jankatins/SO 35827734.html

## SO 35827734.html
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<div class=" highlight hl-r"><pre><span class="kn">library</span><span class="p">(</span>NLP<span class="p">)</span>
<span class="kn">library</span><span class="p">(</span>tm<span class="p">)</span>

<span class="c1"># here I used the EBook of Ulysses, by James Joyce, but any text file can fit</span>
<span class="c1"># the text is available here: https://www.gutenberg.org/cache/epub/4300/pg4300.txt</span>
book <span class="o">&lt;-</span> <span class="kp">readLines</span><span class="p">(</span><span class="s">&quot;pg4300.txt&quot;</span><span class="p">,</span> encoding<span class="o">=</span><span class="s">&quot;UTF-8&quot;</span><span class="p">)</span>
corpus <span class="o">&lt;-</span> Corpus<span class="p">(</span>VectorSource<span class="p">(</span>book<span class="p">))</span>
corpus <span class="o">&lt;-</span> tm_map<span class="p">(</span>corpus<span class="p">,</span> content_transformer<span class="p">(</span><span class="kp">tolower</span><span class="p">))</span>
corpus <span class="o">&lt;-</span> tm_map<span class="p">(</span>corpus<span class="p">,</span> removeNumbers<span class="p">)</span>
corpus <span class="o">&lt;-</span> tm_map<span class="p">(</span>corpus<span class="p">,</span> removePunctuation<span class="p">)</span>
dtm <span class="o">&lt;-</span> TermDocumentMatrix<span class="p">(</span>corpus<span class="p">)</span>
m <span class="o">&lt;-</span> <span class="kp">as.matrix</span><span class="p">(</span>dtm<span class="p">)</span>

freq <span class="o">&lt;-</span> <span class="kp">rowSums</span><span class="p">(</span>m<span class="p">)</span>
freq.sorted <span class="o">&lt;-</span> <span class="kp">sort</span><span class="p">(</span>freq<span class="p">,</span> decreasing<span class="o">=</span><span class="kc">TRUE</span><span class="p">)</span>

<span class="c1"># first barplot with stop words (ok for both notebook and export)</span>
barplot<span class="p">(</span>freq.sorted<span class="p">[</span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">],</span> xlab<span class="o">=</span><span class="s">&quot;Word&quot;</span><span class="p">,</span> ylab<span class="o">=</span><span class="s">&quot;Frequency&quot;</span><span class="p">,</span> las<span class="o">=</span><span class="m">2</span><span class="p">)</span>

corpus.sw <span class="o">&lt;-</span> tm_map<span class="p">(</span>corpus<span class="p">,</span> removeWords<span class="p">,</span> stopwords<span class="p">(</span><span class="s">&#39;english&#39;</span><span class="p">))</span>
dtm.sw <span class="o">&lt;-</span> TermDocumentMatrix<span class="p">(</span>corpus.sw<span class="p">)</span>
m.sw <span class="o">&lt;-</span> <span class="kp">as.matrix</span><span class="p">(</span>dtm.sw<span class="p">)</span>
freq.sw <span class="o">&lt;-</span> <span class="kp">rowSums</span><span class="p">(</span>m.sw<span class="p">)</span>
freq.sw.sorted <span class="o">&lt;-</span> <span class="kp">sort</span><span class="p">(</span>freq.sw<span class="p">,</span> decreasing<span class="o">=</span><span class="kc">TRUE</span><span class="p">)</span>

<span class="c1"># second barplot without stop words (ok on ipython notebook but fail when exporting)</span>
barplot<span class="p">(</span>freq.sw.sorted<span class="p">[</span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">],</span> xlab<span class="o">=</span><span class="s">&quot;Word&quot;</span><span class="p">,</span> ylab<span class="o">=</span><span class="s">&quot;Frequency&quot;</span><span class="p">,</span> las<span class="o">=</span><span class="m">2</span><span class="p">)</span>
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