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<!DOCTYPE html>
<html>
<head>
<title>GOING DOWN TO SOUTH PARK</title>
<meta charset="utf-8">
<meta name="description" content="GOING DOWN TO SOUTH PARK">
<meta name="author" content="Patrik Drhlík">
<meta name="generator" content="slidify" />
<meta name="apple-mobile-web-app-capable" content="yes">
<meta http-equiv="X-UA-Compatible" content="chrome=1">
<link rel="stylesheet" href="libraries/frameworks/io2012/css/default.css" media="all" >
<link rel="stylesheet" href="libraries/frameworks/io2012/css/phone.css"
media="only screen and (max-device-width: 480px)" >
<link rel="stylesheet" href="libraries/frameworks/io2012/css/slidify.css" >
<link rel="stylesheet" href="libraries/highlighters/highlight.js/css/tomorrow.css" />
<base target="_blank"> <!-- This amazingness opens all links in a new tab. --> <link rel=stylesheet href="./assets/css/main.css"></link>
<link rel=stylesheet href="./assets/css/ribbons.css"></link>
<!-- Grab CDN jQuery, fall back to local if offline -->
<script src="http://ajax.aspnetcdn.com/ajax/jQuery/jquery-1.7.min.js"></script>
<script>window.jQuery || document.write('<script src="libraries/widgets/quiz/js/jquery.js"><\/script>')</script>
<script data-main="libraries/frameworks/io2012/js/slides"
src="libraries/frameworks/io2012/js/require-1.0.8.min.js">
</script>
</head>
<body style="opacity: 0">
<slides class="layout-widescreen">
<!-- LOGO SLIDE -->
<slide class="title-slide segue nobackground">
<img class="title-logo" src="assets/img/boys.png">
<hgroup class="">
<h1>GOING DOWN TO SOUTH PARK</h1>
<h2>to make some tidytext analysis</h2>
<p>Patrik Drhlík<br/>freelance data scientist</p>
</hgroup>
<img class="title-avatar" src="assets/img/southparkme.png">
<article></article>
</slide>
<!-- SLIDES -->
<slide class="" id="southparkbg" style="background:;">
<article data-timings="">
<!-- South Park backgound intro slide -->
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-2" style="background:;">
<hgroup>
<h2>Web scraping and R packages</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/img/fandom.png" style="width: 10%" />
<a href="https://southpark.wikia.com/wiki/Portal:Scripts">South Park episode transcripts</a></p>
<p><img src="assets/img/imdb.svg" style="width: 10%" />
<a href="https://www.imdb.com/title/tt0121955/episodes">IMDB South Park episode ratings</a></p>
<p>Main R packages: <a href="https://www.tidyverse.org/">tidyverse</a>,
<a href="https://www.tidytextmining.com/">tidytext</a>,
<a href="https://github.com/pdrhlik/southparkr">southparkr</a></p>
<p><img src="assets/img/tidyverse.png" style="width: 10%" />
<img src="assets/img/tidytextmining.png" style="width: 10%" />
<img src="assets/img/southparkme.png" style="width: 15%" /></p>
<p><img src="assets/img/griefer.png" style="position: absolute; right: 10px; bottom: 50px;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-3" style="background:;">
<hgroup>
<h2>Glimpse at the data</h2>
</hgroup>
<article data-timings="">
<pre><code>## Observations: 312,767
## Variables: 16
## $ season <fct> Season Thirteen, Season One, Season Sixt...
## $ season_number <int> 13, 1, 16, 5, 15, 3, 11, 9, 13, 3, 21, 8...
## $ season_episode_number <dbl> 7, 10, 14, 10, 10, 4, 1, 2, 5, 15, 6, 1,...
## $ episode <fct> Fatbeard, Damien, Obama Wins!, How to Ea...
## $ episode_number <int> 188, 10, 237, 75, 219, 35, 154, 127, 186...
## $ character <chr> "cartman", "stan", "kyle", "jonesy", "mr...
## $ year <int> 2009, 1997, 2012, 2001, 2011, 1999, 2007...
## $ line_number <int> 63817, 4528, 76451, 31001, 72011, 16346,...
## $ word <chr> "hey", "bubye", "program", "wrong", "gen...
## $ word_stem <chr> "hei", "buby", "program", "wrong", "gene...
## $ swear_word <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE...
## $ episode_name <chr> "Fatbeard", "Damien", "Obama Wins!", "Ho...
## $ air_date <date> 2009-04-22, 1998-02-04, 2012-11-07, 200...
## $ user_rating <dbl> 8.2, 8.1, 7.5, 8.1, 7.6, 6.7, 8.8, 8.8, ...
## $ user_votes <dbl> 1578, 1703, 1156, 1488, 1229, 1546, 2356...
## $ score <int> NA, NA, NA, -2, 2, NA, NA, NA, NA, NA, N...
</code></pre>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-4" style="background:;">
<hgroup>
<h2>Basic statistics about the show</h2>
</hgroup>
<article data-timings="">
<div class="basic-stats-table">
<table class="table" style="margin-left: auto; margin-right: auto;">
<thead>
<tr>
<th style="text-align:left;display: none;"> figures </th>
<th style="text-align:left;display: none;"> text </th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:left;font-family: southpark;"> 21 </td>
<td style="text-align:left;"> Number of seasons </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 287 </td>
<td style="text-align:left;"> Number of episodes </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 914 475 </td>
<td style="text-align:left;"> Number of words </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 312 767 </td>
<td style="text-align:left;"> No stopwords (a, the, this, ...) </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 6 170 </td>
<td style="text-align:left;"> Number of swear words </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 1.97 </td>
<td style="text-align:left;"> % of swear words </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 34.2 </td>
<td style="text-align:left;"> % used for analysis </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 4 403 </td>
<td style="text-align:left;"> Number of characters </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 8.14 </td>
<td style="text-align:left;"> Mean IMDB rating </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 9.6 </td>
<td style="text-align:left;"> Scott Tenorman Must Die (S05E04) </td>
</tr>
<tr>
<td style="text-align:left;font-family: southpark;"> 6.3 </td>
<td style="text-align:left;"> A Million Little Fibers (S10E05) </td>
</tr>
</tbody>
</table>
</div>
<p><img src="assets/img/mrgarrison.png" style="position: absolute; right: 10px; bottom: 50px;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-5" style="background:;">
<hgroup>
<h2>How much who talks?</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/fig/unnamed-chunk-4-1.png" title="plot of chunk unnamed-chunk-4" alt="plot of chunk unnamed-chunk-4" style="display: block; margin: auto;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-6" style="background:;">
<hgroup>
<h2>Most used words by characters</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/fig/unnamed-chunk-5-1.png" title="plot of chunk unnamed-chunk-5" alt="plot of chunk unnamed-chunk-5" style="display: block; margin: auto;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-7" style="background:;">
<hgroup>
<h2>Overall swear word ratio</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/fig/unnamed-chunk-6-1.png" title="plot of chunk unnamed-chunk-6" alt="plot of chunk unnamed-chunk-6" style="display: block; margin: auto;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-8" style="background:;">
<hgroup>
<h2>Character swear word ratio</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/fig/unnamed-chunk-7-1.png" title="plot of chunk unnamed-chunk-7" alt="plot of chunk unnamed-chunk-7" style="display: block; margin: auto;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-9" style="background:;">
<hgroup>
<h2>Overall sentiment analysis</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/fig/unnamed-chunk-8-1.png" title="plot of chunk unnamed-chunk-8" alt="plot of chunk unnamed-chunk-8" style="display: block; margin: auto;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-10" style="background:;">
<hgroup>
<h2>Character sentiment analysis</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/fig/unnamed-chunk-9-1.png" title="plot of chunk unnamed-chunk-9" alt="plot of chunk unnamed-chunk-9" style="display: block; margin: auto;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-11" style="background:;">
<hgroup>
<h2>Episode popularity</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/fig/unnamed-chunk-10-1.png" title="plot of chunk unnamed-chunk-10" alt="plot of chunk unnamed-chunk-10" style="display: block; margin: auto;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="naughty-episodes" style="background:;">
<hgroup>
<h2>Are naughty episodes more popular?</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/fig/unnamed-chunk-11-1.png" title="plot of chunk unnamed-chunk-11" alt="plot of chunk unnamed-chunk-11" style="display: block; margin: auto;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="mysterion" style="background:;">
<hgroup>
<h2>So who's the naughtiest character?</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/img/mysterion.png" style="position: absolute; width: 35%; left: 30%;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-14" style="background:;">
<hgroup>
<h2>It's Kenny!</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/img/kenny.png" style="position: absolute; width: 35%; left: 30%;" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-15" style="background:;">
<article data-timings="">
<p><img src="assets/fig/unnamed-chunk-12-1.png" alt="plot of chunk unnamed-chunk-12"></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="" id="slide-16" style="background:;">
<hgroup>
<h2>Contact</h2>
</hgroup>
<article data-timings="">
<p><img src="assets/img/linkedin.png" width="32px" />
<a href="https://www.linkedin.com/in/patrik-drhlik/">https://www.linkedin.com/in/patrik-drhlik/</a></p>
<p><img src="assets/img/github.png" width="32px" />
<a href="https://github.com/pdrhlik">https://github.com/pdrhlik</a></p>
<p><img src="assets/img/twitter.png" width="32px" />
<a href="https://twitter.com/PatrioScraper">@PatrioScraper</a></p>
<p><img src="assets/img/mail.png" width="32px" />
<a href="mailto:patrik.drhlik@gmail.com">patrik.drhlik@gmail.com</a></p>
<p><img src="assets/img/blog.png" width="32px" />
<a href="https://www.patrio.blog">https://www.patrio.blog</a></p>
<p><img src="assets/img/southparkme-contact.png" class="avatar-contact" /></p>
</article>
<!-- Presenter Notes -->
</slide>
<slide class="backdrop"></slide>
</slides>
<div class="pagination pagination-small" id='io2012-ptoc' style="display:none;">
<ul>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=1 title='NA'>
1
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=2 title='Web scraping and R packages'>
2
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=3 title='Glimpse at the data'>
3
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=4 title='Basic statistics about the show'>
4
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=5 title='How much who talks?'>
5
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=6 title='Most used words by characters'>
6
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=7 title='Overall swear word ratio'>
7
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=8 title='Character swear word ratio'>
8
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=9 title='Overall sentiment analysis'>
9
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=10 title='Character sentiment analysis'>
10
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=11 title='Episode popularity'>
11
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=12 title='Are naughty episodes more popular?'>
12
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=13 title='So who's the naughtiest character?'>
13
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=14 title='It's Kenny!'>
14
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=15 title='NA'>
15
</a>
</li>
<li>
<a href="#" target="_self" rel='tooltip'
data-slide=16 title='Contact'>
16
</a>
</li>
</ul>
</div> <!--[if IE]>
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