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<!DOCTYPE html>
<html lang="en"><head>
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<meta name="generator" content="quarto-1.2.269">
<meta name="author" content="with Sonja, Lukas & Ferdinand">
<title>Binging</title>
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</head>
<body class="quarto-light">
<div class="reveal">
<div class="slides">
<section id="title-slide" class="quarto-title-block center">
<h1 class="title">Binging</h1>
<div class="quarto-title-authors">
<div class="quarto-title-author">
<div class="quarto-title-author-name">
with Sonja, Lukas & Ferdinand
</div>
</div>
</div>
</section>
<section id="our-dataset" class="title-slide slide level1 center">
<h1>Our Dataset</h1>
<div class="cell">
</div>
<ul>
<li>8 years of Netflix.</li>
<li>Gathered from 3 different accounts with a total of 14 profiles.</li>
<li>A combined watchtime of 3.77 years.</li>
</ul>
</section>
<section>
<section id="what-are-we-watching" class="title-slide slide level1 center">
<h1>What are we watching?</h1>
<img data-src="dataviz-slides_files/figure-revealjs/unnamed-chunk-2-1.svg" width="1536" class="r-stretch"></section>
<section id="what-are-we-watching-1" class="slide level2">
<h2>What are we watching?</h2>
<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="#cb1-1"></a>fav_shows_ind <span class="sc">%>%</span> </span>
<span id="cb1-2"><a href="#cb1-2"></a> <span class="fu">arrange</span>(<span class="fu">desc</span>(Duration_ALL)) <span class="sc">%>%</span> </span>
<span id="cb1-3"><a href="#cb1-3"></a> <span class="fu">filter</span>(Show <span class="sc">%in%</span> fav_shows_all[<span class="dv">1</span><span class="sc">:</span><span class="dv">20</span>,]<span class="sc">$</span>Show) <span class="sc">%>%</span></span>
<span id="cb1-4"><a href="#cb1-4"></a> <span class="fu">ggplot</span>(</span>
<span id="cb1-5"><a href="#cb1-5"></a> <span class="fu">aes</span>(</span>
<span id="cb1-6"><a href="#cb1-6"></a> <span class="at">x =</span> <span class="fu">fct_reorder</span>(Show, Duration_ALL), </span>
<span id="cb1-7"><a href="#cb1-7"></a> <span class="at">y =</span> <span class="fu">as.numeric</span>(Duration)<span class="sc">/</span><span class="dv">3600</span><span class="sc">/</span><span class="dv">24</span>)) <span class="sc">+</span> </span>
<span id="cb1-8"><a href="#cb1-8"></a> <span class="fu">geom_bar</span>(<span class="at">stat=</span><span class="st">'identity'</span>, <span class="fu">aes</span>(<span class="at">fill=</span>Profile.Name), <span class="at">position=</span><span class="st">"stack"</span>) <span class="sc">+</span> </span>
<span id="cb1-9"><a href="#cb1-9"></a> <span class="fu">coord_flip</span>(<span class="at">ylim=</span><span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">60</span>)) <span class="sc">+</span> </span>
<span id="cb1-10"><a href="#cb1-10"></a> <span class="fu">labs</span>(<span class="at">x=</span><span class="st">""</span>, <span class="at">y=</span><span class="st">"Duration / days"</span>,</span>
<span id="cb1-11"><a href="#cb1-11"></a> <span class="at">title=</span><span class="fu">paste</span>(<span class="st">"Most watched shows by profile between"</span>, </span>
<span id="cb1-12"><a href="#cb1-12"></a> <span class="fu">format</span>(mystart, <span class="st">"%d %b '%y"</span>), <span class="st">" and "</span>, </span>
<span id="cb1-13"><a href="#cb1-13"></a> <span class="fu">format</span>(myend, <span class="st">"%d %b '%y"</span>)),</span>
<span id="cb1-14"><a href="#cb1-14"></a> <span class="at">caption=</span><span class="st">"Source: Netflix"</span>) <span class="sc">+</span> </span>
<span id="cb1-15"><a href="#cb1-15"></a> mygraphics <span class="sc">+</span> </span>
<span id="cb1-16"><a href="#cb1-16"></a> <span class="fu">scale_fill_manual</span>(<span class="at">values =</span> <span class="fu">colorRampPalette</span>(<span class="fu">brewer.pal</span>(<span class="dv">11</span>, <span class="st">"Set3"</span>))(<span class="dv">22</span>)) <span class="sc">+</span> </span>
<span id="cb1-17"><a href="#cb1-17"></a> <span class="fu">guides</span>(<span class="at">fill =</span> <span class="fu">guide_legend</span>(<span class="at">nrow =</span> <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>
<section>
<section id="how-are-we-watching" class="title-slide slide level1 center">
<h1>How are we watching?</h1>
<img data-src="dataviz-slides_files/figure-revealjs/unnamed-chunk-4-1.svg" width="1536" class="r-stretch"></section>
<section id="how-are-we-watching-1" class="slide level2">
<h2>How are we watching?</h2>
<div class="cell">
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a>show_me <span class="ot"><-</span> <span class="st">"Sex Education"</span></span>
<span id="cb2-2"><a href="#cb2-2"></a></span>
<span id="cb2-3"><a href="#cb2-3"></a>dates <span class="ot"><-</span> <span class="fu">c</span>(<span class="fu">as_datetime</span>(<span class="st">"2019-01-11"</span>), <span class="fu">as_datetime</span>(<span class="st">"2020-01-17"</span>), <span class="fu">as_datetime</span>(<span class="st">"2021-09-17"</span>))</span>
<span id="cb2-4"><a href="#cb2-4"></a>labels <span class="ot"><-</span> <span class="fu">c</span>(<span class="st">"Release of Season 1"</span>, <span class="st">"Release of Season 2"</span>, <span class="st">"Release of Season 3"</span>)</span>
<span id="cb2-5"><a href="#cb2-5"></a>releases <span class="ot"><-</span> <span class="fu">data.frame</span>(dates, labels)</span>
<span id="cb2-6"><a href="#cb2-6"></a></span>
<span id="cb2-7"><a href="#cb2-7"></a>binge_sex_ed <span class="ot"><-</span> <span class="fu">binge_me</span>(<span class="at">act_shows =</span> act_shows, <span class="at">show_name =</span> show_me) <span class="sc">%>%</span></span>
<span id="cb2-8"><a href="#cb2-8"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(<span class="at">x=</span>End.Time, <span class="at">y=</span>long_episode)) <span class="sc">+</span> </span>
<span id="cb2-9"><a href="#cb2-9"></a> <span class="fu">geom_label</span>(<span class="at">data=</span>releases, </span>
<span id="cb2-10"><a href="#cb2-10"></a> <span class="at">mapping=</span><span class="fu">aes</span>(<span class="at">x=</span>dates, <span class="at">y=</span><span class="dv">0</span>, <span class="at">label=</span>labels), </span>
<span id="cb2-11"><a href="#cb2-11"></a> <span class="at">color=</span><span class="st">"gray35"</span>, <span class="at">nudge_x =</span> <span class="dv">24</span><span class="sc">*</span><span class="dv">36000</span>, <span class="at">hjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-12"><a href="#cb2-12"></a> <span class="fu">annotate</span>(<span class="at">geom=</span><span class="st">"point"</span>, <span class="at">x=</span><span class="fu">as_datetime</span>(<span class="st">"2019-01-11"</span>), <span class="at">y=</span><span class="dv">0</span>, <span class="at">color=</span><span class="st">"gray35"</span>, <span class="at">size=</span><span class="dv">3</span>) <span class="sc">+</span></span>
<span id="cb2-13"><a href="#cb2-13"></a> <span class="fu">annotate</span>(<span class="at">geom=</span><span class="st">"point"</span>, <span class="at">x=</span><span class="fu">as_datetime</span>(<span class="st">"2020-01-17"</span>), <span class="at">y=</span><span class="dv">0</span>, <span class="at">color=</span><span class="st">"gray35"</span>, <span class="at">size=</span><span class="dv">3</span>) <span class="sc">+</span></span>
<span id="cb2-14"><a href="#cb2-14"></a> <span class="fu">annotate</span>(<span class="at">geom=</span><span class="st">"point"</span>, <span class="at">x=</span><span class="fu">as_datetime</span>(<span class="st">"2021-09-17"</span>), <span class="at">y=</span><span class="dv">0</span>, <span class="at">color=</span><span class="st">"gray35"</span>, <span class="at">size=</span><span class="dv">3</span>) <span class="sc">+</span></span>
<span id="cb2-15"><a href="#cb2-15"></a> <span class="fu">geom_vline</span>(<span class="fu">aes</span>(<span class="at">xintercept=</span><span class="fu">as_datetime</span>(<span class="st">"2019-01-11"</span>)), <span class="at">color=</span><span class="st">"gray35"</span>) <span class="sc">+</span></span>
<span id="cb2-16"><a href="#cb2-16"></a> <span class="fu">geom_vline</span>(<span class="fu">aes</span>(<span class="at">xintercept=</span><span class="fu">as_datetime</span>(<span class="st">"2020-01-17"</span>)), <span class="at">color=</span><span class="st">"gray35"</span>) <span class="sc">+</span></span>
<span id="cb2-17"><a href="#cb2-17"></a> <span class="fu">geom_vline</span>(<span class="fu">aes</span>(<span class="at">xintercept=</span><span class="fu">as_datetime</span>(<span class="st">"2021-09-17"</span>)), <span class="at">color=</span><span class="st">"gray35"</span>) <span class="sc">+</span></span>
<span id="cb2-18"><a href="#cb2-18"></a> <span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">color=</span>Profile.Name), <span class="at">size=</span><span class="dv">3</span>, <span class="at">alpha=</span>.<span class="dv">25</span>) <span class="sc">+</span></span>
<span id="cb2-19"><a href="#cb2-19"></a> <span class="fu">scale_fill_manual</span>(<span class="at">values =</span> <span class="fu">colorRampPalette</span>(<span class="fu">brewer.pal</span>(<span class="dv">11</span>, <span class="st">"Set3"</span>))(<span class="dv">22</span>)) <span class="sc">+</span> </span>
<span id="cb2-20"><a href="#cb2-20"></a> <span class="fu">labs</span>(<span class="at">x=</span><span class="st">"Time"</span>, <span class="at">y=</span><span class="st">"Episodes"</span>, </span>
<span id="cb2-21"><a href="#cb2-21"></a> <span class="at">title =</span> <span class="fu">paste</span>(<span class="st">"Watch Pattern of "</span>, show_me), </span>
<span id="cb2-22"><a href="#cb2-22"></a> <span class="at">caption =</span> <span class="st">"Source: Netflix"</span>) <span class="sc">+</span> </span>
<span id="cb2-23"><a href="#cb2-23"></a> <span class="fu">guides</span>(<span class="at">colour =</span> <span class="fu">guide_legend</span>(<span class="at">nrow =</span> <span class="dv">1</span>)) <span class="sc">+</span> </span>
<span id="cb2-24"><a href="#cb2-24"></a> mygraphics</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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</section></section>
<section>
<section id="how-are-we-watching-2" class="title-slide slide level1 center">
<h1>How are we watching?</h1>
<img data-src="dataviz-slides_files/figure-revealjs/unnamed-chunk-6-1.svg" width="1536" class="r-stretch"></section>
<section id="how-are-we-watching-3" class="slide level2">
<h2>How are we watching?</h2>
<div class="cell">
<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a>show_me <span class="ot"><-</span> <span class="st">"Rick and Morty"</span></span>
<span id="cb3-2"><a href="#cb3-2"></a></span>
<span id="cb3-3"><a href="#cb3-3"></a>binge_rnm <span class="ot"><-</span> <span class="fu">binge_me</span>(<span class="at">act_shows =</span> act_shows, <span class="at">show_name =</span> show_me) <span class="sc">%>%</span></span>
<span id="cb3-4"><a href="#cb3-4"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(<span class="at">x=</span>End.Time, <span class="at">y=</span>long_episode)) <span class="sc">+</span> </span>
<span id="cb3-5"><a href="#cb3-5"></a> <span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">color=</span>Profile.Name), <span class="at">size=</span><span class="dv">3</span>, <span class="at">alpha=</span>.<span class="dv">25</span>) <span class="sc">+</span></span>
<span id="cb3-6"><a href="#cb3-6"></a> <span class="fu">scale_fill_manual</span>(<span class="at">values =</span> <span class="fu">colorRampPalette</span>(<span class="fu">brewer.pal</span>(<span class="dv">11</span>, <span class="st">"Set3"</span>))(<span class="dv">22</span>)) <span class="sc">+</span> </span>
<span id="cb3-7"><a href="#cb3-7"></a> <span class="fu">labs</span>(<span class="at">x=</span><span class="st">"Time"</span>, <span class="at">y=</span><span class="st">"Episodes"</span>, </span>
<span id="cb3-8"><a href="#cb3-8"></a> <span class="at">title =</span> <span class="fu">paste</span>(<span class="st">"Watch Pattern of "</span>, show_me), </span>
<span id="cb3-9"><a href="#cb3-9"></a> <span class="at">caption =</span> <span class="st">"Source: Netflix"</span>) <span class="sc">+</span> </span>
<span id="cb3-10"><a href="#cb3-10"></a> <span class="fu">guides</span>(<span class="at">colour =</span> <span class="fu">guide_legend</span>(<span class="at">nrow =</span> <span class="dv">1</span>)) <span class="sc">+</span> </span>
<span id="cb3-11"><a href="#cb3-11"></a> mygraphics</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section></section>
<section>
<section id="when-are-we-watching" class="title-slide slide level1 center">
<h1>When are we watching?</h1>
<img data-src="dataviz-slides_files/figure-revealjs/unnamed-chunk-8-1.png" width="1536" class="r-stretch"></section>
<section id="when-are-we-watching-1" class="slide level2">
<h2>When are we watching?</h2>
<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="#cb4-1"></a>activity<span class="sc">$</span>date <span class="ot"><-</span> <span class="fu">as.Date</span>(activity<span class="sc">$</span>Start.Time,<span class="at">format=</span><span class="st">"%u"</span>)</span>
<span id="cb4-2"><a href="#cb4-2"></a>activity<span class="sc">$</span>wd<span class="ot">=</span><span class="fu">wday</span>(activity<span class="sc">$</span>date)</span>
<span id="cb4-3"><a href="#cb4-3"></a></span>
<span id="cb4-4"><a href="#cb4-4"></a>activity<span class="sc">$</span>tnew<span class="ot">=</span><span class="fu">format</span>(<span class="fu">as.POSIXct</span>(activity<span class="sc">$</span>Start.Time), <span class="at">format =</span> <span class="st">"%H"</span>) </span>
<span id="cb4-5"><a href="#cb4-5"></a>activity<span class="sc">$</span>tnew<span class="ot">=</span><span class="fu">as.numeric</span>(activity<span class="sc">$</span>tnew)</span>
<span id="cb4-6"><a href="#cb4-6"></a></span>
<span id="cb4-7"><a href="#cb4-7"></a>peak_plot <span class="ot"><-</span> activity <span class="sc">%>%</span> <span class="fu">group_by</span>(wd,tnew) <span class="sc">%>%</span> <span class="fu">tally</span>() <span class="sc">%>%</span></span>
<span id="cb4-8"><a href="#cb4-8"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="fu">as_factor</span>(wd),<span class="at">y =</span> tnew, <span class="at">fill =</span> n)) <span class="sc">+</span> </span>
<span id="cb4-9"><a href="#cb4-9"></a> <span class="fu">geom_raster</span>(<span class="at">alpha=</span><span class="fl">0.87</span>)<span class="sc">+</span></span>
<span id="cb4-10"><a href="#cb4-10"></a> <span class="fu">scale_y_reverse</span>(<span class="at">breaks =</span> <span class="fu">seq</span>(<span class="dv">0</span>, <span class="dv">24</span>, <span class="at">by =</span> <span class="dv">5</span>),</span>
<span id="cb4-11"><a href="#cb4-11"></a> <span class="at">labels=</span><span class="fu">c</span>(<span class="st">"12 pm"</span>,<span class="st">"5 am"</span>,<span class="st">"10 am"</span>,<span class="st">"3 pm"</span>,<span class="st">"8 pm"</span>))<span class="sc">+</span></span>
<span id="cb4-12"><a href="#cb4-12"></a> <span class="fu">scale_fill_jcolors_contin</span>(<span class="at">palette =</span> <span class="st">"pal4"</span>) <span class="sc">+</span></span>
<span id="cb4-13"><a href="#cb4-13"></a> <span class="fu">labs</span>(<span class="at">y=</span><span class="st">""</span>,<span class="at">x=</span><span class="st">""</span>,<span class="at">fill=</span><span class="st">"Viewing Activity"</span>,</span>
<span id="cb4-14"><a href="#cb4-14"></a> <span class="at">title=</span><span class="st">"Viewing Activity by Weekday and Time"</span>, </span>
<span id="cb4-15"><a href="#cb4-15"></a> <span class="at">caption =</span> <span class="st">"Source: Netflix"</span>)<span class="sc">+</span></span>
<span id="cb4-16"><a href="#cb4-16"></a> <span class="fu">scale_x_discrete</span>(<span class="at">labels=</span><span class="fu">c</span>(<span class="st">"1"</span> <span class="ot">=</span> <span class="st">"Monday"</span>,</span>
<span id="cb4-17"><a href="#cb4-17"></a> <span class="st">"2"</span> <span class="ot">=</span> <span class="st">"Tuesday"</span>,</span>
<span id="cb4-18"><a href="#cb4-18"></a> <span class="st">"3"</span> <span class="ot">=</span> <span class="st">"Wednesday"</span>,</span>
<span id="cb4-19"><a href="#cb4-19"></a> <span class="st">"4"</span> <span class="ot">=</span> <span class="st">"Thursday"</span>,</span>
<span id="cb4-20"><a href="#cb4-20"></a> <span class="st">"5"</span> <span class="ot">=</span> <span class="st">"Friday"</span>,</span>
<span id="cb4-21"><a href="#cb4-21"></a> <span class="st">"6"</span> <span class="ot">=</span> <span class="st">"Saturday"</span>,</span>
<span id="cb4-22"><a href="#cb4-22"></a> <span class="st">"7"</span> <span class="ot">=</span> <span class="st">"Sunday"</span>))<span class="sc">+</span></span>
<span id="cb4-23"><a href="#cb4-23"></a> mygraphics <span class="sc">+</span> </span>
<span id="cb4-24"><a href="#cb4-24"></a> <span class="fu">theme</span>(<span class="at">axis.text.x =</span> <span class="fu">element_text</span>(<span class="at">vjust=</span><span class="dv">4</span>),</span>
<span id="cb4-25"><a href="#cb4-25"></a> <span class="at">axis.text.y =</span> <span class="fu">element_text</span>(<span class="at">hjust=</span><span class="fl">1.5</span>),</span>
<span id="cb4-26"><a href="#cb4-26"></a> <span class="at">plot.margin=</span><span class="fu">unit</span>(<span class="fu">c</span>(<span class="fl">0.5</span>,<span class="fl">0.5</span>,<span class="fl">0.5</span>,<span class="dv">0</span>), <span class="st">'cm'</span>), </span>
<span id="cb4-27"><a href="#cb4-27"></a> <span class="at">legend.position =</span> <span class="st">"right"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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</section></section>
<section id="why-are-we-watching" class="title-slide slide level1 center">
<h1>Why are we watching?</h1>
<img data-src="dataviz-slides_files/figure-revealjs/unnamed-chunk-10-1.svg" width="1536" class="r-stretch"><div class="footer footer-default">
<p>Sonja, Lukas, Ferdinand | DataViz ’23 | Analyzing Netflix Data</p>
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