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Python_WordCram_Tutorial.html
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Python_WordCram_Tutorial.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>Python_WordCram_Tutorial</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
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<h1 id="Word-Clouds-in-Python-using-WordCram">Word Clouds in Python using WordCram<a class="anchor-link" href="#Word-Clouds-in-Python-using-WordCram">¶</a></h1>
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<p>This is a short tutorial for using WordCram, a Processing library, to generate word clouds from an LDA instance.
The LDA analysis will be done using Stephen Hansen's Topic Modelling library available at
<a href="https://github.com/sekhansen/text-mining-tutorial">https://github.com/sekhansen/text-mining-tutorial</a>.</p>
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<h3 id="Install-Processing">Install Processing<a class="anchor-link" href="#Install-Processing">¶</a></h3>
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<p>First, Processing will need to be installed on your machine. The link for the download can be found at:
<a href="https://processing.org/download/?processing">https://processing.org/download/?processing</a></p>
<p>After installation, make sure you know where the processing-java file was downloaded. This will be needed
for the Python module.</p>
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<h3 id="Create-LDA-Instance">Create LDA Instance<a class="anchor-link" href="#Create-LDA-Instance">¶</a></h3>
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<p>First, let's generate the ldaobj instance from the topicmodels.LDA class.</p>
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<div class=" highlight hl-ipython2"><pre><span class="sd">"""</span>
<span class="sd">(c) 2014, Stephen Hansen, [email protected]</span>
<span class="sd">Python script for tutorial illustrating collapsed Gibbs sampling for Latent Dirichlet Allocation.</span>
<span class="sd">See explanation for commands on http://nbviewer.ipython.org/url/www.econ.upf.edu/~shansen/tutorial_notebook.ipynb.</span>
<span class="sd">"""</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">topicmodels</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">from</span> <span class="nn">wordclouds</span> <span class="kn">import</span> <span class="o">*</span>
<span class="n">topic_nums</span> <span class="o">=</span> <span class="mi">10</span>
<span class="c">########## select data on which to run topic model #########</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="s">"speech_data_extend.txt"</span><span class="p">,</span><span class="n">encoding</span><span class="o">=</span><span class="s">"utf-8"</span><span class="p">)</span>
<span class="c">########## clean documents #########</span>
<span class="n">docsobj</span> <span class="o">=</span> <span class="n">topicmodels</span><span class="o">.</span><span class="n">RawDocs</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">speech</span><span class="p">,</span> <span class="s">"stopwords.txt"</span><span class="p">)</span>
<span class="n">docsobj</span><span class="o">.</span><span class="n">token_clean</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="n">docsobj</span><span class="o">.</span><span class="n">stopword_remove</span><span class="p">(</span><span class="s">"tokens"</span><span class="p">)</span>
<span class="n">docsobj</span><span class="o">.</span><span class="n">stem</span><span class="p">()</span>
<span class="n">docsobj</span><span class="o">.</span><span class="n">tf_idf</span><span class="p">(</span><span class="s">"stems"</span><span class="p">)</span>
<span class="n">docsobj</span><span class="o">.</span><span class="n">stopword_remove</span><span class="p">(</span><span class="s">"stems"</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
<span class="n">all_stems</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">docsobj</span><span class="o">.</span><span class="n">stems</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">d</span><span class="p">]</span>
<span class="k">print</span><span class="p">(</span><span class="s">"number of unique stems = </span><span class="si">%d</span><span class="s">"</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">all_stems</span><span class="p">)))</span>
<span class="k">print</span><span class="p">(</span><span class="s">"number of total stems = </span><span class="si">%d</span><span class="s">"</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">all_stems</span><span class="p">))</span>
<span class="c">########## estimate topic model #########</span>
<span class="n">ldaobj</span> <span class="o">=</span> <span class="n">topicmodels</span><span class="o">.</span><span class="n">LDA</span><span class="p">(</span><span class="n">docsobj</span><span class="o">.</span><span class="n">stems</span><span class="p">,</span><span class="n">topic_nums</span><span class="p">)</span>
<span class="n">ldaobj</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">20</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
<span class="n">ldaobj</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">20</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
<span class="n">ldaobj</span><span class="o">.</span><span class="n">samples_keep</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
<span class="n">ldaobj</span><span class="o">.</span><span class="n">topic_content</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
<span class="c"># Choose how many of the last chains to keep - here it is 4</span>
<span class="n">ldaobj</span><span class="o">.</span><span class="n">samples_keep</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
</pre></div>
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<pre>number of unique stems = 100
number of total stems = 12436
Iteration 1 of (collapsed) Gibbs sampling
Iteration 2 of (collapsed) Gibbs sampling
Iteration 3 of (collapsed) Gibbs sampling
Iteration 4 of (collapsed) Gibbs sampling
Iteration 5 of (collapsed) Gibbs sampling
Iteration 6 of (collapsed) Gibbs sampling
Iteration 7 of (collapsed) Gibbs sampling
Iteration 8 of (collapsed) Gibbs sampling
Iteration 9 of (collapsed) Gibbs sampling
Iteration 10 of (collapsed) Gibbs sampling
Iteration 11 of (collapsed) Gibbs sampling
Iteration 12 of (collapsed) Gibbs sampling
Iteration 13 of (collapsed) Gibbs sampling
Iteration 14 of (collapsed) Gibbs sampling
Iteration 15 of (collapsed) Gibbs sampling
Iteration 16 of (collapsed) Gibbs sampling
Iteration 17 of (collapsed) Gibbs sampling
Iteration 18 of (collapsed) Gibbs sampling
Iteration 19 of (collapsed) Gibbs sampling
Iteration 20 of (collapsed) Gibbs sampling
Iteration 21 of (collapsed) Gibbs sampling
Iteration 22 of (collapsed) Gibbs sampling
Iteration 23 of (collapsed) Gibbs sampling
Iteration 24 of (collapsed) Gibbs sampling
Iteration 25 of (collapsed) Gibbs sampling
Iteration 26 of (collapsed) Gibbs sampling
Iteration 27 of (collapsed) Gibbs sampling
Iteration 28 of (collapsed) Gibbs sampling
Iteration 29 of (collapsed) Gibbs sampling
Iteration 30 of (collapsed) Gibbs sampling
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<h3 id="Make-WordClouds">Make WordClouds<a class="anchor-link" href="#Make-WordClouds">¶</a></h3>
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<p>The function make_word_clouds contains 2 required arguments, the ldaobj instance and the path to Processing.</p>
<p>The Processing path typically looks like "processing-2.2.1/processing-java".</p>
<p>The other 2 arguments are to tweak the aesthetics of the PDF files generated for each word cloud.</p>
<p><b>weight_interval</b> tells Python what size to make both the largest and smallest weighted words, and adjust the in-between weights accordingly. Typically, if there is a lot of dispersion in weights or frequencies, then weight_interval=(4,140) (DEFAULT) will result in nice looking charts. If the output is only showing a fraction of the words, then trying weight_interval=(4,50) will likely fix the issue.</p>
<p><b>max_words</b> is the maximum number of words you would like to appear in each word cloud. By default it is set to 250. Reducing this number may require adjusting the <b>weight_interval</b> variable accordingly so that all remaining words fit well in the image.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">make_word_clouds</span><span class="p">(</span><span class="n">ldaobj</span><span class="p">,</span><span class="s">"~/Downloads/processing-2.2.1/processing-java"</span><span class="p">,</span><span class="n">weight_interval</span><span class="o">=</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">140</span><span class="p">))</span>
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<p>That is it for now. For any questions or suggestions, please email me at [email protected]</p>
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