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<!DOCTYPE html>
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<title>How to Make a Thousand Plots Look Good: Data Viz Tips for Parameterized Reporting</title>
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<div class="slides">
<section id="title-slide" data-background-image="assets/rru-hex-bg-gradient-dark.svg" data-background-size="cover" class="quarto-title-block center">
<h1 class="title">How to Make a Thousand Plots Look Good: Data Viz Tips for Parameterized Reporting</h1>
<div class="quarto-title-authors">
</div>
</section>
<section>
<section id="follow-along" class="title-slide slide level1 center-slide center">
<h1>Follow Along!</h1>
<img data-src="assets/qrcode.svg" class="r-stretch"><p>https://rfor.us/cascadia2024</p>
<aside class="notes">
<ul>
<li>Who I am</li>
<li>Who R for the Rest of Us is</li>
</ul>
<style type="text/css">
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</section>
<section class="slide level2 center">
<img data-src="assets/obtn-overview.png" class="r-stretch"></section>
<section class="slide level2 center">
<img data-src="assets/psc-overview.png" class="r-stretch"></section>
<section class="slide level2 center">
<img data-src="assets/ia2030-overview.png" class="r-stretch"></section>
<section class="slide level2 center">
<img data-src="assets/cwp-overview.png" class="r-stretch"><aside class="notes">
<ul>
<li>Giving a talk on report design at posit::conf</li>
<li>If you’re interested in parameterized reporting, chat with Jadey</li>
</ul>
<style type="text/css">
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</section></section>
<section id="data-viz-tips-for-parameterized-reporting" class="title-slide slide level1 inverse center" data-background-image="assets/pencils.jpg">
<h1>Data Viz Tips for Parameterized Reporting</h1>
</section>
<section id="there-is-no-magic-package" class="title-slide slide level1 inverse center" data-background-image="assets/magic-package.jpg">
<h1>There is No Magic Package</h1>
<aside class="notes">
<p>There are packages to help with all of this, but nothing that can help you avoid thinking deeply about your data</p>
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</section>
<section>
<section id="consider-the-outer-limits-of-your-data" class="title-slide slide level1 inverse center" data-background-image="assets/outer-limits.jpg">
<h1>Consider the Outer Limits of Your Data</h1>
</section>
<section class="slide level2 center">
<img data-src="assets/obtn-multnomah-median-income.png" class="r-stretch"></section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href=""></a>median_income</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># A tibble: 37 × 3
geography amount amount_formatted
<chr> <dbl> <chr>
1 Oregon 76632 $76,632
2 Baker 51657 $51,657
3 Benton 72882 $72,882
4 Clackamas 95740 $95,740
5 Clatsop 68025 $68,025
6 Columbia 83265 $83,265
7 Coos 57563 $57,563
8 Crook 74969 $74,969
9 Curry 64300 $64,300
10 Deschutes 82042 $82,042
# ℹ 27 more rows</code></pre>
</div>
</div>
<div class="fragment">
<div class="cell">
<div class="sourceCode cell-code" id="cb3" data-code-line-numbers="3"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href=""></a>median_income_plot <span class="ot"><-</span> <span class="cf">function</span>(county_to_plot) {</span>
<span id="cb3-2"><a href=""></a> median_income <span class="sc">|></span></span>
<span id="cb3-3"><a href=""></a> <span class="fu">filter</span>(geography <span class="sc">%in%</span> <span class="fu">c</span>(county_to_plot, <span class="st">"Oregon"</span>)) <span class="sc">|></span></span>
<span id="cb3-4"><a href=""></a> <span class="fu">ggplot</span>(</span>
<span id="cb3-5"><a href=""></a> <span class="fu">aes</span>(</span>
<span id="cb3-6"><a href=""></a> <span class="at">x =</span> amount,</span>
<span id="cb3-7"><a href=""></a> <span class="at">y =</span> geography,</span>
<span id="cb3-8"><a href=""></a> <span class="at">label =</span> amount_formatted,</span>
<span id="cb3-9"><a href=""></a> <span class="at">fill =</span> geography</span>
<span id="cb3-10"><a href=""></a> )</span>
<span id="cb3-11"><a href=""></a> ) <span class="sc">+</span></span>
<span id="cb3-12"><a href=""></a> <span class="fu">geom_col</span>() <span class="sc">+</span></span>
<span id="cb3-13"><a href=""></a> ...</span>
<span id="cb3-14"><a href=""></a>}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb4-1"><a href=""></a><span class="fu">median_income_plot</span>(<span class="at">county_to_plot =</span> <span class="st">"Jackson"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
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</div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
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</figure>
</div>
</div>
</div>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-10-1.png" style="width:100.0%"></p>
</figure>
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</div>
</div>
</div>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
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</div>
</div>
</div>
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<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb5" data-code-line-numbers="1|2|3-6|7"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb5-1"><a href=""></a>max_median_income <span class="ot"><-</span></span>
<span id="cb5-2"><a href=""></a> median_income <span class="sc">|></span></span>
<span id="cb5-3"><a href=""></a> <span class="fu">slice_max</span>(</span>
<span id="cb5-4"><a href=""></a> <span class="at">order_by =</span> amount,</span>
<span id="cb5-5"><a href=""></a> <span class="at">n =</span> <span class="dv">1</span></span>
<span id="cb5-6"><a href=""></a> ) <span class="sc">|></span></span>
<span id="cb5-7"><a href=""></a> <span class="fu">pull</span>(amount)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="fragment">
<div class="cell">
<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb6-1"><a href=""></a>max_median_income</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] 100121</code></pre>
</div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb8" data-code-line-numbers="2-4"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb8-1"><a href=""></a><span class="fu">median_income_plot</span>(<span class="at">county_to_plot =</span> <span class="st">"Jackson"</span>) <span class="sc">+</span></span>
<span id="cb8-2"><a href=""></a> <span class="fu">scale_x_continuous</span>(</span>
<span id="cb8-3"><a href=""></a> <span class="at">limits =</span> <span class="fu">c</span>(<span class="dv">0</span>, max_median_income)</span>
<span id="cb8-4"><a href=""></a> )</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-15-1.png" style="width:100.0%"></p>
</figure>
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</div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-16-1.png" style="width:100.0%"></p>
</figure>
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</div>
</div>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-17-1.png" style="width:100.0%"></p>
</figure>
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<div class="fragment">
<div class="cell">
<div class="cell-output-display">
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<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-18-1.png" style="width:100.0%"></p>
</figure>
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</div>
</div>
</div>
</section></section>
<section>
<section id="minimize-text-and-position-it-carefully" class="title-slide slide level1 inverse center" data-background-image="assets/erase-text.jpg">
<h1>Minimize Text and Position it Carefully</h1>
<aside class="notes">
<p>Text WILL overlap so think proactively about how to avoid it</p>
<style type="text/css">
span.MJX_Assistive_MathML {
position:absolute!important;
clip: rect(1px, 1px, 1px, 1px);
padding: 1px 0 0 0!important;
border: 0!important;
height: 1px!important;
width: 1px!important;
overflow: hidden!important;
display:block!important;
}</style></aside>
</section>
<section id="dont-try-to-label-everything" class="slide level2 inverse center" data-background-image="assets/label.jpg">
<h2>Don’t Try to Label Everything</h2>
</section>
<section class="slide level2 center">
<img data-src="assets/psc-population-projection.png" class="r-stretch"></section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb9"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb9-1"><a href=""></a>population_projection <span class="sc">|></span></span>
<span id="cb9-2"><a href=""></a> <span class="fu">filter</span>(location <span class="sc">==</span> <span class="st">"Hartford"</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># A tibble: 10 × 5
location year age_group pct pct_formatted
<chr> <chr> <fct> <dbl> <chr>
1 Hartford 2020 0-4 0.0725 7%
2 Hartford 2020 5-19 0.210 21%
3 Hartford 2020 20-39 0.336 34%
4 Hartford 2020 40-64 0.287 29%
5 Hartford 2020 65+ 0.0945 9%
6 Hartford 2040 0-4 0.0600 6%
7 Hartford 2040 5-19 0.200 20%
8 Hartford 2040 20-39 0.310 31%
9 Hartford 2040 40-64 0.330 33%
10 Hartford 2040 65+ 0.0993 10% </code></pre>
</div>
</div>
<div class="fragment">
<div class="cell">
<div class="sourceCode cell-code" id="cb11" data-code-line-numbers="3"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb11-1"><a href=""></a>population_projection_plot <span class="ot"><-</span> <span class="cf">function</span>(town_to_plot, county_to_plot) {</span>
<span id="cb11-2"><a href=""></a> population_projection <span class="sc">|></span></span>
<span id="cb11-3"><a href=""></a> <span class="fu">filter</span>(location <span class="sc">%in%</span> <span class="fu">c</span>(town_to_plot, county_to_plot, <span class="st">"Connecticut"</span>)) <span class="sc">|></span></span>
<span id="cb11-4"><a href=""></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(</span>
<span id="cb11-5"><a href=""></a> <span class="at">x =</span> year,</span>
<span id="cb11-6"><a href=""></a> <span class="at">y =</span> pct,</span>
<span id="cb11-7"><a href=""></a> <span class="at">color =</span> location,</span>
<span id="cb11-8"><a href=""></a> <span class="at">group =</span> location</span>
<span id="cb11-9"><a href=""></a> )) <span class="sc">+</span></span>
<span id="cb11-10"><a href=""></a> <span class="fu">geom_point</span>() <span class="sc">+</span></span>
<span id="cb11-11"><a href=""></a> <span class="fu">geom_line</span>() <span class="sc">+</span></span>
<span id="cb11-12"><a href=""></a> ...</span>
<span id="cb11-13"><a href=""></a>}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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</div>
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<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb12"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb12-1"><a href=""></a><span class="fu">population_projection_plot</span>(</span>
<span id="cb12-2"><a href=""></a> <span class="at">town_to_plot =</span> <span class="st">"Hartford"</span>,</span>
<span id="cb12-3"><a href=""></a> <span class="at">county_to_plot =</span> <span class="st">"Hartford County"</span></span>
<span id="cb12-4"><a href=""></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-25-1.png" style="width:100.0%"></p>
</figure>
</div>
</div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb13" data-code-line-numbers="5-9"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb13-1"><a href=""></a><span class="fu">population_projection_plot</span>(</span>
<span id="cb13-2"><a href=""></a> <span class="at">town_to_plot =</span> <span class="st">"Hartford"</span>,</span>
<span id="cb13-3"><a href=""></a> <span class="at">county_to_plot =</span> <span class="st">"Hartford County"</span></span>
<span id="cb13-4"><a href=""></a>) <span class="sc">+</span></span>
<span id="cb13-5"><a href=""></a> <span class="fu">geom_text</span>(</span>
<span id="cb13-6"><a href=""></a> <span class="fu">aes</span>(</span>
<span id="cb13-7"><a href=""></a> <span class="at">label =</span> pct_formatted</span>
<span id="cb13-8"><a href=""></a> )</span>
<span id="cb13-9"><a href=""></a> )</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-27-1.png" style="width:100.0%"></p>
</figure>
</div>
</div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb14" data-code-line-numbers="1,7-10"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb14-1"><a href=""></a><span class="fu">library</span>(ggrepel)</span>
<span id="cb14-2"><a href=""></a></span>
<span id="cb14-3"><a href=""></a><span class="fu">population_projection_plot</span>(</span>
<span id="cb14-4"><a href=""></a> <span class="at">town_to_plot =</span> <span class="st">"Hartford"</span>,</span>
<span id="cb14-5"><a href=""></a> <span class="at">county_to_plot =</span> <span class="st">"Hartford County"</span></span>
<span id="cb14-6"><a href=""></a>) <span class="sc">+</span></span>
<span id="cb14-7"><a href=""></a> <span class="fu">geom_text_repel</span>(</span>
<span id="cb14-8"><a href=""></a> <span class="fu">aes</span>(</span>
<span id="cb14-9"><a href=""></a> <span class="at">label =</span> pct_formatted</span>
<span id="cb14-10"><a href=""></a> )</span>
<span id="cb14-11"><a href=""></a> )</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-29-1.png" style="width:100.0%"></p>
</figure>
</div>
</div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb15" data-code-line-numbers="6|7"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb15-1"><a href=""></a><span class="fu">population_projection_plot</span>(</span>
<span id="cb15-2"><a href=""></a> <span class="at">town_to_plot =</span> <span class="st">"Hartford"</span>,</span>
<span id="cb15-3"><a href=""></a> <span class="at">county_to_plot =</span> <span class="st">"Hartford County"</span></span>
<span id="cb15-4"><a href=""></a>) <span class="sc">+</span></span>
<span id="cb15-5"><a href=""></a> <span class="fu">geom_text</span>(</span>
<span id="cb15-6"><a href=""></a> <span class="at">data =</span> population_projection <span class="sc">|></span> <span class="fu">filter</span>(location <span class="sc">==</span> <span class="st">"Hartford"</span>),</span>
<span id="cb15-7"><a href=""></a> <span class="at">nudge_y =</span> <span class="fl">0.03</span>,</span>
<span id="cb15-8"><a href=""></a> <span class="fu">aes</span>(</span>
<span id="cb15-9"><a href=""></a> <span class="at">label =</span> pct_formatted</span>
<span id="cb15-10"><a href=""></a> )</span>
<span id="cb15-11"><a href=""></a> )</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-31-1.png" style="width:100.0%"></p>
</figure>
</div>
</div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb16" data-code-line-numbers="6"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb16-1"><a href=""></a><span class="fu">population_projection_plot</span>(</span>
<span id="cb16-2"><a href=""></a> <span class="at">town_to_plot =</span> <span class="st">"Stamford"</span>,</span>
<span id="cb16-3"><a href=""></a> <span class="at">county_to_plot =</span> <span class="st">"Fairfield County"</span></span>
<span id="cb16-4"><a href=""></a>) <span class="sc">+</span></span>
<span id="cb16-5"><a href=""></a> <span class="fu">geom_text</span>(</span>
<span id="cb16-6"><a href=""></a> <span class="at">data =</span> population_projection <span class="sc">|></span> <span class="fu">filter</span>(location <span class="sc">==</span> <span class="st">"Stamford"</span>),</span>
<span id="cb16-7"><a href=""></a> <span class="at">nudge_y =</span> <span class="fl">0.03</span>,</span>
<span id="cb16-8"><a href=""></a> <span class="fu">aes</span>(</span>
<span id="cb16-9"><a href=""></a> <span class="at">label =</span> pct_formatted</span>
<span id="cb16-10"><a href=""></a> )</span>
<span id="cb16-11"><a href=""></a> )</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-33-1.png" style="width:100.0%"></p>
</figure>
</div>
</div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb17" data-code-line-numbers="1,7,9"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb17-1"><a href=""></a><span class="fu">library</span>(shadowtext)</span>
<span id="cb17-2"><a href=""></a></span>
<span id="cb17-3"><a href=""></a><span class="fu">population_projection_plot</span>(</span>
<span id="cb17-4"><a href=""></a> <span class="at">town_to_plot =</span> <span class="st">"Stamford"</span>,</span>
<span id="cb17-5"><a href=""></a> <span class="at">county_to_plot =</span> <span class="st">"Fairfield County"</span></span>
<span id="cb17-6"><a href=""></a>) <span class="sc">+</span></span>
<span id="cb17-7"><a href=""></a> <span class="fu">geom_shadowtext</span>(</span>
<span id="cb17-8"><a href=""></a> <span class="at">data =</span> population_projection <span class="sc">|></span> <span class="fu">filter</span>(location <span class="sc">==</span> <span class="st">"Stamford"</span>),</span>
<span id="cb17-9"><a href=""></a> <span class="at">bg.color =</span> <span class="st">"white"</span>,</span>
<span id="cb17-10"><a href=""></a> <span class="at">nudge_y =</span> <span class="fl">0.03</span>,</span>
<span id="cb17-11"><a href=""></a> <span class="fu">aes</span>(</span>
<span id="cb17-12"><a href=""></a> <span class="at">label =</span> pct_formatted</span>
<span id="cb17-13"><a href=""></a> )</span>
<span id="cb17-14"><a href=""></a> )</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-36-1.png" style="width:100.0%"></p>
</figure>
</div>
</div>
</div>
</div>
</section>
<section id="hide-small-values" class="slide level2 inverse center" data-background-image="assets/small-numbers.jpg">
<h2>Hide Small Values</h2>
</section>
<section class="slide level2 center">
<img data-src="assets/psc-housing-cost-burden.png" class="r-stretch"></section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb18"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb18-1"><a href=""></a>housing_cost_burden </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># A tibble: 694 × 4
location burden_level pct pct_formatted
<fct> <fct> <dbl> <chr>
1 Bethel Not burdened 0.381 38%
2 Bethel Moderate burden 0.352 35%
3 Bethel Severe burden 0.229 23%
4 Bethel Not computed 0.0385 4%
5 Bridgeport Not burdened 0.358 36%
6 Bridgeport Moderate burden 0.260 26%
7 Bridgeport Severe burden 0.332 33%
8 Bridgeport Not computed 0.0494 5%
9 Brookfield Not burdened 0.501 50%
10 Brookfield Moderate burden 0.228 23%
# ℹ 684 more rows</code></pre>
</div>
</div>
<div class="fragment">
<div class="cell">
<div class="sourceCode cell-code" id="cb20" data-code-line-numbers="3"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb20-1"><a href=""></a>housing_cost_burden_plot <span class="ot"><-</span> <span class="cf">function</span>(town_to_plot, county_to_plot) {</span>
<span id="cb20-2"><a href=""></a> housing_cost_burden <span class="sc">|></span></span>
<span id="cb20-3"><a href=""></a> <span class="fu">filter</span>(location <span class="sc">%in%</span> <span class="fu">c</span>(town_to_plot, county_to_plot, <span class="st">"Connecticut"</span>)) <span class="sc">|></span></span>
<span id="cb20-4"><a href=""></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(</span>
<span id="cb20-5"><a href=""></a> <span class="at">x =</span> pct,</span>
<span id="cb20-6"><a href=""></a> <span class="at">y =</span> location,</span>
<span id="cb20-7"><a href=""></a> <span class="at">fill =</span> burden_level,</span>
<span id="cb20-8"><a href=""></a> <span class="at">label =</span> pct_formatted</span>
<span id="cb20-9"><a href=""></a> )) <span class="sc">+</span></span>
<span id="cb20-10"><a href=""></a> <span class="fu">geom_col</span>() <span class="sc">+</span></span>
<span id="cb20-11"><a href=""></a> <span class="fu">geom_text</span>(<span class="at">position =</span> <span class="fu">position_stack</span>(<span class="at">vjust =</span> <span class="fl">0.5</span>)) <span class="sc">+</span></span>
<span id="cb20-12"><a href=""></a> ...</span>
<span id="cb20-13"><a href=""></a>}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb21"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb21-1"><a href=""></a><span class="fu">housing_cost_burden_plot</span>(</span>
<span id="cb21-2"><a href=""></a> <span class="at">town_to_plot =</span> <span class="st">"Hartford"</span>,</span>
<span id="cb21-3"><a href=""></a> <span class="at">county_to_plot =</span> <span class="st">"Hartford County"</span></span>
<span id="cb21-4"><a href=""></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="fragment">
<div class="cell">
<div class="cell-output-display">
<div>
<figure>
<p><img data-src="index_files/figure-revealjs/unnamed-chunk-43-1.png" style="width:100.0%"></p>
</figure>
</div>
</div>
</div>
</div>
</section>
<section class="slide level2 center">
<div class="cell">
<div class="sourceCode cell-code" id="cb22"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb22-1"><a href=""></a>housing_cost_burden <span class="sc">|></span> </span>
<span id="cb22-2"><a href=""></a> <span class="fu">filter</span>(location <span class="sc">==</span> <span class="st">"Hartford"</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># A tibble: 4 × 4
location burden_level pct pct_formatted
<fct> <fct> <dbl> <chr>
1 Hartford Not burdened 0.409 41%
2 Hartford Moderate burden 0.223 22%
3 Hartford Severe burden 0.299 30%
4 Hartford Not computed 0.0694 7% </code></pre>
</div>
</div>
<div class="fragment">
<div class="cell">
<div class="sourceCode cell-code" id="cb24" data-code-line-numbers="3"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb24-1"><a href=""></a>housing_cost_burden <span class="ot"><-</span></span>
<span id="cb24-2"><a href=""></a> housing_cost_burden <span class="sc">|></span></span>
<span id="cb24-3"><a href=""></a> <span class="fu">mutate</span>(<span class="at">pct_formatted =</span> <span class="fu">if_else</span>(pct <span class="sc">></span> <span class="fl">0.07</span>, pct_formatted, <span class="cn">NA</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</div>
<div class="fragment">
<div class="cell">
<div class="sourceCode cell-code" id="cb25"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb25-1"><a href=""></a>housing_cost_burden <span class="sc">|></span></span>
<span id="cb25-2"><a href=""></a> <span class="fu">filter</span>(location <span class="sc">==</span> <span class="st">"Hartford"</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># A tibble: 4 × 4
location burden_level pct pct_formatted
<fct> <fct> <dbl> <chr>
1 Hartford Not burdened 0.409 41%
2 Hartford Moderate burden 0.223 22%
3 Hartford Severe burden 0.299 30%
4 Hartford Not computed 0.0694 <NA> </code></pre>
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</section>
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<div class="sourceCode cell-code" id="cb27"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb27-1"><a href=""></a><span class="fu">housing_cost_burden_plot</span>(</span>
<span id="cb27-2"><a href=""></a> <span class="at">town_to_plot =</span> <span class="st">"Hartford"</span>,</span>
<span id="cb27-3"><a href=""></a> <span class="at">county_to_plot =</span> <span class="st">"Hartford County"</span></span>
<span id="cb27-4"><a href=""></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="sourceCode cell-code" id="cb28"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb28-1"><a href=""></a><span class="fu">housing_cost_burden_plot</span>(</span>
<span id="cb28-2"><a href=""></a> <span class="at">town_to_plot =</span> <span class="st">"Stamford"</span>,</span>
<span id="cb28-3"><a href=""></a> <span class="at">county_to_plot =</span> <span class="st">"Fairfield County"</span></span>
<span id="cb28-4"><a href=""></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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