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README.html
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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" />
<meta name="viewport" content="width=device-width, initial-scale=1">
<link 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<!-- README.md is generated from README.Rmd. Please edit that file -->
<h1 id="cividis">cividis</h1>
<p><a href="https://travis-ci.org/marcosci/cividis"><img src="data:image/svg+xml;base64,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" alt="Build Status" /></a> <a href="https://codecov.io/gh/marcosci/cividis"><img src="data:image/svg+xml;base64,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" alt="codecov" /></a></p>
<p>Jamie R. Nuñez, Christopher R. Anderton, and Ryan S. Renslow recently <a href="https://arxiv.org/ftp/arxiv/papers/1712/1712.01662.pdf">introduced optimized color maps</a> for the scientific community. This so-called "cividis" colormap is generated by optimizing the <a href="https://bids.github.io/colormap/">"viridis" colormap</a> and is optimal for viewing by those with or without color vision deficiency (CVD), a different visual perception of colors that affects 8.5% of the human population. It is designed to be perfectly perceptually-uniform, both in regular form and also when converted to black-and-white, and can be perceived by readers with all forms of color blindness. The cividis colormap was developed as a <a href="https://github.com/pnnl/cmaputil">Python module called "cmaputil"</a>.</p>
<p>Because of the high interest of the scientific community in R, we make this new colormap available for R!</p>
<p>This is how it looks like:</p>
<p><img src="data:image/png;base64,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" /></p>
<p>... and like this in action (coloring neutral landscape models from <a href="https://github.com/marcosci/NLMR">NLMR</a>):</p>
<p><img src="data:image/png;base64,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" style="display: block; margin: auto;" /></p>
<h2 id="installation">Installation</h2>
<p>To install the developmental version of <code>cividis</code>, use the following R code:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># install.packages("devtools")</span>
devtools<span class="op">::</span><span class="kw">install_github</span>(<span class="st">"marcosci/cividis"</span>)</code></pre></div>
<h2 id="example">Example</h2>
<p>This is a basic example which shows you how to solve a common problem:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">## basic example code
<span class="co"># load packages</span>
<span class="kw">library</span>(NLMR)
<span class="kw">library</span>(rasterVis)
<span class="kw">library</span>(cividis)
<span class="co"># simulate NLM</span>
x <-<span class="st"> </span><span class="kw">nlm_random</span>(<span class="dt">ncol =</span> <span class="dv">100</span>,
<span class="dt">nrow =</span> <span class="dv">100</span>)
<span class="co"># plot it</span>
<span class="kw">gplot</span>(x) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_tile</span>(<span class="kw">aes</span>(<span class="dt">fill =</span> value)) <span class="op">+</span>
<span class="st"> </span><span class="kw">labs</span>(<span class="dt">x =</span> <span class="st">"Easting"</span>,
<span class="dt">y =</span> <span class="st">"Northing"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">theme_nlm</span>() <span class="op">+</span>
<span class="st"> </span><span class="kw">scale_fill_cividis</span>(
<span class="dt">na.value =</span> <span class="st">"transparent"</span>,
<span class="dt">name =</span> <span class="st">""</span>,
<span class="dt">guide =</span> ggplot2<span class="op">::</span><span class="kw">guide_colorbar</span>(
<span class="dt">barheight =</span> ggplot2<span class="op">::</span><span class="kw">unit</span>(<span class="dv">40</span>, <span class="dt">units =</span> <span class="st">"mm"</span>),
<span class="dt">barwidth =</span> ggplot2<span class="op">::</span><span class="kw">unit</span>(<span class="dv">1</span>, <span class="dt">units =</span> <span class="st">"mm"</span>),
<span class="dt">draw.ulim =</span> <span class="ot">FALSE</span>,
<span class="dt">title.hjust =</span> <span class="fl">0.5</span>,
<span class="dt">title.vjust =</span> <span class="fl">1.5</span>,
<span class="dt">label.hjust =</span> <span class="fl">0.5</span>
)) -><span class="st"> </span>p1
<span class="co">#> Scale for 'fill' is already present. Adding another scale for 'fill',</span>
<span class="co">#> which will replace the existing scale.</span></code></pre></div>
<h2 id="maintainers">Maintainer(s)</h2>
<p>Marco Sciaini - [@msciain](<a href="https://twitter.com/msciain" class="uri">https://twitter.com/msciain</a>) - <a href="mailto:[email protected]">[email protected]</a></p>
<h2 id="authors">Author(s)</h2>
<p>Marco Sciaini - [@msciain](<a href="https://twitter.com/msciain" class="uri">https://twitter.com/msciain</a>) - <a href="mailto:[email protected]">[email protected]</a><br />
Cédric Scherer - [@CedScherer](<a href="https://twitter.com/CedScherer" class="uri">https://twitter.com/CedScherer</a>) - <a href="mailto:[email protected]">[email protected]</a></p>
<h2 id="references">References</h2>
<p>The colormap in the <code>cividis</code> package was <a href="https://github.com/pnnl/cmaputil">created</a> and <a href="https://arxiv.org/ftp/arxiv/papers/1712/1712.01662.pdf">published</a> by Jamie R. Nuñez ([@jamienunez](<a href="https://github.com/jamienunez" class="uri">https://github.com/jamienunez</a>)) and colleagues.</p>
<p>The package is mainly a cheeky copy of the beautiful <a href="https://github.com/sjmgarnier/viridis"><code>viridis</code> package for R</a> that was created by <a href="https://twitter.com/sjmgarnier">Simon Garnier</a>, <a href="https://twitter.com/noamross">Noam Ross</a>, and <a href="https://twitter.com/hrbrmstr">Bob Rudis</a>.</p>
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