span class="fu">gpar</span>(<span class="at">col =</span> <span class="st">"#4f86c6"</span>, <span class="at">fill =</span> <span class="st">"#4f86c6"</span>, <span class="at">lwd =</span> <span class="fl">1.8</span>)</span>
<span id="cb2-7"><a href="#cb2-7" tabindex="-1"></a>sw <span class="ot"><-</span> <span class="fu">unit</span>(<span class="dv">70</span>, <span class="st">"mm"</span>)</span>
<span id="cb2-8"><a href="#cb2-8" tabindex="-1"></a></span>
<span id="cb2-9"><a href="#cb2-9" tabindex="-1"></a><span class="fu">flowchart</span>(</span>
<span id="cb2-10"><a href="#cb2-10" tabindex="-1"></a> <span class="at">rando =</span> <span class="fu">boxGrob</span>(<span class="st">"Randomised</span><span class="sc">\n</span><span class="st">N = 100"</span>, <span class="at">box_gp =</span> main_gp),</span>
<span id="cb2-11"><a href="#cb2-11" tabindex="-1"></a> <span class="at">groups =</span> <span class="fu">list</span>(</span>
<span id="cb2-12"><a href="#cb2-12" tabindex="-1"></a> <span class="fu">boxGrob</span>(<span class="st">"Allocated to intervention</span><span class="sc">\n</span><span class="st">n = 50"</span>, <span class="at">width =</span> sw, <span class="at">box_gp =</span> main_gp),</span>
<span id="cb2-13"><a href="#cb2-13" tabindex="-1"></a> <span class="fu">boxGrob</span>(<span class="st">"Allocated to control</span><span class="sc">\n</span><span class="st">n = 50"</span>, <span class="at">width =</span> sw, <span class="at">box_gp =</span> main_gp)</span>
<span id="cb2-14"><a href="#cb2-14" tabindex="-1"></a> ),</span>
<span id="cb2-15"><a href="#cb2-15" tabindex="-1"></a> <span class="at">followup =</span> <span class="fu">list</span>(</span>
<span id="cb2-16"><a href="#cb2-16" tabindex="-1"></a> <span class="fu">boxGrob</span>(<span class="st">"Lost to follow-up</span><span class="sc">\n</span><span class="st">n = 1"</span>, <span class="at">width =</span> sw, <span class="at">box_gp =</span> main_gp),</span>
<span id="cb2-17"><a href="#cb2-17" tabindex="-1"></a> <span class="fu">boxGrob</span>(<span class="st">"Lost to follow-up</span><span class="sc">\n</span><span class="st">n = 2"</span>, <span class="at">width =</span> sw, <span class="at">box_gp =</span> main_gp)</span>
<span id="cb2-18"><a href="#cb2-18" tabindex="-1"></a> ),</span>
<span id="cb2-19"><a href="#cb2-19" tabindex="-1"></a> <span class="at">analysis =</span> <span class="fu">list</span>(</span>
<span id="cb2-20"><a href="#cb2-20" tabindex="-1"></a> <span class="fu">boxGrob</span>(<span class="st">"Analysed</span><span class="sc">\n</span><span class="st">n = 49"</span>, <span class="at">width =</span> sw, <span class="at">box_gp =</span> main_gp),</span>
<span id="cb2-21"><a href="#cb2-21" tabindex="-1"></a> <span class="fu">boxGrob</span>(<span class="st">"Analysed</span><span class="sc">\n</span><span class="st">n = 48"</span>, <span class="at">width =</span> sw, <span class="at">box_gp =</span> main_gp)</span>
<span id="cb2-22"><a href="#cb2-22" tabindex="-1"></a> )</span>
<span id="cb2-23"><a href="#cb2-23" tabindex="-1"></a>) <span class="sc">|></span></span>
<span id="cb2-24"><a href="#cb2-24" tabindex="-1"></a> <span class="fu">spread</span>(<span class="at">axis =</span> <span class="st">"y"</span>, <span class="at">margin =</span> <span class="fu">unit</span>(<span class="fl">0.04</span>, <span class="st">"npc"</span>)) <span class="sc">|></span></span>
<span id="cb2-25"><a href="#cb2-25" tabindex="-1"></a> <span class="fu">move</span>(<span class="at">subelement =</span> <span class="fu">list</span>(<span class="fu">c</span>(<span class="st">"groups"</span>, <span class="dv">1</span>), <span class="fu">c</span>(<span class="st">"followup"</span>, <span class="dv">1</span>), <span class="fu">c</span>(<span class="st">"analysis"</span>, <span class="dv">1</span>)), <span class="at">x =</span> <span class="fl">0.27</span>) <span class="sc">|></span></span>
<span id="cb2-26"><a href="#cb2-26" tabindex="-1"></a> <span class="fu">move</span>(<span class="at">subelement =</span> <span class="fu">list</span>(<span class="fu">c</span>(<span class="st">"groups"</span>, <span class="dv">2</span>), <span class="fu">c</span>(<span class="st">"followup"</span>, <span class="dv">2</span>), <span class="fu">c</span>(<span class="st">"analysis"</span>, <span class="dv">2</span>)), <span class="at">x =</span> <span class="fl">0.73</span>) <span class="sc">|></span></span>
<span id="cb2-27"><a href="#cb2-27" tabindex="-1"></a> <span class="fu">phaseLabel</span>(<span class="st">"groups"</span>, <span class="st">"Allocation"</span>, <span class="at">box_gp =</span> head_gp) <span class="sc">|></span></span>
<span id="cb2-28"><a href="#cb2-28" tabindex="-1"></a> <span class="fu">phaseLabel</span>(<span class="st">"followup"</span>, <span class="st">"Follow-up"</span>, <span class="at">box_gp =</span> head_gp) <span class="sc">|></span></span>
<span id="cb2-29"><a href="#cb2-29" tabindex="-1"></a> <span class="fu">phaseLabel</span>(<span class="st">"analysis"</span>, <span class="st">"Analysis"</span>, <span class="at">box_gp =</span> head_gp) <span class="sc">|></span></span>
<span id="cb2-30"><a href="#cb2-30" tabindex="-1"></a> <span class="fu">connect</span>(<span class="st">"rando"</span>, <span class="st">"groups"</span>, <span class="at">type =</span> <span class="st">"N"</span>, <span class="at">lty_gp =</span> con_gp, <span class="at">arrow_size =</span> <span class="dv">3</span>, <span class="at">smooth =</span> <span class="cn">TRUE</span>) <span class="sc">|></span></span>
<span id="cb2-31"><a href="#cb2-31" tabindex="-1"></a> <span class="fu">connect</span>(<span class="st">"groups"</span>, <span class="st">"followup"</span>, <span class="at">type =</span> <span class="st">"v"</span>, <span class="at">lty_gp =</span> con_gp, <span class="at">arrow_size =</span> <span class="dv">3</span>) <span class="sc">|></span></span>
<span id="cb2-32"><a href="#cb2-32" tabindex="-1"></a> <span class="fu">connect</span>(<span class="st">"followup"</span>, <span class="st">"analysis"</span>, <span class="at">type =</span> <span class="st">"v"</span>, <span class="at">lty_gp =</span> con_gp, <span class="at">arrow_size =</span> <span class="dv">3</span>)</span></code></pre></div>
<img src="data:image/png;base64,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" alt width="100%" />
<p>See <code>vignette("Grid-based_flowcharts", package = "Gmisc")</code>
for the full API.</p>
<h2 id="descriptive-table-1">Descriptive “Table 1”</h2>
<p><code>getDescriptionStatsBy()</code> summarises variables split by a
grouping column. It is often used with <code>mergeDesc()</code> to group
related variables into sections, and pipes straight into
<code>htmlTable()</code> for a publication-ready table.</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span>
<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a><span class="fu">library</span>(Gmisc)</span>
<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a></span>
<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a><span class="co"># A custom wrapper to keep statistics and formatting consistent</span></span>
<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a><span class="co"># (e.g., same digits, p-values, and header count)</span></span>
<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a>get_stats <span class="ot"><-</span> <span class="cf">function</span>(data, ...) {</span>
<span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a> res <span class="ot"><-</span> data <span class="sc">|></span></span>
<span id="cb3-8"><a href="#cb3-8" tabindex="-1"></a> <span class="fu">getDescriptionStatsBy</span>(...,</span>
<span id="cb3-9"><a href="#cb3-9" tabindex="-1"></a> <span class="at">by =</span> am,</span>
<span id="cb3-10"><a href="#cb3-10" tabindex="-1"></a> <span class="at">statistics =</span> <span class="cn">TRUE</span>,</span>
<span id="cb3-11"><a href="#cb3-11" tabindex="-1"></a> <span class="at">digits =</span> <span class="dv">1</span>,</span>
<span id="cb3-12"><a href="#cb3-12" tabindex="-1"></a> <span class="at">header_count =</span> <span class="cn">TRUE</span>)</span>
<span id="cb3-13"><a href="#cb3-13" tabindex="-1"></a> <span class="cf">if</span> (<span class="fu">is.list</span>(res)) {</span>
<span id="cb3-14"><a href="#cb3-14" tabindex="-1"></a> <span class="fu">return</span>(<span class="fu">do.call</span>(rbind, res))</span>
<span id="cb3-15"><a href="#cb3-15" tabindex="-1"></a> }</span>
<span id="cb3-16"><a href="#cb3-16" tabindex="-1"></a> <span class="fu">return</span>(res)</span>
<span id="cb3-17"><a href="#cb3-17" tabindex="-1"></a>}</span>
<span id="cb3-18"><a href="#cb3-18" tabindex="-1"></a></span>
<span id="cb3-19"><a href="#cb3-19" tabindex="-1"></a>mtcars_prep <span class="ot"><-</span> mtcars <span class="sc">|></span></span>
<span id="cb3-20"><a href="#cb3-20" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">am =</span> <span class="fu">factor</span>(am, <span class="at">labels =</span> <span class="fu">c</span>(<span class="st">"Automatic"</span>, <span class="st">"Manual"</span>)),</span>
<span id="cb3-21"><a href="#cb3-21" tabindex="-1"></a> <span class="at">gear =</span> <span class="fu">factor</span>(gear),</span>
<span id="cb3-22"><a href="#cb3-22" tabindex="-1"></a> <span class="at">cyl =</span> <span class="fu">factor</span>(cyl)) <span class="sc">|></span></span>
<span id="cb3-23"><a href="#cb3-23" tabindex="-1"></a> <span class="fu">set_column_labels</span>(<span class="at">mpg =</span> <span class="st">"Gas"</span>,</span>
<span id="cb3-24"><a href="#cb3-24" tabindex="-1"></a> <span class="at">wt =</span> <span class="st">"Weight"</span>,</span>
<span id="cb3-25"><a href="#cb3-25" tabindex="-1"></a> <span class="at">hp =</span> <span class="st">"Horsepower"</span>,</span>
<span id="cb3-26"><a href="#cb3-26" tabindex="-1"></a> <span class="at">cyl =</span> <span class="st">"Cylinders"</span>,</span>
<span id="cb3-27"><a href="#cb3-27" tabindex="-1"></a> <span class="at">gear =</span> <span class="st">"Gears"</span>) <span class="sc">|></span></span>
<span id="cb3-28"><a href="#cb3-28" tabindex="-1"></a> <span class="fu">set_column_units</span>(<span class="at">mpg =</span> <span class="st">"Miles/gallon"</span>,</span>
<span id="cb3-29"><a href="#cb3-29" tabindex="-1"></a> <span class="at">wt =</span> <span class="st">"10<sup>3</sup> lbs"</span>,</span>
<span id="cb3-30"><a href="#cb3-30" tabindex="-1"></a> <span class="at">hp =</span> <span class="st">"hp"</span>)</span>
<span id="cb3-31"><a href="#cb3-31" tabindex="-1"></a></span>
<span id="cb3-32"><a href="#cb3-32" tabindex="-1"></a><span class="co"># Group variables and merge them into a single table</span></span>
<span id="cb3-33"><a href="#cb3-33" tabindex="-1"></a><span class="fu">mergeDesc</span>(</span>
<span id="cb3-34"><a href="#cb3-34" tabindex="-1"></a> <span class="st">"Main"</span> <span class="ot">=</span> mtcars_prep <span class="sc">|></span> <span class="fu">get_stats</span>(mpg, wt),</span>
<span id="cb3-35"><a href="#cb3-35" tabindex="-1"></a> <span class="st">"Engine"</span> <span class="ot">=</span> mtcars_prep <span class="sc">|></span> <span class="fu">get_stats</span>(hp, cyl),</span>
<span id="cb3-36"><a href="#cb3-36" tabindex="-1"></a> <span class="st">"Transmission"</span> <span class="ot">=</span> mtcars_prep <span class="sc">|></span> <span class="fu">get_stats</span>(gear)</span>
<span id="cb3-37"><a href="#cb3-37" tabindex="-1"></a>) <span class="sc">|></span></span>
<span id="cb3-38"><a href="#cb3-38" tabindex="-1"></a> <span class="fu">htmlTable</span>(<span class="at">caption =</span> <span class="st">"Baseline characteristics by transmission"</span>,</span>
<span id="cb3-39"><a href="#cb3-39" tabindex="-1"></a> <span class="at">tfoot =</span> <span class="st">"&dagger; Statistics: Mean (SD) for continuous; n (%) for categorical"</span>)</span></code></pre></div>
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" alt width="70%" />
<p>See <code>vignette("Descriptives", package = "Gmisc")</code> for the
many formatting options.</p>
<h2 id="transition-plots">Transition plots</h2>
<p>The <code>Transition</code> class shows how observations move between
classes over time; a third dimension can be encoded as a colour split
within each box.</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="fu">set.seed</span>(<span class="dv">1</span>)</span>
<span id="cb4-2"><a href="#cb4-2" tabindex="-1"></a>n <span class="ot"><-</span> <span class="dv">100</span></span>
<span id="cb4-3"><a href="#cb4-3" tabindex="-1"></a>sex <span class="ot"><-</span> <span class="fu">sample</span>(<span class="fu">c</span>(<span class="st">"Male"</span>, <span class="st">"Female"</span>), n, <span class="at">replace =</span> <span class="cn">TRUE</span>)</span>
<span id="cb4-4"><a href="#cb4-4" tabindex="-1"></a>before <span class="ot"><-</span> <span class="fu">sample</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>, n, <span class="at">replace =</span> <span class="cn">TRUE</span>)</span>
<span id="cb4-5"><a href="#cb4-5" tabindex="-1"></a><span class="co"># Most cases improve one class, some stay, a few worsen</span></span>
<span id="cb4-6"><a href="#cb4-6" tabindex="-1"></a>after <span class="ot"><-</span> <span class="fu">pmin</span>(<span class="fu">pmax</span>(before <span class="sc">-</span> <span class="fu">sample</span>(<span class="fu">c</span>(<span class="sc">-</span><span class="dv">1</span>, <span class="dv">0</span>, <span class="dv">1</span>), n, <span class="at">replace =</span> <span class="cn">TRUE</span>, <span class="at">prob =</span> <span class="fu">c</span>(.<span class="dv">15</span>, .<span class="dv">35</span>, .<span class="dv">5</span>)), <span class="dv">1</span>), <span class="dv">3</span>)</span>
<span id="cb4-7"><a href="#cb4-7" tabindex="-1"></a></span>
<span id="cb4-8"><a href="#cb4-8" tabindex="-1"></a>lbl <span class="ot"><-</span> <span class="fu">c</span>(<span class="st">"A"</span>, <span class="st">"B"</span>, <span class="st">"C"</span>)</span>
<span id="cb4-9"><a href="#cb4-9" tabindex="-1"></a>tbl <span class="ot"><-</span> <span class="fu">table</span>(<span class="fu">factor</span>(before, <span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>, lbl), <span class="fu">factor</span>(after, <span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>, lbl), sex)</span>
<span id="cb4-10"><a href="#cb4-10" tabindex="-1"></a></span>
<span id="cb4-11"><a href="#cb4-11" tabindex="-1"></a>transitions <span class="ot"><-</span> <span class="fu">getRefClass</span>(<span class="st">"Transition"</span>)<span class="sc">$</span><span class="fu">new</span>(tbl, <span class="at">label =</span> <span class="fu">c</span>(<span class="st">"Before surgery"</span>, <span class="st">"1 year after"</span>))</span>
<span id="cb4-12"><a href="#cb4-12" tabindex="-1"></a>transitions<span class="sc">$</span>title <span class="ot"><-</span> <span class="st">"Charnley class before vs. after surgery"</span></span>
<span id="cb4-13"><a href="#cb4-13" tabindex="-1"></a>transitions<span class="sc">$</span>clr_bar <span class="ot"><-</span> <span class="st">"bottom"</span></span>
<span id="cb4-14"><a href="#cb4-14" tabindex="-1"></a>transitions<span class="sc">$</span><span class="fu">render</span>()</span></code></pre></div>
<img 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" alt width="70%" />
<p>See <code>vignette("Transition-class", package = "Gmisc")</code> for
customisation.</p>
<h2 id="learn-more">Learn more</h2>
<ul>
<li>Project page: <a href="https://gforge.se">https://gforge.se</a></li>
<li>Vignettes: <code>browseVignettes("Gmisc")</code></li>
<li>Bugs & feature requests: <a href="https://github.com/gforge/Gmisc/issues">https://github.com/gforge/Gmisc/issues</a></li>
</ul>
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