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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>TsiprasWordNets</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>
<style type="text/css">
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<h1 id="ALEXIS-TSIPRAS'-WORD-NETWORKS-FROM-8-FEBRUARY-TO-11-JULY-2015:-Word-Co-Occurrences-in-Sentences-of-Two-Speeches-of-the-Greek-Prime-Minister-Alexis-Tsipras">ALEXIS TSIPRAS' WORD NETWORKS FROM 8 FEBRUARY TO 11 JULY 2015: Word Co-Occurrences in Sentences of Two Speeches of the Greek Prime Minister Alexis Tsipras<a class="anchor-link" href="#ALEXIS-TSIPRAS'-WORD-NETWORKS-FROM-8-FEBRUARY-TO-11-JULY-2015:-Word-Co-Occurrences-in-Sentences-of-Two-Speeches-of-the-Greek-Prime-Minister-Alexis-Tsipras">¶</a></h1><h2 id="By-Moses-Boudourides,-D.-Dimitrakopoulou,-Sergios-Lenis-&-Pantelis-Vikatos">By Moses Boudourides, D. Dimitrakopoulou, Sergios Lenis & Pantelis Vikatos<a class="anchor-link" href="#By-Moses-Boudourides,-D.-Dimitrakopoulou,-Sergios-Lenis-&-Pantelis-Vikatos">¶</a></h2>
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<p><strong>IMPORTANT</strong>: To use this notebook, you'll need to</p>
<ol>
<li>Install IPython Notebook (easiest way: use <a href="http://store.continuum.io">Anaconda</a>)</li>
<li>Download this notebook and all other Python scripts used here from <a href="https://github.com/mboudour/WordNets">https://github.com/mboudour/WordNets</a></li>
<li>Run <code>ipython notebook</code> in the same directory where notebook and scripts were put</li>
</ol>
<p><a href="http://creativecommons.org/licenses/by/4.0/"><img alt="Creative Commons License" style="border-width:0" src="http://i.creativecommons.org/l/by/4.0/88x31.png" /></a><br />This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</a>.</p>
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<div class=" highlight hl-ipython2"><pre><span class="c"># All these imports are needed for the following cells to run</span>
<span class="kn">import</span> <span class="nn">nltk</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="c"># import csv</span>
<span class="kn">import</span> <span class="nn">itertools</span>
<span class="kn">from</span> <span class="nn">nltk.tokenize</span> <span class="kn">import</span> <span class="n">sent_tokenize</span><span class="p">,</span> <span class="n">word_tokenize</span>
<span class="kn">import</span> <span class="nn">networkx</span> <span class="kn">as</span> <span class="nn">nx</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="c"># from matplotlib.patches import Ellipse, Polygon</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="c"># import math</span>
<span class="c"># import random</span>
<span class="kn">import</span> <span class="nn">codecs</span>
<span class="kn">from</span> <span class="nn">textblob</span> <span class="kn">import</span> <span class="n">TextBlob</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="o">%</span><span class="k">load_ext</span> autoreload
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<pre>The autoreload extension is already loaded. To reload it, use:
%reload_ext autoreload
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<li>The transcript of Tsipras' 8-02-2015 was downloaded from <a href="http://www.primeminister.gov.gr/english/2015/02/08/primeministers-a-tsipras-speech-during-the-programmatic-statements-of-the-government/">http://www.primeminister.gov.gr/english/2015/02/08/primeministers-a-tsipras-speech-during-the-programmatic-statements-of-the-government/</a> (accessed on 22-03-2016)</li>
<li>The transcript of Tsipras' on 11-07-2015 was downloaded from <a href="http://www.primeminister.gov.gr/english/2015/07/11/prime-minister-alexis-tsipras-speech/">http://www.primeminister.gov.gr/english/2015/07/11/prime-minister-alexis-tsipras-speech/</a> (accessed on 22-03-2016)</li>
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<div class=" highlight hl-ipython2"><pre><span class="c">## Opening and reading the two speeches in NLTK</span>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Opening and reading the two speeches in NLTK</span>
<span class="n">f1</span> <span class="o">=</span> <span class="n">codecs</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s">'t1.txt'</span><span class="p">,</span> <span class="s">"r"</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="n">f2</span> <span class="o">=</span> <span class="n">codecs</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s">'t2.txt'</span><span class="p">,</span> <span class="s">"r"</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="n">f1Temp</span> <span class="o">=</span> <span class="n">codecs</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s">"tempASCII"</span><span class="p">,</span> <span class="s">"w"</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s">"ascii"</span><span class="p">,</span> <span class="n">errors</span><span class="o">=</span><span class="s">"ignore"</span><span class="p">)</span>
<span class="n">f2Temp</span> <span class="o">=</span> <span class="n">codecs</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s">"tempASCII"</span><span class="p">,</span> <span class="s">"w"</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s">"ascii"</span><span class="p">,</span> <span class="n">errors</span><span class="o">=</span><span class="s">"ignore"</span><span class="p">)</span>
<span class="n">f1Temp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s">'t1_02_15.txt'</span><span class="p">)</span>
<span class="n">f2Temp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s">'t2_07_15.txt'</span><span class="p">)</span>
<span class="n">HClinton</span><span class="o">=</span><span class="n">f1</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
<span class="n">BSanders</span><span class="o">=</span><span class="n">f2</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
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<h2 id="Noun-phrases-are-extracted-from-the-two-speeches-using-TextBlob">Noun phrases are extracted from the two speeches using TextBlob<a class="anchor-link" href="#Noun-phrases-are-extracted-from-the-two-speeches-using-TextBlob">¶</a></h2>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Noun phrases are extracted from the two speeches using TextBlob</span>
<span class="n">blobHClinton</span> <span class="o">=</span> <span class="n">TextBlob</span><span class="p">(</span><span class="n">HClinton</span><span class="p">)</span>
<span class="n">blobBSanders</span> <span class="o">=</span> <span class="n">TextBlob</span><span class="p">(</span><span class="n">BSanders</span><span class="p">)</span>
<span class="n">nounHC</span><span class="o">=</span><span class="n">blobHClinton</span><span class="o">.</span><span class="n">np_counts</span>
<span class="n">nounBS</span> <span class="o">=</span> <span class="n">blobBSanders</span><span class="o">.</span><span class="n">np_counts</span>
<span class="n">title1</span><span class="o">=</span><span class="s">"Tsipras' 8 February 2015"</span>
<span class="n">title2</span><span class="o">=</span><span class="s">"Tsipras' 11 July 2015"</span>
<span class="n">dfnp1</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">"</span><span class="si">%s</span><span class="s"> noun phrases"</span> <span class="o">%</span><span class="k">title1</span>, "Frequencies"])
<span class="n">dfnp2</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">"</span><span class="si">%s</span><span class="s"> noun phrases"</span> <span class="o">%</span><span class="k">title2</span>, "Frequencies"])
<span class="n">u</span><span class="o">=</span><span class="mi">1</span>
<span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="n">nounHC</span><span class="p">:</span>
<span class="n">dfnp1</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">u</span><span class="p">]</span><span class="o">=</span><span class="p">[</span><span class="n">l</span><span class="p">,</span><span class="n">nounHC</span><span class="p">[</span><span class="n">l</span><span class="p">]]</span>
<span class="n">u</span><span class="o">+=</span><span class="mi">1</span>
<span class="n">u</span><span class="o">=</span><span class="mi">1</span>
<span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="n">nounBS</span><span class="p">:</span>
<span class="n">dfnp2</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">u</span><span class="p">]</span><span class="o">=</span><span class="p">[</span><span class="n">l</span><span class="p">,</span><span class="n">nounBS</span><span class="p">[</span><span class="n">l</span><span class="p">]]</span>
<span class="n">u</span><span class="o">+=</span><span class="mi">1</span>
<span class="k">print</span> <span class="s">"The total number of noun phrases in </span><span class="si">%s</span><span class="s"> speech is </span><span class="si">%i</span><span class="s">. The following table shows the first 5 entries."</span> <span class="o">%</span><span class="p">(</span><span class="n">title1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">nounHC</span><span class="p">))</span>
<span class="n">dfnp1</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
<span class="c"># To see all the noun phrases in H Clinton's speech just run dfnp1 above</span>
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<pre>The total number of noun phrases in Tsipras' 8 February 2015 speech is 659. The following table shows the first 5 entries.
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<th>Tsipras' 8 February 2015 noun phrases</th>
<th>Frequencies</th>
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<th>1</th>
<td>important role</td>
<td>1</td>
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<th>2</th>
<td>secondly</td>
<td>3</td>
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<th>3</th>
<td>notorious email</td>
<td>1</td>
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<th>4</th>
<td>agricultural production</td>
<td>1</td>
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<th>5</th>
<td>small corruption</td>
<td>1</td>
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<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="s">"The total number of noun phrases in </span><span class="si">%s</span><span class="s"> speech is </span><span class="si">%i</span><span class="s">. The following table shows the first 5 entries."</span> <span class="o">%</span><span class="p">(</span><span class="n">title2</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">nounBS</span><span class="p">))</span>
<span class="n">dfnp2</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
<span class="c"># To see all the noun phrases in B Sanders' speech just run dfnp2 above</span>
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<pre>The total number of noun phrases in Tsipras' 11 July 2015 speech is 173. The following table shows the first 5 entries.
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<th>Tsipras' 11 July 2015 noun phrases</th>
<th>Frequencies</th>
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<th>1</th>
<td>national duty</td>
<td>1</td>
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<th>2</th>
<td>september</td>
<td>1</td>
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<th>3</th>
<td>substantive discussion</td>
<td>1</td>
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<th>4</th>
<td>forty-eight hours</td>
<td>1</td>
</tr>
<tr>
<th>5</th>
<td>whitewash things –</td>
<td>1</td>
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<h2 id="Common-noun-phrases-in-the-two-Tsipras'-speeches">Common noun phrases in the two Tsipras' speeches<a class="anchor-link" href="#Common-noun-phrases-in-the-two-Tsipras'-speeches">¶</a></h2>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Common noun phrases in H Clinton's and B Sanders speech</span>
<span class="n">common</span><span class="o">=</span><span class="p">{}</span>
<span class="n">ncommon</span><span class="o">=</span><span class="p">{}</span>
<span class="n">dfc</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">"Common noun phrases"</span><span class="p">,</span> <span class="n">title1</span><span class="p">,</span> <span class="n">title2</span><span class="p">])</span>
<span class="n">u</span><span class="o">=</span><span class="mi">1</span>
<span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="n">nounHC</span><span class="p">:</span>
<span class="k">if</span> <span class="n">l</span> <span class="ow">in</span> <span class="n">nounBS</span><span class="p">:</span>
<span class="n">common</span><span class="p">[</span><span class="n">l</span><span class="p">]</span><span class="o">=</span><span class="nb">min</span><span class="p">(</span><span class="n">nounHC</span><span class="p">[</span><span class="n">l</span><span class="p">],</span><span class="n">nounBS</span><span class="p">[</span><span class="n">l</span><span class="p">])</span>
<span class="n">ncommon</span><span class="p">[</span><span class="n">l</span><span class="p">]</span><span class="o">=</span><span class="p">(</span><span class="n">nounHC</span><span class="p">[</span><span class="n">l</span><span class="p">],</span><span class="n">nounBS</span><span class="p">[</span><span class="n">l</span><span class="p">])</span>
<span class="n">dfc</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">u</span><span class="p">]</span><span class="o">=</span><span class="p">[</span><span class="n">l</span><span class="p">,</span><span class="n">nounHC</span><span class="p">[</span><span class="n">l</span><span class="p">],</span><span class="n">nounBS</span><span class="p">[</span><span class="n">l</span><span class="p">]]</span>
<span class="n">u</span><span class="o">+=</span><span class="mi">1</span>
<span class="n">dfc</span>
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<th>Common noun phrases</th>
<th>Tsipras' 8 February 2015</th>
<th>Tsipras' 11 July 2015</th>
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<th>1</th>
<td>greek people</td>
<td>15</td>
<td>11</td>
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<th>2</th>
<td>greek bonds</td>
<td>1</td>
<td>1</td>
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<th>3</th>
<td>collective redundancies</td>
<td>1</td>
<td>1</td>
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<th>4</th>
<td>popular sovereignty</td>
<td>2</td>
<td>1</td>
</tr>
<tr>
<th>5</th>
<td>sustainable agreement</td>
<td>1</td>
<td>1</td>
</tr>
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<th>6</th>
<td>debt issue</td>
<td>1</td>
<td>1</td>
</tr>
<tr>
<th>7</th>
<td>thank</td>
<td>1</td>
<td>1</td>
</tr>
<tr>
<th>8</th>
<td>european union</td>
<td>4</td>
<td>1</td>
</tr>
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<th>9</th>
<td>prime</td>
<td>1</td>
<td>2</td>
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<th>10</th>
<td>greece</td>
<td>22</td>
<td>2</td>
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<th>11</th>
<td>europe</td>
<td>14</td>
<td>5</td>
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<th>12</th>
<td>new agreement</td>
<td>2</td>
<td>1</td>
</tr>
<tr>
<th>13</th>
<td>greek economy</td>
<td>9</td>
<td>2</td>
</tr>
<tr>
<th>14</th>
<td>eurozone</td>
<td>1</td>
<td>1</td>
</tr>
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<th>15</th>
<td>gentlemen</td>
<td>15</td>
<td>3</td>
</tr>
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<th>16</th>
<td>june</td>
<td>2</td>
<td>1</td>
</tr>
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<th>17</th>
<td>ladies</td>
<td>16</td>
<td>3</td>
</tr>
<tr>
<th>18</th>
<td>policy statements</td>
<td>1</td>
<td>1</td>
</tr>
<tr>
<th>19</th>
<td>equal partner</td>
<td>1</td>
<td>1</td>
</tr>
<tr>
<th>20</th>
<td>difficult circumstances</td>
<td>1</td>
<td>1</td>
</tr>
</tbody>
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<div class=" highlight hl-ipython2"><pre><span class="c">#The following noun phrases were removed:</span>
<span class="n">to_be_removed</span> <span class="o">=</span> <span class="p">[</span><span class="s">'prime'</span><span class="p">,</span><span class="s">'ladies'</span><span class="p">,</span><span class="s">'gentlemen'</span><span class="p">]</span><span class="c">#[u'well',u'thank',u'york']</span>
<span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">common</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
<span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">to_be_removed</span><span class="p">:</span>
<span class="k">del</span> <span class="n">common</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
<span class="n">ccommon</span><span class="o">=</span><span class="n">common</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">## This function counts co-occurrences of the common noun phrases in the sentences of a speech</span>
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<div class=" highlight hl-ipython2"><pre><span class="c"># This function counts co-occurrences of the common noun phrases in the sentences of a speech</span>
<span class="k">def</span> <span class="nf">occurrences</span><span class="p">(</span><span class="n">source</span><span class="p">,</span><span class="n">terms</span><span class="p">):</span>
<span class="n">ALL_sentences</span><span class="o">=</span><span class="n">sent_tokenize</span><span class="p">(</span><span class="n">source</span><span class="p">)</span>
<span class="n">combinations_terms</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">itertools</span><span class="o">.</span><span class="n">combinations</span><span class="p">(</span><span class="n">terms</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>
<span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">combinations_terms</span><span class="p">)</span>
<span class="c"># print n,combinations_terms[0]</span>
<span class="c"># print ALL_sentences[0]</span>
<span class="c"># print ALL_sentences[1]</span>
<span class="n">occurlist</span> <span class="o">=</span><span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
<span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">ALL_sentences</span><span class="p">:</span>
<span class="n">temp</span><span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">combinations_terms</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
<span class="n">out</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">+</span><span class="s">'(.*?)'</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="n">re</span><span class="o">.</span><span class="n">DOTALL</span> <span class="o">|</span> <span class="n">re</span><span class="o">.</span><span class="n">IGNORECASE</span><span class="p">)</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
<span class="k">if</span> <span class="n">out</span> <span class="p">:</span>
<span class="n">occurlist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
<span class="n">out2</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span><span class="o">+</span><span class="s">'(.*?)'</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">temp</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">re</span><span class="o">.</span><span class="n">DOTALL</span> <span class="o">|</span> <span class="n">re</span><span class="o">.</span><span class="n">IGNORECASE</span><span class="p">)</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="n">j</span><span class="p">)</span>
<span class="k">if</span> <span class="n">out2</span> <span class="p">:</span>
<span class="n">occurlist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="n">temp</span><span class="p">))</span>
<span class="n">occurdict</span><span class="o">=</span><span class="p">{}</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">occurlist</span><span class="p">:</span>
<span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">occurdict</span><span class="p">:</span>
<span class="n">occurdict</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">occurdict</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">occurdict</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">+</span><span class="mi">1</span>
<span class="k">return</span> <span class="n">occurdict</span>
<span class="n">HCdict</span> <span class="o">=</span> <span class="n">occurrences</span><span class="p">(</span><span class="n">HClinton</span><span class="p">,</span><span class="n">ccommon</span><span class="p">)</span>
<span class="n">BSdict</span> <span class="o">=</span> <span class="n">occurrences</span><span class="p">(</span><span class="n">BSanders</span><span class="p">,</span><span class="n">ccommon</span><span class="p">)</span>
<span class="c"># print HCdict.keys()</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">## This function constructs the graph of common noun phrases tied by their co-occurrences in sentenses of a speech</span>
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<div class=" highlight hl-ipython2"><pre><span class="c"># This function constructs the graph of common noun phrases tied by their co-occurrences in sentenses of a speech</span>
<span class="k">def</span> <span class="nf">makegraph</span><span class="p">(</span><span class="n">occurrences</span><span class="p">):</span>
<span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">Graph</span><span class="p">()</span>
<span class="k">for</span> <span class="n">ed</span><span class="p">,</span><span class="n">wei</span> <span class="ow">in</span> <span class="n">occurrences</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="c"># print eds</span>
<span class="c"># ed=eds.split(' - ') </span>
<span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">ed</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">ed</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">weight</span><span class="o">=</span><span class="n">wei</span><span class="p">)</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span><span class="n">ed</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">label</span><span class="o">=</span><span class="n">ed</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span><span class="n">ed</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">label</span><span class="o">=</span><span class="n">ed</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="k">return</span> <span class="n">G</span>
<span class="n">GHC</span> <span class="o">=</span> <span class="n">makegraph</span><span class="p">(</span><span class="n">HCdict</span><span class="p">)</span>
<span class="c"># print GHC.edges(data=True)</span>
<span class="n">GBS</span> <span class="o">=</span> <span class="n">makegraph</span><span class="p">(</span><span class="n">BSdict</span><span class="p">)</span>
<span class="c"># print GBS.edges(data=True)</span>
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<h2 id="Plotting-the-graph-of-common-phrases-in-Tsipras'-8-February-2015-speech">Plotting the graph of common phrases in Tsipras' 8 February 2015 speech<a class="anchor-link" href="#Plotting-the-graph-of-common-phrases-in-Tsipras'-8-February-2015-speech">¶</a></h2>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Plotting the graph of common phrases in H Clinton's speech</span>
<span class="kn">from</span> <span class="nn">tools</span> <span class="kn">import</span> <span class="n">draw_network</span>
<span class="n">pos</span><span class="o">=</span><span class="n">nx</span><span class="o">.</span><span class="n">graphviz_layout</span><span class="p">(</span><span class="n">GHC</span><span class="p">)</span>
<span class="c"># pos=nx.spring_layout(GHC)</span>
<span class="n">sstt</span><span class="o">=</span><span class="s">"</span><span class="si">%s</span><span class="s"> wordnet"</span> <span class="o">%</span><span class="k">title1</span>
<span class="n">possit</span><span class="o">=</span><span class="n">draw_network</span><span class="p">(</span><span class="n">GHC</span><span class="p">,</span><span class="n">sstt</span><span class="p">,</span><span class="n">pos</span><span class="o">=</span><span class="n">pos</span><span class="p">,</span><span class="n">with_edgewidth</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span><span class="n">withLabels</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span><span class="n">labfs</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span><span class="n">valpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span><span class="n">ealpha</span><span class="o">=</span><span class="mf">0.7</span><span class="p">,</span><span class="n">labelfont</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
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