EVOLUTION-MANAGER
Edit File: tidytext.html
<!DOCTYPE html> <html> <head> <meta charset="utf-8" /> <meta name="generator" content="pandoc" /> <meta http-equiv="X-UA-Compatible" content="IE=EDGE" /> <meta name="viewport" content="width=device-width, initial-scale=1" /> <meta name="author" content="Julia Silge and David Robinson" /> <meta name="date" content="2022-08-19" /> <title>Introduction to tidytext</title> <script>// Pandoc 2.9 adds attributes on both header and div. We remove the former (to // be compatible with the behavior of Pandoc < 2.8). document.addEventListener('DOMContentLoaded', function(e) { var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); var i, h, a; for (i = 0; i < hs.length; i++) { h = hs[i]; if (!/^h[1-6]$/i.test(h.tagName)) continue; // it should be a header h1-h6 a = h.attributes; while (a.length > 0) h.removeAttribute(a[0].name); } }); </script> <style type="text/css"> code{white-space: pre-wrap;} span.smallcaps{font-variant: small-caps;} span.underline{text-decoration: underline;} div.column{display: inline-block; vertical-align: top; width: 50%;} div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;} ul.task-list{list-style: none;} </style> <style type="text/css"> code { white-space: pre; } .sourceCode { overflow: visible; } </style> <style type="text/css" data-origin="pandoc"> pre > code.sourceCode { white-space: pre; position: relative; } pre > code.sourceCode > span { display: inline-block; line-height: 1.25; } pre > code.sourceCode > span:empty { height: 1.2em; } .sourceCode { overflow: visible; } code.sourceCode > span { color: inherit; text-decoration: inherit; } div.sourceCode { margin: 1em 0; } pre.sourceCode { margin: 0; } @media screen { div.sourceCode { overflow: auto; } } @media print { pre > code.sourceCode { white-space: pre-wrap; } pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; } } pre.numberSource code { counter-reset: source-line 0; } pre.numberSource code > span { position: relative; left: -4em; counter-increment: source-line; } pre.numberSource code > span > a:first-child::before { content: counter(source-line); position: relative; left: -1em; text-align: right; vertical-align: baseline; border: none; display: inline-block; -webkit-touch-callout: none; -webkit-user-select: none; -khtml-user-select: none; -moz-user-select: none; -ms-user-select: none; user-select: none; padding: 0 4px; width: 4em; color: #aaaaaa; } pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa; padding-left: 4px; } div.sourceCode { } @media screen { pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; } } code span.al { color: #ff0000; font-weight: bold; } /* Alert */ code span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */ code span.at { color: #7d9029; } /* Attribute */ code span.bn { color: #40a070; } /* BaseN */ code span.bu { } /* BuiltIn */ code span.cf { color: #007020; font-weight: bold; } /* ControlFlow */ code span.ch { color: #4070a0; } /* Char */ code span.cn { color: #880000; } /* Constant */ code span.co { color: #60a0b0; font-style: italic; } /* Comment */ code span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */ code span.do { color: #ba2121; font-style: italic; } /* Documentation */ code span.dt { color: #902000; } /* DataType */ code span.dv { color: #40a070; } /* DecVal */ code span.er { color: #ff0000; font-weight: bold; } /* Error */ code span.ex { } /* Extension */ code span.fl { color: #40a070; } /* Float */ code span.fu { color: #06287e; } /* Function */ code span.im { } /* Import */ code span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */ code span.kw { color: #007020; font-weight: bold; } /* Keyword */ code span.op { color: #666666; } /* Operator */ code span.ot { color: #007020; } /* Other */ code span.pp { color: #bc7a00; } /* Preprocessor */ code span.sc { color: #4070a0; } /* SpecialChar */ code span.ss { color: #bb6688; } /* SpecialString */ code span.st { color: #4070a0; } /* String */ code span.va { color: #19177c; } /* Variable */ code span.vs { color: #4070a0; } /* VerbatimString */ code span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warning */ </style> <script> // apply pandoc div.sourceCode style to pre.sourceCode instead (function() { var sheets = document.styleSheets; for (var i = 0; i < sheets.length; i++) { if (sheets[i].ownerNode.dataset["origin"] !== "pandoc") continue; try { var rules = sheets[i].cssRules; } catch (e) { continue; } var j = 0; while (j < rules.length) { var rule = rules[j]; // check if there is a div.sourceCode rule if (rule.type !== rule.STYLE_RULE || rule.selectorText !== "div.sourceCode") { j++; continue; } var style = rule.style.cssText; // check if color or background-color is set if (rule.style.color === '' && rule.style.backgroundColor === '') { j++; continue; } // replace div.sourceCode by a pre.sourceCode rule sheets[i].deleteRule(j); sheets[i].insertRule('pre.sourceCode{' + style + '}', j); } } })(); </script> <style type="text/css">body { background-color: #fff; margin: 1em auto; max-width: 700px; overflow: visible; padding-left: 2em; padding-right: 2em; font-family: "Open Sans", "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 14px; line-height: 1.35; } #TOC { clear: both; margin: 0 0 10px 10px; padding: 4px; width: 400px; border: 1px solid #CCCCCC; border-radius: 5px; background-color: #f6f6f6; font-size: 13px; line-height: 1.3; } #TOC .toctitle { font-weight: bold; font-size: 15px; margin-left: 5px; } #TOC ul { padding-left: 40px; margin-left: -1.5em; margin-top: 5px; margin-bottom: 5px; } #TOC ul ul { margin-left: -2em; } #TOC li { line-height: 16px; } table { margin: 1em auto; border-width: 1px; border-color: #DDDDDD; border-style: outset; border-collapse: collapse; } table th { border-width: 2px; padding: 5px; border-style: inset; } table td { border-width: 1px; border-style: inset; line-height: 18px; padding: 5px 5px; } table, table th, table td { border-left-style: none; border-right-style: none; } table thead, table tr.even { background-color: #f7f7f7; } p { margin: 0.5em 0; } blockquote { background-color: #f6f6f6; padding: 0.25em 0.75em; } hr { border-style: solid; border: none; border-top: 1px solid #777; margin: 28px 0; } dl { margin-left: 0; } dl dd { margin-bottom: 13px; margin-left: 13px; } dl dt { font-weight: bold; } ul { margin-top: 0; } ul li { list-style: circle outside; } ul ul { margin-bottom: 0; } pre, code { background-color: #f7f7f7; border-radius: 3px; color: #333; white-space: pre-wrap; } pre { border-radius: 3px; margin: 5px 0px 10px 0px; padding: 10px; } pre:not([class]) { background-color: #f7f7f7; } code { font-family: Consolas, Monaco, 'Courier New', monospace; font-size: 85%; } p > code, li > code { padding: 2px 0px; } div.figure { text-align: center; } img { background-color: #FFFFFF; padding: 2px; border: 1px solid #DDDDDD; border-radius: 3px; border: 1px solid #CCCCCC; margin: 0 5px; } h1 { margin-top: 0; font-size: 35px; line-height: 40px; } h2 { border-bottom: 4px solid #f7f7f7; padding-top: 10px; padding-bottom: 2px; font-size: 145%; } h3 { border-bottom: 2px solid #f7f7f7; padding-top: 10px; font-size: 120%; } h4 { border-bottom: 1px solid #f7f7f7; margin-left: 8px; font-size: 105%; } h5, h6 { border-bottom: 1px solid #ccc; font-size: 105%; } a { color: #0033dd; text-decoration: none; } a:hover { color: #6666ff; } a:visited { color: #800080; } a:visited:hover { color: #BB00BB; } a[href^="http:"] { text-decoration: underline; } a[href^="https:"] { text-decoration: underline; } code > span.kw { color: #555; font-weight: bold; } code > span.dt { color: #902000; } code > span.dv { color: #40a070; } code > span.bn { color: #d14; } code > span.fl { color: #d14; } code > span.ch { color: #d14; } code > span.st { color: #d14; } code > span.co { color: #888888; font-style: italic; } code > span.ot { color: #007020; } code > span.al { color: #ff0000; font-weight: bold; } code > span.fu { color: #900; font-weight: bold; } code > span.er { color: #a61717; background-color: #e3d2d2; } </style> </head> <body> <h1 class="title toc-ignore">Introduction to tidytext</h1> <h4 class="author">Julia Silge and David Robinson</h4> <h4 class="date">2022-08-19</h4> <div id="the-life-changing-magic-of-tidying-text" class="section level3"> <h3>The Life-Changing Magic of Tidying Text</h3> <p>Using <a href="https://doi.org/10.18637/jss.v059.i10">tidy data principles</a> can make many text mining tasks easier, more effective, and consistent with tools already in wide use. Much of the infrastructure needed for text mining with tidy data frames already exists in packages like <a href="https://cran.r-project.org/package=dplyr">dplyr</a>, <a href="https://cran.r-project.org/package=broom">broom</a>, <a href="https://cran.r-project.org/package=tidyr">tidyr</a> and <a href="https://cran.r-project.org/package=ggplot2">ggplot2</a>. In this package, we provide functions and supporting data sets to allow conversion of text to and from tidy formats, and to switch seamlessly between tidy tools and existing text mining packages. Check out <a href="https://www.tidytextmining.com/">our book</a> to learn more about text mining using tidy data principles.</p> </div> <div id="a-few-first-tidy-text-mining-examples" class="section level3"> <h3>A few first tidy text mining examples</h3> <p>The novels of Jane Austen can be so tidy! Let’s use the text of Jane Austen’s 6 completed, published novels from the <a href="https://cran.r-project.org/package=janeaustenr">janeaustenr</a> package, and transform them into a tidy format. janeaustenr provides them as a one-row-per-line format:</p> <div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(janeaustenr)</span> <span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span> <span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(stringr)</span> <span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a></span> <span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a>original_books <span class="ot"><-</span> <span class="fu">austen_books</span>() <span class="sc">%>%</span></span> <span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(book) <span class="sc">%>%</span></span> <span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">line =</span> <span class="fu">row_number</span>(),</span> <span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a> <span class="at">chapter =</span> <span class="fu">cumsum</span>(<span class="fu">str_detect</span>(text, <span class="fu">regex</span>(<span class="st">"^chapter [</span><span class="sc">\\</span><span class="st">divxlc]"</span>,</span> <span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a> <span class="at">ignore_case =</span> <span class="cn">TRUE</span>)))) <span class="sc">%>%</span></span> <span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a> <span class="fu">ungroup</span>()</span> <span id="cb1-11"><a href="#cb1-11" aria-hidden="true" tabindex="-1"></a></span> <span id="cb1-12"><a href="#cb1-12" aria-hidden="true" tabindex="-1"></a>original_books</span></code></pre></div> <pre><code>## # A tibble: 73,422 × 4 ## text book line chapter ## <chr> <fct> <int> <int> ## 1 "SENSE AND SENSIBILITY" Sense & Sensibility 1 0 ## 2 "" Sense & Sensibility 2 0 ## 3 "by Jane Austen" Sense & Sensibility 3 0 ## 4 "" Sense & Sensibility 4 0 ## 5 "(1811)" Sense & Sensibility 5 0 ## 6 "" Sense & Sensibility 6 0 ## 7 "" Sense & Sensibility 7 0 ## 8 "" Sense & Sensibility 8 0 ## 9 "" Sense & Sensibility 9 0 ## 10 "CHAPTER 1" Sense & Sensibility 10 1 ## # … with 73,412 more rows</code></pre> <p>To work with this as a tidy dataset, we need to restructure it as <strong>one-token-per-row</strong> format. The <code>unnest_tokens</code> function is a way to convert a dataframe with a text column to be one-token-per-row:</p> <div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidytext)</span> <span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a>tidy_books <span class="ot"><-</span> original_books <span class="sc">%>%</span></span> <span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">unnest_tokens</span>(word, text)</span> <span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a></span> <span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a>tidy_books</span></code></pre></div> <pre><code>## # A tibble: 725,055 × 4 ## book line chapter word ## <fct> <int> <int> <chr> ## 1 Sense & Sensibility 1 0 sense ## 2 Sense & Sensibility 1 0 and ## 3 Sense & Sensibility 1 0 sensibility ## 4 Sense & Sensibility 3 0 by ## 5 Sense & Sensibility 3 0 jane ## 6 Sense & Sensibility 3 0 austen ## 7 Sense & Sensibility 5 0 1811 ## 8 Sense & Sensibility 10 1 chapter ## 9 Sense & Sensibility 10 1 1 ## 10 Sense & Sensibility 13 1 the ## # … with 725,045 more rows</code></pre> <p>This function uses the <a href="https://github.com/ropensci/tokenizers">tokenizers package</a> to separate each line into words. The default tokenizing is for words, but other options include characters, ngrams, sentences, lines, paragraphs, or separation around a regex pattern.</p> <p>Now that the data is in one-word-per-row format, we can manipulate it with tidy tools like dplyr. We can remove stop words (accessible in a tidy form with the function <code>get_stopwords()</code>) with an <code>anti_join</code>.</p> <div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>cleaned_books <span class="ot"><-</span> tidy_books <span class="sc">%>%</span></span> <span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">anti_join</span>(<span class="fu">get_stopwords</span>())</span></code></pre></div> <p>We can also use <code>count</code> to find the most common words in all the books as a whole.</p> <div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>cleaned_books <span class="sc">%>%</span></span> <span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">count</span>(word, <span class="at">sort =</span> <span class="cn">TRUE</span>) </span></code></pre></div> <pre><code>## # A tibble: 14,375 × 2 ## word n ## <chr> <int> ## 1 mr 3015 ## 2 mrs 2446 ## 3 must 2071 ## 4 said 2041 ## 5 much 1935 ## 6 miss 1855 ## 7 one 1831 ## 8 well 1523 ## 9 every 1456 ## 10 think 1440 ## # … with 14,365 more rows</code></pre> <p>Sentiment analysis can be done as an inner join. Sentiment lexicons are available via the <code>get_sentiments()</code> function. Let’s look at the words with a positive score from the lexicon of Bing Liu and collaborators. What are the most common positive words in <em>Emma</em>?</p> <div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>positive <span class="ot"><-</span> <span class="fu">get_sentiments</span>(<span class="st">"bing"</span>) <span class="sc">%>%</span></span> <span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">filter</span>(sentiment <span class="sc">==</span> <span class="st">"positive"</span>)</span> <span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a></span> <span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a>tidy_books <span class="sc">%>%</span></span> <span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">filter</span>(book <span class="sc">==</span> <span class="st">"Emma"</span>) <span class="sc">%>%</span></span> <span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">semi_join</span>(positive) <span class="sc">%>%</span></span> <span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">count</span>(word, <span class="at">sort =</span> <span class="cn">TRUE</span>)</span></code></pre></div> <pre><code>## # A tibble: 668 × 2 ## word n ## <chr> <int> ## 1 well 401 ## 2 good 359 ## 3 great 264 ## 4 like 200 ## 5 better 173 ## 6 enough 129 ## 7 happy 125 ## 8 love 117 ## 9 pleasure 115 ## 10 right 92 ## # … with 658 more rows</code></pre> <p>Or instead we could examine how sentiment changes during each novel. Let’s find a sentiment score for each word using the same lexicon, then count the number of positive and negative words in defined sections of each novel.</p> <div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidyr)</span> <span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>bing <span class="ot"><-</span> <span class="fu">get_sentiments</span>(<span class="st">"bing"</span>)</span> <span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a></span> <span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a>janeaustensentiment <span class="ot"><-</span> tidy_books <span class="sc">%>%</span></span> <span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">inner_join</span>(bing) <span class="sc">%>%</span></span> <span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">count</span>(book, <span class="at">index =</span> line <span class="sc">%/%</span> <span class="dv">80</span>, sentiment) <span class="sc">%>%</span></span> <span id="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">spread</span>(sentiment, n, <span class="at">fill =</span> <span class="dv">0</span>) <span class="sc">%>%</span></span> <span id="cb10-8"><a href="#cb10-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">sentiment =</span> positive <span class="sc">-</span> negative)</span></code></pre></div> <p>Now we can plot these sentiment scores across the plot trajectory of each novel.</p> <div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggplot2)</span> <span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a></span> <span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(janeaustensentiment, <span class="fu">aes</span>(index, sentiment, <span class="at">fill =</span> book)) <span class="sc">+</span></span> <span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_bar</span>(<span class="at">stat =</span> <span class="st">"identity"</span>, <span class="at">show.legend =</span> <span class="cn">FALSE</span>) <span class="sc">+</span></span> <span id="cb11-5"><a href="#cb11-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">facet_wrap</span>(<span class="sc">~</span>book, <span class="at">ncol =</span> <span class="dv">2</span>, <span class="at">scales =</span> <span class="st">"free_x"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> </div> <div id="most-common-positive-and-negative-words" class="section level3"> <h3>Most common positive and negative words</h3> <p>One advantage of having the data frame with both sentiment and word is that we can analyze word counts that contribute to each sentiment.</p> <div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a>bing_word_counts <span class="ot"><-</span> tidy_books <span class="sc">%>%</span></span> <span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">inner_join</span>(bing) <span class="sc">%>%</span></span> <span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">count</span>(word, sentiment, <span class="at">sort =</span> <span class="cn">TRUE</span>)</span> <span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a></span> <span id="cb12-5"><a href="#cb12-5" aria-hidden="true" tabindex="-1"></a>bing_word_counts</span></code></pre></div> <pre><code>## # A tibble: 2,585 × 3 ## word sentiment n ## <chr> <chr> <int> ## 1 miss negative 1855 ## 2 well positive 1523 ## 3 good positive 1380 ## 4 great positive 981 ## 5 like positive 725 ## 6 better positive 639 ## 7 enough positive 613 ## 8 happy positive 534 ## 9 love positive 495 ## 10 pleasure positive 462 ## # … with 2,575 more rows</code></pre> <p>This can be shown visually, and we can pipe straight into ggplot2 because of the way we are consistently using tools built for handling tidy data frames.</p> <div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a>bing_word_counts <span class="sc">%>%</span></span> <span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">filter</span>(n <span class="sc">></span> <span class="dv">150</span>) <span class="sc">%>%</span></span> <span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">n =</span> <span class="fu">ifelse</span>(sentiment <span class="sc">==</span> <span class="st">"negative"</span>, <span class="sc">-</span>n, n)) <span class="sc">%>%</span></span> <span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">word =</span> <span class="fu">reorder</span>(word, n)) <span class="sc">%>%</span></span> <span id="cb14-5"><a href="#cb14-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(word, n, <span class="at">fill =</span> sentiment)) <span class="sc">+</span></span> <span id="cb14-6"><a href="#cb14-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_col</span>() <span class="sc">+</span></span> <span id="cb14-7"><a href="#cb14-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">coord_flip</span>() <span class="sc">+</span></span> <span id="cb14-8"><a href="#cb14-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(<span class="at">y =</span> <span class="st">"Contribution to sentiment"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>This lets us spot an anomaly in the sentiment analysis; the word “miss” is coded as negative but it is used as a title for young, unmarried women in Jane Austen’s works. If it were appropriate for our purposes, we could easily add “miss” to a custom stop-words list using <code>bind_rows</code>.</p> </div> <div id="wordclouds" class="section level3"> <h3>Wordclouds</h3> <p>We’ve seen that this tidy text mining approach works well with ggplot2, but having our data in a tidy format is useful for other plots as well.</p> <p>For example, consider the wordcloud package. Let’s look at the most common words in Jane Austen’s works as a whole again.</p> <div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(wordcloud)</span> <span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a></span> <span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a>cleaned_books <span class="sc">%>%</span></span> <span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">count</span>(word) <span class="sc">%>%</span></span> <span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">with</span>(<span class="fu">wordcloud</span>(word, n, <span class="at">max.words =</span> <span class="dv">100</span>))</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>In other functions, such as <code>comparison.cloud</code>, you may need to turn it into a matrix with reshape2’s <code>acast</code>. Let’s do the sentiment analysis to tag positive and negative words using an inner join, then find the most common positive and negative words. Until the step where we need to send the data to <code>comparison.cloud</code>, this can all be done with joins, piping, and dplyr because our data is in tidy format.</p> <div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(reshape2)</span> <span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a></span> <span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a>tidy_books <span class="sc">%>%</span></span> <span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">inner_join</span>(bing) <span class="sc">%>%</span></span> <span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">count</span>(word, sentiment, <span class="at">sort =</span> <span class="cn">TRUE</span>) <span class="sc">%>%</span></span> <span id="cb16-6"><a href="#cb16-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">acast</span>(word <span class="sc">~</span> sentiment, <span class="at">value.var =</span> <span class="st">"n"</span>, <span class="at">fill =</span> <span class="dv">0</span>) <span class="sc">%>%</span></span> <span id="cb16-7"><a href="#cb16-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">comparison.cloud</span>(<span class="at">colors =</span> <span class="fu">c</span>(<span class="st">"#F8766D"</span>, <span class="st">"#00BFC4"</span>),</span> <span id="cb16-8"><a href="#cb16-8" aria-hidden="true" tabindex="-1"></a> <span class="at">max.words =</span> <span class="dv">100</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> </div> <div id="looking-at-units-beyond-just-words" class="section level3"> <h3>Looking at units beyond just words</h3> <p>Lots of useful work can be done by tokenizing at the word level, but sometimes it is useful or necessary to look at different units of text. For example, some sentiment analysis algorithms look beyond only unigrams (i.e. single words) to try to understand the sentiment of a sentence as a whole. These algorithms try to understand that</p> <blockquote> <p>I am not having a good day.</p> </blockquote> <p>is a sad sentence, not a happy one, because of negation. The <a href="https://stanfordnlp.github.io/CoreNLP/">Stanford CoreNLP</a> tools and the <a href="https://cran.r-project.org/package=sentimentr">sentimentr R package</a> are examples of such sentiment analysis algorithms. For these, we may want to tokenize text into sentences.</p> <div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a>PandP_sentences <span class="ot"><-</span> <span class="fu">tibble</span>(<span class="at">text =</span> prideprejudice) <span class="sc">%>%</span> </span> <span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">unnest_tokens</span>(sentence, text, <span class="at">token =</span> <span class="st">"sentences"</span>)</span></code></pre></div> <p>Let’s look at just one.</p> <div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a>PandP_sentences<span class="sc">$</span>sentence[<span class="dv">2</span>]</span></code></pre></div> <pre><code>## [1] "by jane austen"</code></pre> <p>The sentence tokenizing does seem to have a bit of trouble with UTF-8 encoded text, especially with sections of dialogue; it does much better with punctuation in ASCII.</p> <p>Another option in <code>unnest_tokens</code> is to split into tokens using a regex pattern. We could use this, for example, to split the text of Jane Austen’s novels into a data frame by chapter.</p> <div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a>austen_chapters <span class="ot"><-</span> <span class="fu">austen_books</span>() <span class="sc">%>%</span></span> <span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(book) <span class="sc">%>%</span></span> <span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">unnest_tokens</span>(chapter, text, <span class="at">token =</span> <span class="st">"regex"</span>, <span class="at">pattern =</span> <span class="st">"Chapter|CHAPTER [</span><span class="sc">\\</span><span class="st">dIVXLC]"</span>) <span class="sc">%>%</span></span> <span id="cb20-4"><a href="#cb20-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">ungroup</span>()</span> <span id="cb20-5"><a href="#cb20-5" aria-hidden="true" tabindex="-1"></a></span> <span id="cb20-6"><a href="#cb20-6" aria-hidden="true" tabindex="-1"></a>austen_chapters <span class="sc">%>%</span> </span> <span id="cb20-7"><a href="#cb20-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(book) <span class="sc">%>%</span> </span> <span id="cb20-8"><a href="#cb20-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">summarise</span>(<span class="at">chapters =</span> <span class="fu">n</span>())</span></code></pre></div> <pre><code>## # A tibble: 6 × 2 ## book chapters ## <fct> <int> ## 1 Sense & Sensibility 51 ## 2 Pride & Prejudice 62 ## 3 Mansfield Park 49 ## 4 Emma 56 ## 5 Northanger Abbey 32 ## 6 Persuasion 25</code></pre> <p>We have recovered the correct number of chapters in each novel (plus an “extra” row for each novel title). In this data frame, each row corresponds to one chapter.</p> <p>Near the beginning of this vignette, we used a similar regex to find where all the chapters were in Austen’s novels for a tidy data frame organized by one-word-per-row. We can use tidy text analysis to ask questions such as what are the most negative chapters in each of Jane Austen’s novels? First, let’s get the list of negative words from the Bing lexicon. Second, let’s make a dataframe of how many words are in each chapter so we can normalize for the length of chapters. Then, let’s find the number of negative words in each chapter and divide by the total words in each chapter. Which chapter has the highest proportion of negative words?</p> <div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a>bingnegative <span class="ot"><-</span> <span class="fu">get_sentiments</span>(<span class="st">"bing"</span>) <span class="sc">%>%</span></span> <span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">filter</span>(sentiment <span class="sc">==</span> <span class="st">"negative"</span>)</span> <span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a></span> <span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a>wordcounts <span class="ot"><-</span> tidy_books <span class="sc">%>%</span></span> <span id="cb22-5"><a href="#cb22-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(book, chapter) <span class="sc">%>%</span></span> <span id="cb22-6"><a href="#cb22-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">summarize</span>(<span class="at">words =</span> <span class="fu">n</span>())</span> <span id="cb22-7"><a href="#cb22-7" aria-hidden="true" tabindex="-1"></a></span> <span id="cb22-8"><a href="#cb22-8" aria-hidden="true" tabindex="-1"></a>tidy_books <span class="sc">%>%</span></span> <span id="cb22-9"><a href="#cb22-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">semi_join</span>(bingnegative) <span class="sc">%>%</span></span> <span id="cb22-10"><a href="#cb22-10" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(book, chapter) <span class="sc">%>%</span></span> <span id="cb22-11"><a href="#cb22-11" aria-hidden="true" tabindex="-1"></a> <span class="fu">summarize</span>(<span class="at">negativewords =</span> <span class="fu">n</span>()) <span class="sc">%>%</span></span> <span id="cb22-12"><a href="#cb22-12" aria-hidden="true" tabindex="-1"></a> <span class="fu">left_join</span>(wordcounts, <span class="at">by =</span> <span class="fu">c</span>(<span class="st">"book"</span>, <span class="st">"chapter"</span>)) <span class="sc">%>%</span></span> <span id="cb22-13"><a href="#cb22-13" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">ratio =</span> negativewords<span class="sc">/</span>words) <span class="sc">%>%</span></span> <span id="cb22-14"><a href="#cb22-14" aria-hidden="true" tabindex="-1"></a> <span class="fu">filter</span>(chapter <span class="sc">!=</span> <span class="dv">0</span>) <span class="sc">%>%</span></span> <span id="cb22-15"><a href="#cb22-15" aria-hidden="true" tabindex="-1"></a> <span class="fu">top_n</span>(<span class="dv">1</span>)</span></code></pre></div> <pre><code>## # A tibble: 6 × 5 ## # Groups: book [6] ## book chapter negativewords words ratio ## <fct> <int> <int> <int> <dbl> ## 1 Sense & Sensibility 43 161 3405 0.0473 ## 2 Pride & Prejudice 34 111 2104 0.0528 ## 3 Mansfield Park 46 173 3685 0.0469 ## 4 Emma 15 151 3340 0.0452 ## 5 Northanger Abbey 21 149 2982 0.0500 ## 6 Persuasion 4 62 1807 0.0343</code></pre> <p>These are the chapters with the most negative words in each book, normalized for number of words in the chapter. What is happening in these chapters? In Chapter 43 of <em>Sense and Sensibility</em> Marianne is seriously ill, near death, and in Chapter 34 of <em>Pride and Prejudice</em> Mr. Darcy proposes for the first time (so badly!). Chapter 46 of <em>Mansfield Park</em> is almost the end, when everyone learns of Henry’s scandalous adultery, Chapter 15 of <em>Emma</em> is when horrifying Mr. Elton proposes, and in Chapter 21 of <em>Northanger Abbey</em> Catherine is deep in her Gothic faux fantasy of murder, etc. Chapter 4 of <em>Persuasion</em> is when the reader gets the full flashback of Anne refusing Captain Wentworth and how sad she was and what a terrible mistake she realized it to be.</p> </div> <!-- code folding --> <!-- dynamically load mathjax for compatibility with self-contained --> <script> (function () { var script = document.createElement("script"); script.type = "text/javascript"; script.src = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"; document.getElementsByTagName("head")[0].appendChild(script); })(); </script> </body> </html>