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AreaCodeR.html
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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
<meta charset="utf-8">
<meta name="generator" content="quarto-1.5.52">
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<title>AreaCodeR</title>
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<h2 id="toc-title">Table of contents</h2>
<ul>
<li><a href="#load-packages" id="toc-load-packages" class="nav-link active" data-scroll-target="#load-packages">1) Load Packages</a></li>
<li><a href="#proof-of-concept-peru" id="toc-proof-of-concept-peru" class="nav-link" data-scroll-target="#proof-of-concept-peru">2) Proof of Concept: Peru</a>
<ul class="collapse">
<li><a href="#get-telephone-data" id="toc-get-telephone-data" class="nav-link" data-scroll-target="#get-telephone-data">2-1: Get Telephone Data</a></li>
<li><a href="#get-regions-of-peru" id="toc-get-regions-of-peru" class="nav-link" data-scroll-target="#get-regions-of-peru">2-2: Get Regions of Peru</a></li>
<li><a href="#final-step-plot-peru" id="toc-final-step-plot-peru" class="nav-link" data-scroll-target="#final-step-plot-peru">2-3: Final Step – Plot Peru</a></li>
</ul></li>
<li><a href="#ukraine" id="toc-ukraine" class="nav-link" data-scroll-target="#ukraine">3) Ukraine</a>
<ul class="collapse">
<li><a href="#read-format-data" id="toc-read-format-data" class="nav-link" data-scroll-target="#read-format-data">3-1: Read + Format Data</a></li>
<li><a href="#get-regions" id="toc-get-regions" class="nav-link" data-scroll-target="#get-regions">3-2: Get Regions</a></li>
<li><a href="#plot-ukraine" id="toc-plot-ukraine" class="nav-link" data-scroll-target="#plot-ukraine">3-3: Plot Ukraine</a></li>
</ul></li>
</ul>
<div class="quarto-alternate-formats"><h2>Other Formats</h2><ul><li><a href="AreaCodeR.pdf"><i class="bi bi-file-pdf"></i>PDF</a></li></ul></div></nav>
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<main class="content" id="quarto-document-content">
<header id="title-block-header" class="quarto-title-block default">
<div class="quarto-title">
<h1 class="title">AreaCodeR</h1>
</div>
<div class="quarto-title-meta">
</div>
</header>
<section id="load-packages" class="level2">
<h2 class="anchored" data-anchor-id="load-packages">1) Load Packages</h2>
<ul>
<li><p>Leaflet allows for interactive maps, only in Simple Features (sf)</p></li>
<li><p>Choroplethr uses ggplot and data frames converted from shapefiles (sp)</p></li>
</ul>
<div class="cell">
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>pacman<span class="sc">::</span><span class="fu">p_load</span>(rvest, readr, tidyverse, magrittr, data.table)</span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a>pacman<span class="sc">::</span><span class="fu">p_load</span>(sf, rnaturalearth)</span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a>pacman<span class="sc">::</span><span class="fu">p_load</span>(choroplethr, choroplethrAdmin1)</span>
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a>pacman<span class="sc">::</span><span class="fu">p_load</span>(stringr, ggdark)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>countries <span class="ot"><-</span> <span class="fu">ne_countries</span>(<span class="at">returnclass =</span> <span class="st">"sf"</span>) <span class="sc">%>%</span> <span class="fu">st_transform</span>(<span class="dv">8857</span>) </span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="proof-of-concept-peru" class="level2">
<h2 class="anchored" data-anchor-id="proof-of-concept-peru">2) Proof of Concept: Peru</h2>
<p>Let’s start by making a telephone area code map of Peru.</p>
<section id="get-telephone-data" class="level3">
<h3 class="anchored" data-anchor-id="get-telephone-data">2-1: Get Telephone Data</h3>
<p>First, we need to pull the area code data from wikipedia:</p>
<section id="read-website-and-scrape-data" class="level4">
<h4 class="anchored" data-anchor-id="read-website-and-scrape-data">2-1-0: Read website and scrape data</h4>
<div class="cell">
<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>pe_site <span class="ot"><-</span> <span class="fu">read_html</span>(<span class="st">"https://en.wikipedia.org/wiki/Telephone_numbers_in_Peru"</span>)</span>
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a>pe_wp <span class="ot"><-</span> <span class="fu">html_elements</span>(pe_site, <span class="at">css =</span> <span class="st">" .wikitable"</span>)</span>
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a>wiki_table <span class="ot"><-</span> <span class="fu">html_table</span>(pe_wp)</span>
<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a>pe_df <span class="ot"><-</span> wiki_table[[<span class="dv">1</span>]]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="cleanformat-said-data" class="level4">
<h4 class="anchored" data-anchor-id="cleanformat-said-data">Clean/format said data</h4>
<p>Automating this in general seems difficult</p>
<div class="cell">
<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>pe_df <span class="sc">%<>%</span> <span class="fu">rbind</span>(<span class="fu">c</span>(<span class="dv">1</span>, <span class="st">"Callao"</span>))</span>
<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a>pe_df[<span class="dv">1</span>,<span class="dv">2</span>] <span class="ot"><-</span> <span class="st">"Lima"</span></span>
<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">nrow</span>(pe_df)) {</span>
<span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a> pe_df[i,<span class="dv">2</span>] <span class="ot"><-</span> <span class="fu">paste0</span>(<span class="st">"region de "</span>, <span class="fu">tolower</span>(pe_df[i,<span class="dv">2</span>])) </span>
<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a>}</span>
<span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a>pe_df[pe_df[,<span class="dv">2</span>]<span class="sc">==</span><span class="st">"region de moquegua"</span>,<span class="dv">2</span>] <span class="ot"><-</span> <span class="st">"departamento de moquegua"</span></span>
<span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a>pe_df <span class="sc">%<>%</span> <span class="fu">rbind</span>(<span class="fu">c</span>(<span class="dv">1</span>, <span class="st">"provincia de lima"</span>)) </span>
<span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a><span class="fu">names</span>(pe_df) <span class="sc">%<>%</span> <span class="fu">tolower</span>()</span>
<span id="cb4-9"><a href="#cb4-9" aria-hidden="true" tabindex="-1"></a><span class="fu">names</span>(pe_df)[<span class="fu">names</span>(pe_df) <span class="sc">==</span> <span class="st">"area code"</span>] <span class="ot"><-</span> <span class="st">"value"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
</section>
<section id="get-regions-of-peru" class="level3">
<h3 class="anchored" data-anchor-id="get-regions-of-peru">2-2: Get Regions of Peru</h3>
<div class="callout callout-style-default callout-note callout-titled">
<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-1-contents" aria-controls="callout-1" aria-expanded="false" aria-label="Toggle callout">
<div class="callout-icon-container">
<i class="callout-icon"></i>
</div>
<div class="callout-title-container flex-fill">
Aside
</div>
<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div>
</div>
<div id="callout-1" class="callout-1-contents callout-collapse collapse">
<div class="callout-body-container callout-body">
<p>The following gives an example choroplethr map for Peru:</p>
<div class="cell">
<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>peru_regions <span class="ot"><-</span> <span class="fu">get_admin1_regions</span>(<span class="st">"peru"</span>)</span>
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>peru_regions<span class="sc">$</span>value <span class="ot">=</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">nrow</span>(peru_regions)</span>
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="fu">admin1_choropleth</span>(<span class="st">"peru"</span>, peru_regions)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output-display">
<div>
<figure class="figure">
<p><img src="AreaCodeR_files/figure-html/chloro_ex-1.png" class="img-fluid figure-img" width="2100"></p>
</figure>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell">
<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>admin_pe <span class="ot"><-</span> <span class="fu">get_admin1_regions</span>(<span class="st">"peru"</span>)[,<span class="dv">2</span>]</span>
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a>admin_spots <span class="ot"><-</span> stringdist<span class="sc">::</span><span class="fu">amatch</span>(<span class="fu">unlist</span>(pe_df[,<span class="dv">2</span>]), admin_pe, <span class="at">maxDist =</span> <span class="st">"10"</span>)</span>
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a>pe_df[,<span class="dv">2</span>] <span class="ot"><-</span> admin_pe[admin_spots]</span>
<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a>pe_df <span class="ot"><-</span> <span class="fu">aggregate</span>(</span>
<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">cbind</span>(long, lat) <span class="sc">~</span> region, </span>
<span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a> <span class="at">data =</span> <span class="fu">get_admin1_map</span>(<span class="st">"peru"</span>),</span>
<span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a> <span class="at">FUN =</span> <span class="cf">function</span>(x) <span class="fu">mean</span>(<span class="fu">range</span>(x))</span>
<span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">%>%</span> </span>
<span id="cb6-11"><a href="#cb6-11" aria-hidden="true" tabindex="-1"></a> <span class="fu">merge</span>(., pe_df, <span class="at">by =</span> <span class="st">"region"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="final-step-plot-peru" class="level3">
<h3 class="anchored" data-anchor-id="final-step-plot-peru">2-3: Final Step – Plot Peru</h3>
<div class="cell">
<div class="sourceCode cell-code" id="cb7"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(</span>
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">get_admin1_map</span>(<span class="st">"peru"</span>),</span>
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">aes</span>(long, lat, <span class="at">color =</span> region)</span>
<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span> </span>
<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_path</span>(</span>
<span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">aes</span>(<span class="at">group =</span> group), </span>
<span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a> <span class="at">show.legend =</span> F</span>
<span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span>
<span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_label</span>(</span>
<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a> <span class="at">data =</span> pe_df, </span>
<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a> <span class="fu">aes</span>(long, lat, <span class="at">label =</span> value, <span class="at">color =</span> region), </span>
<span id="cb7-12"><a href="#cb7-12" aria-hidden="true" tabindex="-1"></a> <span class="at">show.legend =</span> F</span>
<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span>
<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a> ggdark<span class="sc">::</span><span class="fu">dark_theme_void</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stderr">
<pre><code>Inverted geom defaults of fill and color/colour.
To change them back, use invert_geom_defaults().</code></pre>
</div>
<div class="cell-output-display">
<div>
<figure class="figure">
<p><img src="AreaCodeR_files/figure-html/peru_map-1.png" class="img-fluid figure-img" width="2100"></p>
</figure>
</div>
</div>
</div>
</section>
</section>
<section id="ukraine" class="level2">
<h2 class="anchored" data-anchor-id="ukraine">3) Ukraine</h2>
<section id="read-format-data" class="level3">
<h3 class="anchored" data-anchor-id="read-format-data">3-1: Read + Format Data</h3>
<div class="cell">
<div class="sourceCode cell-code" id="cb9"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>ua_wiki <span class="ot"><-</span> <span class="fu">read_html</span>(</span>
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a> <span class="st">"https://en.wikipedia.org/wiki/List_of_dialling_codes_in_Ukraine"</span>)</span>
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a>ua_he <span class="ot"><-</span> <span class="fu">html_elements</span>(ua_wiki, <span class="at">css =</span> <span class="st">"h3 .mw-headline"</span>)</span>
<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a>ua_reg_edit <span class="ot"><-</span> <span class="fu">html_text2</span>(ua_he) </span>
<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a><span class="fu">Encoding</span>(<span class="st">"–"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>[1] "UTF-8"</code></pre>
</div>
<div class="sourceCode cell-code" id="cb11"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a>splits <span class="ot"><-</span> <span class="fu">str_split</span>(ua_reg_edit, <span class="st">" – "</span>, <span class="at">simplify =</span> T)</span>
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a>ua_df <span class="ot"><-</span> <span class="fu">data.frame</span>(<span class="at">region =</span> splits[,<span class="dv">2</span>], <span class="at">value =</span> splits[,<span class="dv">1</span>])</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="get-regions" class="level3">
<h3 class="anchored" data-anchor-id="get-regions">3-2: Get Regions</h3>
<div class="cell">
<div class="sourceCode cell-code" id="cb12"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="do">## In Ukraine, Level 1 admin regions are called "Oblasts"</span></span>
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a>admin_ua <span class="ot"><-</span> <span class="fu">get_admin1_regions</span>(<span class="st">"ukraine"</span>)[,<span class="dv">2</span>]</span>
<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a>admin_spots <span class="ot"><-</span> stringdist<span class="sc">::</span><span class="fu">amatch</span>(ua_df[,<span class="dv">1</span>], admin_ua, <span class="at">maxDist =</span> <span class="st">"8"</span>)</span>
<span id="cb12-5"><a href="#cb12-5" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb12-6"><a href="#cb12-6" aria-hidden="true" tabindex="-1"></a>ua_df[,<span class="dv">1</span>] <span class="ot"><-</span> admin_ua[admin_spots]</span>
<span id="cb12-7"><a href="#cb12-7" aria-hidden="true" tabindex="-1"></a>missing <span class="ot"><-</span> <span class="fu">setdiff</span>(admin_ua, ua_df[, <span class="dv">1</span>])</span>
<span id="cb12-8"><a href="#cb12-8" aria-hidden="true" tabindex="-1"></a>ua_df[<span class="fu">which</span>(ua_df[,<span class="dv">1</span>] <span class="sc">%>%</span> <span class="fu">is.na</span>()), <span class="dv">1</span>] <span class="ot"><-</span> missing</span>
<span id="cb12-9"><a href="#cb12-9" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb12-10"><a href="#cb12-10" aria-hidden="true" tabindex="-1"></a>ua_df <span class="ot"><-</span> <span class="fu">aggregate</span>(</span>
<span id="cb12-11"><a href="#cb12-11" aria-hidden="true" tabindex="-1"></a> <span class="fu">cbind</span>(long, lat) <span class="sc">~</span> region, </span>
<span id="cb12-12"><a href="#cb12-12" aria-hidden="true" tabindex="-1"></a> <span class="at">data =</span> <span class="fu">get_admin1_map</span>(<span class="st">"ukraine"</span>),</span>
<span id="cb12-13"><a href="#cb12-13" aria-hidden="true" tabindex="-1"></a> <span class="at">FUN =</span> <span class="cf">function</span>(x) <span class="fu">mean</span>(<span class="fu">range</span>(x))</span>
<span id="cb12-14"><a href="#cb12-14" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">%>%</span> </span>
<span id="cb12-15"><a href="#cb12-15" aria-hidden="true" tabindex="-1"></a> <span class="fu">merge</span>(ua_df, ., <span class="at">by =</span> <span class="st">"region"</span>)</span>
<span id="cb12-16"><a href="#cb12-16" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb12-17"><a href="#cb12-17" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb12-18"><a href="#cb12-18" aria-hidden="true" tabindex="-1"></a>ua_adjust <span class="ot"><-</span> <span class="cf">function</span>(val, <span class="at">lat_adj =</span> <span class="dv">0</span>, <span class="at">long_adj =</span> <span class="dv">0</span>) {</span>
<span id="cb12-19"><a href="#cb12-19" aria-hidden="true" tabindex="-1"></a> tmp <span class="ot"><-</span> <span class="fu">copy</span>(ua_df)</span>
<span id="cb12-20"><a href="#cb12-20" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> (lat_adj <span class="sc">!=</span> <span class="dv">0</span>) {</span>
<span id="cb12-21"><a href="#cb12-21" aria-hidden="true" tabindex="-1"></a> tmp[tmp<span class="sc">$</span>value <span class="sc">==</span> val,]<span class="sc">$</span>lat <span class="sc">%<>%</span> <span class="fu">sum</span>(lat_adj)</span>
<span id="cb12-22"><a href="#cb12-22" aria-hidden="true" tabindex="-1"></a> }</span>
<span id="cb12-23"><a href="#cb12-23" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span> (long_adj <span class="sc">!=</span> <span class="dv">0</span> ) {</span>
<span id="cb12-24"><a href="#cb12-24" aria-hidden="true" tabindex="-1"></a> tmp[tmp<span class="sc">$</span>value <span class="sc">==</span> val,]<span class="sc">$</span>long <span class="sc">%<>%</span> <span class="fu">sum</span>(long_adj)</span>
<span id="cb12-25"><a href="#cb12-25" aria-hidden="true" tabindex="-1"></a> }</span>
<span id="cb12-26"><a href="#cb12-26" aria-hidden="true" tabindex="-1"></a> <span class="fu">return</span>(tmp)</span>
<span id="cb12-27"><a href="#cb12-27" aria-hidden="true" tabindex="-1"></a>}</span>
<span id="cb12-28"><a href="#cb12-28" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb12-29"><a href="#cb12-29" aria-hidden="true" tabindex="-1"></a>ua_df <span class="ot"><-</span> <span class="fu">ua_adjust</span>(<span class="dv">48</span>, <span class="at">long_adj =</span> <span class="fl">0.5</span>, <span class="at">lat_adj =</span> <span class="fl">0.25</span>)</span>
<span id="cb12-30"><a href="#cb12-30" aria-hidden="true" tabindex="-1"></a>ua_df <span class="ot"><-</span> <span class="fu">ua_adjust</span>(<span class="dv">45</span>, <span class="at">long_adj =</span> <span class="sc">-</span><span class="fl">0.1</span>, <span class="at">lat_adj =</span> <span class="fl">0.1</span>)</span>
<span id="cb12-31"><a href="#cb12-31" aria-hidden="true" tabindex="-1"></a>ua_df <span class="ot"><-</span> <span class="fu">ua_adjust</span>(<span class="dv">44</span>, <span class="at">lat_adj =</span> <span class="sc">-</span><span class="fl">0.25</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="plot-ukraine" class="level3">
<h3 class="anchored" data-anchor-id="plot-ukraine">3-3: Plot Ukraine</h3>
<div class="cell">
<div class="sourceCode cell-code" id="cb13"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(<span class="fu">get_admin1_map</span>(<span class="st">"ukraine"</span>), <span class="fu">aes</span>(long, lat, <span class="at">color=</span>region)) <span class="sc">+</span> </span>
<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_path</span>(<span class="fu">aes</span>(<span class="at">group=</span>group), <span class="at">show.legend =</span> F) <span class="sc">+</span></span>
<span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_label</span>(<span class="at">data=</span>ua_df, <span class="fu">aes</span>(long, lat, <span class="at">label=</span>value, <span class="at">color=</span>region), <span class="at">show.legend =</span> F) <span class="sc">+</span></span>
<span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a> ggdark<span class="sc">::</span><span class="fu">dark_theme_void</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output-display">
<div>
<figure class="figure">
<p><img src="AreaCodeR_files/figure-html/ukraine_map-1.png" class="img-fluid figure-img" width="2100"></p>
</figure>
</div>
</div>
</div>
</section>
</section>
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throttle(() => {
elRect = undefined;
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selectCodeLines(selectedAnnoteEl);
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}, 10)
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let timer;
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fn.apply(this, args);
throttle = true;
} else { // all the others get throttled
if(timer) clearTimeout(timer); // cancel #2
timer = setTimeout(() => {
fn.apply(this, args);
timer = throttle = false;
}, ms);
}
};
}
// Attach click handler to the DT
const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
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const clickedEl = event.target;
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unselectCodeLines();
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const cites = parentEl.dataset.cites;
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el,
cites: cites.split(' ')
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return undefined;
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};
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citeInfo.cites.forEach(function(cite) {
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return popup.innerHTML;
});
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}
});
</script>
</div> <!-- /content -->
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